import os
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
train_data=pd.read_csv('/Users/user/Desktop/PHD/train_data.csv')
test=pd.read_csv('/Users/user/Desktop/PHD/test_data.csv')
train_data['date']=pd.to_datetime(train_data[['year','month','day']])
test['date']=pd.to_datetime(test[['year','month','day']])
train_data.drop(['year','month','day'],axis=1,inplace=True)
test.drop(['year','month','day'],axis=1,inplace=True)
train_data=train_data.drop_duplicates()
test=test.drop_duplicates()
train_data.shape,test.shape
((22622518, 4), (773535, 4))
train_data
| city | medicine | sales | date | |
|---|---|---|---|---|
| 0 | 1 | 1 | 24.0 | 2015-01-02 |
| 1 | 1 | 2 | 144.0 | 2015-01-02 |
| 2 | 1 | 3 | 84.0 | 2015-01-02 |
| 3 | 1 | 4 | 24.0 | 2015-01-02 |
| 4 | 1 | 5 | 8.0 | 2015-01-02 |
| ... | ... | ... | ... | ... |
| 22624340 | 10 | 3056 | 8.0 | 2018-06-30 |
| 22624341 | 10 | 3163 | 16.0 | 2018-06-30 |
| 22624342 | 10 | 3164 | 8.0 | 2018-06-30 |
| 22624343 | 10 | 3157 | 4.0 | 2018-06-30 |
| 22624344 | 10 | 3165 | 56.0 | 2018-06-30 |
22622518 rows × 4 columns
city1=train_data[train_data['city']==1]
city2=train_data[train_data['city']==2]
city3=train_data[train_data['city']==3]
city4=train_data[train_data['city']==4]
city5=train_data[train_data['city']==5]
city6=train_data[train_data['city']==6]
city7=train_data[train_data['city']==7]
city8=train_data[train_data['city']==8]
city9=train_data[train_data['city']==9]
city10=train_data[train_data['city']==10]
#
city1[city1['medicine']==3289]
| city | medicine | sales | date | |
|---|---|---|---|---|
| 20326504 | 1 | 3289 | 12.0 | 2018-03-29 |
| 20349935 | 1 | 3289 | 8.0 | 2018-03-30 |
| 20373816 | 1 | 3289 | 16.0 | 2018-03-31 |
| 20397951 | 1 | 3289 | 20.0 | 2018-04-01 |
| 20423616 | 1 | 3289 | 36.0 | 2018-04-02 |
| ... | ... | ... | ... | ... |
| 22506960 | 1 | 3289 | 36.0 | 2018-06-26 |
| 22532704 | 1 | 3289 | 16.0 | 2018-06-27 |
| 22556502 | 1 | 3289 | 4.0 | 2018-06-28 |
| 22579691 | 1 | 3289 | 20.0 | 2018-06-29 |
| 22603313 | 1 | 3289 | 4.0 | 2018-06-30 |
63 rows × 4 columns
#each_medicine=len(city1['medicine'].unique())
for m in city1['medicine'].unique():
t=city1.loc[city1['medicine']==m,'sales']
print(t)
0 24.0
11827 92.0
23247 84.0
34885 32.0
46996 52.0
...
22454611 12.0
22478792 32.0
22554244 4.0
22577370 20.0
22601028 28.0
Name: sales, Length: 1228, dtype: float64
1 144.0
11828 116.0
23248 92.0
34886 80.0
46997 120.0
...
22504524 56.0
22530393 48.0
22554245 88.0
22577371 92.0
22601029 44.0
Name: sales, Length: 1230, dtype: float64
2 84.0
11829 52.0
23249 48.0
34887 80.0
46998 108.0
...
22504525 84.0
22530394 80.0
22554246 72.0
22577372 68.0
22601030 64.0
Name: sales, Length: 1268, dtype: float64
3 24.0
11830 52.0
23250 16.0
34888 12.0
46999 36.0
...
22478795 4.0
22504526 28.0
22530395 12.0
22577373 12.0
22601031 4.0
Name: sales, Length: 1012, dtype: float64
4 8.0
11831 24.0
23251 12.0
34889 16.0
47000 28.0
...
22504527 12.0
22530396 8.0
22554247 8.0
22577374 12.0
22601032 4.0
Name: sales, Length: 995, dtype: float64
5 48.0
11832 24.0
23252 20.0
34890 40.0
47001 20.0
...
22504528 32.0
22530397 44.0
22554248 28.0
22577375 24.0
22601033 20.0
Name: sales, Length: 857, dtype: float64
6 144.0
11833 124.0
23253 120.0
34891 148.0
47002 148.0
...
22504529 24.0
22530398 108.0
22554249 96.0
22577376 36.0
22601034 44.0
Name: sales, Length: 863, dtype: float64
7 44.0
11834 44.0
23254 28.0
34892 48.0
92924 4.0
...
22504530 28.0
22530399 16.0
22554250 20.0
22577377 28.0
22601035 24.0
Name: sales, Length: 1263, dtype: float64
8 8.0
11835 8.0
23255 4.0
47003 12.0
58942 8.0
...
22454619 8.0
22478800 4.0
22504531 4.0
22530400 8.0
22554251 4.0
Name: sales, Length: 899, dtype: float64
9 36.0
11836 20.0
23256 8.0
34893 44.0
47004 84.0
...
22504532 44.0
22530401 12.0
22554252 8.0
22577378 12.0
22601036 4.0
Name: sales, Length: 1214, dtype: float64
10 60.0
11837 28.0
23257 40.0
34894 52.0
47005 52.0
...
22504533 16.0
22530402 12.0
22554253 20.0
22577379 12.0
22601037 8.0
Name: sales, Length: 1188, dtype: float64
11 44.0
11838 16.0
23258 36.0
34895 28.0
47006 36.0
...
22504535 36.0
22530404 36.0
22554255 4.0
22577381 16.0
22601039 24.0
Name: sales, Length: 1197, dtype: float64
12 72.0
11839 52.0
23259 68.0
34896 80.0
47007 76.0
...
22504536 56.0
22530405 40.0
22554256 44.0
22577382 48.0
22601040 32.0
Name: sales, Length: 1268, dtype: float64
13 540.012
11840 575.516
23260 501.224
34897 279.376
47008 380.352
...
22504537 98.176
22530406 128.056
22554257 58.292
22577383 116.180
22601041 88.492
Name: sales, Length: 1236, dtype: float64
14 16.0
11841 20.0
23261 12.0
34898 8.0
47009 36.0
...
22504538 4.0
22530407 20.0
22554258 16.0
22577384 12.0
22601042 8.0
Name: sales, Length: 1158, dtype: float64
15 20.0
11842 40.0
23262 36.0
34899 32.0
47010 36.0
...
21085228 32.0
21109593 8.0
21135759 12.0
21162051 28.0
21186681 8.0
Name: sales, Length: 1038, dtype: float64
16 80.0
11843 4.0
23263 72.0
34900 192.0
47011 64.0
...
22504539 12.0
22530408 56.0
22554259 16.0
22577385 32.0
22601043 24.0
Name: sales, Length: 1239, dtype: float64
17 392.0
11844 56.0
47012 4.0
313846 76.0
325089 60.0
...
22504540 40.0
22530409 60.0
22554260 36.0
22577386 92.0
22601044 40.0
Name: sales, Length: 1246, dtype: float64
18 64.0
11845 28.0
23264 40.0
34901 40.0
47013 52.0
...
22504541 60.0
22530410 40.0
22554261 24.0
22577387 64.0
22601045 24.0
Name: sales, Length: 1256, dtype: float64
19 184.0
11846 80.0
23265 192.0
34902 136.0
47014 80.0
...
20395522 36.0
20421084 4.0
20447852 4.0
20474316 8.0
20498822 12.0
Name: sales, Length: 970, dtype: float64
20 108.0
11847 76.0
23266 100.0
34903 136.0
47015 152.0
...
22504542 104.0
22530411 80.0
22554262 68.0
22577388 60.0
22601046 64.0
Name: sales, Length: 1270, dtype: float64
21 8.0
11848 8.0
23267 12.0
34904 4.0
47016 32.0
...
22504543 4.0
22530412 12.0
22554263 4.0
22577389 20.0
22601047 16.0
Name: sales, Length: 1093, dtype: float64
22 88.0
11849 20.0
23268 60.0
34905 92.0
47017 100.0
...
22504544 92.0
22530413 32.0
22554264 68.0
22577390 40.0
22601048 36.0
Name: sales, Length: 1228, dtype: float64
23 76.0
11850 56.0
23269 40.0
34906 80.0
47018 64.0
...
22478814 24.0
22504545 24.0
22530414 16.0
22577391 24.0
22601049 20.0
Name: sales, Length: 1246, dtype: float64
24 248.0
11851 176.0
23270 260.0
34907 204.0
47019 320.0
...
22504546 168.0
22530415 132.0
22554265 108.0
22577392 96.0
22601050 104.0
Name: sales, Length: 1222, dtype: float64
25 28.0
11852 24.0
23271 12.0
34908 40.0
47020 40.0
...
22504547 24.0
22530416 28.0
22554266 20.0
22577393 16.0
22601051 32.0
Name: sales, Length: 1264, dtype: float64
26 36.0
11853 16.0
23272 40.0
34909 40.0
47021 20.0
...
22504548 16.0
22530417 8.0
22554267 28.0
22577394 12.0
22601052 12.0
Name: sales, Length: 1250, dtype: float64
27 36.0
11854 40.0
23273 144.0
47022 8.0
58959 20.0
...
20129737 20.0
20153723 44.0
20177155 16.0
20201581 8.0
20249509 4.0
Name: sales, Length: 838, dtype: float64
28 48.0
11855 20.0
34910 40.0
47023 16.0
58960 12.0
...
22504549 16.0
22530418 24.0
22554268 12.0
22577395 44.0
22601053 8.0
Name: sales, Length: 1177, dtype: float64
29 56.0
11856 8.0
23274 64.0
34911 68.0
47024 28.0
...
22504550 56.0
22530419 24.0
22554269 28.0
22577396 28.0
22601054 16.0
Name: sales, Length: 1266, dtype: float64
30 220.0
11857 164.0
23275 148.0
34912 216.0
47025 276.0
...
22504551 136.0
22530420 48.0
22554270 60.0
22577397 56.0
22601055 136.0
Name: sales, Length: 1265, dtype: float64
31 200.0
11858 120.0
23276 188.0
34913 268.0
47026 352.0
...
22504552 228.0
22530421 112.0
22554271 32.0
22577398 76.0
22601056 40.0
Name: sales, Length: 1256, dtype: float64
32 204.0
11859 140.0
23277 144.0
34914 240.0
47027 416.0
...
22504553 72.0
22530422 56.0
22554272 52.0
22577399 16.0
22601057 60.0
Name: sales, Length: 1270, dtype: float64
33 156.0
11860 232.0
23278 156.0
34915 196.0
47028 200.0
...
22478823 24.0
22504554 84.0
22530423 8.0
22554273 20.0
22577400 40.0
Name: sales, Length: 1251, dtype: float64
34 12.0
11861 12.0
34916 20.0
47030 12.0
58967 4.0
...
22334794 16.0
22383785 8.0
22407364 4.0
22554276 4.0
22601059 4.0
Name: sales, Length: 1027, dtype: float64
35 52.0
11862 60.0
23279 16.0
34917 32.0
47031 44.0
...
22504556 20.0
22530426 12.0
22554277 16.0
22577402 4.0
22601060 4.0
Name: sales, Length: 1141, dtype: float64
36 476.0
11863 84.0
23280 112.0
34918 76.0
47032 128.0
...
22504557 48.0
22530427 76.0
22554278 28.0
22577403 24.0
22601061 132.0
Name: sales, Length: 1267, dtype: float64
37 132.0
11864 180.0
23281 136.0
34919 156.0
47033 116.0
...
22504558 168.0
22530428 136.0
22554279 124.0
22577404 84.0
22601062 36.0
Name: sales, Length: 1127, dtype: float64
38 68.0
11865 36.0
23282 80.0
34920 88.0
47034 96.0
...
21162073 36.0
21210974 28.0
21235552 28.0
21259478 80.0
21284331 52.0
Name: sales, Length: 1033, dtype: float64
39 24.0
11866 20.0
23283 20.0
162027 20.0
173689 16.0
...
22478829 4.0
22530429 8.0
22554280 24.0
22577405 12.0
22601063 20.0
Name: sales, Length: 1110, dtype: float64
40 32.0
11867 36.0
23284 32.0
47035 16.0
58972 28.0
...
22504559 48.0
22530430 44.0
22554281 4.0
22577406 56.0
22601064 52.0
Name: sales, Length: 1233, dtype: float64
41 100.0
11868 112.0
23285 140.0
34921 192.0
47036 100.0
...
21508709 12.0
21604542 16.0
21629152 16.0
21655026 4.0
21775100 4.0
Name: sales, Length: 1215, dtype: float64
42 8.0
11869 16.0
23286 4.0
34922 8.0
47037 12.0
...
22431184 4.0
22454650 4.0
22478831 8.0
22577407 4.0
22601065 8.0
Name: sales, Length: 669, dtype: float64
43 36.0
11870 24.0
23287 32.0
34923 44.0
47038 28.0
...
22504560 48.0
22530431 28.0
22554282 20.0
22577408 24.0
22601066 16.0
Name: sales, Length: 1266, dtype: float64
44 8.0
23288 8.0
34924 4.0
47039 8.0
81524 4.0
...
22504561 8.0
22530432 20.0
22554283 4.0
22577409 4.0
22601067 8.0
Name: sales, Length: 888, dtype: float64
45 36.0
11871 8.0
23289 12.0
34925 20.0
47040 36.0
...
22478833 12.0
22504562 4.0
22554284 12.0
22577410 4.0
22601068 12.0
Name: sales, Length: 1007, dtype: float64
46 32.0
11872 24.0
23290 24.0
34926 36.0
47041 44.0
...
22504563 32.0
22530433 36.0
22554285 20.0
22577411 20.0
22601069 12.0
Name: sales, Length: 1208, dtype: float64
47 60.0
11873 32.0
23291 28.0
34927 64.0
47042 72.0
...
22504564 40.0
22530434 12.0
22554286 4.0
22577412 44.0
22601070 4.0
Name: sales, Length: 1226, dtype: float64
48 96.0
11874 8.0
23292 24.0
34928 20.0
58979 12.0
...
22504565 84.0
22530435 12.0
22554287 24.0
22577413 12.0
22601071 8.0
Name: sales, Length: 1012, dtype: float64
49 12.0
11875 4.0
23293 12.0
34929 8.0
47043 16.0
...
22454655 4.0
22478837 8.0
22504566 16.0
22554288 8.0
22577414 4.0
Name: sales, Length: 823, dtype: float64
50 52.0
11876 60.0
23294 80.0
34930 72.0
47044 52.0
...
22454656 60.0
22478838 40.0
22554289 56.0
22577415 48.0
22601072 16.0
Name: sales, Length: 979, dtype: float64
51 4.0
11877 8.0
23295 20.0
34931 12.0
47045 4.0
...
22504567 8.0
22530436 12.0
22554290 12.0
22577416 8.0
22601073 8.0
Name: sales, Length: 1199, dtype: float64
52 72.0
11878 48.0
92965 24.0
104051 24.0
115525 28.0
...
22504568 116.0
22530437 128.0
22554291 52.0
22577417 76.0
22601074 100.0
Name: sales, Length: 1248, dtype: float64
53 40.0
11879 28.0
23296 48.0
34932 12.0
47046 32.0
...
22504569 48.0
22530438 16.0
22554292 16.0
22577418 36.0
22601075 20.0
Name: sales, Length: 1256, dtype: float64
54 24.0
11880 36.0
23297 40.0
34933 48.0
47047 36.0
...
22454659 12.0
22478842 16.0
22504570 4.0
22530439 20.0
22577419 20.0
Name: sales, Length: 1264, dtype: float64
55 172.0
11881 192.0
23298 140.0
34934 176.0
47048 140.0
...
22504571 164.0
22530440 176.0
22554293 144.0
22577420 168.0
22601076 144.0
Name: sales, Length: 1260, dtype: float64
56 64.0
11882 36.0
23299 36.0
34935 84.0
47049 80.0
...
20078686 112.0
20104336 80.0
20129766 24.0
20153750 72.0
20177183 24.0
Name: sales, Length: 1171, dtype: float64
57 76.0
11883 80.0
23300 40.0
34936 56.0
70302 8.0
...
22504572 52.0
22530441 24.0
22554294 32.0
22577421 24.0
22601077 40.0
Name: sales, Length: 1066, dtype: float64
58 40.0
11884 44.0
23301 16.0
34937 84.0
47050 80.0
...
22504573 20.0
22530442 24.0
22554295 12.0
22577422 40.0
22601078 28.0
Name: sales, Length: 1267, dtype: float64
59 288.0
11885 160.0
23302 216.0
34938 328.0
47051 236.0
...
22504574 160.0
22530443 128.0
22554296 68.0
22577423 44.0
22601079 40.0
Name: sales, Length: 1266, dtype: float64
60 72.0
11886 40.0
23303 56.0
34939 56.0
47052 88.0
...
22504575 24.0
22530444 12.0
22554297 24.0
22577424 8.0
22601080 24.0
Name: sales, Length: 1264, dtype: float64
61 60.0
11887 28.0
23304 36.0
34940 60.0
47053 56.0
...
22504576 72.0
22530445 40.0
22554298 32.0
22577425 72.0
22601081 32.0
Name: sales, Length: 1268, dtype: float64
62 28.0
11888 16.0
23305 12.0
34941 8.0
47054 28.0
...
22504577 16.0
22530446 16.0
22554299 24.0
22577426 16.0
22601082 24.0
Name: sales, Length: 1045, dtype: float64
63 24.0
11889 20.0
23306 24.0
34942 8.0
47055 16.0
...
22431202 12.0
22478850 28.0
22554300 4.0
22577427 8.0
22601083 12.0
Name: sales, Length: 968, dtype: float64
64 4.0
11890 8.0
23307 8.0
34943 12.0
47056 4.0
...
22359758 8.0
22383811 8.0
22407389 8.0
22478851 4.0
22504578 8.0
Name: sales, Length: 887, dtype: float64
65 32.0
11891 64.0
23308 20.0
34944 16.0
47057 64.0
...
22504579 16.0
22530447 28.0
22554301 12.0
22577428 12.0
22601084 12.0
Name: sales, Length: 1228, dtype: float64
66 12.0
11892 8.0
23309 24.0
34945 20.0
47058 28.0
...
22504580 40.0
22530448 12.0
22554302 8.0
22577429 8.0
22601085 8.0
Name: sales, Length: 1109, dtype: float64
67 12.0
11893 16.0
23310 24.0
34946 20.0
47059 20.0
...
22478854 28.0
22530449 12.0
22554303 8.0
22577430 12.0
22601086 8.0
Name: sales, Length: 1045, dtype: float64
68 128.0
11894 20.0
23311 84.0
34947 72.0
47061 144.0
...
22504582 84.0
22530450 60.0
22554305 36.0
22577431 52.0
22601087 60.0
Name: sales, Length: 1260, dtype: float64
69 68.0
11895 56.0
23312 28.0
34948 64.0
47062 72.0
...
22478857 44.0
22504583 24.0
22530451 28.0
22577432 12.0
22601088 8.0
Name: sales, Length: 1224, dtype: float64
70 36.0
11896 28.0
23313 28.0
34949 32.0
47063 64.0
...
22504584 32.0
22530452 8.0
22554306 8.0
22577433 12.0
22601089 16.0
Name: sales, Length: 1227, dtype: float64
71 44.0
11897 28.0
23314 16.0
34950 28.0
47064 28.0
...
22504585 28.0
22530453 32.0
22554307 16.0
22577434 16.0
22601090 24.0
Name: sales, Length: 1252, dtype: float64
72 36.0
11898 28.0
23315 32.0
34951 44.0
47065 44.0
...
22504586 12.0
22530454 8.0
22554308 20.0
22577435 44.0
22601091 20.0
Name: sales, Length: 1236, dtype: float64
73 44.0
11899 40.0
23316 40.0
34952 72.0
47066 40.0
...
22504587 4.0
22530455 4.0
22554309 36.0
22577436 12.0
22601092 8.0
Name: sales, Length: 1207, dtype: float64
74 565.880
11900 281.816
23317 519.324
34953 140.056
47067 182.880
...
22504588 42.840
22530456 41.020
22554310 46.756
22577437 131.236
22601093 46.516
Name: sales, Length: 1269, dtype: float64
75 180.0
11901 164.0
23318 144.0
34954 152.0
47068 172.0
...
22504589 92.0
22530457 100.0
22554311 112.0
22577438 88.0
22601094 60.0
Name: sales, Length: 1261, dtype: float64
76 12.0
11902 44.0
23319 12.0
34955 8.0
81555 28.0
...
22478864 12.0
22504590 4.0
22530458 36.0
22554312 16.0
22601095 8.0
Name: sales, Length: 291, dtype: float64
77 32.0
11903 20.0
23320 36.0
34956 16.0
47069 8.0
...
22504591 56.0
22530459 20.0
22554313 28.0
22577439 40.0
22601096 28.0
Name: sales, Length: 1254, dtype: float64
78 80.0
11904 56.0
23321 44.0
34957 64.0
47070 4.0
...
22504592 72.0
22530460 28.0
22554314 40.0
22577440 52.0
22601097 56.0
Name: sales, Length: 1255, dtype: float64
79 72.0
11905 76.0
23322 96.0
34958 64.0
47071 92.0
...
22504593 56.0
22530461 44.0
22554315 44.0
22577441 68.0
22601098 36.0
Name: sales, Length: 1270, dtype: float64
80 36.0
11906 24.0
23323 40.0
34959 20.0
47072 28.0
...
22504594 40.0
22530462 48.0
22554316 28.0
22577442 28.0
22601099 40.0
Name: sales, Length: 1266, dtype: float64
81 32.0
11907 20.0
23324 32.0
34960 36.0
47073 24.0
...
22478869 16.0
22504595 16.0
22530463 8.0
22554317 8.0
22577443 12.0
Name: sales, Length: 1186, dtype: float64
82 8.0
11908 52.0
23325 32.0
34961 108.0
47074 100.0
...
22504596 136.0
22530464 80.0
22554318 32.0
22577444 24.0
22601100 36.0
Name: sales, Length: 1260, dtype: float64
83 536.0
11909 192.0
23326 160.0
34962 164.0
47075 168.0
...
22504597 48.0
22530465 32.0
22554319 68.0
22577445 36.0
22601101 24.0
Name: sales, Length: 1250, dtype: float64
84 72.0
11910 56.0
23327 36.0
34963 76.0
47076 44.0
...
22504598 40.0
22530466 24.0
22554320 8.0
22577446 20.0
22601102 8.0
Name: sales, Length: 1230, dtype: float64
85 96.0
11911 116.0
23328 60.0
34964 124.0
47077 88.0
...
22504599 100.0
22530467 100.0
22554321 64.0
22577447 68.0
22601103 40.0
Name: sales, Length: 1263, dtype: float64
86 108.0
11912 88.0
23329 116.0
34965 176.0
47078 136.0
...
22504601 104.0
22530469 84.0
22554323 112.0
22577449 76.0
22601105 76.0
Name: sales, Length: 1257, dtype: float64
87 60.0
11913 44.0
23330 40.0
34966 52.0
47079 12.0
...
22478876 24.0
22504602 36.0
22530470 8.0
22554324 16.0
22601106 12.0
Name: sales, Length: 1203, dtype: float64
88 96.0
11914 36.0
23331 4.0
34967 44.0
47080 68.0
...
22504603 28.0
22530471 20.0
22554325 12.0
22577450 4.0
22601107 12.0
Name: sales, Length: 1166, dtype: float64
89 52.0
11915 44.0
23333 20.0
34968 20.0
47081 128.0
...
22504604 20.0
22530473 12.0
22554326 12.0
22577451 28.0
22601109 24.0
Name: sales, Length: 1254, dtype: float64
90 72.0
23334 24.0
34969 84.0
47082 196.0
59019 76.0
...
22504605 92.0
22530474 116.0
22554327 20.0
22577452 56.0
22601110 28.0
Name: sales, Length: 1214, dtype: float64
91 364.0
11916 236.0
23335 240.0
34970 348.0
47083 512.0
...
22504606 116.0
22530475 92.0
22554328 72.0
22577453 132.0
22601111 48.0
Name: sales, Length: 1267, dtype: float64
92 216.0
11917 64.0
47084 304.0
59021 276.0
70336 216.0
...
22504607 148.0
22530476 184.0
22554329 116.0
22577454 136.0
22601112 104.0
Name: sales, Length: 1267, dtype: float64
93 32.0
11918 16.0
23336 44.0
47085 40.0
59022 4.0
...
22407419 4.0
22454696 4.0
22478883 8.0
22504608 4.0
22601113 24.0
Name: sales, Length: 787, dtype: float64
94 12.0
11919 12.0
34971 16.0
47086 28.0
59023 8.0
...
22504609 20.0
22530477 8.0
22554330 4.0
22577455 4.0
22601114 4.0
Name: sales, Length: 1018, dtype: float64
95 68.0
11921 40.0
23338 44.0
34972 48.0
47087 48.0
...
22504612 52.0
22530479 76.0
22554332 60.0
22577457 84.0
22601116 80.0
Name: sales, Length: 1247, dtype: float64
96 4.0
11922 12.0
23339 20.0
47088 8.0
59026 16.0
...
22407422 4.0
22431232 8.0
22504613 8.0
22577458 44.0
22601117 20.0
Name: sales, Length: 664, dtype: float64
97 40.0
11923 32.0
23340 20.0
34973 24.0
47089 4.0
...
22504614 16.0
22530480 8.0
22554333 16.0
22577459 24.0
22601118 16.0
Name: sales, Length: 1184, dtype: float64
98 16.0
11924 28.0
23341 12.0
47090 28.0
59028 52.0
...
22504615 16.0
22530481 8.0
22554334 16.0
22577460 4.0
22601119 4.0
Name: sales, Length: 1138, dtype: float64
99 116.0
11925 68.0
23342 60.0
34974 76.0
47091 128.0
...
22504616 100.0
22530482 40.0
22554335 56.0
22577461 52.0
22601120 52.0
Name: sales, Length: 1199, dtype: float64
100 4.0
11926 16.0
23343 12.0
34975 8.0
47092 28.0
...
22431236 4.0
22454703 4.0
22504617 24.0
22530483 12.0
22577462 16.0
Name: sales, Length: 1121, dtype: float64
101 72.0
11927 152.0
23344 44.0
34976 64.0
47093 44.0
...
22504618 24.0
22530484 12.0
22554336 40.0
22577463 8.0
22601121 4.0
Name: sales, Length: 1233, dtype: float64
102 4.0
11928 20.0
23345 16.0
34977 8.0
47094 8.0
...
22431238 4.0
22478890 16.0
22530485 8.0
22554337 8.0
22577464 4.0
Name: sales, Length: 848, dtype: float64
103 20.0
47095 48.0
59034 32.0
70346 12.0
81580 4.0
...
22504620 8.0
22530487 20.0
22554339 24.0
22577465 16.0
22601123 28.0
Name: sales, Length: 1246, dtype: float64
104 92.0
11930 76.0
23347 84.0
34979 92.0
47096 136.0
...
22504621 68.0
22530488 100.0
22554340 68.0
22577466 32.0
22601124 40.0
Name: sales, Length: 1267, dtype: float64
105 16.0
11931 4.0
23348 4.0
34980 4.0
47097 8.0
...
22504622 4.0
22530489 4.0
22554341 4.0
22577467 12.0
22601125 12.0
Name: sales, Length: 998, dtype: float64
106 36.0
11932 16.0
23349 20.0
34981 24.0
47098 28.0
...
22478895 8.0
22530490 8.0
22554342 12.0
22577468 4.0
22601126 8.0
Name: sales, Length: 1135, dtype: float64
107 108.0
11933 56.0
23350 44.0
34982 56.0
47099 56.0
...
22504623 100.0
22530491 88.0
22554343 44.0
22577469 120.0
22601127 56.0
Name: sales, Length: 1258, dtype: float64
108 72.0
11935 88.0
23352 28.0
34984 8.0
70353 20.0
...
22504626 52.0
22530494 32.0
22554346 24.0
22577472 32.0
22601130 52.0
Name: sales, Length: 1266, dtype: float64
109 12.0
11936 28.0
34985 8.0
47101 20.0
59041 4.0
...
22261546 4.0
22530495 8.0
22554347 20.0
22577473 4.0
22601131 16.0
Name: sales, Length: 1123, dtype: float64
110 72.0
11937 48.0
23353 68.0
34986 80.0
47102 104.0
...
22504627 24.0
22530496 28.0
22554348 28.0
22577474 24.0
22601132 24.0
Name: sales, Length: 1263, dtype: float64
111 484.0
11938 384.0
23354 284.0
34987 312.0
47103 456.0
...
22504628 320.0
22530497 276.0
22554349 124.0
22577475 176.0
22601133 180.0
Name: sales, Length: 1270, dtype: float64
112 88.0
11939 72.0
23355 64.0
34988 32.0
47104 52.0
...
22504629 56.0
22530498 68.0
22554350 28.0
22577476 68.0
22601134 28.0
Name: sales, Length: 1265, dtype: float64
113 80.0
11940 40.0
23356 52.0
34989 64.0
47105 88.0
...
22504630 24.0
22530499 24.0
22554351 12.0
22577477 20.0
22601135 12.0
Name: sales, Length: 1215, dtype: float64
114 60.0
11941 24.0
23357 56.0
34990 60.0
47106 52.0
...
22504631 8.0
22530500 20.0
22554352 12.0
22577478 12.0
22601136 20.0
Name: sales, Length: 1226, dtype: float64
115 64.0
11942 36.0
23358 64.0
34991 64.0
47107 56.0
...
22504632 44.0
22530501 20.0
22554353 24.0
22577479 16.0
22601137 24.0
Name: sales, Length: 1266, dtype: float64
116 25.164
23359 56.508
278127 32.408
325190 31.920
385054 30.680
...
22261553 29.136
22309227 31.460
22334869 30.800
22454720 59.604
22554354 28.904
Name: sales, Length: 303, dtype: float64
117 26.700
11943 30.772
23360 26.036
34992 21.784
47108 54.324
...
22504633 13.968
22530502 18.296
22554355 4.536
22577480 28.944
22601138 16.872
Name: sales, Length: 1202, dtype: float64
118 8.0
11944 36.0
23361 20.0
34993 28.0
47109 48.0
...
22504634 44.0
22530503 36.0
22554356 48.0
22577481 12.0
22601139 36.0
Name: sales, Length: 1212, dtype: float64
119 36.0
11945 24.0
23362 40.0
34994 12.0
47110 28.0
...
22504635 28.0
22530504 8.0
22554357 16.0
22577482 24.0
22601140 24.0
Name: sales, Length: 1210, dtype: float64
120 48.0
11946 48.0
23363 76.0
34995 68.0
47111 40.0
...
22504636 24.0
22530505 16.0
22554358 36.0
22577483 28.0
22601141 8.0
Name: sales, Length: 1228, dtype: float64
121 32.0
11948 12.0
23364 4.0
34997 8.0
47113 20.0
...
21948400 32.0
21972800 24.0
21998329 16.0
22023939 8.0
22047788 16.0
Name: sales, Length: 936, dtype: float64
122 36.0
11949 48.0
23365 52.0
34998 52.0
47114 76.0
...
22504639 84.0
22530507 28.0
22554360 40.0
22577486 28.0
22601143 36.0
Name: sales, Length: 1093, dtype: float64
123 64.0
11950 48.0
23366 24.0
34999 40.0
47115 80.0
...
22504640 76.0
22530508 36.0
22554361 48.0
22577487 24.0
22601144 24.0
Name: sales, Length: 1074, dtype: float64
124 16.0
11951 28.0
23367 24.0
35000 8.0
47116 16.0
...
22504641 16.0
22530509 28.0
22554362 16.0
22577488 16.0
22601145 16.0
Name: sales, Length: 1197, dtype: float64
125 8.0
11952 12.0
23368 4.0
35001 12.0
47117 28.0
...
22504642 8.0
22530510 20.0
22554363 8.0
22577489 8.0
22601146 16.0
Name: sales, Length: 1086, dtype: float64
126 44.0
11953 36.0
23369 16.0
35002 24.0
47118 32.0
...
22504643 44.0
22530511 40.0
22554364 36.0
22577490 60.0
22601147 32.0
Name: sales, Length: 1199, dtype: float64
127 52.0
11954 68.0
23370 64.0
35003 32.0
47119 32.0
...
22504644 36.0
22530512 24.0
22554365 8.0
22577491 20.0
22601148 24.0
Name: sales, Length: 1269, dtype: float64
128 136.0
11955 196.0
23371 88.0
35004 116.0
47120 108.0
...
22504645 104.0
22530513 112.0
22554366 52.0
22577492 68.0
22601149 80.0
Name: sales, Length: 1270, dtype: float64
129 76.0
11956 24.0
23372 52.0
35005 24.0
47121 36.0
...
22504646 16.0
22530514 52.0
22554367 36.0
22577493 28.0
22601150 8.0
Name: sales, Length: 1261, dtype: float64
130 64.0
11957 36.0
23373 44.0
35006 144.0
47122 100.0
...
22504647 32.0
22530515 24.0
22554368 24.0
22577494 24.0
22601151 12.0
Name: sales, Length: 1266, dtype: float64
131 196.0
11958 104.0
23374 48.0
35007 116.0
47123 272.0
...
22504648 48.0
22530516 12.0
22554369 24.0
22577495 48.0
22601152 28.0
Name: sales, Length: 1270, dtype: float64
132 4.0
23375 4.0
35008 16.0
47124 12.0
59063 20.0
...
22504649 12.0
22530517 32.0
22554370 32.0
22577496 28.0
22601153 12.0
Name: sales, Length: 892, dtype: float64
133 36.0
11959 64.0
23376 40.0
35009 80.0
47125 68.0
...
22504651 16.0
22530519 28.0
22554372 16.0
22577498 12.0
22601155 36.0
Name: sales, Length: 1257, dtype: float64
134 56.0
11960 28.0
23377 28.0
35010 36.0
47126 8.0
...
22504652 40.0
22530520 24.0
22554373 12.0
22577499 16.0
22601156 16.0
Name: sales, Length: 1104, dtype: float64
135 20.0
11961 12.0
23378 20.0
35011 36.0
47128 24.0
...
22504654 36.0
22530522 40.0
22554374 44.0
22577501 8.0
22601158 8.0
Name: sales, Length: 1032, dtype: float64
136 56.0
11962 44.0
23379 64.0
35012 48.0
47129 56.0
...
22504655 88.0
22530523 52.0
22554375 72.0
22577502 68.0
22601159 56.0
Name: sales, Length: 1230, dtype: float64
137 20.0
11963 20.0
23380 24.0
35013 12.0
47130 32.0
...
22504656 52.0
22530524 28.0
22554376 44.0
22577503 32.0
22601160 16.0
Name: sales, Length: 1024, dtype: float64
138 308.0
11964 144.0
23381 140.0
35014 184.0
47131 296.0
...
22504657 212.0
22530525 64.0
22554377 92.0
22577504 48.0
22601161 84.0
Name: sales, Length: 1257, dtype: float64
139 40.0
11965 16.0
23382 32.0
35015 80.0
47132 36.0
...
22504658 40.0
22530526 28.0
22554378 68.0
22577505 44.0
22601162 16.0
Name: sales, Length: 1235, dtype: float64
140 52.0
11966 24.0
23383 20.0
35016 20.0
47133 72.0
...
22504659 36.0
22530527 8.0
22554379 8.0
22577506 12.0
22601163 48.0
Name: sales, Length: 1136, dtype: float64
141 20.0
11967 20.0
23384 12.0
35017 20.0
47134 36.0
...
20300492 12.0
20347710 8.0
20371607 8.0
20395640 8.0
20447977 12.0
Name: sales, Length: 902, dtype: float64
142 224.0
11968 180.0
23385 144.0
35018 148.0
47135 208.0
...
22504660 72.0
22530528 72.0
22554380 68.0
22577507 76.0
22601164 60.0
Name: sales, Length: 1268, dtype: float64
143 268.0
11970 104.0
23387 396.0
35020 720.0
47137 300.0
...
21728379 20.0
21751963 8.0
21775205 12.0
21948425 248.0
22554384 8.0
Name: sales, Length: 1235, dtype: float64
144 332.0
11971 316.0
23389 184.0
35022 244.0
47139 296.0
...
22504664 80.0
22530531 104.0
22554385 76.0
22577510 84.0
22601167 72.0
Name: sales, Length: 1267, dtype: float64
145 64.0
11972 24.0
23390 8.0
35023 60.0
47140 76.0
...
22504665 40.0
22530532 8.0
22554386 20.0
22577511 24.0
22601168 8.0
Name: sales, Length: 1194, dtype: float64
146 64.0
11973 48.0
23391 56.0
35024 68.0
47141 40.0
...
22504666 20.0
22530533 12.0
22554387 8.0
22577512 4.0
22601169 8.0
Name: sales, Length: 1174, dtype: float64
147 96.0
11974 60.0
23392 56.0
35025 100.0
47142 140.0
...
22504667 60.0
22530534 32.0
22554388 36.0
22577513 48.0
22601170 44.0
Name: sales, Length: 1157, dtype: float64
148 24.0
11975 12.0
23393 24.0
35026 32.0
47143 16.0
...
22359843 16.0
22478938 4.0
22504668 16.0
22530535 24.0
22554389 12.0
Name: sales, Length: 899, dtype: float64
149 72.0
11976 52.0
23394 60.0
35027 100.0
47145 60.0
...
22504670 92.0
22530537 40.0
22554390 24.0
22577515 4.0
22601172 4.0
Name: sales, Length: 1071, dtype: float64
150 32.0
11977 40.0
23395 28.0
35028 32.0
47146 64.0
...
22504671 32.0
22530538 20.0
22554391 16.0
22577516 28.0
22601173 12.0
Name: sales, Length: 1259, dtype: float64
151 28.0
11978 24.0
23396 32.0
35029 68.0
47147 24.0
...
22504672 20.0
22530539 16.0
22554392 16.0
22577517 40.0
22601174 48.0
Name: sales, Length: 979, dtype: float64
152 100.0
11979 32.0
23397 24.0
35030 40.0
47148 44.0
...
22504673 20.0
22530540 28.0
22554393 16.0
22577518 28.0
22601175 4.0
Name: sales, Length: 984, dtype: float64
153 28.0
11980 32.0
23398 8.0
35031 20.0
47149 12.0
...
22478944 8.0
22530541 16.0
22554394 20.0
22577519 12.0
22601176 4.0
Name: sales, Length: 1058, dtype: float64
154 136.0
11981 200.0
23399 84.0
35032 120.0
47150 72.0
...
22504674 76.0
22530542 36.0
22554395 64.0
22577520 52.0
22601177 56.0
Name: sales, Length: 1085, dtype: float64
155 164.0
11982 68.0
23400 160.0
35033 100.0
47151 104.0
...
22504675 72.0
22530543 84.0
22554396 60.0
22577521 72.0
22601178 52.0
Name: sales, Length: 1267, dtype: float64
156 136.0
11983 76.0
23401 96.0
35034 136.0
47152 184.0
...
4508452 116.0
4522446 104.0
4536747 76.0
4551130 40.0
4565737 40.0
Name: sales, Length: 298, dtype: float64
157 28.0
11984 28.0
23402 16.0
35035 20.0
47153 40.0
...
22504676 40.0
22530544 16.0
22554397 16.0
22577522 40.0
22601179 20.0
Name: sales, Length: 1232, dtype: float64
158 12.0
11985 20.0
23403 40.0
35036 16.0
47154 16.0
...
22478948 16.0
22504677 20.0
22554398 16.0
22577523 24.0
22601180 16.0
Name: sales, Length: 1112, dtype: float64
159 155.756
11986 107.080
23404 54.940
47155 76.972
59091 82.552
...
22504679 78.120
22530546 37.664
22554400 46.516
22577524 63.692
22601182 49.716
Name: sales, Length: 1075, dtype: float64
160 88.0
11987 60.0
23405 52.0
35037 84.0
47156 128.0
...
22504680 24.0
22530547 28.0
22554401 32.0
22577525 16.0
22601183 32.0
Name: sales, Length: 1165, dtype: float64
161 140.0
11988 112.0
23406 104.0
35038 136.0
47157 120.0
...
22504681 44.0
22530548 40.0
22554402 36.0
22577526 32.0
22601184 32.0
Name: sales, Length: 1129, dtype: float64
162 28.0
11989 16.0
23407 20.0
35039 8.0
47158 20.0
...
22504682 16.0
22530549 28.0
22554403 16.0
22577527 32.0
22601185 20.0
Name: sales, Length: 1168, dtype: float64
163 12.0
11990 20.0
23408 8.0
35040 12.0
47159 8.0
...
22454765 8.0
22478953 16.0
22504683 20.0
22530550 4.0
22577528 20.0
Name: sales, Length: 1100, dtype: float64
164 8.0
23409 16.0
35041 4.0
47160 12.0
59096 12.0
...
22431299 8.0
22478954 8.0
22554404 4.0
22577529 4.0
22601186 8.0
Name: sales, Length: 895, dtype: float64
165 24.0
11991 384.0
35042 20.0
47161 32.0
59097 36.0
...
22504684 60.0
22530551 56.0
22554405 20.0
22577530 36.0
22601187 28.0
Name: sales, Length: 682, dtype: float64
166 432.0
11992 404.0
23410 148.0
35043 276.0
47162 808.0
...
22504685 412.0
22530552 132.0
22554406 116.0
22577531 356.0
22601188 420.0
Name: sales, Length: 1241, dtype: float64
167 132.0
11993 28.0
23411 68.0
35044 72.0
47163 128.0
...
22504686 24.0
22530553 24.0
22554407 40.0
22577532 20.0
22601189 12.0
Name: sales, Length: 1221, dtype: float64
168 52.0
11994 28.0
23412 40.0
35045 16.0
47164 28.0
...
22504687 32.0
22530554 12.0
22554408 12.0
22577533 28.0
22601190 12.0
Name: sales, Length: 1262, dtype: float64
169 52.0
11995 32.0
23413 52.0
35046 24.0
47165 48.0
...
22504688 16.0
22530555 16.0
22554409 16.0
22577534 8.0
22601191 20.0
Name: sales, Length: 1232, dtype: float64
170 12.0
11996 12.0
23414 28.0
35047 36.0
47166 20.0
...
22504689 20.0
22530556 12.0
22554410 12.0
22577535 8.0
22601192 16.0
Name: sales, Length: 1214, dtype: float64
171 188.0
11997 108.0
23415 140.0
35048 92.0
47167 200.0
...
22504690 72.0
22530557 104.0
22554411 76.0
22577536 100.0
22601193 56.0
Name: sales, Length: 1269, dtype: float64
172 108.0
11998 72.0
23416 80.0
35049 108.0
47168 116.0
...
22504691 28.0
22530558 12.0
22554412 16.0
22577537 28.0
22601194 28.0
Name: sales, Length: 1262, dtype: float64
173 32.0
11999 24.0
23417 12.0
35050 16.0
47169 40.0
...
22504692 8.0
22530559 12.0
22554413 4.0
22577538 8.0
22601195 4.0
Name: sales, Length: 1177, dtype: float64
174 60.0
12000 20.0
23418 40.0
35051 80.0
47170 80.0
...
22504693 24.0
22530560 20.0
22554414 16.0
22577539 12.0
22601196 16.0
Name: sales, Length: 1256, dtype: float64
175 104.0
12001 92.0
23419 80.0
35052 76.0
47171 108.0
...
22504694 44.0
22530561 20.0
22554415 8.0
22577540 44.0
22601197 16.0
Name: sales, Length: 567, dtype: float64
176 368.0
12002 228.0
23420 196.0
35053 448.0
47172 444.0
...
22504695 188.0
22530562 64.0
22554416 524.0
22577541 1144.0
22601198 64.0
Name: sales, Length: 1270, dtype: float64
177 268.0
12003 180.0
23421 172.0
35054 168.0
47173 320.0
...
22504696 188.0
22530563 120.0
22554417 96.0
22577542 112.0
22601199 72.0
Name: sales, Length: 1265, dtype: float64
178 32.0
12004 20.0
23422 12.0
35055 60.0
47174 24.0
...
22504697 32.0
22530564 36.0
22554418 20.0
22577543 20.0
22601200 24.0
Name: sales, Length: 1242, dtype: float64
179 20.0
12005 4.0
23423 24.0
35056 12.0
47175 8.0
...
22504698 20.0
22530565 16.0
22554419 16.0
22577544 8.0
22601201 28.0
Name: sales, Length: 1150, dtype: float64
180 72.0
12006 36.0
23424 36.0
35057 44.0
47176 60.0
...
22504699 20.0
22530566 68.0
22554420 52.0
22577545 60.0
22601202 24.0
Name: sales, Length: 1255, dtype: float64
181 36.0
12007 20.0
23425 20.0
35058 28.0
47177 24.0
...
22504700 36.0
22530567 32.0
22554421 20.0
22577546 24.0
22601203 32.0
Name: sales, Length: 1253, dtype: float64
182 16.0
12008 20.0
23426 32.0
35059 76.0
47178 60.0
...
22478972 20.0
22504701 16.0
22530568 20.0
22554422 28.0
22577547 16.0
Name: sales, Length: 1204, dtype: float64
183 64.0
23427 20.0
35060 20.0
47179 20.0
59115 16.0
...
22383933 8.0
22454784 4.0
22478973 4.0
22504702 4.0
22554423 4.0
Name: sales, Length: 1050, dtype: float64
184 124.0
12009 124.0
23428 60.0
35061 100.0
47180 116.0
...
22504703 76.0
22530569 52.0
22554424 16.0
22577548 56.0
22601204 60.0
Name: sales, Length: 1270, dtype: float64
185 128.0
12010 64.0
23429 72.0
35062 104.0
47181 68.0
...
22504704 44.0
22530570 12.0
22554425 40.0
22577549 20.0
22601205 16.0
Name: sales, Length: 1256, dtype: float64
186 52.0
12011 32.0
23430 24.0
35063 44.0
47182 32.0
...
22454787 4.0
22478976 24.0
22530571 4.0
22577550 4.0
22601206 16.0
Name: sales, Length: 880, dtype: float64
187 44.0
12012 40.0
23431 52.0
35064 32.0
47183 52.0
...
22504705 36.0
22530572 20.0
22554426 20.0
22577551 4.0
22601207 28.0
Name: sales, Length: 1223, dtype: float64
188 80.0
12013 36.0
23432 28.0
35065 36.0
47184 28.0
...
22504706 56.0
22530573 40.0
22554427 36.0
22577552 28.0
22601208 8.0
Name: sales, Length: 1238, dtype: float64
189 96.0
12014 48.0
23433 132.0
35066 64.0
47185 84.0
...
22504707 64.0
22530574 72.0
22554428 24.0
22577553 64.0
22601209 140.0
Name: sales, Length: 1247, dtype: float64
190 184.0
12015 168.0
23434 116.0
35067 192.0
47186 148.0
...
22504708 92.0
22530575 56.0
22554429 40.0
22577554 40.0
22601210 28.0
Name: sales, Length: 1257, dtype: float64
191 372.0
12016 200.0
23435 208.0
35068 260.0
47187 320.0
...
22504709 272.0
22530576 128.0
22554430 124.0
22577555 72.0
22601211 96.0
Name: sales, Length: 1269, dtype: float64
192 44.0
12017 20.0
23436 28.0
35069 72.0
47188 36.0
...
22478982 96.0
22504710 76.0
22530577 132.0
22554431 152.0
22601212 48.0
Name: sales, Length: 1129, dtype: float64
193 48.0
12018 36.0
23437 32.0
35070 60.0
47189 40.0
...
22504711 20.0
22530578 12.0
22554432 12.0
22577556 24.0
22601213 24.0
Name: sales, Length: 1239, dtype: float64
194 160.0
12019 92.0
23438 32.0
35071 100.0
47190 16.0
...
22504712 68.0
22530579 68.0
22554433 44.0
22577557 28.0
22601214 32.0
Name: sales, Length: 1203, dtype: float64
195 156.0
12020 60.0
23439 16.0
35072 116.0
47191 148.0
...
22504713 56.0
22530580 40.0
22554434 32.0
22577558 12.0
22601215 20.0
Name: sales, Length: 1262, dtype: float64
196 16.0
23440 4.0
35073 8.0
47192 8.0
59128 8.0
...
20916565 24.0
20940719 8.0
20966455 12.0
20991947 8.0
21015569 12.0
Name: sales, Length: 883, dtype: float64
197 344.0
12021 240.0
23441 296.0
35074 324.0
47193 560.0
...
22504714 368.0
22530581 252.0
22554435 208.0
22577559 144.0
22601216 224.0
Name: sales, Length: 1270, dtype: float64
198 32.0
12022 36.0
23442 56.0
35075 48.0
47195 80.0
...
22478988 16.0
22504716 12.0
22530582 8.0
22554437 16.0
22577560 8.0
Name: sales, Length: 1227, dtype: float64
199 12.0
12023 32.0
23443 40.0
35076 20.0
47196 60.0
...
22504717 36.0
22530583 8.0
22554438 16.0
22577561 4.0
22601217 4.0
Name: sales, Length: 1089, dtype: float64
200 116.0
12024 236.0
23444 212.0
35077 212.0
47197 252.0
...
22504718 80.0
22530584 92.0
22554439 76.0
22577562 20.0
22601218 32.0
Name: sales, Length: 1128, dtype: float64
201 40.0
12025 24.0
23445 8.0
35078 64.0
47198 20.0
...
22454802 60.0
22478991 20.0
22504719 12.0
22554440 4.0
22601219 8.0
Name: sales, Length: 1252, dtype: float64
202 32.0
12026 44.0
23446 20.0
35079 44.0
47199 28.0
...
22504720 8.0
22530585 40.0
22554441 12.0
22577563 16.0
22601220 20.0
Name: sales, Length: 1180, dtype: float64
203 152.0
12027 56.0
23447 100.0
35080 72.0
47200 116.0
...
22504721 60.0
22530586 56.0
22554442 64.0
22577564 96.0
22601221 72.0
Name: sales, Length: 1175, dtype: float64
204 44.0
12028 52.0
23448 48.0
35081 60.0
47201 64.0
...
22504722 84.0
22530587 44.0
22554443 36.0
22577565 28.0
22601222 56.0
Name: sales, Length: 1240, dtype: float64
205 24.0
12029 36.0
23449 84.0
35082 36.0
47202 72.0
...
22504723 76.0
22530588 56.0
22554444 40.0
22577566 60.0
22601223 40.0
Name: sales, Length: 1268, dtype: float64
206 16.0
12030 132.0
23450 188.0
35083 276.0
47203 160.0
...
22504724 484.0
22530589 188.0
22554445 172.0
22577567 208.0
22601224 196.0
Name: sales, Length: 1225, dtype: float64
207 28.0
12031 24.0
23451 36.0
35085 12.0
47205 32.0
...
22504725 12.0
22530590 40.0
22554446 8.0
22577568 16.0
22601225 24.0
Name: sales, Length: 1195, dtype: float64
208 4.0
23452 16.0
35086 4.0
47206 8.0
70452 20.0
...
22504726 4.0
22530591 20.0
22554447 32.0
22577569 8.0
22601226 148.0
Name: sales, Length: 887, dtype: float64
209 8.0
23453 4.0
35088 24.0
59143 20.0
70454 8.0
...
22454809 32.0
22478999 4.0
22504728 16.0
22577571 24.0
22601228 8.0
Name: sales, Length: 878, dtype: float64
210 16.0
12032 12.0
23454 16.0
35089 48.0
47208 24.0
...
22504729 16.0
22530593 4.0
22554449 8.0
22577572 20.0
22601229 8.0
Name: sales, Length: 1224, dtype: float64
211 172.0
12033 72.0
23455 100.0
35090 96.0
47209 120.0
...
22504730 124.0
22530594 144.0
22554450 64.0
22577573 100.0
22601230 116.0
Name: sales, Length: 1267, dtype: float64
212 136.0
12034 132.0
23456 80.0
35091 112.0
47210 300.0
...
22504731 72.0
22530595 68.0
22554451 20.0
22577574 84.0
22601231 20.0
Name: sales, Length: 1270, dtype: float64
213 24.0
12035 56.0
23457 36.0
35092 52.0
47211 56.0
...
22504732 24.0
22530596 24.0
22554452 8.0
22577575 60.0
22601232 20.0
Name: sales, Length: 1224, dtype: float64
214 16.0
12036 28.0
23458 16.0
35094 4.0
47213 12.0
...
22504734 20.0
22530598 4.0
22554454 4.0
22577577 -4.0
22601234 4.0
Name: sales, Length: 946, dtype: float64
215 16.0
12037 12.0
23459 16.0
35095 8.0
47214 8.0
...
22383965 8.0
22407539 8.0
22431348 4.0
22554456 4.0
22577579 16.0
Name: sales, Length: 872, dtype: float64
216 48.0
12038 16.0
23460 4.0
35096 28.0
47215 20.0
...
22504736 24.0
22530600 4.0
22554457 8.0
22577580 24.0
22601236 12.0
Name: sales, Length: 1240, dtype: float64
217 28.0
12039 76.0
23461 52.0
35097 40.0
47216 24.0
...
22504737 64.0
22530601 72.0
22554458 36.0
22577581 84.0
22601237 56.0
Name: sales, Length: 1260, dtype: float64
218 20.0
12040 24.0
23462 12.0
35098 28.0
47217 32.0
...
22479009 12.0
22504738 4.0
22554459 20.0
22577582 24.0
22601238 16.0
Name: sales, Length: 1129, dtype: float64
219 72.0
12041 48.0
23463 24.0
35099 72.0
47218 52.0
...
22504739 60.0
22530602 36.0
22554460 28.0
22577583 56.0
22601239 32.0
Name: sales, Length: 1267, dtype: float64
220 8.0
23464 8.0
35100 4.0
115700 4.0
150942 4.0
...
22454820 16.0
22479011 4.0
22504740 4.0
22554461 4.0
22601240 4.0
Name: sales, Length: 935, dtype: float64
221 36.0
12042 28.0
23465 16.0
35101 88.0
47219 36.0
...
22479012 28.0
22504741 12.0
22554462 4.0
22577584 8.0
22601241 28.0
Name: sales, Length: 1188, dtype: float64
222 64.0
12043 76.0
23466 40.0
35102 108.0
47220 68.0
...
22504742 48.0
22530603 32.0
22554463 36.0
22577585 40.0
22601242 20.0
Name: sales, Length: 1218, dtype: float64
223 68.0
35103 4.0
81702 64.0
93128 52.0
104221 56.0
...
22504743 88.0
22530604 84.0
22554464 60.0
22577586 52.0
22601243 44.0
Name: sales, Length: 959, dtype: float64
224 432.0
12044 316.0
23467 172.0
35104 260.0
47221 388.0
...
22504744 324.0
22530605 232.0
22554465 168.0
22577587 276.0
22601244 116.0
Name: sales, Length: 1228, dtype: float64
225 20.0
12045 28.0
23468 16.0
35105 32.0
47222 12.0
...
22504745 72.0
22530606 44.0
22554466 40.0
22577588 36.0
22601245 36.0
Name: sales, Length: 880, dtype: float64
226 44.0
12046 32.0
23469 32.0
35106 44.0
47223 28.0
...
22504746 28.0
22530607 40.0
22554467 60.0
22577589 48.0
22601246 52.0
Name: sales, Length: 1124, dtype: float64
227 420.0
12047 372.0
23470 332.0
35107 324.0
47224 508.0
...
22504747 240.0
22530608 212.0
22554468 196.0
22577590 252.0
22601247 132.0
Name: sales, Length: 1270, dtype: float64
228 88.0
12048 80.0
23471 80.0
35108 60.0
47225 60.0
...
22504748 80.0
22530609 44.0
22554469 60.0
22577591 56.0
22601248 36.0
Name: sales, Length: 1270, dtype: float64
229 52.0
12049 32.0
23472 52.0
35109 60.0
47226 80.0
...
22454829 24.0
22479020 20.0
22504749 12.0
22554470 8.0
22601249 16.0
Name: sales, Length: 1068, dtype: float64
230 16.0
12050 12.0
23473 16.0
35110 8.0
47227 12.0
...
22383980 8.0
22479021 12.0
22504750 8.0
22530610 16.0
22601250 4.0
Name: sales, Length: 1077, dtype: float64
231 16.0
150953 4.0
162225 8.0
173884 12.0
209131 8.0
...
22309344 8.0
22334979 4.0
22431363 8.0
22530611 8.0
22601251 12.0
Name: sales, Length: 421, dtype: float64
232 16.0
12051 8.0
23474 36.0
47228 20.0
59164 8.0
...
22359921 12.0
22454830 8.0
22504751 12.0
22530612 8.0
22554471 8.0
Name: sales, Length: 991, dtype: float64
233 28.0
12052 4.0
23475 20.0
35111 24.0
47229 16.0
...
22504752 52.0
22530613 28.0
22554472 16.0
22577592 8.0
22601252 12.0
Name: sales, Length: 1227, dtype: float64
234 28.0
12053 28.0
23476 24.0
35112 44.0
47230 8.0
...
22504753 20.0
22530614 12.0
22554473 20.0
22577593 24.0
22601253 4.0
Name: sales, Length: 1223, dtype: float64
235 28.0
12055 48.0
23478 60.0
35114 40.0
47232 36.0
...
22504755 24.0
22530616 32.0
22554474 36.0
22577594 40.0
22601255 32.0
Name: sales, Length: 1238, dtype: float64
236 156.0
12056 84.0
23479 144.0
35115 104.0
47233 180.0
...
22504756 120.0
22530617 100.0
22554475 104.0
22577595 112.0
22601256 76.0
Name: sales, Length: 1261, dtype: float64
237 48.0
12057 44.0
23480 56.0
35116 52.0
47234 40.0
...
22504757 32.0
22530618 40.0
22554476 24.0
22577596 28.0
22601257 32.0
Name: sales, Length: 1258, dtype: float64
238 148.0
12058 128.0
23481 92.0
35117 40.0
47235 116.0
...
22504758 104.0
22530619 52.0
22554477 32.0
22577597 76.0
22601258 48.0
Name: sales, Length: 1269, dtype: float64
239 40.0
12059 100.0
35118 20.0
47236 24.0
59172 100.0
...
22504759 20.0
22530620 8.0
22554478 104.0
22577598 40.0
22601259 32.0
Name: sales, Length: 1188, dtype: float64
240 134.544
12060 136.736
23482 129.324
35119 259.924
47237 254.704
...
22504760 283.928
22530621 125.304
22554479 118.300
22577599 164.308
22601260 175.948
Name: sales, Length: 1270, dtype: float64
241 32.0
12062 72.0
23485 64.0
35121 108.0
47240 72.0
...
21948519 12.0
21972921 12.0
21998451 16.0
22024064 12.0
22071166 8.0
Name: sales, Length: 1180, dtype: float64
242 8.0
12063 4.0
35122 20.0
47241 8.0
59177 8.0
...
22479032 4.0
22504763 4.0
22530624 4.0
22554481 4.0
22577601 4.0
Name: sales, Length: 618, dtype: float64
243 4.0
23486 24.0
35123 12.0
47242 32.0
59178 16.0
...
22504764 36.0
22530625 24.0
22554482 36.0
22577602 36.0
22601262 12.0
Name: sales, Length: 1251, dtype: float64
244 572.0
12064 384.0
23487 320.0
35124 496.0
47243 616.0
...
22504765 540.0
22530626 300.0
22554483 352.0
22577603 364.0
22601263 240.0
Name: sales, Length: 1270, dtype: float64
245 48.0
12065 48.0
23488 40.0
35125 36.0
47244 40.0
...
22479035 8.0
22504766 4.0
22530627 4.0
22554484 8.0
22577604 8.0
Name: sales, Length: 1199, dtype: float64
246 84.0
12066 48.0
23489 60.0
35126 64.0
47245 120.0
...
22504767 64.0
22530628 44.0
22554485 16.0
22577605 20.0
22601264 28.0
Name: sales, Length: 1270, dtype: float64
247 36.0
12067 24.0
23490 32.0
35127 12.0
47246 24.0
...
22504770 32.0
22530631 12.0
22554488 12.0
22577608 8.0
22601266 4.0
Name: sales, Length: 1192, dtype: float64
248 520.0
12068 388.0
23491 276.0
35128 472.0
47247 572.0
...
22504771 232.0
22530632 128.0
22554489 312.0
22577609 48.0
22601267 36.0
Name: sales, Length: 1265, dtype: float64
249 196.0
12069 160.0
23492 168.0
35129 284.0
47248 260.0
...
22504772 216.0
22530633 124.0
22554490 120.0
22577610 76.0
22601268 60.0
Name: sales, Length: 1208, dtype: float64
250 392.0
12070 320.0
23493 160.0
35130 452.0
47249 468.0
...
22504773 104.0
22530634 52.0
22554491 32.0
22577611 40.0
22601269 32.0
Name: sales, Length: 1237, dtype: float64
251 264.0
12071 140.0
23494 128.0
35131 68.0
47250 228.0
...
22504774 272.0
22530635 304.0
22554492 84.0
22577612 64.0
22601270 84.0
Name: sales, Length: 1229, dtype: float64
252 116.0
12072 144.0
23495 104.0
35132 140.0
47251 160.0
...
22504775 84.0
22530636 60.0
22554493 32.0
22577613 48.0
22601271 56.0
Name: sales, Length: 1264, dtype: float64
253 40.0
12073 44.0
23496 28.0
35133 52.0
47252 68.0
...
22504776 68.0
22530637 44.0
22554494 44.0
22577614 60.0
22601272 28.0
Name: sales, Length: 1267, dtype: float64
254 64.0
12074 40.0
23497 68.0
35134 80.0
47253 44.0
...
22504777 48.0
22530638 48.0
22554495 24.0
22577615 36.0
22601273 36.0
Name: sales, Length: 1234, dtype: float64
255 20.0
12075 12.0
23498 4.0
35135 24.0
47254 44.0
...
22504778 32.0
22530639 20.0
22554496 16.0
22577616 24.0
22601274 24.0
Name: sales, Length: 1052, dtype: float64
256 12.0
12076 32.0
23499 40.0
35136 12.0
47255 8.0
...
22504779 12.0
22530640 20.0
22554497 16.0
22577617 12.0
22601275 16.0
Name: sales, Length: 1171, dtype: float64
257 140.0
12077 112.0
23500 124.0
35137 124.0
47256 164.0
...
22504780 72.0
22530641 48.0
22554498 44.0
22577618 40.0
22601276 60.0
Name: sales, Length: 1247, dtype: float64
258 20.0
12078 56.0
23501 48.0
35138 96.0
47257 48.0
...
22504781 112.0
22530642 52.0
22554499 20.0
22577619 92.0
22601277 68.0
Name: sales, Length: 1250, dtype: float64
259 76.0
12079 24.0
23502 16.0
35139 64.0
47258 64.0
...
22504782 40.0
22530643 20.0
22554500 16.0
22577620 56.0
22601278 48.0
Name: sales, Length: 1215, dtype: float64
260 64.0
12080 52.0
23503 88.0
35140 28.0
47259 72.0
...
22504783 40.0
22530644 8.0
22554501 64.0
22577621 4.0
22601279 8.0
Name: sales, Length: 1159, dtype: float64
261 104.0
12081 68.0
23504 44.0
35141 48.0
47260 180.0
...
22504784 24.0
22530645 24.0
22554502 32.0
22577622 20.0
22601280 44.0
Name: sales, Length: 1261, dtype: float64
262 116.0
12082 120.0
23505 152.0
35142 232.0
47261 164.0
...
22504785 64.0
22530646 52.0
22554503 56.0
22577623 28.0
22601281 72.0
Name: sales, Length: 1261, dtype: float64
263 28.0
12083 4.0
23506 32.0
35143 20.0
47262 40.0
...
22504786 20.0
22530647 36.0
22554504 20.0
22577624 32.0
22601282 8.0
Name: sales, Length: 1120, dtype: float64
264 8.0
12084 12.0
35144 8.0
47263 4.0
59199 4.0
...
22214969 16.0
22261690 4.0
22431399 4.0
22454864 28.0
22479056 12.0
Name: sales, Length: 352, dtype: float64
265 148.0
12085 224.0
23507 188.0
35145 76.0
47264 80.0
...
22504787 92.0
22530648 68.0
22554505 28.0
22577625 72.0
22601284 124.0
Name: sales, Length: 1187, dtype: float64
266 100.0
12086 92.0
23508 12.0
35146 60.0
47265 68.0
...
22479058 36.0
22504788 40.0
22530649 20.0
22577626 36.0
22601285 16.0
Name: sales, Length: 1167, dtype: float64
267 12.0
12087 4.0
23509 24.0
35147 20.0
47266 12.0
...
22479059 16.0
22504789 16.0
22554506 12.0
22577627 36.0
22601286 12.0
Name: sales, Length: 1123, dtype: float64
268 24.0
12088 28.0
23510 20.0
35148 44.0
47267 60.0
...
22504790 12.0
22530650 12.0
22554507 8.0
22577628 20.0
22601287 20.0
Name: sales, Length: 1245, dtype: float64
269 116.0
35149 80.0
47268 40.0
59204 28.0
70510 92.0
...
22504791 28.0
22530651 20.0
22554508 16.0
22577629 12.0
22601288 16.0
Name: sales, Length: 1248, dtype: float64
270 84.0
12089 48.0
23511 68.0
35150 176.0
47269 104.0
...
22504792 72.0
22530652 16.0
22554509 36.0
22577630 60.0
22601289 16.0
Name: sales, Length: 1253, dtype: float64
271 56.0
12090 12.0
23512 44.0
35151 48.0
47270 60.0
...
22504793 60.0
22530653 16.0
22554510 24.0
22577631 20.0
22601290 20.0
Name: sales, Length: 1241, dtype: float64
272 108.0
12091 104.0
23513 64.0
35152 112.0
47271 100.0
...
22504794 40.0
22530654 32.0
22554511 16.0
22577632 28.0
22601291 40.0
Name: sales, Length: 1238, dtype: float64
273 312.0
12092 248.0
23514 308.0
35153 356.0
47272 296.0
...
22504796 104.0
22530656 124.0
22554513 100.0
22577634 132.0
22601293 56.0
Name: sales, Length: 1261, dtype: float64
274 20.0
12093 4.0
23515 8.0
35154 16.0
47273 16.0
...
22454875 4.0
22479067 20.0
22530657 4.0
22577635 4.0
22601294 8.0
Name: sales, Length: 1037, dtype: float64
275 4.0
47274 52.0
59210 36.0
70516 16.0
81752 4.0
...
22479068 12.0
22504797 4.0
22530658 20.0
22554514 12.0
22601295 4.0
Name: sales, Length: 1004, dtype: float64
276 68.0
12094 36.0
23516 32.0
185274 24.0
196894 36.0
...
22504798 12.0
22530659 12.0
22554515 12.0
22577636 12.0
22601296 8.0
Name: sales, Length: 1116, dtype: float64
277 128.0
12095 80.0
23517 52.0
35155 100.0
47275 124.0
...
22504799 100.0
22530660 60.0
22554516 68.0
22577637 80.0
22601297 96.0
Name: sales, Length: 1131, dtype: float64
278 20.0
12097 8.0
23518 16.0
35156 8.0
47276 8.0
...
22479072 4.0
22504801 8.0
22554517 4.0
22577639 8.0
22601298 4.0
Name: sales, Length: 813, dtype: float64
279 168.0
12098 144.0
23519 112.0
35157 92.0
47277 184.0
...
22504802 44.0
22530661 16.0
22554518 8.0
22577640 32.0
22601299 24.0
Name: sales, Length: 1209, dtype: float64
280 4.0
12099 4.0
35158 4.0
47278 8.0
59214 4.0
...
22479074 8.0
22504803 4.0
22530662 8.0
22577641 4.0
22601300 4.0
Name: sales, Length: 678, dtype: float64
281 4.0
23520 4.0
35159 8.0
47279 4.0
81758 12.0
...
22454883 8.0
22479076 8.0
22554520 4.0
22577643 16.0
22601302 4.0
Name: sales, Length: 674, dtype: float64
282 72.0
12100 60.0
23521 32.0
35160 100.0
47280 92.0
...
22504805 36.0
22530664 8.0
22554521 12.0
22577644 28.0
22601303 72.0
Name: sales, Length: 1202, dtype: float64
283 24.0
23522 16.0
35161 8.0
59216 4.0
81760 16.0
...
22454885 12.0
22479078 4.0
22504806 8.0
22530665 4.0
22601304 4.0
Name: sales, Length: 922, dtype: float64
284 44.0
12101 24.0
23523 44.0
35162 84.0
47281 64.0
...
22504807 60.0
22530666 28.0
22554522 20.0
22577645 36.0
22601305 32.0
Name: sales, Length: 1269, dtype: float64
285 100.0
12102 76.0
23524 56.0
35163 68.0
47282 80.0
...
22504808 28.0
22530667 4.0
22554523 16.0
22577646 20.0
22601306 12.0
Name: sales, Length: 1265, dtype: float64
286 64.0
12103 68.0
23525 40.0
35164 76.0
47283 52.0
...
22504809 64.0
22530668 32.0
22554524 60.0
22577647 40.0
22601307 48.0
Name: sales, Length: 1182, dtype: float64
287 32.0
12104 16.0
23526 20.0
35165 20.0
47284 24.0
...
22504810 20.0
22530669 20.0
22554525 4.0
22577648 8.0
22601308 8.0
Name: sales, Length: 1099, dtype: float64
288 24.0
12105 12.0
23527 16.0
35166 24.0
47285 36.0
...
22504811 48.0
22530670 12.0
22554526 8.0
22577649 8.0
22601309 20.0
Name: sales, Length: 1266, dtype: float64
289 8.0
12106 16.0
23528 4.0
35167 16.0
59222 12.0
...
22479084 4.0
22530671 4.0
22554527 4.0
22577650 4.0
22601310 4.0
Name: sales, Length: 965, dtype: float64
290 20.0
12107 24.0
23529 12.0
35168 8.0
47286 40.0
...
22504812 24.0
22530672 4.0
22554528 12.0
22577651 4.0
22601311 12.0
Name: sales, Length: 1119, dtype: float64
291 64.0
12108 64.0
23530 40.0
35169 64.0
47287 84.0
...
22479086 36.0
22504813 36.0
22530673 16.0
22577652 16.0
22601312 4.0
Name: sales, Length: 1137, dtype: float64
292 104.0
12109 120.0
23531 56.0
35170 80.0
47288 108.0
...
22504814 108.0
22530674 100.0
22554529 84.0
22577653 44.0
22601313 16.0
Name: sales, Length: 1269, dtype: float64
293 60.0
12110 64.0
23532 76.0
35171 56.0
47289 36.0
...
22504815 24.0
22530675 8.0
22554530 12.0
22577654 12.0
22601314 12.0
Name: sales, Length: 1205, dtype: float64
294 8.0
12111 24.0
23533 32.0
35172 32.0
47290 20.0
...
22504816 16.0
22530676 8.0
22554531 20.0
22577655 8.0
22601315 4.0
Name: sales, Length: 1231, dtype: float64
295 148.0
12112 96.0
23534 132.0
35173 132.0
47291 124.0
...
22504817 80.0
22530677 92.0
22554532 28.0
22577656 56.0
22601316 84.0
Name: sales, Length: 1256, dtype: float64
296 172.0
12113 192.0
23535 112.0
35174 120.0
47292 124.0
...
22504818 116.0
22530678 156.0
22554533 100.0
22577657 108.0
22601317 112.0
Name: sales, Length: 1270, dtype: float64
297 312.0
12114 120.0
23536 120.0
35175 156.0
47293 156.0
...
22504819 56.0
22530679 92.0
22554534 72.0
22577658 120.0
22601318 48.0
Name: sales, Length: 1270, dtype: float64
298 56.0
12115 44.0
23537 88.0
35176 32.0
47294 24.0
...
22504820 52.0
22530680 20.0
22554535 24.0
22577659 48.0
22601319 40.0
Name: sales, Length: 1224, dtype: float64
299 92.0
12116 48.0
23539 36.0
35178 80.0
47296 68.0
...
22504822 36.0
22530682 16.0
22554537 24.0
22577661 8.0
22601321 40.0
Name: sales, Length: 1199, dtype: float64
300 72.0
12117 12.0
23540 20.0
35179 24.0
47297 48.0
...
22504823 40.0
22530683 28.0
22554538 16.0
22577662 20.0
22601322 16.0
Name: sales, Length: 1188, dtype: float64
301 20.0
12118 20.0
23541 32.0
35180 8.0
47298 16.0
...
22454903 24.0
22479097 16.0
22504824 4.0
22554539 4.0
22601323 16.0
Name: sales, Length: 1008, dtype: float64
302 108.0
12120 40.0
23543 64.0
35182 108.0
47300 104.0
...
22504826 72.0
22530684 76.0
22554540 52.0
22577664 52.0
22601325 52.0
Name: sales, Length: 1155, dtype: float64
303 172.0
12121 112.0
23544 36.0
35183 120.0
47301 80.0
...
22504827 88.0
22530685 56.0
22554541 40.0
22577665 80.0
22601326 76.0
Name: sales, Length: 1204, dtype: float64
304 164.0
12122 96.0
23545 40.0
35184 96.0
47302 136.0
...
22504828 116.0
22530686 76.0
22554542 64.0
22577666 80.0
22601327 64.0
Name: sales, Length: 1259, dtype: float64
305 56.0
12123 44.0
23546 48.0
35185 76.0
47303 44.0
...
22504829 16.0
22530687 28.0
22554543 16.0
22577667 8.0
22601328 16.0
Name: sales, Length: 1169, dtype: float64
306 80.0
12124 80.0
23547 68.0
35186 60.0
47304 80.0
...
22504830 60.0
22530688 44.0
22554544 44.0
22577668 92.0
22601329 24.0
Name: sales, Length: 1221, dtype: float64
307 56.0
12125 76.0
23548 44.0
35187 88.0
47305 120.0
...
22504832 16.0
22530690 28.0
22554545 16.0
22577670 24.0
22601331 12.0
Name: sales, Length: 1225, dtype: float64
308 60.0
12128 56.0
23551 48.0
35190 84.0
47308 84.0
...
22504835 76.0
22530693 32.0
22554548 28.0
22577673 44.0
22601334 12.0
Name: sales, Length: 1270, dtype: float64
309 68.0
12129 112.0
23552 68.0
35191 96.0
47309 192.0
...
20347877 76.0
20371777 60.0
20395818 4.0
20421386 140.0
20448154 8.0
Name: sales, Length: 970, dtype: float64
310 8.0
12130 8.0
23553 8.0
35192 8.0
47310 28.0
...
22454914 4.0
22479109 4.0
22504836 8.0
22577674 8.0
22601335 4.0
Name: sales, Length: 1047, dtype: float64
311 128.0
12131 96.0
23554 56.0
35193 56.0
47311 112.0
...
22504837 48.0
22530694 76.0
22554549 40.0
22577675 84.0
22601336 44.0
Name: sales, Length: 1268, dtype: float64
312 4.0
12132 4.0
23555 8.0
47312 12.0
59248 4.0
...
22454916 20.0
22479111 4.0
22504838 24.0
22530695 8.0
22577676 4.0
Name: sales, Length: 843, dtype: float64
313 876.0
12133 1080.0
23556 396.0
35194 592.0
47313 608.0
...
22504839 420.0
22530696 280.0
22554550 280.0
22577677 320.0
22601337 300.0
Name: sales, Length: 1270, dtype: float64
314 24.0
12134 4.0
23557 12.0
35195 12.0
47314 16.0
...
22504840 72.0
22530697 44.0
22554551 28.0
22577678 76.0
22601338 40.0
Name: sales, Length: 1150, dtype: float64
315 1356.0
12135 792.0
23558 420.0
35196 908.0
47315 1288.0
...
22504841 852.0
22530698 292.0
22554552 304.0
22577679 324.0
22601339 256.0
Name: sales, Length: 1258, dtype: float64
316 4.0
12136 40.0
23560 20.0
35198 28.0
47317 16.0
...
22479115 28.0
22504843 16.0
22530699 12.0
22554554 32.0
22577681 12.0
Name: sales, Length: 1179, dtype: float64
317 28.0
12137 24.0
23561 20.0
35199 24.0
47318 36.0
...
22504844 48.0
22530700 16.0
22554555 24.0
22577682 24.0
22601341 4.0
Name: sales, Length: 1023, dtype: float64
318 64.0
12138 64.0
23562 104.0
35200 80.0
47319 32.0
...
22504845 112.0
22530701 84.0
22554556 52.0
22577683 88.0
22601342 44.0
Name: sales, Length: 1193, dtype: float64
319 16.0
12139 12.0
23563 20.0
35201 16.0
47320 60.0
...
22504846 8.0
22530702 4.0
22554557 12.0
22577684 32.0
22601343 12.0
Name: sales, Length: 961, dtype: float64
320 8.0
12140 8.0
23564 24.0
35202 28.0
47321 8.0
...
22504847 28.0
22530703 16.0
22554558 12.0
22577685 36.0
22601344 4.0
Name: sales, Length: 1127, dtype: float64
321 76.0
12141 56.0
23565 36.0
35203 48.0
47322 36.0
...
22504848 92.0
22530704 156.0
22554559 84.0
22577686 64.0
22601345 104.0
Name: sales, Length: 1235, dtype: float64
322 72.0
12142 84.0
23566 44.0
35204 60.0
47323 128.0
...
22504849 12.0
22530705 32.0
22554560 20.0
22577687 16.0
22601346 4.0
Name: sales, Length: 1239, dtype: float64
323 96.0
12143 64.0
23567 84.0
35205 76.0
47324 120.0
...
22431459 80.0
22479122 80.0
22504850 12.0
22530706 16.0
22554561 24.0
Name: sales, Length: 1175, dtype: float64
324 92.0
12144 76.0
23568 32.0
35206 56.0
47325 132.0
...
22504852 64.0
22530708 24.0
22554563 8.0
22577689 24.0
22601348 8.0
Name: sales, Length: 1258, dtype: float64
325 108.0
12145 48.0
23569 44.0
35207 104.0
47326 116.0
...
22504853 116.0
22530709 32.0
22554564 48.0
22577690 80.0
22601349 64.0
Name: sales, Length: 1270, dtype: float64
326 52.0
12146 204.0
23570 48.0
35208 104.0
47327 76.0
...
22479126 28.0
22504854 76.0
22530710 72.0
22554565 20.0
22577691 48.0
Name: sales, Length: 1245, dtype: float64
327 32.0
12147 24.0
23571 20.0
35209 32.0
47328 28.0
...
22504855 8.0
22530711 4.0
22554566 12.0
22577692 4.0
22601350 8.0
Name: sales, Length: 1224, dtype: float64
328 16.0
12148 16.0
23572 16.0
35210 24.0
47329 32.0
...
22504856 24.0
22530712 20.0
22554567 12.0
22577693 20.0
22601351 8.0
Name: sales, Length: 1252, dtype: float64
329 44.0
12149 36.0
23573 16.0
35211 68.0
47330 40.0
...
22504857 44.0
22530713 4.0
22554568 12.0
22577694 28.0
22601352 24.0
Name: sales, Length: 1154, dtype: float64
330 248.0
12150 404.0
23574 176.0
35212 396.0
47331 156.0
...
22504858 316.0
22530714 476.0
22554569 508.0
22577695 368.0
22601353 216.0
Name: sales, Length: 1255, dtype: float64
331 16.0
12151 24.0
23575 36.0
35213 48.0
47332 36.0
...
22479131 24.0
22504859 32.0
22554570 8.0
22577696 60.0
22601354 28.0
Name: sales, Length: 1126, dtype: float64
332 100.0
12152 52.0
23576 68.0
35214 132.0
47333 148.0
...
22504860 196.0
22530715 132.0
22554571 96.0
22577697 124.0
22601355 100.0
Name: sales, Length: 1259, dtype: float64
333 24.0
12153 28.0
23577 52.0
35215 52.0
47334 80.0
...
22504861 60.0
22530716 60.0
22554572 36.0
22577698 44.0
22601356 32.0
Name: sales, Length: 1259, dtype: float64
334 56.0
12154 24.0
23578 32.0
35216 64.0
47335 24.0
...
22504862 80.0
22530717 60.0
22554573 36.0
22577699 52.0
22601357 32.0
Name: sales, Length: 1268, dtype: float64
335 4.0
12155 12.0
23579 4.0
35217 8.0
47336 12.0
...
22309454 12.0
22360029 4.0
22431472 4.0
22504863 4.0
22530718 8.0
Name: sales, Length: 931, dtype: float64
336 28.0
12156 12.0
23580 84.0
35218 32.0
47337 16.0
...
22504864 28.0
22530719 88.0
22554574 48.0
22577700 24.0
22601358 20.0
Name: sales, Length: 1099, dtype: float64
337 68.0
12157 44.0
23581 72.0
35219 72.0
47338 76.0
...
22504865 32.0
22530720 12.0
22554575 4.0
22577701 32.0
22601359 12.0
Name: sales, Length: 1209, dtype: float64
338 40.0
23582 8.0
35220 20.0
47339 52.0
59274 28.0
...
22504866 32.0
22530721 24.0
22554576 4.0
22577702 20.0
22601360 8.0
Name: sales, Length: 1197, dtype: float64
339 68.0
12159 120.0
23584 72.0
35222 100.0
47341 240.0
...
22504868 80.0
22530722 36.0
22554577 24.0
22577703 52.0
22601362 32.0
Name: sales, Length: 1094, dtype: float64
340 184.0
12160 48.0
23585 76.0
35223 124.0
47342 112.0
...
22504870 76.0
22530724 32.0
22554578 20.0
22577704 60.0
22601364 16.0
Name: sales, Length: 1191, dtype: float64
341 20.0
12161 8.0
23586 12.0
35224 36.0
47343 8.0
...
22504871 24.0
22530725 36.0
22554579 8.0
22577705 20.0
22601365 20.0
Name: sales, Length: 1102, dtype: float64
342 88.0
12163 68.0
23588 80.0
35226 76.0
47345 92.0
...
22504873 16.0
22530727 8.0
22554581 8.0
22577707 8.0
22601367 4.0
Name: sales, Length: 1223, dtype: float64
343 56.0
12164 20.0
23589 36.0
35227 36.0
47346 48.0
...
22504874 36.0
22530728 16.0
22554582 36.0
22577708 24.0
22601368 36.0
Name: sales, Length: 1201, dtype: float64
344 4.0
12165 28.0
23590 8.0
35228 24.0
59281 28.0
...
22454948 4.0
22479146 4.0
22504875 8.0
22530729 4.0
22577709 4.0
Name: sales, Length: 735, dtype: float64
345 36.0
12166 44.0
23591 24.0
35229 12.0
47347 28.0
...
22504876 24.0
22530730 4.0
22554583 28.0
22577710 8.0
22601369 4.0
Name: sales, Length: 1253, dtype: float64
346 8.0
12167 4.0
23592 20.0
35230 12.0
47348 20.0
...
22431483 4.0
22504877 4.0
22554584 4.0
22577711 4.0
22601370 4.0
Name: sales, Length: 1040, dtype: float64
347 236.0
12168 180.0
23593 144.0
35231 288.0
47349 180.0
...
22504878 164.0
22530731 144.0
22554585 136.0
22577712 180.0
22601371 100.0
Name: sales, Length: 1263, dtype: float64
348 164.0
12169 256.0
23594 108.0
35232 108.0
47350 136.0
...
22504879 148.0
22530732 124.0
22554586 84.0
22577713 64.0
22601372 80.0
Name: sales, Length: 1269, dtype: float64
349 32.0
12170 32.0
23595 36.0
35233 52.0
47351 52.0
...
22454952 4.0
22479150 8.0
22504880 12.0
22530733 8.0
22601373 4.0
Name: sales, Length: 798, dtype: float64
350 52.0
12171 48.0
23596 32.0
35234 92.0
47352 96.0
...
22504881 24.0
22530734 20.0
22554587 20.0
22577714 40.0
22601374 12.0
Name: sales, Length: 1113, dtype: float64
351 24.0
12172 28.0
23597 68.0
35235 64.0
47353 24.0
...
22479152 64.0
22504882 60.0
22554588 40.0
22577715 56.0
22601375 12.0
Name: sales, Length: 1223, dtype: float64
352 72.0
12173 80.0
23598 32.0
35236 76.0
47354 28.0
...
22504883 40.0
22530735 36.0
22554589 8.0
22577716 28.0
22601376 40.0
Name: sales, Length: 1246, dtype: float64
353 96.0
12174 48.0
23599 52.0
35237 44.0
47355 148.0
...
22479154 36.0
22504884 40.0
22530736 12.0
22554590 16.0
22577717 24.0
Name: sales, Length: 1083, dtype: float64
354 84.0
12175 60.0
23600 44.0
35238 48.0
47356 192.0
...
22504885 56.0
22530737 96.0
22554591 68.0
22577718 40.0
22601377 20.0
Name: sales, Length: 1210, dtype: float64
355 4.0
12176 4.0
35239 4.0
47357 4.0
232822 4.0
...
22504886 12.0
22530738 16.0
22554592 12.0
22577719 4.0
22601378 20.0
Name: sales, Length: 886, dtype: float64
356 20.0
12177 20.0
23601 32.0
35240 8.0
47358 48.0
...
22479158 12.0
22504888 16.0
22554594 8.0
22577721 4.0
22601379 4.0
Name: sales, Length: 1175, dtype: float64
357 84.0
12178 48.0
23602 36.0
35241 68.0
47359 68.0
...
19371801 24.0
19395708 8.0
19421045 12.0
19446347 4.0
20893052 4.0
Name: sales, Length: 1033, dtype: float64
358 76.0
12179 92.0
23603 104.0
35242 56.0
47360 96.0
...
22504889 72.0
22530740 20.0
22554595 56.0
22577722 56.0
22601380 16.0
Name: sales, Length: 1270, dtype: float64
359 48.0
12180 12.0
23604 12.0
35243 20.0
47361 40.0
...
22504890 20.0
22530741 8.0
22554596 12.0
22577723 4.0
22601381 4.0
Name: sales, Length: 1214, dtype: float64
360 52.0
12181 40.0
23605 44.0
35244 92.0
47362 72.0
...
22504892 20.0
22530743 8.0
22554598 12.0
22577725 8.0
22601383 8.0
Name: sales, Length: 1192, dtype: float64
361 128.0
12182 180.0
23606 68.0
35245 80.0
47363 92.0
...
22504893 56.0
22530744 72.0
22554599 36.0
22577726 60.0
22601384 48.0
Name: sales, Length: 1232, dtype: float64
362 148.0
12183 100.0
23607 132.0
35246 144.0
47364 160.0
...
22504894 120.0
22530745 88.0
22554600 72.0
22577727 88.0
22601385 72.0
Name: sales, Length: 1252, dtype: float64
363 48.0
12184 28.0
23608 20.0
35247 36.0
47365 44.0
...
22504895 76.0
22530746 72.0
22554601 44.0
22577728 44.0
22601386 40.0
Name: sales, Length: 1264, dtype: float64
364 64.0
12185 84.0
23609 44.0
35248 112.0
47366 72.0
...
22454967 8.0
22479165 64.0
22504896 4.0
22530747 28.0
22554602 8.0
Name: sales, Length: 1192, dtype: float64
365 344.0
12186 192.0
23610 300.0
35249 272.0
47368 372.0
...
22504898 144.0
22530748 92.0
22554603 132.0
22577730 44.0
22601388 72.0
Name: sales, Length: 1189, dtype: float64
366 120.0
12187 80.0
23611 124.0
35250 128.0
47369 168.0
...
22504899 120.0
22530749 56.0
22554604 64.0
22577731 80.0
22601389 60.0
Name: sales, Length: 1226, dtype: float64
367 80.0
12188 80.0
23612 72.0
35251 48.0
47370 88.0
...
22504900 4.0
22530750 16.0
22554605 12.0
22577732 8.0
22601390 4.0
Name: sales, Length: 954, dtype: float64
368 76.0
12189 60.0
23613 52.0
35252 60.0
47371 104.0
...
22504901 40.0
22530751 52.0
22554606 20.0
22577733 68.0
22601391 28.0
Name: sales, Length: 1260, dtype: float64
369 28.0
12190 16.0
23614 8.0
35253 24.0
47372 16.0
...
22504903 20.0
22530753 12.0
22554608 4.0
22577735 16.0
22601393 8.0
Name: sales, Length: 966, dtype: float64
370 132.0
12191 88.0
23615 120.0
35254 112.0
47373 128.0
...
22504904 72.0
22530754 52.0
22554609 68.0
22577736 100.0
22601394 40.0
Name: sales, Length: 1192, dtype: float64
371 140.0
12192 84.0
23616 28.0
35255 72.0
47374 112.0
...
22504905 52.0
22530755 32.0
22554610 20.0
22577737 8.0
22601395 8.0
Name: sales, Length: 1247, dtype: float64
372 184.0
12193 208.0
23617 172.0
35256 300.0
47375 348.0
...
22504906 264.0
22530756 112.0
22554611 100.0
22577738 112.0
22601396 56.0
Name: sales, Length: 1263, dtype: float64
373 16.0
12194 32.0
23618 24.0
35257 28.0
47376 16.0
...
22504907 12.0
22530757 12.0
22554612 8.0
22577739 8.0
22601397 12.0
Name: sales, Length: 1217, dtype: float64
374 24.0
12195 12.0
23619 40.0
35258 28.0
47377 36.0
...
22504908 56.0
22530758 32.0
22554613 36.0
22577740 24.0
22601398 36.0
Name: sales, Length: 1253, dtype: float64
375 28.0
12196 8.0
23620 8.0
35259 16.0
47378 4.0
...
22504909 20.0
22530759 8.0
22554614 16.0
22577741 16.0
22601399 4.0
Name: sales, Length: 807, dtype: float64
376 16.0
12197 32.0
23621 12.0
35260 24.0
47379 32.0
...
22504910 52.0
22530760 36.0
22554615 20.0
22577742 40.0
22601400 32.0
Name: sales, Length: 1239, dtype: float64
377 40.0
12198 72.0
23622 24.0
35261 28.0
47380 76.0
...
22504911 68.0
22530761 48.0
22554616 32.0
22577743 40.0
22601401 40.0
Name: sales, Length: 1230, dtype: float64
378 36.0
12199 56.0
23623 68.0
35262 72.0
47381 40.0
...
22504912 32.0
22530762 72.0
22554617 36.0
22577744 36.0
22601402 52.0
Name: sales, Length: 1229, dtype: float64
379 24.0
12200 12.0
23624 24.0
35263 44.0
47382 32.0
...
22479181 28.0
22504913 16.0
22530763 16.0
22554618 4.0
22577745 8.0
Name: sales, Length: 1139, dtype: float64
380 200.0
12201 116.0
23625 164.0
35264 200.0
47383 244.0
...
22504914 200.0
22530764 96.0
22554619 188.0
22577746 36.0
22601403 64.0
Name: sales, Length: 1185, dtype: float64
381 76.0
12202 76.0
23626 48.0
35265 144.0
47384 68.0
...
22504915 120.0
22530765 72.0
22554620 40.0
22577747 64.0
22601404 40.0
Name: sales, Length: 1266, dtype: float64
382 44.0
12203 24.0
23627 48.0
35266 64.0
47385 52.0
...
22504916 100.0
22530766 20.0
22554621 32.0
22577748 60.0
22601405 20.0
Name: sales, Length: 1262, dtype: float64
383 372.0
12204 188.0
23628 136.0
35267 228.0
47386 416.0
...
22504917 104.0
22530767 52.0
22554622 44.0
22577749 24.0
22601406 16.0
Name: sales, Length: 1268, dtype: float64
384 112.0
12205 100.0
23629 92.0
35268 108.0
47387 164.0
...
22504918 80.0
22530768 56.0
22554623 24.0
22577750 48.0
22601407 76.0
Name: sales, Length: 1269, dtype: float64
385 20.0
12206 72.0
23630 64.0
35269 64.0
47388 140.0
...
22504919 12.0
22530769 4.0
22554624 8.0
22577751 4.0
22601408 12.0
Name: sales, Length: 1230, dtype: float64
386 100.0
12207 100.0
23631 56.0
35270 56.0
47389 16.0
...
22504920 136.0
22530770 88.0
22554625 132.0
22577752 128.0
22601409 92.0
Name: sales, Length: 1254, dtype: float64
387 24.0
12208 52.0
23632 12.0
35271 32.0
47390 20.0
...
22504921 12.0
22530771 16.0
22554626 48.0
22577753 16.0
22601410 4.0
Name: sales, Length: 1221, dtype: float64
388 44.0
12209 44.0
23633 20.0
35272 32.0
47391 40.0
...
22504922 24.0
22530772 12.0
22554627 20.0
22577754 28.0
22601411 4.0
Name: sales, Length: 1249, dtype: float64
389 68.0
12210 52.0
23634 8.0
35273 52.0
47392 64.0
...
22479191 16.0
22530773 24.0
22554628 28.0
22577755 36.0
22601412 8.0
Name: sales, Length: 1221, dtype: float64
390 48.0
12211 36.0
23635 32.0
35274 16.0
47393 112.0
...
22504923 76.0
22530774 16.0
22554629 16.0
22577756 20.0
22601413 8.0
Name: sales, Length: 1244, dtype: float64
391 304.0
12212 140.0
23636 136.0
35275 236.0
47394 364.0
...
22504924 348.0
22530775 332.0
22554630 240.0
22577757 188.0
22601414 284.0
Name: sales, Length: 1249, dtype: float64
392 80.0
35277 100.0
47396 56.0
59331 4.0
104387 72.0
...
22504925 4.0
22530777 24.0
22554632 24.0
22577759 16.0
22601416 8.0
Name: sales, Length: 1235, dtype: float64
393 80.0
12213 132.0
23638 80.0
35278 64.0
47397 104.0
...
22504926 108.0
22530778 56.0
22554633 68.0
22577760 48.0
22601417 28.0
Name: sales, Length: 1269, dtype: float64
394 8.0
12214 8.0
23639 28.0
35279 8.0
47398 28.0
...
22504927 20.0
22530779 44.0
22554634 12.0
22577761 12.0
22601418 28.0
Name: sales, Length: 1235, dtype: float64
395 56.0
12215 32.0
35280 40.0
47399 36.0
59334 40.0
...
22504928 44.0
22530780 20.0
22554635 20.0
22577762 24.0
22601419 16.0
Name: sales, Length: 1248, dtype: float64
396 120.0
12216 136.0
23640 152.0
35281 116.0
47400 152.0
...
22504929 164.0
22530781 120.0
22554636 140.0
22577763 196.0
22601420 132.0
Name: sales, Length: 1267, dtype: float64
397 32.0
12217 16.0
23641 20.0
35282 20.0
47401 32.0
...
22504930 20.0
22530782 12.0
22554637 16.0
22577764 12.0
22601421 20.0
Name: sales, Length: 1225, dtype: float64
398 4.0
12218 4.0
23642 4.0
35283 8.0
47402 4.0
...
22335149 4.0
22384149 4.0
22407728 4.0
22479201 4.0
22577765 4.0
Name: sales, Length: 693, dtype: float64
399 4.0
12219 4.0
47403 8.0
59338 4.0
104394 4.0
...
22384150 4.0
22407729 4.0
22479202 8.0
22504931 8.0
22530783 4.0
Name: sales, Length: 513, dtype: float64
400 196.0
12220 244.0
23643 92.0
35284 224.0
47405 196.0
...
22504933 176.0
22530785 80.0
22554639 132.0
22577767 120.0
22601423 116.0
Name: sales, Length: 1270, dtype: float64
401 32.0
12221 8.0
23644 12.0
35285 12.0
47406 36.0
...
22504934 24.0
22530786 24.0
22554640 8.0
22577768 20.0
22601424 16.0
Name: sales, Length: 1139, dtype: float64
402 16.0
12222 12.0
23645 4.0
35286 28.0
47407 28.0
...
22431535 4.0
22455007 4.0
22504935 4.0
22530787 4.0
22577769 4.0
Name: sales, Length: 970, dtype: float64
403 28.0
12223 20.0
23646 44.0
35287 44.0
47408 28.0
...
22504936 48.0
22530788 16.0
22554641 16.0
22577770 60.0
22601425 16.0
Name: sales, Length: 1087, dtype: float64
404 4.0
12224 8.0
35288 4.0
47409 8.0
139906 4.0
...
22479207 20.0
22504937 4.0
22554642 20.0
22577771 16.0
22601426 8.0
Name: sales, Length: 1148, dtype: float64
405 84.0
12225 64.0
23647 32.0
35289 72.0
47410 100.0
...
22504938 64.0
22530789 12.0
22554643 32.0
22577772 16.0
22601427 24.0
Name: sales, Length: 1081, dtype: float64
406 16.0
12226 8.0
59344 16.0
70634 8.0
81883 12.0
...
22504939 12.0
22530790 16.0
22554644 4.0
22577773 4.0
22601428 4.0
Name: sales, Length: 1104, dtype: float64
407 48.0
12227 28.0
23648 24.0
35290 48.0
47411 40.0
...
21681333 4.0
21705451 16.0
21728641 16.0
21752218 4.0
21998620 4.0
Name: sales, Length: 1092, dtype: float64
408 60.0
12228 192.0
23649 68.0
35291 68.0
47412 72.0
...
22504940 136.0
22530791 60.0
22554645 36.0
22577774 44.0
22601429 40.0
Name: sales, Length: 1270, dtype: float64
409 96.0
12229 8.0
23650 36.0
35292 20.0
47413 104.0
...
22504941 72.0
22530792 88.0
22554646 64.0
22577775 92.0
22601430 72.0
Name: sales, Length: 1267, dtype: float64
410 44.0
12230 24.0
23651 40.0
35293 24.0
47414 72.0
...
22479212 28.0
22504942 32.0
22530793 32.0
22554647 20.0
22577776 20.0
Name: sales, Length: 1245, dtype: float64
411 125.200
12231 58.920
35294 39.700
93306 36.420
278430 83.656
...
22360100 38.136
22384160 39.260
22431542 37.284
22554648 114.684
22577777 82.420
Name: sales, Length: 470, dtype: float64
412 36.0
12232 32.0
23652 40.0
35295 44.0
47415 8.0
...
22504943 32.0
22530794 12.0
22554649 8.0
22577778 12.0
22601431 12.0
Name: sales, Length: 1174, dtype: float64
413 378.372
12233 129.368
23654 346.724
35297 477.184
47417 550.200
...
22504945 243.156
22530796 93.164
22554651 119.684
22577780 260.936
22601433 113.884
Name: sales, Length: 1227, dtype: float64
414 4.0
12234 4.0
23655 24.0
35298 16.0
47418 24.0
...
22504946 4.0
22530797 12.0
22554652 8.0
22577781 4.0
22601434 8.0
Name: sales, Length: 1028, dtype: float64
415 116.0
12235 80.0
23656 64.0
35299 80.0
47419 76.0
...
22504947 52.0
22530798 60.0
22554653 32.0
22577782 24.0
22601435 36.0
Name: sales, Length: 1255, dtype: float64
416 64.0
35300 24.0
47420 60.0
59354 28.0
70644 24.0
...
22407745 8.0
22431547 8.0
22504948 20.0
22577783 4.0
22601436 8.0
Name: sales, Length: 1176, dtype: float64
417 44.0
12236 16.0
23657 8.0
35301 24.0
47421 40.0
...
22504949 28.0
22530799 20.0
22554654 28.0
22577784 8.0
22601437 20.0
Name: sales, Length: 1261, dtype: float64
418 4.0
12237 32.0
23658 4.0
35302 24.0
47422 4.0
...
22455020 8.0
22479219 24.0
22530800 12.0
22554655 4.0
22577785 8.0
Name: sales, Length: 1180, dtype: float64
419 12.0
12238 4.0
35303 4.0
47423 8.0
70647 4.0
...
22024240 8.0
22117816 4.0
22215120 4.0
22238201 4.0
22504950 4.0
Name: sales, Length: 544, dtype: float64
420 136.0
12240 84.0
23660 56.0
35305 56.0
47425 80.0
...
22504952 8.0
22530801 24.0
22554657 12.0
22577787 12.0
22601439 4.0
Name: sales, Length: 1260, dtype: float64
421 44.0
12241 56.0
23661 52.0
35306 64.0
47426 68.0
...
22504953 40.0
22530802 32.0
22554658 32.0
22577788 20.0
22601440 24.0
Name: sales, Length: 1269, dtype: float64
422 28.0
12242 16.0
23662 4.0
35307 4.0
47427 12.0
...
22384171 4.0
22407751 4.0
22455024 4.0
22479222 8.0
22601441 8.0
Name: sales, Length: 785, dtype: float64
423 64.0
12243 36.0
23663 56.0
35308 40.0
47428 100.0
...
22504954 68.0
22530803 24.0
22554659 32.0
22577789 28.0
22601442 32.0
Name: sales, Length: 1256, dtype: float64
424 48.0
12244 24.0
23664 20.0
35309 36.0
47429 80.0
...
22504955 24.0
22530804 40.0
22554660 12.0
22577790 8.0
22601443 12.0
Name: sales, Length: 1227, dtype: float64
425 20.0
12245 40.0
23665 28.0
35310 28.0
47430 44.0
...
22504958 20.0
22530807 12.0
22554663 4.0
22577792 4.0
22601445 12.0
Name: sales, Length: 1229, dtype: float64
426 28.0
12246 16.0
23666 8.0
35311 16.0
47431 16.0
...
22384177 16.0
22407756 16.0
22431558 20.0
22455030 8.0
22504959 8.0
Name: sales, Length: 1234, dtype: float64
427 28.0
12247 12.0
23667 48.0
35312 8.0
47432 44.0
...
22407757 4.0
22455031 4.0
22504960 4.0
22577793 4.0
22601446 4.0
Name: sales, Length: 1080, dtype: float64
428 28.0
12248 8.0
23668 20.0
35313 16.0
47433 28.0
...
22504961 28.0
22530808 32.0
22554664 24.0
22577794 8.0
22601447 56.0
Name: sales, Length: 1176, dtype: float64
429 40.0
12249 16.0
23669 32.0
35314 20.0
47434 40.0
...
22504962 56.0
22530809 24.0
22554665 40.0
22577795 32.0
22601448 20.0
Name: sales, Length: 1240, dtype: float64
430 24.0
12250 24.0
23670 16.0
35315 44.0
47435 20.0
...
22504963 52.0
22530810 32.0
22554666 48.0
22577796 28.0
22601449 16.0
Name: sales, Length: 1231, dtype: float64
431 464.0
12251 580.0
23671 308.0
35316 496.0
47436 672.0
...
22504964 452.0
22530811 160.0
22554667 176.0
22577797 240.0
22601450 160.0
Name: sales, Length: 1262, dtype: float64
432 60.0
12252 36.0
23672 20.0
35317 52.0
47437 16.0
...
22455036 16.0
22479232 36.0
22504965 32.0
22530812 36.0
22554668 16.0
Name: sales, Length: 1164, dtype: float64
433 52.0
12253 88.0
23673 48.0
35318 56.0
47438 40.0
...
22504966 32.0
22530813 20.0
22554669 24.0
22577798 28.0
22601451 8.0
Name: sales, Length: 1260, dtype: float64
434 4.0
12254 24.0
23674 4.0
35319 24.0
70663 16.0
...
22407764 8.0
22431565 4.0
22455038 4.0
22530814 4.0
22554670 8.0
Name: sales, Length: 834, dtype: float64
435 32.0
12255 40.0
23675 52.0
35320 12.0
47439 56.0
...
22504967 20.0
22530815 16.0
22554671 32.0
22577799 48.0
22601452 24.0
Name: sales, Length: 1235, dtype: float64
436 64.0
12256 52.0
23676 44.0
35321 44.0
47440 56.0
...
22504968 20.0
22530816 16.0
22554672 32.0
22577800 56.0
22601453 36.0
Name: sales, Length: 1244, dtype: float64
437 40.0
12257 40.0
23677 32.0
35322 68.0
47441 52.0
...
22431569 28.0
22455042 32.0
22479237 16.0
22504970 8.0
22601455 16.0
Name: sales, Length: 1238, dtype: float64
438 52.0
12258 48.0
23678 44.0
35323 40.0
47442 60.0
...
22504971 44.0
22530818 12.0
22554674 8.0
22577802 24.0
22601456 28.0
Name: sales, Length: 1243, dtype: float64
439 24.0
12259 4.0
23681 32.0
35326 24.0
47445 44.0
...
22504973 68.0
22530820 24.0
22554676 8.0
22577803 12.0
22601458 28.0
Name: sales, Length: 1091, dtype: float64
440 16.0
12260 36.0
23682 24.0
35327 4.0
47446 60.0
...
22455046 8.0
22504974 20.0
22554677 16.0
22577804 24.0
22601459 4.0
Name: sales, Length: 1144, dtype: float64
441 100.0
12262 52.0
23684 48.0
35329 80.0
47448 80.0
...
22504975 60.0
22530822 28.0
22554679 48.0
22577806 48.0
22601461 24.0
Name: sales, Length: 1114, dtype: float64
442 40.0
12263 44.0
23685 28.0
35330 24.0
47449 20.0
...
22504976 32.0
22530823 20.0
22554680 24.0
22577807 40.0
22601462 12.0
Name: sales, Length: 1216, dtype: float64
443 24.0
12264 28.0
23687 20.0
35332 32.0
47450 16.0
...
22504978 20.0
22530825 8.0
22554681 8.0
22577809 8.0
22601464 4.0
Name: sales, Length: 1075, dtype: float64
444 20.0
12265 12.0
23688 8.0
35333 20.0
47451 24.0
...
22504979 16.0
22530826 16.0
22554682 32.0
22577810 20.0
22601465 4.0
Name: sales, Length: 1125, dtype: float64
445 36.0
12266 44.0
23689 52.0
35334 52.0
47452 44.0
...
22504980 28.0
22530827 24.0
22554683 20.0
22577811 12.0
22601466 8.0
Name: sales, Length: 1205, dtype: float64
446 140.0
12267 100.0
23690 80.0
35335 104.0
47453 108.0
...
22504981 148.0
22530828 52.0
22554684 60.0
22577812 56.0
22601467 28.0
Name: sales, Length: 1253, dtype: float64
447 128.0
12268 116.0
23691 112.0
35336 160.0
47454 176.0
...
4420866 120.0
4435349 20.0
4449683 28.0
4464083 92.0
4479040 148.0
Name: sales, Length: 238, dtype: float64
448 8.0
12269 4.0
93345 52.0
104446 28.0
115930 12.0
...
22504982 16.0
22530829 20.0
22554685 28.0
22577813 20.0
22601468 8.0
Name: sales, Length: 1139, dtype: float64
449 48.0
12270 16.0
23692 8.0
35337 28.0
47455 28.0
...
22504983 44.0
22530830 20.0
22554686 24.0
22577814 12.0
22601469 16.0
Name: sales, Length: 1210, dtype: float64
450 52.0
12271 64.0
23693 88.0
35338 120.0
47456 76.0
...
22504985 96.0
22530832 48.0
22554688 24.0
22577816 32.0
22601471 20.0
Name: sales, Length: 1234, dtype: float64
451 72.0
12272 80.0
23694 24.0
35339 68.0
47457 108.0
...
22504986 32.0
22530833 32.0
22554689 24.0
22577817 36.0
22601472 8.0
Name: sales, Length: 1259, dtype: float64
452 588.0
12273 472.0
23695 372.0
35340 468.0
47458 504.0
...
22504987 360.0
22530834 244.0
22554690 216.0
22577818 236.0
22601473 204.0
Name: sales, Length: 1270, dtype: float64
453 120.0
12275 4.0
23697 92.0
35342 108.0
47459 116.0
...
22504990 40.0
22530837 12.0
22554693 4.0
22577821 76.0
22601476 20.0
Name: sales, Length: 1256, dtype: float64
454 152.0
12276 236.0
23698 60.0
35343 184.0
47460 200.0
...
22504991 136.0
22530838 160.0
22554694 108.0
22577822 112.0
22601477 124.0
Name: sales, Length: 1270, dtype: float64
455 72.0
12277 60.0
23699 72.0
35344 88.0
47461 116.0
...
22455063 28.0
22479258 28.0
22504992 52.0
22577823 36.0
22601478 48.0
Name: sales, Length: 1233, dtype: float64
456 64.0
12278 44.0
23700 72.0
35345 64.0
47462 92.0
...
22504993 64.0
22530839 44.0
22554695 56.0
22577824 48.0
22601479 44.0
Name: sales, Length: 1266, dtype: float64
457 52.0
12279 76.0
23701 44.0
35346 20.0
47463 32.0
...
22504994 32.0
22530840 16.0
22554696 32.0
22577825 28.0
22601480 32.0
Name: sales, Length: 1256, dtype: float64
458 88.0
12280 40.0
23702 24.0
35347 76.0
47464 84.0
...
22504995 24.0
22530841 8.0
22554697 8.0
22577826 24.0
22601481 12.0
Name: sales, Length: 1261, dtype: float64
459 4.0
12281 4.0
23703 8.0
35348 20.0
47465 4.0
...
22504996 20.0
22530842 48.0
22554698 44.0
22577827 32.0
22601482 20.0
Name: sales, Length: 1001, dtype: float64
460 73.512
12282 95.308
23704 131.428
35349 57.564
47466 37.448
...
22479262 8.740
22504997 7.360
22530843 7.272
22554699 8.656
22601483 25.832
Name: sales, Length: 1159, dtype: float64
461 351.116
12283 217.992
23705 413.896
35350 327.068
47467 305.664
...
22504998 210.576
22530844 170.296
22554700 135.584
22577828 121.636
22601484 198.764
Name: sales, Length: 1268, dtype: float64
462 60.0
12284 52.0
23706 60.0
35351 68.0
47468 72.0
...
22504999 32.0
22530845 36.0
22554701 16.0
22577829 20.0
22601485 40.0
Name: sales, Length: 1265, dtype: float64
463 76.0
12285 76.0
23707 72.0
35352 52.0
47469 64.0
...
22505000 84.0
22530846 136.0
22554702 72.0
22577830 84.0
22601486 64.0
Name: sales, Length: 1230, dtype: float64
464 4.0
12286 4.0
23708 4.0
35353 8.0
47470 8.0
...
22384218 4.0
22407799 4.0
22431596 4.0
22455071 8.0
22505002 12.0
Name: sales, Length: 453, dtype: float64
465 208.0
12287 108.0
23709 160.0
35354 212.0
47471 168.0
...
22505003 64.0
22530848 40.0
22554704 36.0
22577832 28.0
22601488 80.0
Name: sales, Length: 1255, dtype: float64
466 20.0
12288 36.0
23711 24.0
35356 44.0
47473 80.0
...
22505005 156.0
22530850 4.0
22554706 12.0
22577834 12.0
22601490 44.0
Name: sales, Length: 991, dtype: float64
467 12.0
23712 4.0
35357 12.0
81946 4.0
104464 4.0
...
22479270 28.0
22505006 16.0
22554707 8.0
22577835 4.0
22601491 12.0
Name: sales, Length: 802, dtype: float64
468 12.0
12289 4.0
35358 4.0
59406 4.0
81947 4.0
...
22117869 8.0
22191638 4.0
22238258 4.0
22360159 4.0
22431599 4.0
Name: sales, Length: 485, dtype: float64
469 24.0
12290 12.0
23713 20.0
35359 4.0
47474 12.0
...
22455076 16.0
22505007 4.0
22530851 8.0
22554708 8.0
22601492 4.0
Name: sales, Length: 801, dtype: float64
470 56.0
12291 8.0
23714 12.0
35360 32.0
47475 36.0
...
22505008 16.0
22530852 12.0
22554709 12.0
22577836 20.0
22601493 8.0
Name: sales, Length: 1148, dtype: float64
471 12.0
12292 12.0
23715 8.0
35361 24.0
47476 40.0
...
21557254 12.0
21604974 8.0
21629605 8.0
21728707 4.0
21801071 4.0
Name: sales, Length: 859, dtype: float64
472 44.0
12293 68.0
23716 104.0
35362 100.0
47477 108.0
...
22505009 60.0
22530853 76.0
22554710 72.0
22577837 48.0
22601494 36.0
Name: sales, Length: 1225, dtype: float64
473 68.0
12294 64.0
23717 72.0
35363 68.0
47478 76.0
...
22505011 28.0
22530855 8.0
22554712 24.0
22577839 24.0
22601496 12.0
Name: sales, Length: 1216, dtype: float64
474 240.0
12295 128.0
23718 80.0
35364 180.0
47479 120.0
...
22505012 56.0
22530856 56.0
22554713 56.0
22577840 60.0
22601497 56.0
Name: sales, Length: 1268, dtype: float64
475 272.0
12296 132.0
23719 72.0
35365 56.0
47480 120.0
...
22505013 52.0
22530857 52.0
22554714 20.0
22577841 44.0
22601498 24.0
Name: sales, Length: 1049, dtype: float64
476 100.0
23720 244.0
35366 340.0
47481 196.0
59413 172.0
...
22505014 224.0
22530858 92.0
22554715 132.0
22577842 104.0
22601499 108.0
Name: sales, Length: 1203, dtype: float64
477 12.0
12297 28.0
35367 20.0
93375 4.0
104472 12.0
...
21235980 12.0
21259929 8.0
21284798 36.0
21360358 8.0
21384099 4.0
Name: sales, Length: 694, dtype: float64
478 12.0
12298 20.0
23721 8.0
47482 8.0
93376 8.0
...
20695729 4.0
20719637 8.0
20743024 4.0
20767635 8.0
21136238 4.0
Name: sales, Length: 416, dtype: float64
479 4.0
23722 8.0
47483 24.0
70706 4.0
93377 4.0
...
20348051 4.0
20371954 4.0
20395997 20.0
20421570 16.0
20448335 4.0
Name: sales, Length: 444, dtype: float64
480 44.0
12299 24.0
23723 12.0
35368 36.0
47484 20.0
...
22431608 16.0
22455084 8.0
22479278 8.0
22505015 16.0
22577843 8.0
Name: sales, Length: 1108, dtype: float64
481 60.0
12300 52.0
23724 28.0
35370 64.0
47485 116.0
...
22505017 44.0
22530859 28.0
22554716 20.0
22577846 72.0
22601501 24.0
Name: sales, Length: 1258, dtype: float64
482 84.0
12301 48.0
23725 36.0
35371 128.0
47486 116.0
...
21211424 36.0
21235983 24.0
21259932 40.0
21284802 72.0
21335982 4.0
Name: sales, Length: 1130, dtype: float64
483 56.0
12302 36.0
23726 36.0
35372 64.0
47487 68.0
...
22505018 44.0
22530860 4.0
22554717 8.0
22577847 20.0
22601502 12.0
Name: sales, Length: 1238, dtype: float64
484 36.0
12303 16.0
23727 16.0
35373 32.0
47488 24.0
...
22455087 12.0
22479281 12.0
22530861 16.0
22554718 12.0
22601503 8.0
Name: sales, Length: 1203, dtype: float64
485 24.0
12304 44.0
23728 20.0
35374 60.0
47489 60.0
...
22455088 12.0
22479282 12.0
22505019 12.0
22554719 12.0
22601504 4.0
Name: sales, Length: 1224, dtype: float64
486 60.0
12305 24.0
23729 24.0
35375 36.0
47490 56.0
...
22505020 12.0
22530862 16.0
22554720 8.0
22577848 8.0
22601505 28.0
Name: sales, Length: 1234, dtype: float64
487 19.948
12306 52.140
23730 30.228
35376 21.984
47491 28.852
...
22505021 32.312
22530863 19.164
22554721 18.128
22577849 25.848
22601506 18.880
Name: sales, Length: 1254, dtype: float64
488 264.0
12307 236.0
23731 196.0
35377 428.0
47492 172.0
...
22505022 372.0
22530864 308.0
22554722 360.0
22577850 760.0
22601507 992.0
Name: sales, Length: 883, dtype: float64
489 260.0
12308 348.0
23732 264.0
35378 116.0
93386 36.0
...
22505023 100.0
22530865 92.0
22554723 88.0
22577851 140.0
22601508 100.0
Name: sales, Length: 1257, dtype: float64
490 16.380
12309 4.588
23733 12.532
35379 20.180
47493 17.712
...
22505024 13.632
22530866 14.660
22554724 8.088
22577852 4.552
22601509 8.492
Name: sales, Length: 1269, dtype: float64
491 24.0
12310 88.0
23734 44.0
35380 40.0
47494 32.0
...
22505025 40.0
22530867 16.0
22554725 8.0
22577853 36.0
22601510 28.0
Name: sales, Length: 1142, dtype: float64
492 32.0
12311 40.0
23735 60.0
35381 136.0
47495 36.0
...
22407823 80.0
22455095 4.0
22479288 56.0
22530868 16.0
22601511 24.0
Name: sales, Length: 1184, dtype: float64
493 100.0
12312 44.0
23736 92.0
35382 72.0
47496 160.0
...
22505026 32.0
22530869 20.0
22554726 16.0
22577854 28.0
22601512 20.0
Name: sales, Length: 1129, dtype: float64
494 48.0
12313 36.0
23737 56.0
35383 28.0
59427 24.0
...
22505027 72.0
22530870 80.0
22554727 32.0
22577855 48.0
22601513 64.0
Name: sales, Length: 858, dtype: float64
495 12.0
12314 4.0
23739 20.0
35384 8.0
47498 8.0
...
22479292 20.0
22505029 12.0
22530872 4.0
22554729 16.0
22601515 16.0
Name: sales, Length: 1230, dtype: float64
496 96.0
12315 120.0
23740 64.0
35385 88.0
47499 116.0
...
22505030 44.0
22530873 16.0
22554730 8.0
22577857 20.0
22601516 4.0
Name: sales, Length: 1262, dtype: float64
497 24.0
12316 20.0
23741 20.0
35386 24.0
47500 20.0
...
22455101 60.0
22505031 20.0
22530874 24.0
22577858 56.0
22601517 20.0
Name: sales, Length: 1221, dtype: float64
498 20.0
12317 8.0
23743 28.0
35388 16.0
47502 12.0
...
22505032 32.0
22530875 32.0
22554731 12.0
22577859 40.0
22601518 28.0
Name: sales, Length: 1225, dtype: float64
499 64.0
12318 4.0
23744 16.0
35389 28.0
47503 32.0
...
20225624 4.0
20249995 16.0
20275540 8.0
20300849 8.0
21998713 4.0
Name: sales, Length: 738, dtype: float64
500 56.0
12319 28.0
23745 16.0
35390 44.0
47504 48.0
...
22505033 20.0
22530876 36.0
22554732 8.0
22577860 24.0
22601519 16.0
Name: sales, Length: 1192, dtype: float64
501 244.0
12320 108.0
23746 108.0
35391 188.0
47505 232.0
...
22505034 100.0
22530877 64.0
22554733 44.0
22577861 80.0
22601520 20.0
Name: sales, Length: 1176, dtype: float64
502 84.0
12321 36.0
23747 52.0
35392 40.0
47506 4.0
...
22505035 72.0
22530878 48.0
22554734 32.0
22577862 60.0
22601521 36.0
Name: sales, Length: 1235, dtype: float64
503 20.0
12322 4.0
23748 4.0
35393 4.0
47507 4.0
...
22455106 12.0
22479298 8.0
22530879 4.0
22554735 4.0
22577863 4.0
Name: sales, Length: 1102, dtype: float64
504 72.0
12323 48.0
23749 16.0
35394 56.0
47508 136.0
...
22479299 24.0
22505036 28.0
22530880 20.0
22577864 36.0
22601522 12.0
Name: sales, Length: 1230, dtype: float64
505 500.0
12324 256.0
23750 308.0
35395 360.0
47509 432.0
...
22505038 320.0
22530882 232.0
22554737 180.0
22577866 252.0
22601523 172.0
Name: sales, Length: 1268, dtype: float64
506 200.0
12325 84.0
23751 148.0
35396 136.0
47510 136.0
...
22505039 24.0
22530883 48.0
22554738 36.0
22577867 44.0
22601524 36.0
Name: sales, Length: 1268, dtype: float64
507 28.0
12326 20.0
23752 24.0
35397 56.0
47511 64.0
...
22505040 4.0
22530884 4.0
22554739 4.0
22577868 12.0
22601525 4.0
Name: sales, Length: 1190, dtype: float64
508 28.0
12327 36.0
59442 44.0
70735 12.0
104505 68.0
...
22505041 28.0
22530885 36.0
22554740 20.0
22577869 4.0
22601526 28.0
Name: sales, Length: 1195, dtype: float64
509 48.0
12328 60.0
23753 80.0
35398 68.0
47512 28.0
...
22505043 64.0
22530887 84.0
22554742 64.0
22577871 72.0
22601528 40.0
Name: sales, Length: 1257, dtype: float64
510 300.0
12329 268.0
23754 276.0
35399 320.0
47513 336.0
...
22505044 300.0
22530888 288.0
22554743 204.0
22577872 224.0
22601529 232.0
Name: sales, Length: 1269, dtype: float64
511 60.0
12330 36.0
23755 32.0
35400 40.0
47514 48.0
...
22505045 12.0
22530889 20.0
22554744 40.0
22577873 36.0
22601530 4.0
Name: sales, Length: 1265, dtype: float64
512 100.0
12331 144.0
23756 56.0
35401 44.0
47515 8.0
...
22505046 36.0
22530890 108.0
22554745 88.0
22577874 124.0
22601531 36.0
Name: sales, Length: 1252, dtype: float64
513 104.0
12332 64.0
23757 68.0
35402 68.0
47516 64.0
...
22505047 48.0
22530891 20.0
22554746 16.0
22577875 28.0
22601532 12.0
Name: sales, Length: 1176, dtype: float64
514 84.0
12333 76.0
23758 84.0
35403 60.0
47517 64.0
...
22505048 48.0
22530892 36.0
22554747 16.0
22577876 48.0
22601533 24.0
Name: sales, Length: 1255, dtype: float64
515 52.0
12334 12.0
23759 12.0
35404 32.0
47518 8.0
...
22505049 12.0
22530893 24.0
22554748 24.0
22577877 280.0
22601534 20.0
Name: sales, Length: 951, dtype: float64
516 8.0
12335 12.0
35405 8.0
47519 8.0
59450 20.0
...
22455120 8.0
22479312 4.0
22505050 12.0
22554749 8.0
22601535 16.0
Name: sales, Length: 1124, dtype: float64
517 540.0
12336 332.0
23760 280.0
35406 612.0
47520 496.0
...
22505051 320.0
22530894 132.0
22554750 144.0
22577878 100.0
22601536 76.0
Name: sales, Length: 1268, dtype: float64
518 56.0
12337 24.0
23761 68.0
35407 84.0
47521 44.0
...
22505052 36.0
22530895 64.0
22554751 24.0
22577879 48.0
22601537 44.0
Name: sales, Length: 1110, dtype: float64
519 140.0
12338 180.0
23762 80.0
35408 172.0
47522 68.0
...
22505053 52.0
22530896 28.0
22554752 44.0
22577880 44.0
22601538 24.0
Name: sales, Length: 1268, dtype: float64
520 40.0
12339 28.0
23763 20.0
35409 60.0
47523 20.0
...
22505054 36.0
22530897 24.0
22554753 32.0
22577881 20.0
22601539 4.0
Name: sales, Length: 1217, dtype: float64
521 76.0
12340 56.0
23764 68.0
35410 92.0
47524 72.0
...
22505055 80.0
22530898 44.0
22554754 36.0
22577882 28.0
22601540 40.0
Name: sales, Length: 1227, dtype: float64
522 204.0
12341 228.0
23765 160.0
35411 256.0
47525 280.0
...
22505056 96.0
22530899 72.0
22554755 36.0
22577883 48.0
22601541 80.0
Name: sales, Length: 1258, dtype: float64
523 64.0
12342 56.0
23766 44.0
35412 40.0
47526 88.0
...
22505057 76.0
22530900 24.0
22554756 24.0
22577884 24.0
22601542 36.0
Name: sales, Length: 1232, dtype: float64
524 76.0
12343 36.0
23767 36.0
35413 68.0
47527 40.0
...
22505058 8.0
22530901 12.0
22554757 4.0
22577885 4.0
22601543 24.0
Name: sales, Length: 1190, dtype: float64
525 16.0
12344 36.0
23768 40.0
35414 24.0
47528 28.0
...
22505059 40.0
22530902 40.0
22554758 28.0
22577886 32.0
22601544 52.0
Name: sales, Length: 1260, dtype: float64
526 432.0
12345 260.0
23769 116.0
35415 124.0
47529 312.0
...
22505060 188.0
22530903 112.0
22554759 112.0
22577887 156.0
22601545 180.0
Name: sales, Length: 1176, dtype: float64
527 84.0
12346 16.0
23770 112.0
35416 124.0
47530 124.0
...
22505061 44.0
22530904 12.0
22554760 100.0
22577888 24.0
22601546 36.0
Name: sales, Length: 1222, dtype: float64
528 188.0
12347 176.0
23771 176.0
35417 172.0
47531 212.0
...
22505062 208.0
22530905 140.0
22554761 116.0
22577889 132.0
22601547 124.0
Name: sales, Length: 1269, dtype: float64
529 132.0
12348 100.0
23772 80.0
35418 92.0
47532 120.0
...
22505063 76.0
22530906 44.0
22554762 60.0
22577890 52.0
22601548 32.0
Name: sales, Length: 1266, dtype: float64
530 16.0
12349 68.0
23773 28.0
35419 36.0
47533 4.0
...
22505064 12.0
22530907 12.0
22554763 4.0
22577891 16.0
22601549 12.0
Name: sales, Length: 1196, dtype: float64
531 124.0
12350 96.0
23774 76.0
35420 80.0
47534 120.0
...
22505065 124.0
22530908 60.0
22554764 32.0
22577892 56.0
22601550 48.0
Name: sales, Length: 1243, dtype: float64
532 236.0
12351 204.0
23775 120.0
35421 136.0
47535 212.0
...
22505066 144.0
22530909 116.0
22554765 44.0
22577893 40.0
22601551 56.0
Name: sales, Length: 1270, dtype: float64
533 56.0
12352 16.0
23776 4.0
35422 40.0
47536 20.0
...
22479329 64.0
22505067 108.0
22530910 76.0
22554766 24.0
22601552 8.0
Name: sales, Length: 911, dtype: float64
534 100.0
12353 72.0
23777 84.0
35423 60.0
47537 48.0
...
22505068 40.0
22530911 8.0
22554767 36.0
22577894 24.0
22601553 40.0
Name: sales, Length: 1252, dtype: float64
535 40.0
12354 60.0
23778 48.0
35424 56.0
47538 56.0
...
22479331 32.0
22505069 40.0
22530912 32.0
22577895 4.0
22601554 28.0
Name: sales, Length: 1248, dtype: float64
536 28.0
12355 24.0
23779 32.0
35425 28.0
47539 48.0
...
22505070 48.0
22530913 24.0
22554768 20.0
22577896 8.0
22601555 16.0
Name: sales, Length: 1251, dtype: float64
537 36.0
12356 4.0
23780 12.0
35426 8.0
47540 28.0
...
22505071 24.0
22530914 4.0
22554769 4.0
22577897 12.0
22601556 20.0
Name: sales, Length: 1208, dtype: float64
538 24.0
12357 20.0
23781 16.0
35427 32.0
47541 44.0
...
22505072 12.0
22530915 12.0
22554770 40.0
22577898 16.0
22601557 8.0
Name: sales, Length: 1256, dtype: float64
539 44.0
12358 44.0
23782 72.0
35428 108.0
47542 108.0
...
21655538 28.0
21681464 12.0
21705578 20.0
21728773 28.0
21752343 20.0
Name: sales, Length: 1158, dtype: float64
540 20.0
23783 16.0
35429 8.0
47543 44.0
59474 20.0
...
22505073 4.0
22530916 16.0
22554771 4.0
22577899 4.0
22601558 4.0
Name: sales, Length: 950, dtype: float64
541 20.0
12359 4.0
23784 44.0
35430 20.0
47544 20.0
...
22431667 4.0
22455143 8.0
22479336 8.0
22554772 4.0
22577900 4.0
Name: sales, Length: 871, dtype: float64
542 40.0
23785 24.0
35431 8.0
47545 16.0
59475 8.0
...
22505074 20.0
22530917 8.0
22554773 4.0
22577901 4.0
22601559 8.0
Name: sales, Length: 1075, dtype: float64
543 32.0
12360 8.0
23786 12.0
35432 20.0
47546 28.0
...
22505075 4.0
22530918 4.0
22554774 4.0
22577902 8.0
22601560 4.0
Name: sales, Length: 1016, dtype: float64
544 120.0
12361 84.0
23787 40.0
35433 76.0
47547 60.0
...
22095173 8.0
22238327 12.0
22261963 4.0
22407873 4.0
22479339 4.0
Name: sales, Length: 858, dtype: float64
545 28.0
128052 36.0
174203 16.0
185548 36.0
197170 8.0
...
22166565 4.0
22479340 48.0
22505076 12.0
22530919 48.0
22554775 12.0
Name: sales, Length: 1032, dtype: float64
546 12.0
12362 60.0
23788 12.0
35434 52.0
47548 32.0
...
22479341 4.0
22505077 16.0
22530920 12.0
22577903 12.0
22601561 4.0
Name: sales, Length: 908, dtype: float64
547 104.0
12363 76.0
23789 36.0
35435 52.0
47549 44.0
...
22505078 56.0
22530921 36.0
22554776 32.0
22577904 44.0
22601562 24.0
Name: sales, Length: 1220, dtype: float64
548 12.0
12364 16.0
23790 20.0
35436 20.0
47550 56.0
...
22505080 24.0
22530923 24.0
22554778 8.0
22577906 12.0
22601564 8.0
Name: sales, Length: 1194, dtype: float64
549 136.0
12365 48.0
23791 108.0
35437 68.0
47551 20.0
...
22505081 60.0
22530924 52.0
22554779 80.0
22577907 52.0
22601565 40.0
Name: sales, Length: 1263, dtype: float64
550 128.0
12366 112.0
23792 56.0
35438 108.0
47552 140.0
...
22505082 128.0
22530925 68.0
22554780 56.0
22577908 84.0
22601566 108.0
Name: sales, Length: 1270, dtype: float64
551 8.0
12367 16.0
23793 40.0
35439 24.0
47553 36.0
...
22479347 12.0
22505083 8.0
22530926 4.0
22554781 8.0
22577909 4.0
Name: sales, Length: 1148, dtype: float64
552 68.0
12368 60.0
23794 56.0
35440 84.0
47554 84.0
...
22505084 88.0
22530927 36.0
22554782 32.0
22577910 32.0
22601567 32.0
Name: sales, Length: 1270, dtype: float64
553 12.0
12369 12.0
35441 16.0
47555 20.0
59484 4.0
...
22455154 8.0
22505085 16.0
22530928 8.0
22554783 4.0
22601568 8.0
Name: sales, Length: 1148, dtype: float64
554 24.0
12370 44.0
23795 48.0
35442 28.0
47556 48.0
...
22505086 92.0
22530929 40.0
22554784 40.0
22577911 32.0
22601569 12.0
Name: sales, Length: 1231, dtype: float64
555 224.0
12371 180.0
23796 468.0
35443 220.0
47557 204.0
...
22505087 84.0
22530930 100.0
22554785 92.0
22577912 104.0
22601570 92.0
Name: sales, Length: 1266, dtype: float64
556 12.0
12372 12.0
23797 4.0
35444 20.0
47558 28.0
...
22505088 40.0
22530931 16.0
22554786 16.0
22577913 32.0
22601571 32.0
Name: sales, Length: 1157, dtype: float64
557 64.0
12373 48.0
23798 48.0
35445 52.0
47559 76.0
...
22505089 72.0
22530932 32.0
22554787 44.0
22577914 36.0
22601572 24.0
Name: sales, Length: 1249, dtype: float64
558 76.0
12374 80.0
23799 100.0
35446 92.0
47560 120.0
...
22505090 68.0
22530933 32.0
22554788 60.0
22577915 32.0
22601573 20.0
Name: sales, Length: 1269, dtype: float64
559 100.0
12375 40.0
23800 88.0
35447 116.0
47561 56.0
...
22505091 64.0
22530934 16.0
22554789 40.0
22577916 16.0
22601574 8.0
Name: sales, Length: 969, dtype: float64
560 376.424
12376 276.796
23801 308.076
35448 216.548
47562 451.452
...
22505092 302.364
22530935 253.900
22554790 221.164
22577917 173.360
22601575 186.112
Name: sales, Length: 1270, dtype: float64
561 306.396
12377 330.476
23802 140.520
35449 298.340
47563 302.060
...
22505093 339.020
22530936 172.916
22554791 194.384
22577918 92.600
22601576 105.528
Name: sales, Length: 1269, dtype: float64
562 380.548
12378 232.580
23803 253.324
35450 474.508
47564 364.612
...
22505094 262.780
22530937 206.900
22554792 158.704
22577919 210.272
22601577 203.596
Name: sales, Length: 1270, dtype: float64
563 49.868
12379 84.048
23804 70.900
35451 54.956
47565 14.728
...
22505095 51.996
22530938 39.068
22554793 88.956
22577920 86.236
22601578 88.736
Name: sales, Length: 1240, dtype: float64
564 78.860
12380 16.564
23805 13.228
35452 78.236
47566 4.240
...
22505096 11.060
22530939 9.232
22554794 7.248
22577921 8.396
22601579 18.096
Name: sales, Length: 1166, dtype: float64
565 192.792
12381 106.384
23806 89.064
35453 73.244
47567 50.144
...
22505097 92.360
22530940 73.852
22554795 38.580
22577922 78.940
22601580 32.656
Name: sales, Length: 1230, dtype: float64
566 25.992
12382 58.696
23807 20.604
35454 90.092
47568 36.260
...
22505098 21.604
22530941 29.604
22554796 24.092
22577923 25.752
22601581 28.944
Name: sales, Length: 1261, dtype: float64
567 36.348
12383 16.228
23808 17.244
35455 84.792
47569 33.292
...
22505099 33.788
22530942 8.568
22554797 17.304
22577924 10.924
22601582 2.848
Name: sales, Length: 1219, dtype: float64
568 69.628
12384 36.640
23809 78.544
35456 89.876
47571 56.576
...
22505100 235.624
22530944 77.136
22554798 60.716
22577926 91.840
22601584 67.488
Name: sales, Length: 1145, dtype: float64
569 71.828
12385 6.832
23810 6.164
35457 34.928
47572 58.764
...
22431692 19.816
22455171 3.872
22479365 21.280
22505101 24.204
22530945 27.896
Name: sales, Length: 1107, dtype: float64
570 47.732
12386 39.100
23811 44.516
35458 27.168
47573 56.284
...
22505102 36.008
22530946 28.592
22554799 8.328
22577927 4.304
22601585 19.644
Name: sales, Length: 1247, dtype: float64
571 27.228
12387 22.900
23812 53.520
35459 34.588
47574 6.792
...
22479367 55.248
22505103 40.176
22530947 29.324
22554800 26.488
22577928 24.140
Name: sales, Length: 1216, dtype: float64
572 113.608
12388 11.736
23813 63.104
35460 29.008
47575 67.832
...
22505104 49.420
22530948 33.464
22554801 26.204
22577929 66.056
22601586 14.180
Name: sales, Length: 1264, dtype: float64
573 333.456
12389 349.940
23814 405.776
35461 266.668
47576 496.608
...
22505105 191.000
22530949 140.964
22554802 80.760
22577930 190.588
22601587 156.864
Name: sales, Length: 1267, dtype: float64
574 27.932
12390 13.404
23815 59.896
35462 41.560
47577 33.540
...
22479370 29.636
22505106 9.604
22554803 28.972
22577931 12.120
22601588 7.432
Name: sales, Length: 1174, dtype: float64
575 27.508
12391 21.576
35463 49.232
47578 95.908
59505 55.116
...
22505107 85.028
22530950 28.960
22554804 23.956
22577932 31.240
22601589 23.296
Name: sales, Length: 1255, dtype: float64
576 193.280
12392 42.540
23816 122.324
35464 161.152
47579 96.048
...
22505108 77.720
22530951 10.352
22554805 58.684
22577933 22.304
22601590 10.784
Name: sales, Length: 1264, dtype: float64
577 38.868
12393 43.360
23817 59.288
35465 12.876
47580 40.536
...
22505109 11.072
22530952 9.716
22554806 5.308
22577934 4.756
22601591 16.796
Name: sales, Length: 1239, dtype: float64
578 19.400
12394 31.320
23818 39.488
35466 4.520
47581 20.260
...
22505110 23.968
22530953 28.960
22554807 18.736
22577935 15.892
22601592 4.296
Name: sales, Length: 1222, dtype: float64
579 26.580
12395 14.752
23819 133.328
35467 100.968
47582 27.424
...
22479375 64.360
22505111 15.376
22530954 13.168
22554808 13.408
22601593 27.008
Name: sales, Length: 1044, dtype: float64
580 60.0
12396 16.0
23820 36.0
35468 16.0
47583 72.0
...
22505112 8.0
22530955 12.0
22554809 8.0
22577936 12.0
22601594 8.0
Name: sales, Length: 1202, dtype: float64
581 48.0
12397 28.0
23821 20.0
35469 28.0
47584 56.0
...
22505113 48.0
22530956 20.0
22554810 4.0
22577937 8.0
22601595 4.0
Name: sales, Length: 930, dtype: float64
582 52.0
12398 68.0
23822 56.0
35470 72.0
47585 60.0
...
22505114 16.0
22530957 8.0
22554811 12.0
22577938 24.0
22601596 24.0
Name: sales, Length: 1108, dtype: float64
583 276.0
12399 304.0
23823 136.0
35471 208.0
47586 368.0
...
22505115 44.0
22530958 64.0
22554812 52.0
22577939 44.0
22601597 16.0
Name: sales, Length: 1142, dtype: float64
584 112.0
12400 120.0
23824 92.0
35472 100.0
47587 36.0
...
22505116 60.0
22530959 40.0
22554813 60.0
22577940 28.0
22601598 24.0
Name: sales, Length: 1212, dtype: float64
585 212.0
12401 224.0
23825 184.0
35473 144.0
47588 128.0
...
22505117 72.0
22530960 88.0
22554814 64.0
22577941 112.0
22601599 72.0
Name: sales, Length: 1174, dtype: float64
586 4.0
12402 12.0
23826 12.0
35474 12.0
47589 8.0
...
22505118 32.0
22530961 20.0
22554815 12.0
22577942 32.0
22601600 8.0
Name: sales, Length: 1232, dtype: float64
587 40.0
12403 24.0
23827 36.0
35475 24.0
47590 48.0
...
22505119 40.0
22530962 16.0
22554816 12.0
22577943 12.0
22601601 28.0
Name: sales, Length: 1168, dtype: float64
588 12.0
12404 8.0
23828 4.0
70812 8.0
93482 4.0
...
22215277 4.0
22309708 8.0
22431709 16.0
22554817 4.0
22601602 4.0
Name: sales, Length: 665, dtype: float64
589 168.0
23829 48.0
35476 80.0
47591 56.0
59518 12.0
...
22479384 24.0
22505120 36.0
22530963 20.0
22554818 16.0
22601603 4.0
Name: sales, Length: 1190, dtype: float64
590 16.0
12405 20.0
23830 12.0
35477 8.0
47592 32.0
...
22505121 48.0
22530964 12.0
22554819 84.0
22577944 12.0
22601604 4.0
Name: sales, Length: 1167, dtype: float64
591 44.0
12407 56.0
23832 8.0
35478 48.0
47594 44.0
...
22505123 28.0
22530966 20.0
22554820 20.0
22577946 32.0
22601605 16.0
Name: sales, Length: 1263, dtype: float64
592 56.0
12408 60.0
23833 12.0
35479 76.0
47595 76.0
...
22505124 84.0
22530967 24.0
22554821 48.0
22577947 40.0
22601606 36.0
Name: sales, Length: 1268, dtype: float64
593 68.0
12409 68.0
23834 40.0
35480 68.0
47596 52.0
...
22505125 80.0
22530968 32.0
22554822 60.0
22577948 32.0
22601607 32.0
Name: sales, Length: 1268, dtype: float64
594 24.0
12410 8.0
35481 8.0
47597 24.0
59524 8.0
...
22407923 4.0
22431717 12.0
22455197 4.0
22479390 4.0
22601609 4.0
Name: sales, Length: 994, dtype: float64
595 12.0
12411 16.0
23835 8.0
35482 8.0
47598 24.0
...
22479391 16.0
22505127 12.0
22530970 8.0
22554824 12.0
22601610 8.0
Name: sales, Length: 1168, dtype: float64
596 92.0
12412 40.0
23836 44.0
35483 100.0
47599 108.0
...
22505128 92.0
22530971 40.0
22554825 32.0
22577950 48.0
22601611 32.0
Name: sales, Length: 1258, dtype: float64
597 356.0
12413 136.0
23837 112.0
35484 184.0
47600 344.0
...
22505129 124.0
22530972 120.0
22554826 64.0
22577951 48.0
22601612 108.0
Name: sales, Length: 1270, dtype: float64
598 90.616
12414 99.776
23838 73.692
35485 62.980
47601 110.616
...
22505130 83.352
22530973 58.252
22554827 42.456
22577952 61.956
22601613 24.180
Name: sales, Length: 1270, dtype: float64
599 40.0
12415 36.0
23839 28.0
35486 64.0
47602 84.0
...
22505131 56.0
22530974 36.0
22554828 28.0
22577953 28.0
22601614 20.0
Name: sales, Length: 1186, dtype: float64
600 4.0
12416 28.0
23840 12.0
35487 16.0
47603 28.0
...
22505132 8.0
22530975 4.0
22554829 16.0
22577954 12.0
22601615 8.0
Name: sales, Length: 916, dtype: float64
601 33.900
12418 12.048
35488 8.028
47604 28.648
59531 44.728
...
22505134 20.344
22530978 31.752
22554831 9.588
22577955 18.680
22601617 18.436
Name: sales, Length: 1108, dtype: float64
602 9.148
12419 49.216
23841 42.200
35489 65.384
47605 67.592
...
22479397 12.648
22505135 124.772
22530979 8.344
22577956 9.472
22601618 50.580
Name: sales, Length: 1009, dtype: float64
603 58.068
12420 45.260
23842 88.288
35490 21.404
47606 26.420
...
22505136 17.796
22530980 12.668
22554832 8.980
22577957 10.908
22601619 17.280
Name: sales, Length: 1223, dtype: float64
604 134.492
12421 64.832
23843 110.520
35491 108.320
47607 53.456
...
22505137 48.832
22530981 33.028
22554833 41.120
22577958 77.492
22601620 79.280
Name: sales, Length: 1258, dtype: float64
605 79.156
12422 60.588
23845 76.820
35493 24.332
47609 22.560
...
22505139 30.040
22530983 16.052
22554835 25.432
22577959 27.884
22601622 17.768
Name: sales, Length: 1265, dtype: float64
606 25.880
12424 44.708
23847 43.788
47610 37.800
59537 41.204
...
22505141 35.472
22530985 35.036
22554837 18.172
22577961 26.192
22601624 14.268
Name: sales, Length: 1251, dtype: float64
607 124.0
12426 140.0
23849 144.0
35495 88.0
47612 88.0
...
22505143 28.0
22530987 36.0
22554838 40.0
22577963 52.0
22601626 80.0
Name: sales, Length: 1261, dtype: float64
608 56.0
12427 52.0
23850 16.0
35496 20.0
47613 40.0
...
22455213 8.0
22530988 12.0
22554839 8.0
22577964 4.0
22601627 12.0
Name: sales, Length: 1153, dtype: float64
609 36.0
12428 16.0
23851 4.0
35497 16.0
47614 44.0
...
22479406 24.0
22505144 24.0
22530989 20.0
22554840 12.0
22601628 16.0
Name: sales, Length: 1075, dtype: float64
610 8.0
12429 20.0
23852 8.0
35498 16.0
47615 8.0
...
22505145 4.0
22530990 8.0
22554841 4.0
22577965 12.0
22601629 4.0
Name: sales, Length: 903, dtype: float64
611 4.0
23853 4.0
35499 12.0
47616 4.0
70838 4.0
...
1227946 8.0
1240016 20.0
1252001 52.0
1264194 8.0
1287867 8.0
Name: sales, Length: 81, dtype: float64
612 8.0
12430 4.0
23854 12.0
35500 12.0
47617 44.0
...
22479408 20.0
22505146 16.0
22530991 96.0
22577966 28.0
22601630 36.0
Name: sales, Length: 1052, dtype: float64
613 192.0
12432 128.0
23856 104.0
35501 88.0
47618 188.0
...
22505147 68.0
22530993 64.0
22554842 20.0
22577967 24.0
22601631 24.0
Name: sales, Length: 1096, dtype: float64
614 8.0
12433 4.0
23857 12.0
47619 4.0
70840 8.0
...
21998834 4.0
22215302 4.0
22285494 4.0
22335362 4.0
22530994 24.0
Name: sales, Length: 282, dtype: float64
615 20.0
12434 16.0
23858 36.0
35502 32.0
47620 4.0
...
22505148 48.0
22530995 32.0
22554843 24.0
22577968 56.0
22601632 20.0
Name: sales, Length: 1062, dtype: float64
616 48.0
12435 20.0
23859 12.0
35503 28.0
47621 60.0
...
22505149 44.0
22530996 12.0
22554844 28.0
22577969 24.0
22601633 16.0
Name: sales, Length: 1254, dtype: float64
617 24.0
12436 4.0
23860 24.0
35504 20.0
47622 28.0
...
22505150 20.0
22530997 24.0
22554845 24.0
22577970 20.0
22601634 28.0
Name: sales, Length: 1232, dtype: float64
618 48.0
12437 36.0
23861 36.0
35505 36.0
47623 40.0
...
22505151 44.0
22530998 20.0
22554846 12.0
22577971 56.0
22601635 40.0
Name: sales, Length: 1256, dtype: float64
619 84.0
12438 40.0
23862 28.0
35506 84.0
47624 56.0
...
22505152 56.0
22530999 48.0
22554847 52.0
22577972 28.0
22601636 28.0
Name: sales, Length: 1135, dtype: float64
620 8.0
23863 8.0
35507 8.0
47625 8.0
70846 12.0
...
22505153 24.0
22531000 4.0
22554848 12.0
22577973 4.0
22601637 24.0
Name: sales, Length: 996, dtype: float64
621 8.0
12439 20.0
35508 4.0
47626 8.0
59550 64.0
...
22384368 4.0
22479418 4.0
22505154 20.0
22554849 12.0
22577974 4.0
Name: sales, Length: 853, dtype: float64
622 56.0
12440 24.0
23864 32.0
35509 16.0
47627 28.0
...
22505155 52.0
22531001 40.0
22554850 48.0
22577975 80.0
22601638 16.0
Name: sales, Length: 1266, dtype: float64
623 116.0
12441 12.0
23866 12.0
35511 16.0
47630 32.0
...
22505156 60.0
22531002 64.0
22554851 100.0
22577976 68.0
22601639 56.0
Name: sales, Length: 1169, dtype: float64
624 36.0
12442 52.0
23867 16.0
35512 52.0
47631 40.0
...
22505157 76.0
22531003 24.0
22554852 36.0
22577977 52.0
22601640 32.0
Name: sales, Length: 1193, dtype: float64
625 40.0
12443 44.0
23868 36.0
35513 64.0
47632 48.0
...
22505158 36.0
22531004 36.0
22554853 16.0
22577978 36.0
22601641 20.0
Name: sales, Length: 1089, dtype: float64
626 24.0
12444 12.0
23869 40.0
35514 40.0
47633 36.0
...
22479423 4.0
22505159 8.0
22554854 16.0
22577979 4.0
22601642 12.0
Name: sales, Length: 1169, dtype: float64
627 132.0
12445 96.0
23870 88.0
35515 120.0
47634 88.0
...
22505160 132.0
22531005 56.0
22554855 124.0
22577980 88.0
22601643 40.0
Name: sales, Length: 1222, dtype: float64
628 36.0
12446 20.0
23871 16.0
35516 72.0
47635 36.0
...
22505161 36.0
22531006 20.0
22554856 16.0
22577981 16.0
22601644 12.0
Name: sales, Length: 1174, dtype: float64
629 8.0
12447 16.0
23872 8.0
35517 8.0
47636 28.0
...
22505162 20.0
22531007 16.0
22554857 12.0
22577982 8.0
22601645 12.0
Name: sales, Length: 1214, dtype: float64
630 20.0
12448 12.0
23873 12.0
47637 12.0
59561 8.0
...
22505163 16.0
22531008 8.0
22554858 8.0
22577983 4.0
22601646 4.0
Name: sales, Length: 899, dtype: float64
631 16.0
12449 16.0
23874 16.0
35518 12.0
47638 20.0
...
22455233 8.0
22479428 4.0
22505164 4.0
22531009 16.0
22577984 4.0
Name: sales, Length: 1015, dtype: float64
632 268.0
12450 212.0
23875 272.0
35519 400.0
47639 380.0
...
22505165 332.0
22531010 488.0
22554859 236.0
22577985 120.0
22601647 104.0
Name: sales, Length: 1245, dtype: float64
633 16.0
12451 12.0
23876 48.0
35520 44.0
47640 20.0
...
22407962 16.0
22431756 8.0
22505166 8.0
22531011 12.0
22601648 4.0
Name: sales, Length: 1092, dtype: float64
634 16.0
12452 44.0
23877 12.0
35521 32.0
47641 36.0
...
22505167 40.0
22531012 16.0
22554860 8.0
22577986 32.0
22601649 12.0
Name: sales, Length: 1151, dtype: float64
635 20.0
12453 12.0
23878 8.0
209550 12.0
221649 16.0
...
22455236 4.0
22479431 24.0
22505168 4.0
22577987 8.0
22601650 8.0
Name: sales, Length: 1102, dtype: float64
636 48.0
23879 12.0
35522 12.0
47642 24.0
59566 12.0
...
22505169 24.0
22531013 20.0
22554861 12.0
22577988 16.0
22601651 12.0
Name: sales, Length: 1182, dtype: float64
637 16.0
12454 24.0
23880 12.0
35523 32.0
47643 52.0
...
22455238 16.0
22479433 32.0
22531014 8.0
22554862 12.0
22577989 28.0
Name: sales, Length: 1139, dtype: float64
638 52.0
12455 24.0
23881 12.0
515055 12.0
526789 52.0
...
22479434 16.0
22505170 12.0
22531015 12.0
22554863 4.0
22601652 4.0
Name: sales, Length: 1056, dtype: float64
639 28.0
12456 36.0
23882 8.0
35524 24.0
47644 44.0
...
22505171 20.0
22531016 4.0
22554864 4.0
22577990 8.0
22601653 12.0
Name: sales, Length: 1194, dtype: float64
640 52.0
12457 40.0
23883 36.0
35525 44.0
47645 40.0
...
22505172 20.0
22531017 20.0
22554865 8.0
22577991 24.0
22601654 8.0
Name: sales, Length: 1210, dtype: float64
641 18.472
12458 8.144
23884 5.888
35526 16.416
47646 16.632
...
22505173 15.316
22531018 3.256
22554866 1.624
22577992 12.840
22601655 7.312
Name: sales, Length: 1258, dtype: float64
642 16.520
12459 1.056
23885 2.140
35527 5.096
47647 5.848
...
22479438 3.432
22531019 0.808
22554867 3.320
22577993 1.108
22601656 2.836
Name: sales, Length: 1142, dtype: float64
643 4.556
12460 6.468
23886 1.112
35528 8.116
47648 1.216
...
22455244 0.832
22505174 0.840
22531020 1.760
22554868 3.448
22577994 3.340
Name: sales, Length: 1161, dtype: float64
644 4.0
23887 12.0
35529 4.0
47649 20.0
70869 4.0
...
22479439 8.0
22505175 8.0
22531021 4.0
22554869 4.0
22577995 4.0
Name: sales, Length: 1040, dtype: float64
645 32.0
12461 16.0
23888 4.0
35530 56.0
47650 12.0
...
22505176 8.0
22531022 4.0
22554870 8.0
22577996 8.0
22601657 20.0
Name: sales, Length: 853, dtype: float64
646 12.0
12462 8.0
35531 8.0
174305 8.0
185648 4.0
...
22262060 4.0
22384390 4.0
22479441 4.0
22505177 4.0
22554871 4.0
Name: sales, Length: 593, dtype: float64
647 84.0
12463 60.0
23889 48.0
35532 60.0
47651 148.0
...
22505178 120.0
22531023 20.0
22554872 32.0
22577997 28.0
22601658 40.0
Name: sales, Length: 1258, dtype: float64
648 28.0
35534 28.0
47652 12.0
59575 8.0
82115 4.0
...
22505180 4.0
22531024 4.0
22554874 4.0
22577998 4.0
22601659 24.0
Name: sales, Length: 1156, dtype: float64
649 48.0
12465 32.0
23891 32.0
35535 56.0
47653 36.0
...
22505181 36.0
22531025 24.0
22554875 12.0
22577999 24.0
22601660 12.0
Name: sales, Length: 1243, dtype: float64
650 60.0
12466 32.0
23892 24.0
35536 76.0
47654 76.0
...
22505182 28.0
22531026 8.0
22554876 8.0
22578000 4.0
22601661 4.0
Name: sales, Length: 1260, dtype: float64
651 172.0
12467 176.0
23893 104.0
35537 232.0
47655 152.0
...
22505183 116.0
22531027 104.0
22554877 80.0
22578001 108.0
22601662 76.0
Name: sales, Length: 1269, dtype: float64
652 24.0
12468 108.0
23894 24.0
35538 28.0
47656 56.0
...
22505184 44.0
22531028 32.0
22554878 32.0
22578002 32.0
22601663 40.0
Name: sales, Length: 1267, dtype: float64
653 12.0
12469 16.0
23895 20.0
35539 8.0
47657 16.0
...
22505185 12.0
22531029 20.0
22554879 12.0
22578003 8.0
22601664 8.0
Name: sales, Length: 1076, dtype: float64
654 32.0
12470 24.0
23896 4.0
47658 44.0
59581 4.0
...
22479450 32.0
22505186 32.0
22531030 24.0
22554880 12.0
22578004 4.0
Name: sales, Length: 975, dtype: float64
655 20.0
12471 8.0
35540 8.0
47659 16.0
59582 4.0
...
22505187 8.0
22531031 20.0
22554881 20.0
22578005 16.0
22601665 24.0
Name: sales, Length: 1149, dtype: float64
656 20.0
12473 12.0
23898 12.0
35542 32.0
47661 4.0
...
22505189 8.0
22531033 8.0
22554883 16.0
22578007 16.0
22601667 4.0
Name: sales, Length: 1168, dtype: float64
657 20.0
12474 12.0
23899 4.0
35543 8.0
47662 40.0
...
22505190 36.0
22531034 8.0
22554884 28.0
22578008 16.0
22601668 24.0
Name: sales, Length: 1216, dtype: float64
658 12.0
12475 16.0
23900 4.0
35545 8.0
47663 32.0
...
22505193 56.0
22531037 28.0
22554887 4.0
22578011 32.0
22601671 8.0
Name: sales, Length: 1183, dtype: float64
659 84.0
12476 40.0
23901 64.0
35547 52.0
47664 108.0
...
22166682 40.0
22191818 28.0
22215342 8.0
22238446 12.0
22285540 20.0
Name: sales, Length: 1220, dtype: float64
660 64.0
12477 52.0
23902 28.0
35548 40.0
47665 36.0
...
22505195 32.0
22531038 20.0
22554888 24.0
22578013 24.0
22601673 32.0
Name: sales, Length: 1185, dtype: float64
661 24.0
12478 12.0
23903 32.0
35549 20.0
47666 24.0
...
22505196 44.0
22531039 44.0
22554889 16.0
22578014 28.0
22601674 20.0
Name: sales, Length: 1109, dtype: float64
662 4.0
12479 12.0
35550 4.0
47667 4.0
59591 4.0
...
22505197 4.0
22531040 12.0
22554890 16.0
22578015 8.0
22601675 4.0
Name: sales, Length: 821, dtype: float64
663 68.0
12480 24.0
23904 20.0
35551 28.0
47668 20.0
...
20104962 20.0
20202205 16.0
20225775 4.0
20250160 20.0
20275705 4.0
Name: sales, Length: 1155, dtype: float64
664 160.0
12481 88.0
23905 48.0
35552 104.0
47669 92.0
...
22505198 116.0
22531041 56.0
22554891 20.0
22578016 48.0
22601676 60.0
Name: sales, Length: 1270, dtype: float64
665 198.292
12482 169.124
23906 222.644
35553 165.192
47670 172.028
...
22505199 141.408
22531042 86.336
22554892 62.592
22578017 66.972
22601677 43.316
Name: sales, Length: 1251, dtype: float64
666 36.552
23907 194.816
35554 44.768
47671 98.100
59595 7.436
...
22505200 44.736
22531044 34.728
22554894 21.832
22578019 176.644
22601679 34.476
Name: sales, Length: 924, dtype: float64
667 49.388
12483 7.220
23908 49.604
35555 66.276
47672 37.240
...
22505201 28.896
22531045 25.244
22554895 12.440
22578020 136.628
22601680 21.072
Name: sales, Length: 1023, dtype: float64
668 16.980
12484 33.256
23909 39.676
Name: sales, dtype: float64
669 64.688
12486 6.616
23911 32.388
35557 61.596
47674 70.772
...
22505203 58.456
22531047 9.576
22554897 20.360
22578022 14.900
22601682 57.552
Name: sales, Length: 1223, dtype: float64
670 84.896
12487 66.432
23912 116.876
35558 147.796
47675 87.084
...
22505204 231.020
22531048 84.540
22554898 130.392
22578023 178.668
22601683 54.300
Name: sales, Length: 1270, dtype: float64
671 142.208
23913 71.284
35559 112.828
47676 83.212
59600 77.764
...
22505205 52.780
22531049 77.760
22554899 85.084
22578024 85.876
22601684 78.772
Name: sales, Length: 1257, dtype: float64
672 20.0
12488 12.0
23914 4.0
35560 20.0
47677 20.0
...
22071594 4.0
22335414 8.0
22360349 8.0
22384416 4.0
22505206 12.0
Name: sales, Length: 721, dtype: float64
673 48.0
12489 76.0
23915 40.0
35561 76.0
47678 48.0
...
22505207 20.0
22531050 28.0
22554900 12.0
22578025 12.0
22601685 28.0
Name: sales, Length: 1265, dtype: float64
674 12.0
12490 72.0
23916 80.0
35562 104.0
47679 44.0
...
22505208 4.0
22531051 12.0
22554901 12.0
22578026 16.0
22601686 8.0
Name: sales, Length: 1249, dtype: float64
675 12.0
12491 4.0
23917 16.0
35563 4.0
47680 16.0
...
22479473 4.0
22505209 4.0
22531052 12.0
22554902 4.0
22601687 4.0
Name: sales, Length: 910, dtype: float64
676 12.0
12492 4.0
35564 12.0
47681 12.0
59604 8.0
...
22408001 4.0
22479474 12.0
22531053 4.0
22578027 4.0
22601688 4.0
Name: sales, Length: 829, dtype: float64
677 12.0
12493 4.0
35565 12.0
47682 8.0
59605 4.0
...
22384421 8.0
22479475 4.0
22505210 4.0
22531054 4.0
22601689 4.0
Name: sales, Length: 953, dtype: float64
678 144.0
12494 56.0
70902 88.0
82148 116.0
93568 120.0
...
22505211 160.0
22531055 184.0
22554903 116.0
22578028 176.0
22601690 100.0
Name: sales, Length: 1261, dtype: float64
679 16.0
12495 8.0
23918 4.0
35566 4.0
47683 4.0
...
22455278 4.0
22479477 4.0
22531056 4.0
22554904 4.0
22578029 4.0
Name: sales, Length: 570, dtype: float64
680 104.0
12496 112.0
23919 76.0
35567 72.0
47684 152.0
...
22505212 40.0
22531057 32.0
22554905 16.0
22578030 40.0
22601691 36.0
Name: sales, Length: 1270, dtype: float64
681 20.0
12497 40.0
23920 16.0
35568 44.0
47685 20.0
...
22455280 8.0
22479479 28.0
22505213 16.0
22578031 12.0
22601692 8.0
Name: sales, Length: 1251, dtype: float64
682 84.0
12498 32.0
23921 32.0
35569 32.0
47686 56.0
...
22505214 56.0
22531058 28.0
22554906 16.0
22578032 20.0
22601693 8.0
Name: sales, Length: 1156, dtype: float64
683 112.0
12499 84.0
23922 56.0
35570 80.0
47687 112.0
...
22505215 48.0
22531059 16.0
22554907 24.0
22578033 36.0
22601694 52.0
Name: sales, Length: 1268, dtype: float64
684 40.0
12500 32.0
23923 56.0
35571 28.0
47688 24.0
...
22505216 4.0
22531060 12.0
22554908 24.0
22578034 32.0
22601695 20.0
Name: sales, Length: 1184, dtype: float64
685 24.0
12501 40.0
23924 32.0
35572 16.0
47689 44.0
...
22505217 20.0
22531061 8.0
22554909 4.0
22578035 52.0
22601696 24.0
Name: sales, Length: 1197, dtype: float64
686 208.0
12502 128.0
23925 88.0
35573 180.0
47690 80.0
...
22505218 144.0
22531062 32.0
22554910 56.0
22578036 68.0
22601697 44.0
Name: sales, Length: 1235, dtype: float64
687 12.0
12503 8.0
23926 16.0
35574 32.0
47691 12.0
...
19737737 8.0
19763712 4.0
19813526 4.0
19837107 8.0
19884361 12.0
Name: sales, Length: 781, dtype: float64
688 36.0
70911 196.0
82158 232.0
93576 228.0
104687 176.0
...
22505219 364.0
22531063 184.0
22554911 132.0
22578037 236.0
22601698 228.0
Name: sales, Length: 1251, dtype: float64
689 80.0
12504 112.0
23927 228.0
35575 312.0
47692 220.0
...
22505220 264.0
22531064 116.0
22554912 224.0
22578038 160.0
22601699 180.0
Name: sales, Length: 1245, dtype: float64
690 28.0
12505 32.0
23928 32.0
35576 20.0
47693 40.0
...
22505221 28.0
22531065 12.0
22554913 16.0
22578039 12.0
22601700 12.0
Name: sales, Length: 1231, dtype: float64
691 20.0
12506 12.0
23929 32.0
35577 36.0
47694 24.0
...
22505222 32.0
22531066 4.0
22554914 8.0
22578040 20.0
22601701 8.0
Name: sales, Length: 1186, dtype: float64
692 8.0
23930 16.0
35578 56.0
47695 32.0
59617 12.0
...
22455290 16.0
22531067 20.0
22554915 4.0
22578041 32.0
22601702 20.0
Name: sales, Length: 1120, dtype: float64
693 40.0
12507 68.0
23931 20.0
35579 32.0
47696 52.0
...
22505223 24.0
22531068 92.0
22554916 8.0
22578042 52.0
22601703 36.0
Name: sales, Length: 1202, dtype: float64
694 60.0
12508 40.0
23932 16.0
35580 32.0
47697 48.0
...
22505224 4.0
22531069 4.0
22554917 24.0
22578043 8.0
22601704 24.0
Name: sales, Length: 1161, dtype: float64
695 40.0
12509 28.0
23933 20.0
35581 24.0
47698 44.0
...
22455293 8.0
22479491 32.0
22505225 12.0
22554918 28.0
22601705 32.0
Name: sales, Length: 1187, dtype: float64
696 36.0
12510 124.0
23934 36.0
35582 4.0
47699 24.0
...
22505226 60.0
22531070 56.0
22554919 4.0
22578044 8.0
22601706 20.0
Name: sales, Length: 1201, dtype: float64
697 68.0
12511 60.0
23935 60.0
35583 48.0
47700 72.0
...
22505227 12.0
22531071 28.0
22554920 12.0
22578045 12.0
22601707 16.0
Name: sales, Length: 1086, dtype: float64
698 176.0
12512 104.0
23936 100.0
35584 144.0
47704 172.0
...
22505231 116.0
22531075 64.0
22554924 40.0
22578049 76.0
22601711 64.0
Name: sales, Length: 1146, dtype: float64
699 8.0
12513 8.0
35585 4.0
70925 8.0
82172 12.0
...
22431818 4.0
22455300 4.0
22505232 8.0
22531076 4.0
22578050 24.0
Name: sales, Length: 564, dtype: float64
700 100.0
12514 44.0
23937 56.0
35586 104.0
47705 176.0
...
22505233 44.0
22531077 12.0
22554925 20.0
22578051 28.0
22601712 4.0
Name: sales, Length: 1129, dtype: float64
701 76.0
12515 52.0
23938 56.0
35587 96.0
47706 96.0
...
22505234 60.0
22531078 32.0
22554926 24.0
22578052 12.0
22601713 24.0
Name: sales, Length: 1153, dtype: float64
702 16.0
12516 28.0
23939 24.0
35588 32.0
47707 32.0
...
22141727 16.0
22166726 4.0
22191860 4.0
22578053 12.0
22601714 8.0
Name: sales, Length: 1086, dtype: float64
703 72.0
12517 44.0
23940 56.0
35589 76.0
47708 72.0
...
22505235 72.0
22531079 24.0
22554927 44.0
22578054 20.0
22601715 20.0
Name: sales, Length: 1185, dtype: float64
704 20.0
12518 16.0
23941 20.0
35590 40.0
47709 60.0
...
22505236 60.0
22531080 32.0
22554928 44.0
22578055 64.0
22601716 20.0
Name: sales, Length: 1181, dtype: float64
705 56.0
12519 36.0
23942 20.0
82178 20.0
93595 24.0
...
22505237 20.0
22531081 48.0
22554929 36.0
22578056 28.0
22601717 16.0
Name: sales, Length: 1189, dtype: float64
706 16.0
12520 8.0
23943 16.0
35591 32.0
47710 8.0
...
22505238 28.0
22531082 16.0
22554930 16.0
22578057 12.0
22601718 4.0
Name: sales, Length: 1213, dtype: float64
707 20.0
12521 8.0
23944 4.0
47711 16.0
59633 8.0
...
22071627 4.0
22095323 4.0
22141732 4.0
22166731 4.0
22531083 4.0
Name: sales, Length: 837, dtype: float64
708 24.0
23945 4.0
35592 12.0
59634 8.0
70933 8.0
...
22431825 16.0
22479504 32.0
22505239 16.0
22531084 8.0
22578058 12.0
Name: sales, Length: 932, dtype: float64
709 16.0
12522 36.0
23946 4.0
35593 8.0
47712 4.0
...
22408032 4.0
22479505 8.0
22505240 4.0
22554931 4.0
22578059 4.0
Name: sales, Length: 769, dtype: float64
710 8.0
23947 16.0
47713 4.0
70934 4.0
82183 8.0
...
22408033 12.0
22455307 8.0
22479506 4.0
22505241 4.0
22601719 8.0
Name: sales, Length: 701, dtype: float64
711 16.0
12523 24.0
23948 8.0
35594 12.0
47714 8.0
...
22505242 40.0
22531085 12.0
22554932 20.0
22578060 16.0
22601720 4.0
Name: sales, Length: 1232, dtype: float64
712 12.0
12524 20.0
35595 8.0
47715 44.0
59636 4.0
...
22238494 4.0
22360385 44.0
22384454 8.0
22455309 16.0
22554933 8.0
Name: sales, Length: 575, dtype: float64
713 44.0
12525 24.0
23949 24.0
35596 36.0
47716 44.0
...
22505243 36.0
22531086 32.0
22554934 12.0
22578061 36.0
22601721 36.0
Name: sales, Length: 1261, dtype: float64
714 36.0
12526 20.0
23950 20.0
35597 4.0
47717 12.0
...
22505244 4.0
22531087 16.0
22554935 8.0
22578062 16.0
22601722 12.0
Name: sales, Length: 1051, dtype: float64
715 36.0
12527 32.0
23951 40.0
35598 24.0
47718 48.0
...
22505245 60.0
22531088 28.0
22554936 52.0
22578063 56.0
22601723 40.0
Name: sales, Length: 1262, dtype: float64
716 68.0
12528 40.0
23952 24.0
35599 64.0
47719 96.0
...
22505246 20.0
22531089 4.0
22554937 16.0
22578064 8.0
22601724 16.0
Name: sales, Length: 1119, dtype: float64
717 20.0
12529 4.0
23953 8.0
35600 20.0
47720 24.0
...
22431831 4.0
22479512 8.0
22505247 12.0
22531090 8.0
22601725 8.0
Name: sales, Length: 848, dtype: float64
718 48.0
12530 20.0
23954 76.0
35601 84.0
47721 48.0
...
22505248 44.0
22531091 52.0
22554938 24.0
22578065 60.0
22601726 28.0
Name: sales, Length: 1265, dtype: float64
719 24.0
12531 40.0
23955 20.0
35602 40.0
47722 28.0
...
22505249 32.0
22531092 12.0
22554939 16.0
22578066 20.0
22601727 32.0
Name: sales, Length: 1225, dtype: float64
720 128.0
12532 36.0
23956 28.0
35603 64.0
47723 68.0
...
22505250 40.0
22531093 24.0
22554940 32.0
22578067 4.0
22601728 12.0
Name: sales, Length: 1235, dtype: float64
721 20.0
23957 8.0
59644 20.0
70943 12.0
104719 4.0
...
22479516 12.0
22505251 8.0
22531094 8.0
22554941 4.0
22601729 8.0
Name: sales, Length: 1009, dtype: float64
722 76.0
12533 56.0
23958 52.0
35604 156.0
47724 108.0
...
22505252 92.0
22531095 16.0
22554942 44.0
22578068 28.0
22601730 8.0
Name: sales, Length: 1234, dtype: float64
723 32.0
12534 20.0
23959 12.0
35605 4.0
59646 24.0
...
22408044 8.0
22479518 16.0
22505253 16.0
22554943 4.0
22601731 4.0
Name: sales, Length: 1004, dtype: float64
724 24.0
12535 20.0
23960 20.0
35606 20.0
47725 8.0
...
22431836 4.0
22455319 4.0
22505254 8.0
22531096 4.0
22601732 8.0
Name: sales, Length: 1002, dtype: float64
725 244.0
12536 192.0
23961 92.0
35607 172.0
47726 180.0
...
22505255 124.0
22531097 144.0
22554944 96.0
22578069 76.0
22601733 60.0
Name: sales, Length: 1270, dtype: float64
726 184.0
12537 140.0
23962 72.0
35608 144.0
47727 148.0
...
22505256 52.0
22531098 36.0
22554945 60.0
22578070 44.0
22601734 40.0
Name: sales, Length: 1265, dtype: float64
727 140.144
12538 25.104
23963 93.656
35609 122.596
47728 179.460
...
22479521 7.604
22505257 21.876
22554946 20.836
22578071 15.432
22601735 13.724
Name: sales, Length: 1130, dtype: float64
728 32.0
12539 8.0
23964 16.0
35610 16.0
47729 36.0
...
22505258 24.0
22531099 12.0
22554947 20.0
22578072 4.0
22601736 8.0
Name: sales, Length: 1180, dtype: float64
729 52.0
12540 28.0
35611 36.0
47730 44.0
59650 8.0
...
22505259 8.0
22531100 20.0
22554948 12.0
22578073 20.0
22601737 4.0
Name: sales, Length: 1203, dtype: float64
730 28.0
23965 12.0
35613 32.0
47732 32.0
59652 4.0
...
22505261 16.0
22531101 8.0
22554950 4.0
22578075 16.0
22601739 12.0
Name: sales, Length: 1075, dtype: float64
731 88.0
12543 116.0
23967 12.0
35615 56.0
47734 56.0
...
22505263 12.0
22531102 16.0
22554952 20.0
22578077 32.0
22601740 8.0
Name: sales, Length: 1270, dtype: float64
732 124.0
12544 140.0
23968 100.0
35616 132.0
47735 164.0
...
22505264 44.0
22531103 32.0
22554953 32.0
22578078 20.0
22601741 28.0
Name: sales, Length: 1060, dtype: float64
733 8.0
23969 12.0
35617 20.0
47736 4.0
82205 8.0
...
22455330 20.0
22479529 8.0
22531104 28.0
22554954 4.0
22578079 8.0
Name: sales, Length: 835, dtype: float64
734 24.0
12545 64.0
23970 40.0
35618 152.0
47737 16.0
...
22505266 100.0
22531105 16.0
22554956 40.0
22578081 44.0
22601743 96.0
Name: sales, Length: 862, dtype: float64
735 8.0
12546 8.0
23971 16.0
35619 8.0
47738 8.0
...
22479532 8.0
22531106 8.0
22554957 4.0
22578082 4.0
22601744 8.0
Name: sales, Length: 992, dtype: float64
736 68.0
12547 44.0
23972 28.0
35620 56.0
47739 60.0
...
22505267 52.0
22531107 32.0
22554958 16.0
22578083 16.0
22601745 12.0
Name: sales, Length: 1196, dtype: float64
737 56.0
12548 24.0
23973 20.0
35621 20.0
47740 44.0
...
22479534 16.0
22505268 24.0
22531108 40.0
22554959 12.0
22578084 20.0
Name: sales, Length: 1217, dtype: float64
738 12.0
23974 8.0
35622 4.0
47741 4.0
59660 4.0
...
20793783 4.0
20819837 4.0
20844877 4.0
20941261 4.0
21110321 8.0
Name: sales, Length: 511, dtype: float64
739 156.0
12550 60.0
23976 56.0
35624 100.0
47743 196.0
...
22505270 92.0
22531109 76.0
22554961 64.0
22578085 128.0
22601746 140.0
Name: sales, Length: 1269, dtype: float64
740 176.0
12551 156.0
23977 84.0
35625 140.0
47744 212.0
...
22505271 160.0
22531110 84.0
22554962 116.0
22578086 160.0
22601747 80.0
Name: sales, Length: 1269, dtype: float64
741 140.0
12552 124.0
23978 76.0
35626 108.0
47745 144.0
...
22505272 120.0
22531111 168.0
22554963 84.0
22578087 80.0
22601748 80.0
Name: sales, Length: 1269, dtype: float64
742 96.0
12553 100.0
23979 40.0
35627 100.0
47746 112.0
...
22505273 140.0
22531112 52.0
22554964 48.0
22578088 60.0
22601749 44.0
Name: sales, Length: 1266, dtype: float64
743 40.0
12554 36.0
23980 16.0
35628 52.0
47747 48.0
...
22505274 24.0
22531113 24.0
22554965 16.0
22578089 16.0
22601750 20.0
Name: sales, Length: 1186, dtype: float64
744 64.0
12555 32.0
23981 72.0
35629 40.0
47748 8.0
...
22505275 56.0
22531114 4.0
22554966 20.0
22578090 16.0
22601751 20.0
Name: sales, Length: 891, dtype: float64
745 124.0
12557 76.0
23983 52.0
35631 68.0
47749 164.0
...
22505277 12.0
22531116 116.0
22554967 52.0
22578091 8.0
22601752 16.0
Name: sales, Length: 1234, dtype: float64
746 100.0
12558 100.0
23984 92.0
35632 136.0
47750 136.0
...
22505278 112.0
22531117 72.0
22554968 60.0
22578092 80.0
22601753 52.0
Name: sales, Length: 1268, dtype: float64
747 8.0
12559 72.0
23985 80.0
35633 52.0
47751 84.0
...
22505279 92.0
22531118 28.0
22554969 48.0
22578093 84.0
22601754 24.0
Name: sales, Length: 1198, dtype: float64
748 140.0
12560 176.0
35634 80.0
47752 32.0
59672 108.0
...
22505280 16.0
22531119 44.0
22554970 36.0
22578094 32.0
22601755 24.0
Name: sales, Length: 1216, dtype: float64
749 28.0
12561 24.0
23986 24.0
35635 56.0
47753 28.0
...
22479547 16.0
22505281 8.0
22531120 16.0
22578095 12.0
22601756 4.0
Name: sales, Length: 1158, dtype: float64
750 16.0
12563 8.0
23988 20.0
35637 28.0
47755 8.0
...
22431864 4.0
22479549 16.0
22531122 8.0
22554971 12.0
22601758 8.0
Name: sales, Length: 1024, dtype: float64
751 56.0
12564 36.0
23989 20.0
35638 20.0
47756 16.0
...
22505283 48.0
22531123 20.0
22554972 28.0
22578096 16.0
22601759 24.0
Name: sales, Length: 1228, dtype: float64
752 48.0
12565 104.0
23990 80.0
35639 100.0
47757 96.0
...
22505284 72.0
22531124 112.0
22554973 28.0
22578097 56.0
22601760 84.0
Name: sales, Length: 1257, dtype: float64
753 28.0
303181 16.0
314558 36.0
325811 20.0
337319 24.0
...
22505285 36.0
22531125 28.0
22554974 20.0
22578098 24.0
22601761 32.0
Name: sales, Length: 1225, dtype: float64
754 64.0
12566 60.0
23991 56.0
35640 44.0
47758 28.0
...
22505286 36.0
22531126 52.0
22554975 32.0
22578099 16.0
22601762 24.0
Name: sales, Length: 1241, dtype: float64
755 52.0
12567 28.0
23992 24.0
35641 92.0
47759 104.0
...
22505287 196.0
22531127 116.0
22554976 64.0
22578100 68.0
22601763 36.0
Name: sales, Length: 1250, dtype: float64
756 88.0
12568 56.0
23993 68.0
35642 84.0
47760 84.0
...
22505288 36.0
22531128 24.0
22554977 20.0
22578101 40.0
22601764 36.0
Name: sales, Length: 1265, dtype: float64
757 104.0
12569 148.0
23994 84.0
35643 72.0
47761 96.0
...
22505289 108.0
22531129 92.0
22554978 88.0
22578102 68.0
22601765 56.0
Name: sales, Length: 1270, dtype: float64
758 8.0
12570 8.0
23995 4.0
35644 12.0
47762 8.0
...
22505290 36.0
22531130 16.0
22554979 8.0
22578103 20.0
22601766 8.0
Name: sales, Length: 1070, dtype: float64
759 124.0
12571 48.0
23996 60.0
35645 48.0
47763 96.0
...
22505291 20.0
22531131 44.0
22554980 32.0
22578104 40.0
22601767 20.0
Name: sales, Length: 1084, dtype: float64
760 24.0
12572 20.0
23997 16.0
35646 32.0
47764 32.0
...
22455356 4.0
22479559 12.0
22531132 16.0
22554981 8.0
22601768 12.0
Name: sales, Length: 1108, dtype: float64
761 132.0
12573 116.0
23998 76.0
35647 148.0
47765 156.0
...
22505292 148.0
22531133 84.0
22554982 72.0
22578105 60.0
22601769 80.0
Name: sales, Length: 1194, dtype: float64
762 164.0
12574 76.0
23999 84.0
35648 56.0
47766 128.0
...
22505293 92.0
22531134 48.0
22554983 64.0
22578106 84.0
22601770 44.0
Name: sales, Length: 1245, dtype: float64
763 148.0
12575 132.0
24000 120.0
35649 204.0
47767 248.0
...
22505294 88.0
22531135 44.0
22554984 16.0
22578107 16.0
22601771 40.0
Name: sales, Length: 1168, dtype: float64
764 4.0
24002 4.0
47769 12.0
70985 4.0
104765 4.0
...
22479563 16.0
22531136 8.0
22554985 4.0
22578109 4.0
22601773 16.0
Name: sales, Length: 1123, dtype: float64
765 36.0
12576 92.0
24003 88.0
35651 88.0
47770 92.0
...
21509426 8.0
21533818 24.0
22309893 120.0
22554986 20.0
22578110 4.0
Name: sales, Length: 1190, dtype: float64
766 12.0
12577 16.0
24006 52.0
35654 4.0
47773 4.0
...
22455365 8.0
22479568 44.0
22505299 16.0
22531141 56.0
22554991 36.0
Name: sales, Length: 978, dtype: float64
767 656.0
12578 384.0
24007 408.0
35655 516.0
47774 812.0
...
22505300 104.0
22531142 120.0
22554992 40.0
22578115 180.0
22601778 108.0
Name: sales, Length: 1245, dtype: float64
768 12.0
12579 52.0
24008 28.0
35656 32.0
47775 24.0
...
22505302 56.0
22531144 36.0
22554994 28.0
22578117 44.0
22601780 28.0
Name: sales, Length: 1119, dtype: float64
769 68.0
12580 36.0
24009 36.0
35657 40.0
47776 32.0
...
22505303 52.0
22531145 60.0
22554995 52.0
22578118 36.0
22601781 28.0
Name: sales, Length: 1124, dtype: float64
770 112.0
12581 84.0
24010 64.0
35658 68.0
47777 120.0
...
22505304 116.0
22531146 88.0
22554996 28.0
22578119 44.0
22601782 40.0
Name: sales, Length: 1260, dtype: float64
771 12.0
24011 4.0
35659 28.0
59696 4.0
70994 8.0
...
22479574 40.0
22505305 24.0
22531147 16.0
22554997 4.0
22601783 24.0
Name: sales, Length: 930, dtype: float64
772 84.0
12582 76.0
24012 80.0
35660 84.0
47778 128.0
...
22505306 20.0
22531148 8.0
22554998 28.0
22578120 12.0
22601784 20.0
Name: sales, Length: 1206, dtype: float64
773 4.0
12583 4.0
24013 8.0
47779 20.0
59698 12.0
...
22309904 8.0
22335513 12.0
22360448 28.0
22431888 8.0
22455373 8.0
Name: sales, Length: 891, dtype: float64
774 28.0
12584 32.0
24014 40.0
35661 16.0
59699 28.0
...
22505308 32.0
22531150 28.0
22554999 12.0
22578123 28.0
22601786 28.0
Name: sales, Length: 1054, dtype: float64
775 28.0
12585 44.0
24015 64.0
35662 72.0
59700 20.0
...
22505309 72.0
22531151 40.0
22555000 8.0
22578124 36.0
22601787 40.0
Name: sales, Length: 1041, dtype: float64
776 20.0
12586 12.0
24016 8.0
35663 32.0
59701 20.0
...
21509441 12.0
21581711 16.0
21605273 4.0
21629916 24.0
22335518 96.0
Name: sales, Length: 730, dtype: float64
777 64.0
12587 64.0
24017 76.0
35664 72.0
47780 220.0
...
22505310 56.0
22531152 100.0
22555001 40.0
22578125 4.0
22601788 60.0
Name: sales, Length: 1255, dtype: float64
778 16.0
12588 4.0
24018 8.0
47781 4.0
71000 4.0
...
22455378 12.0
22479580 8.0
22505311 16.0
22555002 8.0
22601789 16.0
Name: sales, Length: 993, dtype: float64
779 92.0
12589 112.0
24019 56.0
35665 16.0
47782 76.0
...
22479581 28.0
22505312 4.0
22531153 56.0
22578126 20.0
22601790 32.0
Name: sales, Length: 1267, dtype: float64
780 76.0
12590 28.0
24020 24.0
47783 80.0
59704 60.0
...
22505313 40.0
22531154 16.0
22555003 64.0
22578127 44.0
22601791 20.0
Name: sales, Length: 1259, dtype: float64
781 88.0
12591 60.0
24021 52.0
35666 72.0
47784 104.0
...
22505314 72.0
22531155 72.0
22555004 60.0
22578128 44.0
22601792 44.0
Name: sales, Length: 1167, dtype: float64
782 13.952
24022 81.524
35667 61.332
47785 158.524
59706 5.400
...
22505315 42.440
22531156 4.992
22555005 27.448
22578129 69.096
22601793 20.232
Name: sales, Length: 1110, dtype: float64
783 4.0
35669 4.0
47787 4.0
59708 12.0
71004 16.0
...
22285664 4.0
22309914 8.0
22335525 4.0
22384520 4.0
22531157 4.0
Name: sales, Length: 656, dtype: float64
784 16.0
12592 8.0
24023 16.0
35670 4.0
47788 24.0
...
22431899 12.0
22479585 4.0
22505316 4.0
22555006 4.0
22601795 4.0
Name: sales, Length: 1058, dtype: float64
785 36.0
12593 20.0
24024 24.0
35671 24.0
47789 40.0
...
22505317 40.0
22531158 20.0
22555007 12.0
22578130 12.0
22601796 16.0
Name: sales, Length: 1241, dtype: float64
786 17.884
12594 5.664
24025 14.248
35672 14.224
47790 24.864
...
22505318 32.116
22531159 17.264
22555008 16.216
22578131 21.716
22601797 13.396
Name: sales, Length: 1230, dtype: float64
787 49.284
24026 33.632
35673 19.508
47791 31.268
59712 48.168
...
22505319 45.544
22531160 10.424
22555009 18.848
22578132 25.440
22601798 22.208
Name: sales, Length: 1119, dtype: float64
788 65.448
12595 136.796
24027 223.348
35674 82.872
47792 92.592
...
22505320 41.476
22531161 31.120
22555010 13.108
22578133 64.616
22601799 29.544
Name: sales, Length: 1256, dtype: float64
789 99.764
12596 74.812
24028 22.612
35675 59.844
47793 10.160
...
22505321 37.372
22531162 54.704
22555011 37.872
22578134 43.568
22601800 33.020
Name: sales, Length: 1215, dtype: float64
790 57.012
12597 12.012
24029 30.620
35676 31.036
47794 30.324
...
22505322 17.632
22531163 12.044
22555012 15.812
22578135 11.788
22601801 13.936
Name: sales, Length: 1245, dtype: float64
791 204.0
12598 152.0
24030 400.0
35677 580.0
47795 764.0
...
21336282 384.0
21360659 416.0
21384398 100.0
21432481 44.0
21509455 48.0
Name: sales, Length: 1193, dtype: float64
792 8.0
24031 8.0
35678 8.0
47796 4.0
59717 4.0
...
22335533 12.0
22360462 8.0
22384528 8.0
22431905 8.0
22479592 4.0
Name: sales, Length: 669, dtype: float64
793 12.0
12599 8.0
24032 16.0
35679 20.0
47797 20.0
...
22505323 32.0
22531164 12.0
22555013 16.0
22578136 16.0
22601802 16.0
Name: sales, Length: 1203, dtype: float64
794 116.0
12601 84.0
24034 56.0
35681 104.0
47799 92.0
...
22505325 104.0
22531166 48.0
22555015 48.0
22578137 48.0
22601804 32.0
Name: sales, Length: 1266, dtype: float64
795 56.0
12602 40.0
24035 32.0
35682 56.0
47800 68.0
...
22505326 48.0
22531167 56.0
22555016 24.0
22578138 36.0
22601805 24.0
Name: sales, Length: 1261, dtype: float64
796 96.0
12603 92.0
24036 116.0
35683 156.0
47801 80.0
...
22505327 40.0
22531168 32.0
22555017 32.0
22578139 44.0
22601806 24.0
Name: sales, Length: 1268, dtype: float64
797 44.0
12604 56.0
24037 48.0
35684 40.0
47802 68.0
...
22262209 44.0
22285676 32.0
22309927 56.0
22335538 28.0
22360467 8.0
Name: sales, Length: 1123, dtype: float64
798 4.0
12605 12.0
24038 4.0
35685 4.0
59724 12.0
...
22505328 8.0
22531169 8.0
22555018 28.0
22578140 4.0
22601807 8.0
Name: sales, Length: 1058, dtype: float64
799 20.0
24039 8.0
35686 8.0
93685 4.0
104803 4.0
...
22408118 4.0
22455395 4.0
22479599 8.0
22505329 4.0
22601808 4.0
Name: sales, Length: 786, dtype: float64
800 20.0
35687 16.0
47803 36.0
59725 8.0
82273 28.0
...
22431911 4.0
22455396 4.0
22479600 12.0
22505330 8.0
22531170 12.0
Name: sales, Length: 778, dtype: float64
801 4.0
12606 4.0
24040 20.0
35688 12.0
47804 20.0
...
22505331 4.0
22531171 12.0
22555019 4.0
22578141 12.0
22601809 12.0
Name: sales, Length: 978, dtype: float64
802 48.0
12607 16.0
24041 12.0
35689 40.0
47805 28.0
...
22505332 28.0
22531172 20.0
22555020 20.0
22578142 24.0
22601810 24.0
Name: sales, Length: 1248, dtype: float64
803 12.0
12609 8.0
35691 16.0
47806 16.0
59728 8.0
...
22455400 12.0
22479605 16.0
22505335 16.0
22531175 20.0
22578145 8.0
Name: sales, Length: 1021, dtype: float64
804 24.0
12610 12.0
24043 20.0
35692 20.0
47807 32.0
...
22505336 24.0
22531176 12.0
22555023 8.0
22578146 16.0
22601813 8.0
Name: sales, Length: 1216, dtype: float64
805 44.0
12611 8.0
24044 12.0
35693 4.0
47808 20.0
...
22505337 28.0
22531177 32.0
22555024 12.0
22578147 168.0
22601814 8.0
Name: sales, Length: 798, dtype: float64
806 224.0
12612 140.0
24045 160.0
35694 220.0
47809 100.0
...
22505338 276.0
22531178 124.0
22555025 132.0
22578148 152.0
22601815 80.0
Name: sales, Length: 1264, dtype: float64
807 368.0
12613 256.0
24046 176.0
35695 264.0
47810 272.0
...
22505339 228.0
22531179 156.0
22555026 112.0
22578149 124.0
22601816 104.0
Name: sales, Length: 1270, dtype: float64
808 60.0
12614 52.0
24047 36.0
35696 52.0
47811 56.0
...
22505340 28.0
22531180 28.0
22555027 20.0
22578150 32.0
22601817 44.0
Name: sales, Length: 1268, dtype: float64
809 40.0
12615 108.0
24048 112.0
35697 112.0
47812 60.0
...
22505341 44.0
22531181 92.0
22555028 48.0
22578151 72.0
22601818 88.0
Name: sales, Length: 1248, dtype: float64
810 100.0
12616 136.0
24049 132.0
35698 128.0
47813 132.0
...
22505342 80.0
22531182 64.0
22555029 72.0
22578152 52.0
22601819 68.0
Name: sales, Length: 1270, dtype: float64
811 84.0
12617 56.0
24050 80.0
35699 116.0
47814 44.0
...
22505343 108.0
22531183 56.0
22555030 48.0
22578153 56.0
22601820 20.0
Name: sales, Length: 1266, dtype: float64
812 128.0
12618 92.0
24051 52.0
35700 96.0
47815 108.0
...
22505344 64.0
22531184 56.0
22555031 28.0
22578154 40.0
22601821 28.0
Name: sales, Length: 1270, dtype: float64
813 140.0
12619 100.0
24052 64.0
35701 72.0
47816 128.0
...
22505345 96.0
22531185 88.0
22555032 56.0
22578155 60.0
22601822 52.0
Name: sales, Length: 1267, dtype: float64
814 8.0
12620 32.0
24053 8.0
35702 24.0
47817 20.0
...
22505346 36.0
22531186 8.0
22555033 16.0
22578156 16.0
22601823 20.0
Name: sales, Length: 1217, dtype: float64
815 40.0
12621 8.0
24054 20.0
35703 8.0
47818 12.0
...
22505347 16.0
22531187 20.0
22555034 12.0
22578157 8.0
22601824 8.0
Name: sales, Length: 1215, dtype: float64
816 64.0
12622 68.0
24055 68.0
35704 56.0
47819 28.0
...
22505348 60.0
22531188 36.0
22555035 32.0
22578158 60.0
22601825 40.0
Name: sales, Length: 1249, dtype: float64
817 12.0
12623 16.0
24056 40.0
35705 44.0
47820 36.0
...
22505349 24.0
22531189 12.0
22555036 20.0
22578159 44.0
22601826 12.0
Name: sales, Length: 1233, dtype: float64
818 4.0
12624 16.0
24057 4.0
35706 16.0
71037 96.0
...
22505350 36.0
22531190 104.0
22555037 8.0
22578160 12.0
22601827 36.0
Name: sales, Length: 715, dtype: float64
819 12.0
24058 4.0
35707 16.0
47821 24.0
59741 8.0
...
22455416 12.0
22505351 4.0
22531191 4.0
22578161 4.0
22601828 12.0
Name: sales, Length: 983, dtype: float64
820 476.0
12625 116.0
24059 92.0
35708 280.0
47822 500.0
...
22505352 72.0
22531192 88.0
22555038 8.0
22578162 28.0
22601829 60.0
Name: sales, Length: 1250, dtype: float64
821 152.0
12626 96.0
24060 88.0
35709 164.0
47823 156.0
...
22505353 76.0
22531193 36.0
22555039 8.0
22578163 20.0
22601830 60.0
Name: sales, Length: 1255, dtype: float64
822 56.0
12627 24.0
24061 20.0
35710 44.0
47824 44.0
...
22505355 68.0
22531195 40.0
22555041 80.0
22578165 52.0
22601832 8.0
Name: sales, Length: 1240, dtype: float64
823 64.0
12628 36.0
24062 24.0
35711 12.0
47825 32.0
...
22505356 52.0
22531196 20.0
22555042 24.0
22578166 44.0
22601833 4.0
Name: sales, Length: 1252, dtype: float64
824 88.0
12629 40.0
24063 64.0
35712 100.0
47826 100.0
...
22505357 48.0
22531197 40.0
22555043 48.0
22578167 60.0
22601834 56.0
Name: sales, Length: 1235, dtype: float64
825 192.0
12630 68.0
24064 68.0
35713 164.0
47827 140.0
...
22505358 128.0
22531198 136.0
22555044 124.0
22578168 136.0
22601835 84.0
Name: sales, Length: 1266, dtype: float64
826 28.0
12631 12.0
24065 32.0
35714 36.0
47828 60.0
...
22455424 44.0
22479628 56.0
22505359 24.0
22531199 24.0
22578169 8.0
Name: sales, Length: 959, dtype: float64
827 20.0
12632 32.0
24066 12.0
35715 24.0
47829 20.0
...
22505360 68.0
22531200 28.0
22555045 60.0
22578170 48.0
22601836 72.0
Name: sales, Length: 1064, dtype: float64
828 60.0
12633 16.0
24067 12.0
35716 8.0
47830 28.0
...
22479630 24.0
22505361 24.0
22531201 16.0
22555046 8.0
22578171 8.0
Name: sales, Length: 1170, dtype: float64
829 28.0
12634 28.0
24068 20.0
35717 36.0
47831 64.0
...
22384565 40.0
22408149 32.0
22431942 4.0
22578172 20.0
22601837 28.0
Name: sales, Length: 980, dtype: float64
830 60.0
12635 52.0
24069 72.0
35718 28.0
47832 72.0
...
22505362 60.0
22531202 112.0
22555047 104.0
22578173 60.0
22601838 80.0
Name: sales, Length: 1236, dtype: float64
831 64.0
12636 36.0
24070 48.0
35719 56.0
47833 80.0
...
22505363 88.0
22531203 36.0
22555048 32.0
22578174 16.0
22601839 20.0
Name: sales, Length: 1250, dtype: float64
832 36.0
12637 44.0
24071 40.0
35720 68.0
47834 56.0
...
22505364 40.0
22531204 24.0
22555049 28.0
22578175 92.0
22601840 32.0
Name: sales, Length: 1255, dtype: float64
833 112.0
12638 52.0
24072 44.0
35721 128.0
47835 36.0
...
20130547 16.0
20177958 12.0
20202366 4.0
20819936 24.0
20844979 28.0
Name: sales, Length: 1138, dtype: float64
834 268.0
12639 36.0
24073 76.0
35722 120.0
47836 168.0
...
22505365 44.0
22531205 44.0
22555050 4.0
22578176 12.0
22601841 12.0
Name: sales, Length: 1253, dtype: float64
835 20.0
12640 32.0
24074 16.0
35723 28.0
47837 48.0
...
22431947 12.0
22479635 8.0
22505366 24.0
22555051 28.0
22578177 4.0
Name: sales, Length: 1118, dtype: float64
836 336.0
12641 252.0
24075 292.0
35724 388.0
47838 412.0
...
22505368 244.0
22531207 112.0
22555053 84.0
22578178 124.0
22601843 68.0
Name: sales, Length: 1270, dtype: float64
837 36.0
12642 4.0
24076 4.0
35725 12.0
47839 20.0
...
22309970 4.0
22335581 4.0
22408157 4.0
22505369 4.0
22578179 4.0
Name: sales, Length: 908, dtype: float64
838 20.0
12643 16.0
24077 16.0
35727 12.0
47840 24.0
...
22505371 16.0
22531209 24.0
22555055 28.0
22578181 4.0
22601845 16.0
Name: sales, Length: 1042, dtype: float64
839 8.0
12644 32.0
24078 8.0
35728 4.0
47841 8.0
...
22505372 32.0
22531210 8.0
22555056 8.0
22578182 4.0
22601846 20.0
Name: sales, Length: 1127, dtype: float64
840 92.0
12646 80.0
24080 88.0
35730 108.0
47843 144.0
...
22505374 64.0
22531212 64.0
22555057 60.0
22578184 24.0
22601848 12.0
Name: sales, Length: 1115, dtype: float64
841 59.496
12647 42.656
24081 35.660
35731 39.528
47844 45.468
...
22505375 45.952
22531213 44.560
22555058 36.212
22578185 36.108
22601849 43.404
Name: sales, Length: 1212, dtype: float64
842 40.0
12648 4.0
24082 64.0
35732 4.0
47845 44.0
...
22479644 48.0
22531214 64.0
22555059 36.0
22578186 76.0
22601850 4.0
Name: sales, Length: 1180, dtype: float64
843 64.0
12649 12.0
24083 56.0
35733 80.0
47846 80.0
...
22479645 20.0
22505376 16.0
22531215 20.0
22578187 20.0
22601851 12.0
Name: sales, Length: 1144, dtype: float64
844 4.0
12650 8.0
24084 4.0
47847 20.0
59766 12.0
...
22455440 4.0
22479646 16.0
22555060 4.0
22578188 4.0
22601852 4.0
Name: sales, Length: 635, dtype: float64
845 16.0
12651 112.0
24085 264.0
35734 112.0
47848 184.0
...
21285184 212.0
21311441 52.0
21336339 40.0
21360712 60.0
21384458 4.0
Name: sales, Length: 1087, dtype: float64
846 40.0
12652 20.0
24086 40.0
35735 48.0
47849 52.0
...
22505377 28.0
22531217 12.0
22555061 36.0
22578189 16.0
22601853 40.0
Name: sales, Length: 1251, dtype: float64
847 68.0
12653 68.0
24087 44.0
35736 60.0
47850 100.0
...
22505378 88.0
22531218 60.0
22555062 44.0
22578190 52.0
22601854 56.0
Name: sales, Length: 1269, dtype: float64
848 60.0
12654 44.0
24088 40.0
35737 44.0
47851 48.0
...
22505379 24.0
22531219 12.0
22555063 12.0
22578191 16.0
22601855 8.0
Name: sales, Length: 1257, dtype: float64
849 20.0
12655 4.0
24089 4.0
35738 4.0
47852 12.0
...
22505380 4.0
22531220 4.0
22555064 8.0
22578192 8.0
22601856 8.0
Name: sales, Length: 1008, dtype: float64
850 24.0
12656 32.0
24090 24.0
35739 32.0
47853 8.0
...
22505381 120.0
22531221 40.0
22555065 8.0
22578193 44.0
22601857 44.0
Name: sales, Length: 1199, dtype: float64
851 16.0
12657 24.0
24091 16.0
35740 8.0
47854 40.0
...
22505382 24.0
22531223 8.0
22555067 8.0
22578195 4.0
22601859 8.0
Name: sales, Length: 1172, dtype: float64
852 28.0
12658 16.0
24092 8.0
35741 16.0
47855 28.0
...
22384583 4.0
22408173 4.0
22431964 4.0
22479653 4.0
22505383 8.0
Name: sales, Length: 1094, dtype: float64
853 4.0
12659 4.0
24093 4.0
59774 4.0
104856 4.0
...
22479654 28.0
22505384 12.0
22531224 8.0
22578196 24.0
22601860 12.0
Name: sales, Length: 928, dtype: float64
854 108.0
12660 12.0
24094 140.0
35742 108.0
47856 104.0
...
22505385 36.0
22531225 36.0
22555068 28.0
22578197 36.0
22601861 28.0
Name: sales, Length: 1045, dtype: float64
855 88.0
12661 76.0
24095 32.0
35743 68.0
47857 60.0
...
22505386 80.0
22531226 104.0
22555069 108.0
22578198 72.0
22601862 84.0
Name: sales, Length: 1269, dtype: float64
856 119.604
12662 45.508
24096 58.356
35744 97.768
47858 89.792
...
22505387 59.696
22531227 22.248
22555070 50.812
22578199 6.576
22601863 12.728
Name: sales, Length: 1257, dtype: float64
857 76.0
12663 64.0
24097 72.0
35745 68.0
47859 68.0
...
22505388 68.0
22531228 20.0
22555071 36.0
22578200 28.0
22601864 24.0
Name: sales, Length: 1262, dtype: float64
858 20.0
12664 28.0
24098 20.0
35746 32.0
47860 40.0
...
22505389 4.0
22531229 24.0
22555072 4.0
22578201 20.0
22601865 8.0
Name: sales, Length: 1249, dtype: float64
859 42.164
140343 170.072
162858 41.320
174509 45.700
209771 44.620
...
21236346 41.096
21752631 37.460
21876077 43.340
22048505 40.984
22215532 42.080
Name: sales, Length: 360, dtype: float64
860 257.036
12665 35.564
59780 65.600
116342 36.464
278886 28.064
...
17993505 108.960
18018058 112.372
18042840 25.824
19227165 1.260
22215533 37.016
Name: sales, Length: 124, dtype: float64
861 24.0
12666 32.0
24099 40.0
35747 96.0
47861 132.0
...
22505390 112.0
22531230 36.0
22555073 52.0
22578202 32.0
22601866 28.0
Name: sales, Length: 1250, dtype: float64
862 8.0
12667 12.0
24100 4.0
35748 24.0
47862 16.0
...
22309994 12.0
22408181 8.0
22431972 4.0
22479661 4.0
22601867 12.0
Name: sales, Length: 587, dtype: float64
863 28.0
12668 4.0
24101 8.0
71075 12.0
104863 4.0
...
22024664 12.0
22071776 4.0
22360528 4.0
22555074 4.0
22601868 4.0
Name: sales, Length: 434, dtype: float64
864 116.0
12669 64.0
24102 84.0
35749 72.0
47863 112.0
...
22505391 24.0
22531231 52.0
22555075 48.0
22578203 32.0
22601869 20.0
Name: sales, Length: 1262, dtype: float64
865 144.0
12670 144.0
24103 128.0
35750 160.0
47864 180.0
...
22505392 136.0
22531232 140.0
22555076 96.0
22578204 140.0
22601870 120.0
Name: sales, Length: 1264, dtype: float64
866 76.0
12671 48.0
24104 36.0
35751 48.0
47865 52.0
...
22505393 28.0
22531233 200.0
22555077 72.0
22578205 44.0
22601871 40.0
Name: sales, Length: 1268, dtype: float64
867 32.0
12672 28.0
24105 24.0
35752 24.0
47866 48.0
...
22505394 12.0
22531234 4.0
22555078 16.0
22578206 16.0
22601872 20.0
Name: sales, Length: 1228, dtype: float64
868 76.0
12673 36.0
24106 12.0
35753 36.0
47867 44.0
...
22505395 24.0
22531235 28.0
22555079 8.0
22578207 12.0
22601873 4.0
Name: sales, Length: 1172, dtype: float64
869 12.0
12674 8.0
24108 12.0
47869 12.0
71081 12.0
...
22431978 20.0
22455460 4.0
22479667 12.0
22505397 20.0
22555081 12.0
Name: sales, Length: 965, dtype: float64
870 4.0
12675 16.0
24109 8.0
104871 28.0
116350 372.0
...
17943148 348.0
17968666 584.0
17993515 652.0
18018068 360.0
18042849 32.0
Name: sales, Length: 133, dtype: float64
871 44.0
24110 16.0
35755 36.0
47870 36.0
59788 16.0
...
22505398 68.0
22531237 36.0
22555082 32.0
22578209 28.0
22601875 44.0
Name: sales, Length: 1241, dtype: float64
872 60.0
12677 40.0
24112 24.0
35757 68.0
47872 24.0
...
22505400 32.0
22531239 24.0
22555084 20.0
22578211 8.0
22601877 4.0
Name: sales, Length: 1195, dtype: float64
873 124.0
12678 44.0
24113 32.0
35758 72.0
47873 112.0
...
22505401 88.0
22531240 56.0
22555085 72.0
22578212 60.0
22601878 44.0
Name: sales, Length: 1264, dtype: float64
874 28.0
12679 80.0
24114 16.0
35759 52.0
47874 80.0
...
22505402 40.0
22531241 44.0
22555086 24.0
22578213 44.0
22601879 48.0
Name: sales, Length: 1231, dtype: float64
875 80.0
12680 52.0
24115 36.0
35760 72.0
47875 40.0
...
22505403 28.0
22531242 124.0
22555087 32.0
22578214 24.0
22601880 16.0
Name: sales, Length: 1257, dtype: float64
876 412.0
12681 296.0
24116 184.0
35761 356.0
47876 368.0
...
22505404 84.0
22531243 76.0
22555088 64.0
22578215 96.0
22601881 84.0
Name: sales, Length: 1268, dtype: float64
877 184.0
12682 128.0
24118 148.0
35762 204.0
47877 180.0
...
22505405 192.0
22531244 156.0
22555089 92.0
22578216 136.0
22601882 80.0
Name: sales, Length: 1268, dtype: float64
878 52.0
12683 4.0
24119 28.0
35763 88.0
47878 76.0
...
22505406 24.0
22531245 32.0
22555090 12.0
22578217 24.0
22601883 12.0
Name: sales, Length: 962, dtype: float64
879 144.0
12684 136.0
24120 108.0
35764 56.0
47879 80.0
...
22505407 80.0
22531246 56.0
22555091 56.0
22578218 60.0
22601884 36.0
Name: sales, Length: 964, dtype: float64
880 36.0
12685 24.0
24121 52.0
35766 60.0
47881 44.0
...
22479679 32.0
22505409 4.0
22531247 52.0
22555093 12.0
22578220 44.0
Name: sales, Length: 1222, dtype: float64
881 16.0
12686 12.0
24122 20.0
35767 32.0
47882 16.0
...
22505410 20.0
22531248 16.0
22555094 8.0
22578221 24.0
22601886 16.0
Name: sales, Length: 1125, dtype: float64
882 4.0
12687 8.0
24123 8.0
35768 20.0
47883 16.0
...
22505411 4.0
22531249 8.0
22555095 16.0
22578222 4.0
22601887 4.0
Name: sales, Length: 956, dtype: float64
883 92.0
12688 136.0
24124 80.0
35769 152.0
47884 136.0
...
22505412 40.0
22531250 52.0
22555096 32.0
22578223 36.0
22601888 32.0
Name: sales, Length: 1249, dtype: float64
884 96.0
12689 56.0
24125 88.0
35770 140.0
47885 164.0
...
22505413 128.0
22531251 56.0
22555097 56.0
22578224 48.0
22601889 84.0
Name: sales, Length: 1131, dtype: float64
885 64.0
12690 20.0
24126 28.0
35771 132.0
47886 140.0
...
22505414 32.0
22531252 36.0
22555098 20.0
22578225 16.0
22601890 44.0
Name: sales, Length: 1168, dtype: float64
886 52.0
12691 40.0
24127 64.0
35772 72.0
47887 84.0
...
22505415 44.0
22531253 20.0
22555099 4.0
22578226 4.0
22601891 8.0
Name: sales, Length: 1065, dtype: float64
887 104.0
12692 32.0
24128 40.0
35773 104.0
47888 44.0
...
22505416 16.0
22531254 4.0
22555100 20.0
22578227 12.0
22601892 12.0
Name: sales, Length: 1252, dtype: float64
888 73.720
12693 61.728
24129 45.208
35774 78.692
47889 65.384
...
7599163 52.404
7617722 49.500
10349176 5.436
11045910 2.812
15596450 4.204
Name: sales, Length: 557, dtype: float64
889 44.0
12694 40.0
24130 56.0
35775 40.0
47890 76.0
...
22505417 28.0
22531255 12.0
22555101 8.0
22578228 32.0
22601893 20.0
Name: sales, Length: 1256, dtype: float64
890 4.0
12695 4.0
24131 16.0
35776 16.0
197516 12.0
...
22285768 8.0
22310025 8.0
22408210 4.0
22505420 8.0
22601897 8.0
Name: sales, Length: 675, dtype: float64
891 4.0
12696 4.0
24132 4.0
35777 32.0
47891 4.0
...
22262302 4.0
22360559 4.0
22384619 4.0
22505421 4.0
22555105 4.0
Name: sales, Length: 429, dtype: float64
892 12.0
12697 20.0
24133 24.0
35778 28.0
47893 36.0
...
22505423 56.0
22531260 44.0
22555106 40.0
22578232 56.0
22601899 76.0
Name: sales, Length: 1205, dtype: float64
893 4.0
12698 8.0
35779 16.0
93767 4.0
104895 4.0
...
22455484 16.0
22479694 4.0
22505424 8.0
22555107 20.0
22601901 4.0
Name: sales, Length: 605, dtype: float64
894 28.0
12699 12.0
35780 8.0
47894 28.0
59808 12.0
...
22455485 12.0
22479695 12.0
22505425 4.0
22531262 12.0
22578233 24.0
Name: sales, Length: 1084, dtype: float64
895 44.0
12700 24.0
24134 16.0
35781 52.0
47895 20.0
...
22505426 12.0
22531263 16.0
22555108 4.0
22578234 16.0
22601902 16.0
Name: sales, Length: 1029, dtype: float64
896 20.0
24135 12.0
35782 4.0
47896 28.0
59810 8.0
...
22408216 4.0
22455487 8.0
22479697 4.0
22505427 4.0
22578235 4.0
Name: sales, Length: 630, dtype: float64
897 16.0
12701 8.0
24136 32.0
35783 8.0
47897 28.0
...
22479698 64.0
22531264 16.0
22555109 28.0
22578236 12.0
22601903 24.0
Name: sales, Length: 1128, dtype: float64
898 52.0
12702 48.0
24137 32.0
35784 36.0
47898 44.0
...
22505428 48.0
22531265 8.0
22555110 8.0
22578237 8.0
22601904 12.0
Name: sales, Length: 1262, dtype: float64
899 116.0
12703 84.0
24138 76.0
35785 116.0
47899 120.0
...
22505429 60.0
22531266 40.0
22555111 16.0
22578238 72.0
22601905 24.0
Name: sales, Length: 1149, dtype: float64
900 20.0
12704 4.0
47900 16.0
59814 24.0
71109 12.0
...
22505430 8.0
22531267 4.0
22555112 4.0
22578239 16.0
22601906 12.0
Name: sales, Length: 1029, dtype: float64
901 80.0
12705 40.0
24139 28.0
35786 72.0
47901 36.0
...
22505431 24.0
22531268 12.0
22555113 8.0
22578240 24.0
22601907 4.0
Name: sales, Length: 1191, dtype: float64
902 64.0
12706 24.0
24140 20.0
35787 76.0
47902 52.0
...
22505432 32.0
22531269 28.0
22555114 32.0
22578241 16.0
22601908 28.0
Name: sales, Length: 1075, dtype: float64
903 128.0
12707 40.0
24141 32.0
35788 100.0
47903 80.0
...
22505433 40.0
22531270 28.0
22555115 28.0
22578242 32.0
22601909 20.0
Name: sales, Length: 1098, dtype: float64
904 32.0
12708 28.0
24142 4.0
35789 28.0
47904 60.0
...
22505434 40.0
22531271 36.0
22555116 24.0
22578243 16.0
22601910 20.0
Name: sales, Length: 1081, dtype: float64
905 92.0
12709 40.0
24143 56.0
35790 60.0
47905 36.0
...
22505435 80.0
22531272 116.0
22555117 88.0
22578244 128.0
22601911 44.0
Name: sales, Length: 1268, dtype: float64
906 376.0
12710 280.0
24144 184.0
35791 316.0
47906 344.0
...
22505437 204.0
22531274 64.0
22555119 160.0
22578246 44.0
22601913 100.0
Name: sales, Length: 1257, dtype: float64
907 24.0
24145 24.0
35792 20.0
47907 48.0
59821 28.0
...
22505438 80.0
22531275 168.0
22555120 252.0
22578247 52.0
22601914 164.0
Name: sales, Length: 1247, dtype: float64
908 44.0
12711 36.0
24146 8.0
35793 16.0
47908 32.0
...
22505439 24.0
22531276 20.0
22555121 28.0
22578248 32.0
22601915 28.0
Name: sales, Length: 1040, dtype: float64
909 28.0
12712 32.0
35794 24.0
47909 32.0
59823 60.0
...
22505440 340.0
22531277 96.0
22555122 28.0
22578249 48.0
22601916 120.0
Name: sales, Length: 1095, dtype: float64
910 40.0
12713 24.0
24147 12.0
35795 76.0
47910 80.0
...
22479712 4.0
22505441 8.0
22531278 4.0
22555123 16.0
22578250 20.0
Name: sales, Length: 1126, dtype: float64
911 76.0
12714 52.0
24148 52.0
35796 96.0
47911 92.0
...
22505442 68.0
22531279 16.0
22555124 36.0
22578251 48.0
22601917 20.0
Name: sales, Length: 1185, dtype: float64
912 80.0
12716 32.0
24149 32.0
35797 36.0
47912 40.0
...
22505443 64.0
22531280 8.0
22555125 32.0
22578252 48.0
22601918 36.0
Name: sales, Length: 1237, dtype: float64
913 12.0
12717 4.0
24150 32.0
35798 16.0
47913 8.0
...
22432022 28.0
22455502 28.0
22479715 4.0
22555126 24.0
22601919 8.0
Name: sales, Length: 1242, dtype: float64
914 4.0
12718 8.0
24151 8.0
47914 4.0
59828 12.0
...
22505444 12.0
22531281 24.0
22555127 24.0
22578253 32.0
22601920 20.0
Name: sales, Length: 1052, dtype: float64
915 124.0
12719 136.0
24152 68.0
35799 120.0
47915 44.0
...
22505445 84.0
22531282 76.0
22555128 140.0
22578254 80.0
22601921 60.0
Name: sales, Length: 1223, dtype: float64
916 20.0
12720 12.0
35800 40.0
47916 28.0
59830 16.0
...
22505446 36.0
22531283 52.0
22555129 44.0
22578255 44.0
22601922 48.0
Name: sales, Length: 1118, dtype: float64
917 48.0
24153 44.0
35801 40.0
47917 80.0
59831 32.0
...
22505447 80.0
22531284 56.0
22555130 48.0
22578256 24.0
22601923 28.0
Name: sales, Length: 1124, dtype: float64
918 60.0
12721 32.0
24154 80.0
35802 92.0
47919 44.0
...
22505449 104.0
22531286 84.0
22555132 52.0
22578258 36.0
22601925 28.0
Name: sales, Length: 1100, dtype: float64
919 24.0
12722 4.0
24155 4.0
35803 16.0
47920 12.0
...
22505450 12.0
22531287 12.0
22555133 8.0
22578259 20.0
22601926 20.0
Name: sales, Length: 1173, dtype: float64
920 12.0
12723 8.0
35804 12.0
47921 16.0
71128 4.0
...
22505451 12.0
22531288 8.0
22555134 8.0
22578260 8.0
22601927 4.0
Name: sales, Length: 1071, dtype: float64
921 24.0
12724 8.0
24156 8.0
35805 28.0
47922 8.0
...
22505452 8.0
22531289 4.0
22555135 8.0
22578261 16.0
22601928 4.0
Name: sales, Length: 1128, dtype: float64
922 68.0
12726 64.0
24158 36.0
35807 68.0
47924 96.0
...
22505455 84.0
22531291 60.0
22555138 16.0
22578264 24.0
22601931 72.0
Name: sales, Length: 1270, dtype: float64
923 72.176
12727 134.676
24159 251.384
35808 129.372
59836 87.352
...
22505456 172.752
22531292 116.152
22555139 171.048
22578265 189.456
22601932 60.056
Name: sales, Length: 1266, dtype: float64
924 40.0
12728 28.0
24161 12.0
35810 20.0
47926 24.0
...
22479730 8.0
22505459 8.0
22531295 8.0
22578268 8.0
22601935 8.0
Name: sales, Length: 1109, dtype: float64
925 81.480
12729 89.416
35811 86.684
47927 171.400
71135 93.104
...
22505460 172.732
22531296 49.148
22555142 57.548
22578269 44.124
22601936 65.644
Name: sales, Length: 1120, dtype: float64
926 365.868
12731 53.732
24163 243.724
35813 113.920
47929 431.008
...
22505462 364.024
22531298 319.752
22555144 360.040
22578271 494.996
22601938 381.728
Name: sales, Length: 1248, dtype: float64
927 130.132
24164 227.524
35814 523.976
47930 180.776
59841 381.732
...
22505463 495.256
22531299 102.972
22555145 142.132
22578272 166.524
22601939 110.356
Name: sales, Length: 1161, dtype: float64
928 124.0
12732 24.0
24165 124.0
35815 116.0
47931 144.0
...
21408960 32.0
21432626 60.0
21457254 56.0
21483401 80.0
21509602 28.0
Name: sales, Length: 1157, dtype: float64
929 192.0
12733 48.0
24166 164.0
35816 32.0
47932 132.0
...
22505464 84.0
22531300 80.0
22555146 112.0
22578273 40.0
22601940 28.0
Name: sales, Length: 1211, dtype: float64
930 8.0
24167 24.0
35817 32.0
59844 24.0
82395 8.0
...
22479736 52.0
22531301 16.0
22555147 24.0
22578274 16.0
22601941 4.0
Name: sales, Length: 840, dtype: float64
931 56.0
12734 76.0
24168 20.0
35818 72.0
47933 52.0
...
22505465 24.0
22531302 76.0
22555148 40.0
22578275 104.0
22601942 84.0
Name: sales, Length: 1204, dtype: float64
932 128.0
12735 56.0
24170 64.0
35820 96.0
47934 148.0
...
22505467 24.0
22531303 44.0
22555149 52.0
22578276 16.0
22601944 8.0
Name: sales, Length: 1161, dtype: float64
933 64.0
12736 52.0
24171 52.0
35821 80.0
47935 56.0
...
22479740 16.0
22505468 16.0
22555150 4.0
22578277 12.0
22601945 8.0
Name: sales, Length: 1101, dtype: float64
934 68.0
12737 60.0
24172 72.0
35822 96.0
47936 60.0
...
22505469 80.0
22531304 96.0
22555151 40.0
22578278 92.0
22601946 52.0
Name: sales, Length: 1221, dtype: float64
935 124.0
12738 92.0
24173 60.0
35823 108.0
47937 160.0
...
22505472 40.0
22531307 8.0
22555154 24.0
22578280 28.0
22601949 36.0
Name: sales, Length: 1185, dtype: float64
936 360.0
12739 252.0
24174 280.0
35824 308.0
47938 316.0
...
22505473 288.0
22531308 200.0
22555155 548.0
22578281 132.0
22601950 264.0
Name: sales, Length: 1151, dtype: float64
937 28.0
12740 8.0
24175 20.0
35825 20.0
47939 12.0
...
22505474 48.0
22531309 24.0
22555156 16.0
22578282 16.0
22601951 36.0
Name: sales, Length: 1167, dtype: float64
938 12.0
12741 24.0
24176 12.0
35826 4.0
47940 16.0
...
22505475 24.0
22531310 16.0
22555157 4.0
22578283 4.0
22601952 24.0
Name: sales, Length: 1095, dtype: float64
939 48.0
12742 12.0
24177 16.0
35827 36.0
47941 32.0
...
22505476 28.0
22531311 12.0
22555158 20.0
22578284 32.0
22601953 12.0
Name: sales, Length: 1267, dtype: float64
940 16.0
24178 4.0
35828 40.0
47942 8.0
59854 24.0
...
22479749 28.0
22505477 16.0
22531312 12.0
22555159 4.0
22578285 20.0
Name: sales, Length: 1057, dtype: float64
941 40.0
12743 24.0
24179 12.0
35829 24.0
47943 20.0
...
22505478 68.0
22531313 64.0
22555160 36.0
22578286 56.0
22601954 36.0
Name: sales, Length: 1240, dtype: float64
942 68.0
12744 40.0
24180 48.0
35830 80.0
47944 52.0
...
22505479 68.0
22531314 108.0
22555161 80.0
22578287 132.0
22601955 76.0
Name: sales, Length: 1258, dtype: float64
943 28.0
12745 8.0
24181 20.0
35831 20.0
47945 28.0
...
22285826 4.0
22310085 8.0
22408271 4.0
22479752 4.0
22505480 8.0
Name: sales, Length: 896, dtype: float64
944 44.0
12746 40.0
24182 20.0
35832 32.0
47946 84.0
...
22505482 60.0
22531316 36.0
22555163 44.0
22578289 40.0
22601957 24.0
Name: sales, Length: 1248, dtype: float64
945 164.0
12749 88.0
24183 76.0
35835 128.0
47949 84.0
...
22505485 24.0
22531319 8.0
22555165 24.0
22578292 40.0
22601961 16.0
Name: sales, Length: 1176, dtype: float64
946 100.0
12750 88.0
24184 68.0
35836 96.0
47950 124.0
...
22505486 172.0
22531320 96.0
22555166 48.0
22578293 88.0
22601962 76.0
Name: sales, Length: 1107, dtype: float64
947 4.0
12751 4.0
35837 8.0
47951 8.0
59860 4.0
...
22455545 4.0
22479759 4.0
22505487 4.0
22578294 8.0
22601963 4.0
Name: sales, Length: 658, dtype: float64
948 204.0
12752 140.0
24185 132.0
35838 240.0
47952 284.0
...
22505488 164.0
22531321 92.0
22555167 68.0
22578295 132.0
22601964 92.0
Name: sales, Length: 1190, dtype: float64
949 160.0
12753 96.0
24186 44.0
35839 116.0
47953 120.0
...
22505489 56.0
22531322 40.0
22555168 52.0
22578296 80.0
22601965 60.0
Name: sales, Length: 1265, dtype: float64
950 12.0
12754 20.0
24187 36.0
35840 16.0
47954 36.0
...
22505490 20.0
22531323 12.0
22555169 12.0
22578297 20.0
22601966 8.0
Name: sales, Length: 1162, dtype: float64
951 52.0
12755 40.0
24188 20.0
35841 20.0
47955 80.0
...
22479763 24.0
22505491 4.0
22531324 12.0
22555170 4.0
22578298 4.0
Name: sales, Length: 1076, dtype: float64
952 8.0
12756 4.0
24189 4.0
35842 4.0
47956 4.0
...
22505492 20.0
22531325 8.0
22555171 24.0
22578299 12.0
22601967 4.0
Name: sales, Length: 946, dtype: float64
953 4.0
12757 8.0
24190 8.0
35843 8.0
47957 4.0
...
22408285 4.0
22455551 8.0
22479765 8.0
22505493 12.0
22601968 4.0
Name: sales, Length: 911, dtype: float64
954 36.0
12758 16.0
24191 28.0
35844 24.0
47958 28.0
...
22505494 52.0
22531326 28.0
22555172 28.0
22578300 20.0
22601969 16.0
Name: sales, Length: 1066, dtype: float64
955 8.0
12759 20.0
24192 12.0
35845 12.0
47959 12.0
...
22479767 16.0
22505495 12.0
22531327 4.0
22578301 12.0
22601970 12.0
Name: sales, Length: 1012, dtype: float64
956 100.0
12760 60.0
24193 40.0
35846 68.0
47960 68.0
...
22505496 76.0
22531328 36.0
22555173 40.0
22578302 36.0
22601971 16.0
Name: sales, Length: 1250, dtype: float64
957 64.0
12761 36.0
24194 52.0
35847 24.0
47961 24.0
...
22505497 12.0
22531329 32.0
22555174 28.0
22578303 64.0
22601972 20.0
Name: sales, Length: 1181, dtype: float64
958 44.0
12762 12.0
24195 28.0
35848 24.0
47962 32.0
...
22479770 16.0
22505498 4.0
22531330 8.0
22555175 8.0
22601973 8.0
Name: sales, Length: 1042, dtype: float64
959 4.0
12764 20.0
24197 16.0
35850 24.0
47964 8.0
...
22505499 24.0
22531331 16.0
22555176 12.0
22578304 40.0
22601975 8.0
Name: sales, Length: 896, dtype: float64
960 12.0
12765 8.0
24198 4.0
35851 40.0
47965 8.0
...
22479771 24.0
22531332 4.0
22555177 12.0
22578305 16.0
22601976 16.0
Name: sales, Length: 1026, dtype: float64
961 8.0
12766 12.0
24199 8.0
35852 12.0
47966 24.0
...
22479772 4.0
22505500 12.0
22531333 4.0
22555178 4.0
22578306 4.0
Name: sales, Length: 901, dtype: float64
962 84.0
12767 32.0
24200 4.0
35853 68.0
47967 88.0
...
22310106 12.0
22335710 12.0
22384692 8.0
22505501 20.0
22578307 4.0
Name: sales, Length: 1047, dtype: float64
963 60.0
12768 80.0
24201 24.0
35854 44.0
47968 204.0
...
22479773 8.0
22505502 24.0
22531334 4.0
22555179 28.0
22601977 20.0
Name: sales, Length: 1237, dtype: float64
964 44.0
12769 32.0
24202 32.0
35855 36.0
47969 36.0
...
22505503 24.0
22531335 20.0
22555180 12.0
22578308 4.0
22601978 20.0
Name: sales, Length: 1183, dtype: float64
965 64.0
12770 72.0
24203 36.0
35856 56.0
47970 60.0
...
22505504 84.0
22531336 64.0
22555181 36.0
22578309 40.0
22601979 20.0
Name: sales, Length: 1264, dtype: float64
966 116.0
12771 20.0
24204 28.0
35857 88.0
47971 224.0
...
22505505 28.0
22531337 4.0
22555182 20.0
22578310 16.0
22601980 24.0
Name: sales, Length: 1256, dtype: float64
967 56.0
12772 124.0
24205 12.0
35858 36.0
47972 60.0
...
22505506 12.0
22531338 12.0
22555183 20.0
22578311 4.0
22601981 12.0
Name: sales, Length: 1237, dtype: float64
968 28.0
12773 16.0
24206 12.0
35859 28.0
47973 16.0
...
22505507 52.0
22531339 24.0
22555184 16.0
22578312 16.0
22601982 24.0
Name: sales, Length: 1202, dtype: float64
969 44.0
12774 8.0
24207 36.0
35860 8.0
47974 32.0
...
22505508 36.0
22531340 28.0
22555185 28.0
22578313 4.0
22601983 8.0
Name: sales, Length: 1156, dtype: float64
970 60.0
12775 44.0
24208 28.0
35861 40.0
47975 80.0
...
22455564 40.0
22479780 12.0
22505509 12.0
22578314 16.0
22601984 28.0
Name: sales, Length: 1080, dtype: float64
971 40.0
12776 68.0
24209 44.0
35862 100.0
47976 112.0
...
22479781 40.0
22505510 40.0
22531341 12.0
22555186 36.0
22578315 8.0
Name: sales, Length: 1098, dtype: float64
972 8.0
82436 4.0
93842 36.0
104970 32.0
116457 12.0
...
22505511 16.0
22531342 8.0
22555187 28.0
22578316 4.0
22601985 36.0
Name: sales, Length: 997, dtype: float64
973 120.0
12777 156.0
24210 148.0
35863 100.0
47977 136.0
...
22505512 44.0
22531343 84.0
22555188 120.0
22578317 116.0
22601986 96.0
Name: sales, Length: 1229, dtype: float64
974 56.0
12778 36.0
24211 52.0
35864 36.0
47978 20.0
...
22505513 60.0
22531344 32.0
22555189 32.0
22578318 48.0
22601987 40.0
Name: sales, Length: 1241, dtype: float64
975 28.0
12779 376.0
24212 16.0
35865 24.0
47979 36.0
...
22479785 16.0
22505514 20.0
22531345 4.0
22578319 4.0
22601988 12.0
Name: sales, Length: 1047, dtype: float64
976 40.0
12780 44.0
24213 40.0
35866 40.0
47980 108.0
...
22479786 28.0
22505515 16.0
22531346 12.0
22578320 12.0
22601989 12.0
Name: sales, Length: 1006, dtype: float64
977 32.0
12781 24.0
24214 4.0
35867 16.0
47981 96.0
...
22505516 12.0
22531347 4.0
22555190 16.0
22578321 4.0
22601990 8.0
Name: sales, Length: 1052, dtype: float64
978 16.0
12782 24.0
24215 8.0
35868 28.0
47982 24.0
...
22432084 8.0
22455571 16.0
22479788 4.0
22578322 8.0
22601991 4.0
Name: sales, Length: 1129, dtype: float64
979 116.0
12783 60.0
24216 72.0
35869 76.0
47983 84.0
...
22505517 36.0
22531348 24.0
22555191 28.0
22578323 24.0
22601992 20.0
Name: sales, Length: 1242, dtype: float64
980 128.0
12784 60.0
24217 100.0
35870 128.0
47984 116.0
...
22505518 88.0
22531349 52.0
22555192 32.0
22578324 32.0
22601993 44.0
Name: sales, Length: 1249, dtype: float64
981 156.0
12785 124.0
24218 84.0
35871 132.0
47985 184.0
...
22505519 52.0
22531350 52.0
22555193 20.0
22578325 56.0
22601994 36.0
Name: sales, Length: 1255, dtype: float64
982 20.0
12786 4.0
24219 8.0
35872 24.0
47986 28.0
...
22408312 8.0
22432088 4.0
22479792 4.0
22505520 8.0
22531351 4.0
Name: sales, Length: 1016, dtype: float64
983 4.0
12787 8.0
24220 8.0
35873 8.0
47987 20.0
...
22360653 12.0
22384712 4.0
22408313 28.0
22455575 4.0
22479793 4.0
Name: sales, Length: 1040, dtype: float64
984 52.0
12788 44.0
24221 36.0
35874 36.0
47988 48.0
...
22505525 60.0
22531355 16.0
22555197 24.0
22578329 20.0
22601998 36.0
Name: sales, Length: 1244, dtype: float64
985 56.0
12790 28.0
24223 36.0
35876 36.0
47990 36.0
...
22505527 12.0
22531357 20.0
22555199 8.0
22578331 8.0
22602000 12.0
Name: sales, Length: 1024, dtype: float64
986 32.0
12791 24.0
24224 16.0
35877 32.0
47991 36.0
...
22505528 28.0
22531358 20.0
22555200 4.0
22578332 16.0
22602001 4.0
Name: sales, Length: 1213, dtype: float64
987 40.0
12792 12.0
24225 16.0
35878 40.0
47992 48.0
...
22505529 12.0
22531359 4.0
22555201 4.0
22578333 8.0
22602002 4.0
Name: sales, Length: 1093, dtype: float64
988 28.0
12793 24.0
24226 24.0
35879 12.0
47993 4.0
...
22505530 36.0
22531360 20.0
22555202 12.0
22578334 24.0
22602003 12.0
Name: sales, Length: 1016, dtype: float64
989 16.0
12794 20.0
24227 8.0
35880 24.0
47994 20.0
...
22505531 40.0
22531361 28.0
22555203 20.0
22578335 36.0
22602004 28.0
Name: sales, Length: 1209, dtype: float64
990 36.0
12795 36.0
24228 24.0
35881 12.0
47995 16.0
...
22505532 8.0
22531362 32.0
22555204 36.0
22578336 40.0
22602005 20.0
Name: sales, Length: 1213, dtype: float64
991 20.0
12796 4.0
24229 12.0
35882 8.0
47996 4.0
...
22505533 52.0
22531363 4.0
22555205 24.0
22578337 20.0
22602006 8.0
Name: sales, Length: 982, dtype: float64
992 28.0
12797 64.0
24230 48.0
35883 48.0
47997 32.0
...
22455590 4.0
22479807 4.0
22531365 4.0
22578339 4.0
22602008 8.0
Name: sales, Length: 1063, dtype: float64
993 32.0
12798 24.0
24231 8.0
35884 24.0
47998 28.0
...
22432103 4.0
22455591 4.0
22479808 8.0
22555207 12.0
22602009 4.0
Name: sales, Length: 1036, dtype: float64
994 108.0
12799 76.0
24232 40.0
35885 72.0
48000 56.0
...
22505536 68.0
22531367 32.0
22555208 60.0
22578340 68.0
22602011 48.0
Name: sales, Length: 1237, dtype: float64
995 80.0
12800 32.0
24233 32.0
35886 36.0
48001 40.0
...
22505537 76.0
22531368 72.0
22555209 80.0
22578341 76.0
22602012 48.0
Name: sales, Length: 1201, dtype: float64
996 28.0
12801 72.0
24234 28.0
35887 36.0
48002 36.0
...
22505538 32.0
22531369 28.0
22555210 20.0
22578342 12.0
22602013 20.0
Name: sales, Length: 1241, dtype: float64
997 8.0
12802 8.0
24235 16.0
35888 20.0
48003 12.0
...
22505539 12.0
22531370 8.0
22555211 16.0
22578343 16.0
22602014 12.0
Name: sales, Length: 1106, dtype: float64
998 52.0
12803 16.0
24236 44.0
35889 44.0
48004 36.0
...
22505540 84.0
22531371 80.0
22555212 88.0
22578344 56.0
22602015 28.0
Name: sales, Length: 1259, dtype: float64
999 12.0
12804 4.0
24237 8.0
35890 36.0
48005 4.0
...
22505541 52.0
22531372 28.0
22555213 20.0
22578345 44.0
22602016 28.0
Name: sales, Length: 1144, dtype: float64
1000 72.0
12805 4.0
24238 16.0
35891 28.0
48006 44.0
...
22505542 52.0
22531373 36.0
22555214 24.0
22578346 40.0
22602017 56.0
Name: sales, Length: 1262, dtype: float64
1001 8.0
24239 8.0
35892 12.0
48007 8.0
59912 4.0
...
21999239 24.0
22048652 12.0
22071917 12.0
22118387 12.0
22142028 8.0
Name: sales, Length: 954, dtype: float64
1002 168.0
12806 100.0
24240 124.0
35893 228.0
48008 164.0
...
22505543 60.0
22531374 36.0
22555215 56.0
22578347 80.0
22602018 36.0
Name: sales, Length: 1264, dtype: float64
1003 156.0
12807 112.0
24241 104.0
35894 188.0
48009 188.0
...
22505544 128.0
22531375 68.0
22555216 52.0
22578348 72.0
22602019 28.0
Name: sales, Length: 1263, dtype: float64
1004 148.0
12808 84.0
24242 96.0
35895 164.0
48010 188.0
...
22505545 96.0
22531376 40.0
22555217 32.0
22578349 52.0
22602020 36.0
Name: sales, Length: 1254, dtype: float64
1005 24.0
12809 36.0
24243 84.0
35896 52.0
48011 48.0
...
22505546 4.0
22531377 8.0
22555218 8.0
22578350 8.0
22602021 8.0
Name: sales, Length: 1202, dtype: float64
1006 140.0
12810 84.0
35897 76.0
48012 92.0
59917 24.0
...
22505547 20.0
22531378 20.0
22555219 16.0
22578351 32.0
22602022 36.0
Name: sales, Length: 1216, dtype: float64
1007 8.0
24244 4.0
35898 12.0
48013 16.0
59918 24.0
...
22479822 8.0
22505548 8.0
22531379 16.0
22555220 4.0
22578352 12.0
Name: sales, Length: 935, dtype: float64
1008 268.0
12812 276.0
24246 168.0
35899 364.0
48014 296.0
...
22505554 224.0
22531385 88.0
22555226 100.0
22578358 84.0
22602028 84.0
Name: sales, Length: 1269, dtype: float64
1009 100.0
12813 84.0
24247 104.0
35900 104.0
48015 144.0
...
22505555 64.0
22531386 28.0
22555227 8.0
22578359 20.0
22602029 24.0
Name: sales, Length: 1255, dtype: float64
1010 28.0
12814 24.0
24249 12.0
35902 28.0
48017 32.0
...
22505557 48.0
22531387 32.0
22555228 24.0
22578360 24.0
22602030 16.0
Name: sales, Length: 1211, dtype: float64
1011 104.0
12815 216.0
24250 112.0
35903 188.0
48018 168.0
...
21557797 140.0
21581947 268.0
21605523 444.0
21630166 388.0
21656032 140.0
Name: sales, Length: 1222, dtype: float64
1012 32.0
12816 76.0
24251 160.0
35904 184.0
59923 20.0
...
22505558 20.0
22531388 16.0
22555229 56.0
22578361 28.0
22602031 36.0
Name: sales, Length: 1005, dtype: float64
1013 36.0
12817 68.0
24252 108.0
35905 100.0
59924 36.0
...
22505559 28.0
22531389 16.0
22555230 16.0
22578362 36.0
22602032 16.0
Name: sales, Length: 1057, dtype: float64
1014 24.0
12818 20.0
24253 56.0
35906 116.0
59925 12.0
...
22505560 8.0
22531390 24.0
22555231 28.0
22578363 12.0
22602033 4.0
Name: sales, Length: 1024, dtype: float64
1015 72.0
12819 36.0
24254 72.0
35907 56.0
48019 68.0
...
22505561 12.0
22531391 24.0
22555232 8.0
22578364 24.0
22602034 20.0
Name: sales, Length: 1243, dtype: float64
1016 16.0
12820 4.0
24255 16.0
35908 4.0
48020 16.0
...
22479836 12.0
22505562 12.0
22531392 4.0
22555233 12.0
22578365 4.0
Name: sales, Length: 927, dtype: float64
1017 8.0
12821 4.0
24256 4.0
35909 4.0
71225 4.0
...
22479837 8.0
22505563 8.0
22531393 8.0
22578366 4.0
22602035 4.0
Name: sales, Length: 948, dtype: float64
1018 8.0
12822 16.0
24257 4.0
35910 16.0
48021 12.0
...
22479838 4.0
22505564 24.0
22531394 4.0
22555234 20.0
22602036 24.0
Name: sales, Length: 993, dtype: float64
1019 4.0
12823 4.0
24258 8.0
35911 8.0
48022 24.0
...
22360698 12.0
22408356 16.0
22432129 24.0
22455617 8.0
22602037 12.0
Name: sales, Length: 949, dtype: float64
1020 36.0
12824 44.0
48025 4.0
105019 12.0
116507 20.0
...
22479840 12.0
22505566 12.0
22531396 32.0
22578368 16.0
22602038 16.0
Name: sales, Length: 1006, dtype: float64
1021 12.0
12825 48.0
24260 16.0
35914 12.0
48026 16.0
...
22479841 4.0
22505567 24.0
22531397 12.0
22555235 8.0
22602039 28.0
Name: sales, Length: 892, dtype: float64
1022 36.0
12826 4.0
24261 8.0
35915 16.0
48027 20.0
...
22505568 44.0
22531398 20.0
22555236 8.0
22578369 36.0
22602040 36.0
Name: sales, Length: 1181, dtype: float64
1023 124.0
12828 88.0
24262 88.0
35916 124.0
48029 128.0
...
22505569 96.0
22531399 36.0
22555237 68.0
22578370 84.0
22602041 52.0
Name: sales, Length: 1243, dtype: float64
1024 284.000
12829 267.460
24263 294.548
35917 157.308
48030 291.116
...
22505572 179.376
22531402 193.236
22555240 181.500
22578373 186.524
22602044 219.040
Name: sales, Length: 1253, dtype: float64
1025 28.0
12830 16.0
24264 32.0
35918 16.0
48031 44.0
...
22505575 44.0
22531405 40.0
22555243 28.0
22578375 48.0
22602047 32.0
Name: sales, Length: 1267, dtype: float64
1026 40.0
12831 16.0
24265 20.0
35919 52.0
48032 72.0
...
22505576 20.0
22531406 28.0
22555244 64.0
22578376 8.0
22602048 20.0
Name: sales, Length: 1099, dtype: float64
1027 44.0
12832 24.0
24266 44.0
35920 40.0
48033 72.0
...
22505577 28.0
22531407 12.0
22555245 4.0
22578377 8.0
22602049 20.0
Name: sales, Length: 1248, dtype: float64
1028 52.0
35922 4.0
48035 24.0
59938 4.0
71237 16.0
...
22142067 8.0
22167065 4.0
22192193 8.0
22238816 20.0
22310186 4.0
Name: sales, Length: 678, dtype: float64
1029 70.868
12833 49.816
24267 41.008
35923 8.100
48036 81.212
...
22505578 65.468
22531409 33.448
22555246 63.416
22578378 25.808
22602050 44.720
Name: sales, Length: 1248, dtype: float64
1030 64.136
12834 27.928
24268 35.644
35924 25.832
48037 65.216
...
22505579 31.592
22531410 34.284
22555247 26.720
22578379 37.136
22602051 26.732
Name: sales, Length: 1241, dtype: float64
1031 28.0
12835 44.0
24269 12.0
35925 20.0
59941 4.0
...
22384769 8.0
22432146 28.0
22455635 4.0
22578380 8.0
22602052 4.0
Name: sales, Length: 1064, dtype: float64
1032 152.0
12837 84.0
24271 100.0
35927 152.0
48039 204.0
...
22505581 72.0
22531412 76.0
22555249 148.0
22578382 116.0
22602053 164.0
Name: sales, Length: 1269, dtype: float64
1033 40.0
35929 8.0
48041 16.0
59945 32.0
71244 4.0
...
22215719 28.0
22238822 4.0
22310192 12.0
22335790 28.0
22578383 4.0
Name: sales, Length: 937, dtype: float64
1034 92.0
12838 16.0
24272 20.0
35930 20.0
48042 24.0
...
22505582 116.0
22531413 8.0
22555250 8.0
22578384 24.0
22602054 36.0
Name: sales, Length: 1169, dtype: float64
1035 112.0
12839 56.0
24273 188.0
35932 388.0
59948 80.0
...
22505584 232.0
22531414 124.0
22555252 132.0
22578386 148.0
22602055 168.0
Name: sales, Length: 1062, dtype: float64
1036 92.0
12840 144.0
24274 208.0
35933 268.0
59949 72.0
...
22505585 160.0
22531415 84.0
22555253 60.0
22578387 100.0
22602056 92.0
Name: sales, Length: 1072, dtype: float64
1037 4.0
35935 4.0
48044 4.0
140515 12.0
209949 4.0
...
22310197 4.0
22360721 4.0
22384775 4.0
22408378 4.0
22505587 4.0
Name: sales, Length: 478, dtype: float64
1038 4.0
48045 4.0
71250 4.0
116526 12.0
128538 4.0
...
22095645 8.0
22142076 8.0
22285936 4.0
22384776 4.0
22455640 4.0
Name: sales, Length: 493, dtype: float64
1039 12.0
48046 20.0
82502 4.0
93909 4.0
116527 8.0
...
21999284 8.0
22048692 4.0
22095646 8.0
22142077 4.0
22310198 4.0
Name: sales, Length: 386, dtype: float64
1040 48.0
12843 44.0
24277 24.0
35938 44.0
48050 56.0
...
22479864 12.0
22505590 12.0
22531418 16.0
22555255 12.0
22578391 32.0
Name: sales, Length: 1250, dtype: float64
1041 24.0
12844 36.0
24278 28.0
35939 36.0
48051 52.0
...
22360724 4.0
22384781 8.0
22408381 16.0
22479865 12.0
22505591 8.0
Name: sales, Length: 1193, dtype: float64
1042 8.0
12845 8.0
24279 8.0
35941 28.0
48053 12.0
...
22505593 24.0
22531420 36.0
22555256 4.0
22578393 48.0
22602059 8.0
Name: sales, Length: 1188, dtype: float64
1043 4.0
48054 12.0
59957 8.0
71256 12.0
82508 4.0
...
22505594 16.0
22531421 28.0
22555257 24.0
22578394 32.0
22602060 28.0
Name: sales, Length: 1115, dtype: float64
1044 24.0
12846 48.0
24280 16.0
35942 36.0
48055 36.0
...
22505595 12.0
22531422 16.0
22555258 16.0
22578395 8.0
22602061 4.0
Name: sales, Length: 1159, dtype: float64
1045 24.0
12847 16.0
24281 16.0
35943 16.0
48056 44.0
...
22505596 20.0
22531423 12.0
22555259 4.0
22578396 12.0
22602062 8.0
Name: sales, Length: 1110, dtype: float64
1046 28.0
12848 40.0
24282 40.0
35944 40.0
48057 64.0
...
22505597 44.0
22531424 48.0
22555260 12.0
22578397 80.0
22602063 8.0
Name: sales, Length: 1244, dtype: float64
1047 40.0
12849 96.0
24283 72.0
35945 40.0
48058 144.0
...
22505598 16.0
22531425 28.0
22555261 64.0
22578398 36.0
22602064 52.0
Name: sales, Length: 938, dtype: float64
1048 72.0
12851 68.0
24285 24.0
35947 52.0
48060 68.0
...
22505603 28.0
22531429 12.0
22555266 16.0
22578402 36.0
22602070 12.0
Name: sales, Length: 1199, dtype: float64
1049 12.0
12852 4.0
24286 16.0
35948 4.0
48061 16.0
...
22505604 40.0
22531430 16.0
22555267 20.0
22578403 20.0
22602071 24.0
Name: sales, Length: 1155, dtype: float64
1050 92.0
12853 40.0
24287 24.0
35949 52.0
48062 80.0
...
22505605 52.0
22531431 32.0
22555268 16.0
22578404 20.0
22602072 36.0
Name: sales, Length: 1184, dtype: float64
1051 32.0
12854 8.0
24288 28.0
35950 40.0
59967 8.0
...
22505606 24.0
22531432 8.0
22555269 12.0
22578405 8.0
22602073 8.0
Name: sales, Length: 922, dtype: float64
1052 36.0
12855 8.0
24289 4.0
35951 24.0
48063 40.0
...
22479881 32.0
22505607 64.0
22531433 4.0
22578406 32.0
22602074 40.0
Name: sales, Length: 1127, dtype: float64
1053 15.324
12856 20.664
24290 28.124
35952 23.204
48064 6.836
...
22505608 24.400
22531434 6.932
22555270 24.944
22578407 28.668
22602075 2.744
Name: sales, Length: 1238, dtype: float64
1054 304.0
12857 260.0
24291 176.0
35953 248.0
48065 364.0
...
22505609 344.0
22531435 196.0
22555271 188.0
22578408 176.0
22602076 172.0
Name: sales, Length: 1267, dtype: float64
1055 12.0
12858 16.0
24292 12.0
35954 8.0
48066 32.0
...
21901231 4.0
21999307 4.0
22142096 4.0
22192218 8.0
22360741 4.0
Name: sales, Length: 622, dtype: float64
1056 8.0
12859 12.0
24293 4.0
48067 24.0
71269 8.0
...
21110682 4.0
21285420 4.0
21581996 4.0
21901232 4.0
22310222 4.0
Name: sales, Length: 560, dtype: float64
1057 12.0
12860 20.0
24294 4.0
35955 16.0
48068 12.0
...
22505610 36.0
22531436 12.0
22555272 8.0
22578409 16.0
22602077 8.0
Name: sales, Length: 1212, dtype: float64
1058 116.0
12861 100.0
24295 108.0
35956 112.0
48069 144.0
...
22505611 60.0
22531437 48.0
22555273 48.0
22578410 44.0
22602078 44.0
Name: sales, Length: 1173, dtype: float64
1059 16.0
12862 72.0
24296 24.0
35957 84.0
48070 56.0
...
22505612 48.0
22531438 64.0
22555274 40.0
22578411 72.0
22602079 28.0
Name: sales, Length: 1259, dtype: float64
1060 44.0
12863 48.0
24297 44.0
35958 68.0
48071 68.0
...
22505613 40.0
22531439 28.0
22555275 12.0
22578412 28.0
22602080 4.0
Name: sales, Length: 1233, dtype: float64
1061 188.0
12864 144.0
24298 132.0
35959 208.0
48072 92.0
...
22505614 304.0
22531440 232.0
22555276 232.0
22578413 136.0
22602081 88.0
Name: sales, Length: 1241, dtype: float64
1062 168.0
12865 44.0
24299 20.0
35960 56.0
48073 64.0
...
22505615 32.0
22531441 4.0
22555277 20.0
22578414 44.0
22602082 28.0
Name: sales, Length: 1259, dtype: float64
1063 68.0
12866 52.0
24300 36.0
35961 32.0
48074 72.0
...
22505616 48.0
22531442 48.0
22555278 12.0
22578415 28.0
22602083 32.0
Name: sales, Length: 1262, dtype: float64
1064 88.0
12867 88.0
24301 48.0
35962 48.0
48075 36.0
...
22505617 44.0
22531443 44.0
22555279 20.0
22578416 44.0
22602084 32.0
Name: sales, Length: 1267, dtype: float64
1065 8.0
12868 20.0
24302 40.0
35963 44.0
48076 36.0
...
22505618 12.0
22531444 16.0
22555280 12.0
22578417 8.0
22602085 8.0
Name: sales, Length: 1165, dtype: float64
1066 104.0
12869 72.0
24303 100.0
35964 124.0
48077 156.0
...
22505619 140.0
22531445 84.0
22555281 76.0
22578418 116.0
22602086 80.0
Name: sales, Length: 1266, dtype: float64
1067 72.0
12870 44.0
35965 8.0
48078 32.0
59981 12.0
...
22505620 56.0
22531446 32.0
22555282 16.0
22578419 36.0
22602087 28.0
Name: sales, Length: 1238, dtype: float64
1068 52.0
12871 44.0
24304 24.0
35966 20.0
48079 32.0
...
22505621 76.0
22531447 32.0
22555283 44.0
22578420 32.0
22602088 4.0
Name: sales, Length: 1226, dtype: float64
1069 80.0
12872 32.0
24305 32.0
35967 40.0
48080 48.0
...
22505622 60.0
22531448 60.0
22555284 20.0
22578421 24.0
22602089 28.0
Name: sales, Length: 1244, dtype: float64
1070 12.0
12873 32.0
24306 4.0
35968 24.0
48081 48.0
...
22505623 32.0
22531449 20.0
22555285 16.0
22578422 16.0
22602090 16.0
Name: sales, Length: 1229, dtype: float64
1071 32.0
12874 32.0
24307 32.0
35969 28.0
48082 60.0
...
22505624 76.0
22531450 16.0
22555286 32.0
22578423 20.0
22602091 16.0
Name: sales, Length: 1168, dtype: float64
1072 16.0
12875 32.0
24308 12.0
35970 36.0
48083 16.0
...
22505625 68.0
22531451 20.0
22555287 24.0
22578424 32.0
22602092 32.0
Name: sales, Length: 1154, dtype: float64
1073 112.0
12876 96.0
24309 52.0
35971 108.0
48084 80.0
...
22505627 52.0
22531453 80.0
22555289 52.0
22578426 88.0
22602094 52.0
Name: sales, Length: 1270, dtype: float64
1074 164.0
12879 60.0
24312 196.0
35974 220.0
48086 232.0
...
22310242 296.0
22335834 220.0
22360761 120.0
22384819 28.0
22432193 12.0
Name: sales, Length: 1245, dtype: float64
1075 144.0
12880 164.0
24313 96.0
35975 268.0
48087 272.0
...
22360762 140.0
22384820 152.0
22408416 188.0
22432194 136.0
22455681 108.0
Name: sales, Length: 1254, dtype: float64
1076 1932.0
12881 1544.0
24314 1660.0
35976 1764.0
48088 2268.0
...
22505630 2228.0
22531455 2272.0
22555291 2244.0
22578429 2412.0
22602096 1252.0
Name: sales, Length: 1270, dtype: float64
1077 84.0
12882 116.0
24315 100.0
35977 216.0
48089 168.0
...
22505631 200.0
22531456 136.0
22555292 32.0
22578430 40.0
22602097 152.0
Name: sales, Length: 1262, dtype: float64
1078 164.0
12883 124.0
24316 184.0
35978 344.0
48090 184.0
...
22505632 496.0
22531457 264.0
22555293 260.0
22578431 308.0
22602098 340.0
Name: sales, Length: 1257, dtype: float64
1079 48.0
12884 60.0
24317 60.0
35979 116.0
48091 72.0
...
22505633 256.0
22531458 216.0
22555294 88.0
22578432 140.0
22602099 128.0
Name: sales, Length: 795, dtype: float64
1080 304.0
12885 248.0
24318 184.0
35980 300.0
48092 216.0
...
22479907 660.0
22505634 176.0
22531459 420.0
22555295 88.0
22602100 144.0
Name: sales, Length: 1267, dtype: float64
1081 100.0
12886 12.0
24319 28.0
35981 24.0
48093 40.0
...
21876317 20.0
21901256 36.0
21925629 28.0
21949370 8.0
22192239 4.0
Name: sales, Length: 721, dtype: float64
1082 656.0
12887 420.0
24320 456.0
35982 536.0
48094 588.0
...
22505635 360.0
22531460 284.0
22555296 212.0
22578433 252.0
22602101 260.0
Name: sales, Length: 1251, dtype: float64
1083 20.0
12888 8.0
24321 16.0
35983 36.0
48095 12.0
...
21557875 36.0
21582024 16.0
21605603 28.0
21630247 20.0
21656110 4.0
Name: sales, Length: 1105, dtype: float64
1084 24.0
12889 8.0
24322 28.0
35984 76.0
48096 76.0
...
21016449 8.0
21039726 4.0
21063421 16.0
21086306 16.0
21999332 4.0
Name: sales, Length: 1032, dtype: float64
1085 164.0
12890 80.0
24323 68.0
35985 148.0
48097 80.0
...
21557876 20.0
21582025 8.0
21605604 24.0
22024894 4.0
22262502 4.0
Name: sales, Length: 1147, dtype: float64
1086 32.0
12891 24.0
24324 16.0
35987 84.0
48099 44.0
...
21483576 8.0
21509778 24.0
21534152 8.0
21681991 4.0
21706099 8.0
Name: sales, Length: 974, dtype: float64
1087 28.0
12892 16.0
24325 40.0
35988 40.0
48100 32.0
...
21582027 4.0
21605606 8.0
21630249 4.0
21729300 120.0
21752866 72.0
Name: sales, Length: 1129, dtype: float64
1088 20.0
12893 32.0
24326 20.0
35989 32.0
48101 28.0
...
21706100 8.0
21729301 12.0
21752867 16.0
21776153 28.0
21801683 12.0
Name: sales, Length: 1148, dtype: float64
1089 12.0
12894 24.0
24327 16.0
35990 8.0
48103 8.0
...
21483580 8.0
21582029 8.0
21706101 4.0
21752868 28.0
21776154 8.0
Name: sales, Length: 897, dtype: float64
1090 24.0
12895 56.0
24328 24.0
35991 36.0
48104 24.0
...
21630252 28.0
21656113 8.0
21681993 4.0
21706102 12.0
21776155 76.0
Name: sales, Length: 1166, dtype: float64
1091 12.0
12896 20.0
24329 20.0
35992 40.0
48105 48.0
...
21509783 72.0
21534157 20.0
21557880 4.0
21582031 20.0
21630253 24.0
Name: sales, Length: 1064, dtype: float64
1092 64.0
12897 36.0
24330 36.0
35993 64.0
48106 72.0
...
22192241 8.0
22360769 24.0
22432201 4.0
22455688 16.0
22479909 4.0
Name: sales, Length: 1200, dtype: float64
1093 8.0
12898 12.0
24331 4.0
35994 12.0
48107 12.0
...
21630255 4.0
21656115 4.0
21729302 8.0
21752869 8.0
21776156 8.0
Name: sales, Length: 968, dtype: float64
1094 40.0
12899 20.0
24332 64.0
35995 92.0
48108 24.0
...
22167116 8.0
22262503 4.0
22360770 20.0
22479910 24.0
22505636 8.0
Name: sales, Length: 1197, dtype: float64
1095 60.0
12900 16.0
24333 16.0
35996 56.0
48109 40.0
...
21729304 24.0
21752870 24.0
21776158 32.0
21801684 80.0
21826745 24.0
Name: sales, Length: 1173, dtype: float64
1096 20.0
12901 28.0
35997 40.0
48110 16.0
60011 24.0
...
21901257 12.0
21925630 16.0
21973794 12.0
21999333 16.0
22024896 16.0
Name: sales, Length: 873, dtype: float64
1097 144.0
12902 84.0
24334 100.0
35998 92.0
48111 172.0
...
21999334 240.0
22024897 124.0
22048737 20.0
22072007 12.0
22262504 4.0
Name: sales, Length: 1208, dtype: float64
1098 92.0
140579 36.0
151792 20.0
163087 24.0
174742 12.0
...
22024898 132.0
22048738 132.0
22072008 28.0
22095686 20.0
22118467 48.0
Name: sales, Length: 1145, dtype: float64
1099 204.0
12903 152.0
24335 280.0
35999 272.0
48112 420.0
...
22072009 40.0
22285986 4.0
22505637 28.0
22531461 20.0
22602102 12.0
Name: sales, Length: 1244, dtype: float64
1100 192.0
12904 96.0
24336 80.0
36000 168.0
48113 136.0
...
22024900 148.0
22048740 88.0
22072010 72.0
22095687 40.0
22118468 36.0
Name: sales, Length: 1230, dtype: float64
1101 112.0
12905 108.0
24337 52.0
36001 128.0
48114 112.0
...
22048741 64.0
22072011 60.0
22095688 100.0
22118469 80.0
22142120 64.0
Name: sales, Length: 1241, dtype: float64
1102 120.0
12906 140.0
24338 32.0
36002 136.0
48115 96.0
...
22072012 40.0
22095689 60.0
22118470 60.0
22142121 200.0
22167117 108.0
Name: sales, Length: 1242, dtype: float64
1103 68.0
12907 48.0
24339 72.0
36003 92.0
48116 108.0
...
22072013 96.0
22095690 24.0
22118471 40.0
22142122 88.0
22167118 12.0
Name: sales, Length: 1156, dtype: float64
1104 152.0
12908 84.0
24340 76.0
36004 164.0
48117 212.0
...
22142123 140.0
22167119 168.0
22192242 56.0
22215765 4.0
22262505 4.0
Name: sales, Length: 1252, dtype: float64
1105 116.0
12909 12.0
24341 72.0
36005 44.0
48118 84.0
...
22048745 136.0
22072015 128.0
22095692 60.0
22118473 44.0
22142124 84.0
Name: sales, Length: 1167, dtype: float64
1106 96.0
12910 44.0
24342 72.0
36006 96.0
48119 160.0
...
22072016 56.0
22095693 104.0
22118474 108.0
22142125 100.0
22167120 84.0
Name: sales, Length: 1215, dtype: float64
1107 56.0
12911 36.0
24343 60.0
36007 100.0
48120 116.0
...
22142126 140.0
22167121 204.0
22192243 20.0
22215766 16.0
22238874 72.0
Name: sales, Length: 1233, dtype: float64
1108 156.0
12912 144.0
24344 64.0
36008 160.0
48121 196.0
...
22048748 148.0
22072018 200.0
22095695 100.0
22118476 148.0
22142127 16.0
Name: sales, Length: 1247, dtype: float64
1109 208.0
12913 124.0
24345 156.0
36009 256.0
48122 204.0
...
22167122 36.0
22262506 4.0
22310250 4.0
22578434 40.0
22602103 104.0
Name: sales, Length: 1256, dtype: float64
1110 4.0
12914 16.0
24346 4.0
36010 4.0
48123 8.0
...
21384742 4.0
21509802 8.0
22024911 12.0
22360771 4.0
22602104 4.0
Name: sales, Length: 382, dtype: float64
1111 12.0
12915 40.0
24347 44.0
36011 4.0
71324 8.0
...
22505639 76.0
22531463 56.0
22555297 36.0
22578435 28.0
22602105 36.0
Name: sales, Length: 1233, dtype: float64
1112 156.0
12916 52.0
24348 52.0
36012 128.0
48124 144.0
...
22505640 184.0
22531464 136.0
22555298 104.0
22578436 204.0
22602106 52.0
Name: sales, Length: 1252, dtype: float64
1113 180.0
12917 140.0
24350 108.0
36014 220.0
48126 88.0
...
22505641 84.0
22531466 36.0
22555299 36.0
22578437 36.0
22602107 56.0
Name: sales, Length: 1195, dtype: float64
1114 56.0
12918 116.0
24351 60.0
36015 80.0
48127 116.0
...
22505642 76.0
22531467 56.0
22555300 32.0
22578438 60.0
22602108 52.0
Name: sales, Length: 1260, dtype: float64
1115 8.0
12919 24.0
36016 16.0
48128 8.0
60028 16.0
...
22432205 8.0
22479917 12.0
22505643 16.0
22531468 20.0
22555301 4.0
Name: sales, Length: 885, dtype: float64
1116 16.0
12920 20.0
24352 40.0
36017 16.0
48129 32.0
...
22505644 28.0
22531469 36.0
22555302 12.0
22578439 16.0
22602109 20.0
Name: sales, Length: 1171, dtype: float64
1117 152.0
12921 96.0
24353 56.0
36018 68.0
48130 112.0
...
22505645 96.0
22531470 112.0
22555303 52.0
22578440 100.0
22602110 48.0
Name: sales, Length: 1267, dtype: float64
1118 16.0
12922 12.0
24354 8.0
36019 12.0
48131 24.0
...
22479920 4.0
22505646 12.0
22531471 12.0
22555304 12.0
22578441 12.0
Name: sales, Length: 1138, dtype: float64
1119 24.0
12924 44.0
24356 20.0
36021 48.0
48133 32.0
...
22072028 8.0
22095707 4.0
22118488 12.0
22142140 20.0
22167133 8.0
Name: sales, Length: 1041, dtype: float64
1120 4.0
12925 4.0
24357 4.0
36022 16.0
48134 20.0
...
22479922 8.0
22505648 24.0
22531473 12.0
22578443 8.0
22602112 4.0
Name: sales, Length: 927, dtype: float64
1121 31.608
12926 35.108
24358 67.704
36023 99.896
48135 81.456
...
22505649 50.028
22531474 12.216
22555306 14.848
22578444 21.712
22602113 17.344
Name: sales, Length: 1207, dtype: float64
1122 28.0
24359 12.0
36024 8.0
48136 128.0
60034 20.0
...
20967417 12.0
21039763 4.0
21360991 28.0
21384754 20.0
21557908 4.0
Name: sales, Length: 969, dtype: float64
1123 64.0
12927 12.0
24360 16.0
36025 32.0
48137 52.0
...
21311724 16.0
21336627 12.0
21360992 24.0
21384755 20.0
21409162 20.0
Name: sales, Length: 974, dtype: float64
1124 120.0
12928 60.0
24361 64.0
36026 56.0
48138 92.0
...
22505650 48.0
22531475 56.0
22555307 44.0
22578445 12.0
22602114 4.0
Name: sales, Length: 1212, dtype: float64
1125 448.0
12929 352.0
24362 216.0
36027 572.0
48139 828.0
...
22505651 236.0
22531476 172.0
22555308 128.0
22578446 56.0
22602115 184.0
Name: sales, Length: 1240, dtype: float64
1126 460.0
12930 292.0
24363 220.0
36028 344.0
48140 596.0
...
22505652 36.0
22531477 68.0
22555309 52.0
22578447 36.0
22602116 192.0
Name: sales, Length: 1245, dtype: float64
1127 88.0
12931 96.0
24364 72.0
36029 64.0
48141 96.0
...
22505653 36.0
22531478 16.0
22555310 12.0
22578448 16.0
22602117 12.0
Name: sales, Length: 1164, dtype: float64
1128 56.0
12932 24.0
24365 28.0
36030 44.0
48142 76.0
...
22505654 8.0
22531479 4.0
22555311 8.0
22578449 4.0
22602118 28.0
Name: sales, Length: 1140, dtype: float64
1129 36.0
12933 20.0
24366 52.0
36031 64.0
48143 72.0
...
22505655 88.0
22531480 120.0
22555312 64.0
22578450 28.0
22602119 44.0
Name: sales, Length: 1226, dtype: float64
1130 364.0
12934 396.0
24368 440.0
36032 848.0
48145 1292.0
...
22505658 68.0
22531482 56.0
22555314 12.0
22578453 40.0
22602121 88.0
Name: sales, Length: 1249, dtype: float64
1131 4.0
12935 4.0
36033 8.0
71344 4.0
82600 4.0
...
22238894 4.0
22262524 4.0
22479933 12.0
22505659 8.0
22602122 4.0
Name: sales, Length: 587, dtype: float64
1132 28.0
12936 44.0
24369 32.0
36034 24.0
48146 44.0
...
22455709 16.0
22479934 8.0
22505660 36.0
22555315 12.0
22602123 4.0
Name: sales, Length: 1050, dtype: float64
1133 124.0
12937 32.0
24370 152.0
36035 148.0
48147 112.0
...
22505661 52.0
22531483 76.0
22555316 32.0
22578454 60.0
22602124 36.0
Name: sales, Length: 1224, dtype: float64
1134 4.0
12938 4.0
48148 16.0
60046 24.0
82603 4.0
...
22479936 28.0
22505662 8.0
22531484 16.0
22555317 8.0
22578455 12.0
Name: sales, Length: 1110, dtype: float64
1135 16.0
12939 20.0
24371 4.0
36036 8.0
48149 8.0
...
22455712 8.0
22479937 24.0
22505663 16.0
22555318 4.0
22578456 12.0
Name: sales, Length: 1036, dtype: float64
1136 12.0
12940 8.0
36037 12.0
48151 4.0
60049 4.0
...
22479939 8.0
22505665 4.0
22531486 4.0
22578457 8.0
22602126 4.0
Name: sales, Length: 961, dtype: float64
1137 32.0
12941 36.0
24373 20.0
36039 8.0
48152 16.0
...
22072045 16.0
22095722 16.0
22142156 4.0
22167149 36.0
22192268 8.0
Name: sales, Length: 1022, dtype: float64
1138 4.0
12942 4.0
36040 20.0
48153 28.0
60053 12.0
...
22432226 12.0
22479941 4.0
22505667 8.0
22555321 4.0
22602127 8.0
Name: sales, Length: 591, dtype: float64
1139 4.0
12943 4.0
24376 4.0
36042 4.0
48155 8.0
...
22455715 4.0
22479944 4.0
22505669 8.0
22531488 8.0
22555323 8.0
Name: sales, Length: 745, dtype: float64
1140 8.0
24377 16.0
36043 52.0
94013 16.0
116636 40.0
...
22479945 8.0
22531489 4.0
22555324 4.0
22578458 24.0
22602129 8.0
Name: sales, Length: 726, dtype: float64
1141 60.0
12944 56.0
24379 80.0
36045 24.0
48156 68.0
...
22505670 28.0
22531490 44.0
22555325 28.0
22578459 32.0
22602130 20.0
Name: sales, Length: 1140, dtype: float64
1142 208.0
12946 136.0
24381 120.0
36047 104.0
48158 120.0
...
22505672 20.0
22531492 32.0
22555327 16.0
22578461 12.0
22602132 12.0
Name: sales, Length: 1032, dtype: float64
1143 8.0
12947 12.0
36048 24.0
48159 20.0
60057 4.0
...
22479949 28.0
22505673 48.0
22531493 52.0
22555328 32.0
22578462 4.0
Name: sales, Length: 894, dtype: float64
1144 16.0
24382 8.0
71361 8.0
82616 8.0
105143 12.0
...
22505674 8.0
22531494 4.0
22555329 8.0
22578463 4.0
22602133 4.0
Name: sales, Length: 923, dtype: float64
1145 52.0
12949 52.0
24384 88.0
36050 100.0
48161 84.0
...
22505675 56.0
22531495 44.0
22555330 52.0
22578464 24.0
22602134 36.0
Name: sales, Length: 1270, dtype: float64
1146 316.0
12950 204.0
24385 236.0
36051 268.0
48162 316.0
...
22505676 272.0
22531496 172.0
22555331 132.0
22578465 140.0
22602135 80.0
Name: sales, Length: 1270, dtype: float64
1147 4.0
71365 4.0
186148 12.0
222147 4.0
244767 4.0
...
22360807 4.0
22479953 4.0
22505677 4.0
22531497 4.0
22578466 4.0
Name: sales, Length: 442, dtype: float64
1148 348.0
12951 288.0
24386 204.0
36052 240.0
48163 364.0
...
22505678 252.0
22531498 160.0
22555332 148.0
22578467 188.0
22602136 196.0
Name: sales, Length: 1270, dtype: float64
1149 16.0
12952 8.0
24387 16.0
36053 40.0
60062 8.0
...
22505679 24.0
22531499 28.0
22555333 12.0
22578468 12.0
22602137 16.0
Name: sales, Length: 1043, dtype: float64
1150 8.0
24388 12.0
48165 4.0
60064 12.0
71369 12.0
...
22479957 8.0
22505681 4.0
22531501 28.0
22578470 16.0
22602139 4.0
Name: sales, Length: 995, dtype: float64
1151 72.0
12953 20.0
24389 32.0
36055 4.0
48166 12.0
...
22505682 24.0
22531502 56.0
22555335 52.0
22578471 36.0
22602140 56.0
Name: sales, Length: 1266, dtype: float64
1152 88.0
12954 44.0
24390 52.0
36056 44.0
48167 64.0
...
22505683 60.0
22531503 36.0
22555336 20.0
22578472 32.0
22602141 20.0
Name: sales, Length: 1270, dtype: float64
1153 32.0
12955 56.0
24391 52.0
36057 32.0
48168 36.0
...
22505684 32.0
22531504 48.0
22555337 40.0
22578473 20.0
22602142 24.0
Name: sales, Length: 1259, dtype: float64
1154 49.620
12956 11.280
24392 25.128
36058 66.624
48169 15.980
...
22455731 38.640
22479961 13.032
22505685 19.204
22531505 14.380
22602143 7.312
Name: sales, Length: 1216, dtype: float64
1155 4.0
12957 4.0
24393 4.0
36059 12.0
60069 16.0
...
22408464 4.0
22432244 4.0
22455732 4.0
22479962 20.0
22531506 12.0
Name: sales, Length: 669, dtype: float64
1156 44.0
12958 16.0
24394 36.0
36060 40.0
48170 60.0
...
22505687 28.0
22531508 24.0
22555339 20.0
22578475 4.0
22602145 20.0
Name: sales, Length: 1239, dtype: float64
1157 80.0
12959 20.0
24395 40.0
36061 80.0
48171 44.0
...
22505688 44.0
22531509 52.0
22555340 24.0
22578476 16.0
22602146 24.0
Name: sales, Length: 1178, dtype: float64
1158 20.0
12960 36.0
24396 52.0
36062 20.0
48172 24.0
...
22505689 24.0
22531510 12.0
22555341 8.0
22578477 8.0
22602147 4.0
Name: sales, Length: 1096, dtype: float64
1159 32.0
12961 84.0
24397 24.0
36063 36.0
48173 32.0
...
22505690 4.0
22531511 24.0
22555342 12.0
22578478 4.0
22602148 36.0
Name: sales, Length: 1080, dtype: float64
1160 72.0
12962 40.0
24398 40.0
36064 40.0
48174 84.0
...
22505691 16.0
22531512 24.0
22555343 16.0
22578479 16.0
22602149 40.0
Name: sales, Length: 1159, dtype: float64
1161 28.0
12963 28.0
24399 28.0
36066 52.0
48176 32.0
...
22432250 12.0
22455740 16.0
22479969 24.0
22505692 40.0
22602150 4.0
Name: sales, Length: 1173, dtype: float64
1162 4.0
12964 4.0
36067 12.0
60076 4.0
71381 16.0
...
22455741 8.0
22479970 4.0
22531513 8.0
22555345 8.0
22578480 4.0
Name: sales, Length: 337, dtype: float64
1163 32.0
12965 28.0
24400 44.0
36068 32.0
48177 20.0
...
22505693 68.0
22531514 52.0
22555346 60.0
22578481 76.0
22602151 64.0
Name: sales, Length: 1242, dtype: float64
1164 4.0
12966 8.0
24401 12.0
36069 48.0
48178 48.0
...
22505694 52.0
22531515 24.0
22555347 36.0
22578482 24.0
22602152 24.0
Name: sales, Length: 1244, dtype: float64
1165 52.0
12967 68.0
24402 84.0
36070 156.0
60078 68.0
...
19179905 28.0
19203461 56.0
19227490 60.0
19277975 16.0
19396562 8.0
Name: sales, Length: 488, dtype: float64
1166 24.0
12968 16.0
24403 20.0
36071 24.0
48179 24.0
...
22408475 4.0
22432253 20.0
22479973 12.0
22531516 4.0
22578483 8.0
Name: sales, Length: 645, dtype: float64
1167 48.0
12969 20.0
24404 36.0
36072 72.0
48180 80.0
...
22505695 136.0
22531518 24.0
22555348 56.0
22578484 52.0
22602153 60.0
Name: sales, Length: 1175, dtype: float64
1168 88.0
12970 40.0
24405 76.0
36073 100.0
48181 64.0
...
22505696 44.0
22531519 24.0
22555349 8.0
22578485 24.0
22602154 64.0
Name: sales, Length: 1257, dtype: float64
1169 112.0
12971 60.0
24406 112.0
36074 76.0
48182 100.0
...
22505697 20.0
22531520 68.0
22555350 36.0
22578486 12.0
22602155 20.0
Name: sales, Length: 1255, dtype: float64
1170 8.0
12972 12.0
24407 28.0
36075 28.0
48183 8.0
...
22505700 32.0
22531522 20.0
22555353 20.0
22578489 32.0
22602158 28.0
Name: sales, Length: 1242, dtype: float64
1171 4.0
12973 12.0
24408 8.0
36076 4.0
48184 16.0
...
22384881 8.0
22432262 4.0
22505704 4.0
22555357 4.0
22602161 4.0
Name: sales, Length: 1011, dtype: float64
1172 48.0
12974 12.0
24409 20.0
36077 8.0
60084 44.0
...
22505705 8.0
22531526 12.0
22555358 20.0
22578492 12.0
22602162 12.0
Name: sales, Length: 1007, dtype: float64
1173 236.0
12975 100.0
24410 128.0
36078 172.0
48185 360.0
...
22505706 28.0
22531527 44.0
22555359 16.0
22578493 44.0
22602163 20.0
Name: sales, Length: 1206, dtype: float64
1174 56.0
12976 52.0
24411 48.0
36079 48.0
48186 52.0
...
22505707 44.0
22531528 60.0
22555360 56.0
22578494 40.0
22602164 36.0
Name: sales, Length: 992, dtype: float64
1175 24.0
12977 16.0
36080 72.0
48187 16.0
60087 4.0
...
22095759 4.0
22118544 4.0
22142195 4.0
22167192 16.0
22215826 80.0
Name: sales, Length: 678, dtype: float64
1176 4.0
12978 36.0
36081 24.0
60088 8.0
71394 12.0
...
22408486 4.0
22432266 4.0
22455756 12.0
22479985 84.0
22505708 4.0
Name: sales, Length: 650, dtype: float64
1177 84.0
12979 52.0
24412 40.0
36082 56.0
48188 68.0
...
22505709 60.0
22531529 36.0
22555361 40.0
22578495 12.0
22602165 8.0
Name: sales, Length: 741, dtype: float64
1178 4.0
12980 4.0
24413 4.0
36083 32.0
48189 20.0
...
21605698 56.0
21630337 44.0
21706183 28.0
21729383 60.0
21752946 8.0
Name: sales, Length: 1176, dtype: float64
1179 4.0
12981 8.0
24414 24.0
36084 16.0
48190 12.0
...
21311778 20.0
21336687 4.0
21409217 8.0
21432899 16.0
21630338 24.0
Name: sales, Length: 1048, dtype: float64
1180 8.0
24415 4.0
36085 28.0
48191 44.0
60092 12.0
...
20449076 8.0
20572060 8.0
20596719 4.0
20622634 8.0
20648518 4.0
Name: sales, Length: 978, dtype: float64
1181 28.0
12982 52.0
24416 40.0
36086 40.0
60093 32.0
...
21483675 32.0
21630339 8.0
21656203 40.0
21682080 36.0
21706184 12.0
Name: sales, Length: 1166, dtype: float64
1182 48.0
12983 56.0
24417 104.0
36087 148.0
48192 172.0
...
22505710 64.0
22531530 44.0
22555362 36.0
22578496 24.0
22602166 28.0
Name: sales, Length: 1191, dtype: float64
1183 4.0
12984 32.0
24418 24.0
36088 80.0
48193 44.0
...
22505711 24.0
22531531 4.0
22555363 8.0
22578497 8.0
22602167 24.0
Name: sales, Length: 1218, dtype: float64
1184 32.0
12986 12.0
24421 24.0
36089 52.0
48196 32.0
...
22505713 4.0
22531532 8.0
22555364 4.0
22578499 8.0
22602169 12.0
Name: sales, Length: 1246, dtype: float64
1185 188.0
12987 328.0
24422 204.0
36090 244.0
48197 252.0
...
22505714 208.0
22531533 168.0
22555365 220.0
22578500 216.0
22602170 152.0
Name: sales, Length: 1239, dtype: float64
1186 196.0
12988 184.0
24423 240.0
36091 160.0
48198 140.0
...
22505715 68.0
22531534 112.0
22555366 64.0
22578501 164.0
22602171 140.0
Name: sales, Length: 1246, dtype: float64
1187 4.0
12989 116.0
24424 20.0
36092 36.0
48199 20.0
...
22505716 56.0
22531535 44.0
22555367 12.0
22578502 96.0
22602172 16.0
Name: sales, Length: 1244, dtype: float64
1188 48.0
12990 88.0
24425 40.0
36093 64.0
48200 132.0
...
22505717 44.0
22531536 40.0
22555368 32.0
22578503 40.0
22602173 36.0
Name: sales, Length: 1205, dtype: float64
1189 28.0
12991 24.0
24426 36.0
36094 16.0
48201 4.0
...
22455767 12.0
22479995 20.0
22505719 8.0
22531537 24.0
22555370 12.0
Name: sales, Length: 987, dtype: float64
1190 96.0
12992 44.0
24427 4.0
36095 24.0
48202 32.0
...
22479996 32.0
22505720 12.0
22531538 8.0
22555371 8.0
22602175 8.0
Name: sales, Length: 976, dtype: float64
1191 24.0
24428 8.0
36096 12.0
48203 16.0
60104 4.0
...
22505722 240.0
22531540 240.0
22555373 96.0
22578506 192.0
22602177 116.0
Name: sales, Length: 1180, dtype: float64
1192 12.0
82664 16.0
94068 8.0
105190 8.0
116687 12.0
...
22286067 4.0
22432279 12.0
22505723 4.0
22578507 4.0
22602178 4.0
Name: sales, Length: 639, dtype: float64
1193 76.0
12993 72.0
24429 300.0
36097 8.0
71411 40.0
...
22024994 8.0
22048823 8.0
22167210 4.0
22238957 4.0
22335917 8.0
Name: sales, Length: 934, dtype: float64
1194 32.0
12994 8.0
24430 92.0
71412 16.0
82666 24.0
...
22479999 24.0
22505724 40.0
22531542 52.0
22555374 4.0
22602179 24.0
Name: sales, Length: 1025, dtype: float64
1195 56.0
12995 32.0
24431 4.0
36098 16.0
48204 24.0
...
22505725 112.0
22531543 136.0
22555375 40.0
22578508 52.0
22602180 68.0
Name: sales, Length: 1196, dtype: float64
1196 24.0
12996 32.0
24432 28.0
36099 12.0
60106 48.0
...
22505726 28.0
22531544 16.0
22555376 40.0
22578509 56.0
22602181 36.0
Name: sales, Length: 1209, dtype: float64
1197 60.0
12997 36.0
24433 4.0
36100 8.0
48205 8.0
...
22505727 48.0
22531545 8.0
22555377 8.0
22578510 12.0
22602182 52.0
Name: sales, Length: 1147, dtype: float64
1198 96.0
12998 72.0
24434 96.0
36101 104.0
48206 96.0
...
22505731 36.0
22531550 28.0
22555381 12.0
22578514 20.0
22602186 24.0
Name: sales, Length: 1223, dtype: float64
1199 112.0
12999 68.0
24435 12.0
36102 124.0
48207 100.0
...
22505732 32.0
22531551 4.0
22555382 8.0
22578515 8.0
22602187 20.0
Name: sales, Length: 700, dtype: float64
1200 52.0
13000 32.0
24436 12.0
36103 68.0
48208 16.0
...
2131351 4.0
2143370 8.0
2156012 4.0
2169336 12.0
2182402 8.0
Name: sales, Length: 167, dtype: float64
11920 20.0
59024 16.0
115567 12.0
139599 4.0
162081 28.0
...
22478884 16.0
22504610 16.0
22530478 8.0
22554331 36.0
22601115 24.0
Name: sales, Length: 942, dtype: float64
11929 4.0
23346 12.0
34978 4.0
59033 8.0
70345 4.0
...
22478891 4.0
22504619 8.0
22530486 4.0
22554338 8.0
22601122 4.0
Name: sales, Length: 794, dtype: float64
11934 16.0
23351 32.0
34983 84.0
47100 56.0
59040 40.0
...
22504625 52.0
22530493 48.0
22554345 32.0
22577471 24.0
22601129 36.0
Name: sales, Length: 1267, dtype: float64
11947 8.0
34996 12.0
47112 4.0
59052 12.0
81598 8.0
...
22383870 4.0
22407447 8.0
22478910 4.0
22504637 4.0
22577484 8.0
Name: sales, Length: 624, dtype: float64
11969 4.0
23386 24.0
35019 12.0
47136 40.0
59074 4.0
...
22334897 8.0
22383895 8.0
22454747 8.0
22504662 8.0
22554382 4.0
Name: sales, Length: 607, dtype: float64
12054 16.0
23477 12.0
35113 16.0
47231 48.0
59167 8.0
...
22454833 36.0
22479024 8.0
22504754 8.0
22530615 4.0
22601254 20.0
Name: sales, Length: 1029, dtype: float64
12061 8.0
23483 16.0
35120 8.0
47238 12.0
59174 12.0
...
22504761 40.0
22530622 48.0
22554480 8.0
22577600 40.0
22601261 16.0
Name: sales, Length: 1133, dtype: float64
12096 8.0
81754 4.0
139779 4.0
162272 4.0
196896 4.0
...
22407599 8.0
22454879 4.0
22479071 8.0
22504800 4.0
22577638 12.0
Name: sales, Length: 450, dtype: float64
12119 28.0
23542 8.0
35181 16.0
47299 4.0
81779 16.0
...
22454904 12.0
22479098 4.0
22504825 8.0
22577663 8.0
22601324 8.0
Name: sales, Length: 802, dtype: float64
12126 16.0
23549 12.0
35188 20.0
47306 12.0
59242 24.0
...
22504833 20.0
22530691 28.0
22554546 8.0
22577671 24.0
22601332 8.0
Name: sales, Length: 806, dtype: float64
12127 76.0
23550 52.0
35189 68.0
47307 56.0
59243 28.0
...
22504834 80.0
22530692 104.0
22554547 140.0
22577672 100.0
22601333 76.0
Name: sales, Length: 1259, dtype: float64
12158 8.0
23583 8.0
35221 24.0
47340 16.0
59275 8.0
...
22407665 4.0
22454940 4.0
22479138 8.0
22504867 32.0
22601361 12.0
Name: sales, Length: 1146, dtype: float64
12162 28.0
23587 60.0
35225 68.0
47344 24.0
104337 72.0
...
22504872 24.0
22530726 8.0
22554580 4.0
22577706 12.0
22601366 4.0
Name: sales, Length: 1044, dtype: float64
12239 20.0
23659 8.0
35304 24.0
47424 28.0
59357 8.0
...
22455021 12.0
22504951 16.0
22554656 8.0
22577786 12.0
22601438 4.0
Name: sales, Length: 1235, dtype: float64
12261 12.0
23683 16.0
35328 8.0
47447 24.0
59380 16.0
...
22479241 12.0
22530821 4.0
22554678 4.0
22577805 4.0
22601460 8.0
Name: sales, Length: 928, dtype: float64
12274 8.0
23696 4.0
35341 16.0
59391 4.0
70684 12.0
...
22504988 20.0
22530835 12.0
22554691 12.0
22577819 4.0
22601474 40.0
Name: sales, Length: 1072, dtype: float64
12406 12.0
23831 28.0
47593 20.0
59520 12.0
82061 16.0
...
22431712 8.0
22455192 4.0
22505122 4.0
22530965 4.0
22577945 8.0
Name: sales, Length: 779, dtype: float64
12417 4.0
59530 8.0
70826 12.0
104595 12.0
116081 4.0
...
22431725 -4.0
22505133 20.0
22530976 4.0
22554830 4.0
22601616 8.0
Name: sales, Length: 938, dtype: float64
12423 46.168
23846 62.080
104602 7.612
128113 15.496
140100 42.656
...
22505140 56.000
22530984 7.064
22554836 62.716
22577960 30.068
22601623 36.844
Name: sales, Length: 1029, dtype: float64
12425 8.0
23848 40.0
35494 12.0
47611 12.0
59538 12.0
...
22479404 8.0
22505142 8.0
22530986 12.0
22577962 32.0
22601625 12.0
Name: sales, Length: 1119, dtype: float64
12431 8.0
23855 4.0
93506 8.0
104611 8.0
140107 4.0
...
22191774 8.0
22262031 4.0
22309738 4.0
22479409 8.0
22530992 4.0
Name: sales, Length: 360, dtype: float64
12464 48.0
23890 12.0
35533 4.0
82114 24.0
93536 56.0
...
22335390 20.0
22360326 4.0
22479443 4.0
22505179 16.0
22554873 4.0
Name: sales, Length: 918, dtype: float64
12472 112.0
23897 8.0
35541 12.0
47660 20.0
59583 16.0
...
22505188 36.0
22531032 20.0
22554882 44.0
22578006 56.0
22601666 20.0
Name: sales, Length: 1193, dtype: float64
12485 90.300
23910 39.676
35556 103.152
47673 71.740
59597 62.136
...
22505202 43.200
22531046 10.316
22554896 33.704
22578021 49.952
22601681 12.028
Name: sales, Length: 1221, dtype: float64
12541 4.0
35612 12.0
47731 16.0
59651 8.0
70951 24.0
...
22479524 20.0
22505260 12.0
22554949 16.0
22578074 16.0
22601738 20.0
Name: sales, Length: 1120, dtype: float64
12542 16.0
23966 28.0
35614 40.0
47733 24.0
59653 12.0
...
22455327 32.0
22479526 28.0
22505262 8.0
22554951 16.0
22578076 8.0
Name: sales, Length: 980, dtype: float64
12549 8.0
23975 4.0
35623 12.0
47742 8.0
59661 4.0
...
22360409 44.0
22408060 16.0
22479536 16.0
22505269 8.0
22554960 4.0
Name: sales, Length: 418, dtype: float64
12556 46.280
23982 29.552
35630 30.120
59668 16.648
70967 15.136
...
22285622 70.124
22309871 38.384
22455341 38.740
22505276 19.068
22531115 17.444
Name: sales, Length: 575, dtype: float64
12562 12.0
23987 8.0
35636 8.0
47754 4.0
82221 20.0
...
22431863 4.0
22479548 12.0
22505282 8.0
22531121 4.0
22601757 4.0
Name: sales, Length: 803, dtype: float64
12600 24.0
24033 32.0
35680 92.0
47798 60.0
59719 36.0
...
22479594 20.0
22505324 28.0
22531165 8.0
22555014 12.0
22601803 4.0
Name: sales, Length: 1110, dtype: float64
12608 8.0
24042 24.0
35690 4.0
59727 4.0
162803 4.0
...
22505333 20.0
22531173 28.0
22555021 28.0
22578143 16.0
22601811 8.0
Name: sales, Length: 1157, dtype: float64
12645 16.0
24079 4.0
35729 8.0
47842 16.0
59761 12.0
...
22479641 28.0
22505373 8.0
22531211 8.0
22578183 8.0
22601847 8.0
Name: sales, Length: 1070, dtype: float64
12676 4.0
24111 12.0
35756 24.0
47871 16.0
71083 12.0
...
22505399 16.0
22531238 12.0
22555083 12.0
22578210 8.0
22601876 12.0
Name: sales, Length: 1049, dtype: float64
12715 4.0
93784 4.0
116392 8.0
151604 4.0
162906 4.0
...
22048560 4.0
22095517 4.0
22118296 4.0
22141932 4.0
22310048 4.0
Name: sales, Length: 330, dtype: float64
12725 12.0
24157 8.0
35806 20.0
47923 12.0
71130 4.0
...
22455511 8.0
22505453 12.0
22555136 4.0
22578262 12.0
22601929 4.0
Name: sales, Length: 1036, dtype: float64
12730 633.456
24162 79.964
35812 199.148
47928 240.000
59839 108.052
...
22505461 152.472
22531297 33.848
22555143 63.304
22578270 32.068
22601937 62.368
Name: sales, Length: 1225, dtype: float64
12747 20.0
47947 20.0
185948 4.0
209859 8.0
267251 4.0
...
22384677 -4.0
22408274 8.0
22455540 8.0
22578290 4.0
22601958 4.0
Name: sales, Length: 600, dtype: float64
12748 12.0
35833 4.0
116429 4.0
128448 12.0
140423 8.0
...
22455541 8.0
22479755 8.0
22505483 4.0
22531317 4.0
22601959 12.0
Name: sales, Length: 713, dtype: float64
12763 16.0
24196 16.0
35849 20.0
47963 8.0
59871 8.0
...
21949236 16.0
21999194 4.0
22141985 4.0
22166987 8.0
22601974 8.0
Name: sales, Length: 823, dtype: float64
12789 20.0
24222 28.0
35875 80.0
47989 120.0
59895 52.0
...
22505526 20.0
22531356 40.0
22555198 36.0
22578330 24.0
22601999 32.0
Name: sales, Length: 1072, dtype: float64
12811 8.0
24245 160.0
71215 80.0
82469 72.0
93878 96.0
...
22505551 8.0
22531382 52.0
22555223 12.0
22578355 4.0
22602025 40.0
Name: sales, Length: 931, dtype: float64
12827 4.0
48028 8.0
742163 4.0
825743 4.0
1056836 4.0
...
13749324 72.0
13769883 96.0
13791196 44.0
13813578 56.0
15328954 4.0
Name: sales, Length: 663, dtype: float64
12836 56.0
24270 96.0
35926 180.0
48038 24.0
59942 60.0
...
22479854 20.0
22505580 36.0
22531411 4.0
22555248 12.0
22578381 24.0
Name: sales, Length: 1075, dtype: float64
12841 4.0
35936 4.0
48048 4.0
116529 16.0
128540 4.0
...
22285939 8.0
22310200 8.0
22384779 4.0
22432155 4.0
22531416 4.0
Name: sales, Length: 495, dtype: float64
12842 4.0
35937 8.0
48049 4.0
59952 4.0
71251 12.0
...
22285940 4.0
22310201 4.0
22432156 4.0
22479863 4.0
22531417 4.0
Name: sales, Length: 429, dtype: float64
12850 4.0
24284 12.0
35946 16.0
48059 16.0
59962 16.0
...
22505601 24.0
22531427 4.0
22555264 4.0
22578400 4.0
22602067 16.0
Name: sales, Length: 1178, dtype: float64
12877 16.0
24310 4.0
35972 4.0
59987 4.0
82540 16.0
...
22505628 36.0
22531454 16.0
22555290 24.0
22578427 24.0
22602095 4.0
Name: sales, Length: 1061, dtype: float64
12878 16.0
24311 12.0
35973 24.0
48085 40.0
59988 12.0
...
22310241 12.0
22335833 4.0
22455680 12.0
22505629 8.0
22578428 4.0
Name: sales, Length: 834, dtype: float64
12923 8.0
24355 4.0
36020 24.0
48132 4.0
71332 4.0
...
22505647 4.0
22531472 32.0
22555305 4.0
22578442 12.0
22602111 12.0
Name: sales, Length: 1152, dtype: float64
12945 8.0
24380 12.0
36046 12.0
48157 16.0
71358 20.0
...
22505671 4.0
22531491 4.0
22555326 4.0
22578460 20.0
22602131 12.0
Name: sales, Length: 902, dtype: float64
12948 4.0
24383 4.0
36049 16.0
48160 4.0
60058 4.0
...
22192274 20.0
22262541 4.0
22286022 4.0
22432233 4.0
22455721 4.0
Name: sales, Length: 960, dtype: float64
12985 32.0
24420 8.0
48195 20.0
60096 8.0
71402 12.0
...
22384888 8.0
22408490 4.0
22455760 16.0
22578498 24.0
22602168 4.0
Name: sales, Length: 754, dtype: float64
23332 4.0
59017 4.0
70332 8.0
81567 4.0
115561 4.0
...
22431225 4.0
22454691 12.0
22478878 12.0
22530472 8.0
22601108 4.0
Name: sales, Length: 640, dtype: float64
23337 8.0
70339 12.0
81573 8.0
115568 12.0
139600 4.0
...
22214804 8.0
22309203 8.0
22454699 4.0
22504611 4.0
22577456 4.0
Name: sales, Length: 479, dtype: float64
23388 48.0
35021 84.0
47138 92.0
59076 44.0
70387 32.0
...
21681077 48.0
21705193 48.0
21728380 60.0
21751964 80.0
21775206 8.0
Name: sales, Length: 1180, dtype: float64
23484 4.0
47239 4.0
59175 12.0
104240 8.0
115722 8.0
...
22261665 4.0
22334990 4.0
22431374 4.0
22504762 4.0
22530623 4.0
Name: sales, Length: 534, dtype: float64
23538 24.0
35177 32.0
47295 104.0
59232 8.0
70533 4.0
...
22504821 40.0
22530681 64.0
22554536 48.0
22577660 44.0
22601320 32.0
Name: sales, Length: 1170, dtype: float64
23559 4.0
35197 20.0
47316 12.0
59251 8.0
70553 8.0
...
22431452 28.0
22504842 12.0
22554553 24.0
22577680 20.0
22601340 8.0
Name: sales, Length: 817, dtype: float64
23637 84.0
35276 92.0
47395 32.0
59330 12.0
70623 4.0
...
22479194 8.0
22530776 28.0
22554631 60.0
22577758 92.0
22601415 92.0
Name: sales, Length: 1174, dtype: float64
23653 36.0
35296 60.0
47416 24.0
59350 56.0
70640 36.0
...
22504944 36.0
22530795 60.0
22554650 24.0
22577779 36.0
22601432 40.0
Name: sales, Length: 1135, dtype: float64
23679 120.0
35324 92.0
47443 92.0
59377 32.0
70668 24.0
...
21557216 20.0
21581385 48.0
21604940 68.0
21629569 36.0
21752252 4.0
Name: sales, Length: 1206, dtype: float64
23680 12.0
35325 8.0
47444 8.0
70669 4.0
81917 4.0
...
22479239 12.0
22504972 16.0
22530819 24.0
22554675 36.0
22601457 16.0
Name: sales, Length: 804, dtype: float64
23686 4.0
35331 8.0
70675 4.0
93339 4.0
104440 4.0
...
22455049 8.0
22504977 4.0
22530824 4.0
22577808 4.0
22601463 4.0
Name: sales, Length: 1004, dtype: float64
23710 12.0
35355 8.0
47472 20.0
59404 4.0
81944 16.0
...
22505004 40.0
22530849 24.0
22554705 40.0
22577833 32.0
22601489 24.0
Name: sales, Length: 1142, dtype: float64
23738 12.0
47497 12.0
59428 8.0
104490 4.0
115977 16.0
...
22505028 12.0
22530871 12.0
22554728 4.0
22577856 48.0
22601514 8.0
Name: sales, Length: 642, dtype: float64
23742 4.0
35387 12.0
47501 8.0
59432 12.0
70724 36.0
...
12315409 4.0
12331576 4.0
12365010 4.0
12381908 36.0
14611477 8.0
Name: sales, Length: 496, dtype: float64
23844 54.660
35492 62.140
47608 44.412
59535 29.000
70831 6.252
...
22479400 58.948
22505138 49.176
22530982 22.848
22554834 35.932
22601621 2.832
Name: sales, Length: 1238, dtype: float64
23865 4.0
35510 32.0
47629 4.0
59553 36.0
70850 24.0
...
22360304 24.0
22384370 8.0
22407953 16.0
22431746 68.0
22455225 64.0
Name: sales, Length: 1001, dtype: float64
24001 16.0
35650 12.0
47768 12.0
59687 8.0
82235 28.0
...
22285642 20.0
22309891 16.0
22335500 4.0
22578108 4.0
22601772 4.0
Name: sales, Length: 404, dtype: float64
24004 4.0
35652 88.0
47771 96.0
59689 80.0
70987 88.0
...
22505295 60.0
22531137 44.0
22554987 44.0
22578111 60.0
22601774 44.0
Name: sales, Length: 1238, dtype: float64
24005 32.0
35653 116.0
47772 76.0
59690 48.0
70988 44.0
...
22505297 72.0
22531139 40.0
22554989 52.0
22578113 32.0
22601776 28.0
Name: sales, Length: 1205, dtype: float64
24107 8.0
35754 24.0
47868 12.0
82336 4.0
104869 12.0
...
22505396 48.0
22531236 36.0
22555080 12.0
22578208 28.0
22601874 20.0
Name: sales, Length: 1119, dtype: float64
24117 16.0
71089 12.0
373539 4.0
468102 4.0
503697 16.0
...
21557647 4.0
21581808 8.0
21655880 8.0
21826521 4.0
22285751 4.0
Name: sales, Length: 344, dtype: float64
24160 84.0
35809 80.0
47925 160.0
59837 36.0
71133 52.0
...
22505457 112.0
22531293 44.0
22555140 28.0
22578266 64.0
22601933 32.0
Name: sales, Length: 1260, dtype: float64
24169 4.0
35819 44.0
71142 8.0
93805 8.0
104933 28.0
...
22432042 4.0
22455524 8.0
22479738 16.0
22505466 4.0
22601943 4.0
Name: sales, Length: 822, dtype: float64
24248 12.0
35901 20.0
48016 4.0
82472 8.0
105007 12.0
...
22310161 8.0
22360689 4.0
22408349 4.0
22479830 4.0
22505556 8.0
Name: sales, Length: 663, dtype: float64
24259 4.0
35913 12.0
48024 4.0
71228 4.0
82480 4.0
...
22455619 8.0
22479839 4.0
22505565 12.0
22531395 8.0
22578367 4.0
Name: sales, Length: 910, dtype: float64
24275 8.0
82503 4.0
105035 12.0
209951 4.0
222033 4.0
...
22432154 4.0
22455642 12.0
22479862 4.0
22505588 12.0
22578389 4.0
Name: sales, Length: 446, dtype: float64
24276 4.0
59951 4.0
233467 4.0
267345 4.0
326093 4.0
...
22095647 8.0
22262457 4.0
22505589 4.0
22578390 12.0
22602057 4.0
Name: sales, Length: 612, dtype: float64
24349 4.0
36013 4.0
48125 8.0
60025 8.0
82580 20.0
...
22384829 4.0
22408425 12.0
22455692 8.0
22479914 8.0
22531465 4.0
Name: sales, Length: 464, dtype: float64
24367 20.0
48144 12.0
60042 12.0
82598 4.0
105126 4.0
...
22479931 16.0
22505657 16.0
22531481 8.0
22555313 20.0
22578452 28.0
Name: sales, Length: 1031, dtype: float64
24372 16.0
36038 20.0
60050 12.0
71350 20.0
82607 4.0
...
22455714 8.0
22479940 8.0
22505666 12.0
22531487 4.0
22555320 8.0
Name: sales, Length: 860, dtype: float64
24374 4.0
48154 4.0
60054 4.0
233570 4.0
279186 4.0
...
21999373 8.0
22238902 4.0
22262533 4.0
22360797 4.0
22479942 8.0
Name: sales, Length: 406, dtype: float64
24375 28.0
36041 12.0
71354 4.0
82610 8.0
94011 12.0
...
22432227 8.0
22479943 72.0
22505668 12.0
22555322 8.0
22602128 16.0
Name: sales, Length: 822, dtype: float64
24378 12.0
36044 4.0
71356 4.0
197776 8.0
361296 8.0
...
21999375 8.0
22142161 4.0
22310280 12.0
22360799 4.0
22432229 8.0
Name: sales, Length: 151, dtype: float64
24419 8.0
48194 4.0
71401 12.0
151878 8.0
197823 8.0
...
21752949 8.0
21852270 4.0
22118548 4.0
22167197 4.0
22505712 4.0
Name: sales, Length: 168, dtype: float64
34884 40.0
46995 32.0
58935 48.0
92916 16.0
104001 52.0
...
22504523 4.0
22530392 8.0
22554243 24.0
22577369 16.0
22601027 12.0
Name: sales, Length: 1076, dtype: float64
35084 32.0
47204 108.0
59140 36.0
70450 52.0
81688 40.0
...
21752023 4.0
21775264 12.0
21875420 4.0
21948483 4.0
22071128 8.0
Name: sales, Length: 1201, dtype: float64
35087 24.0
47207 4.0
59142 20.0
70453 20.0
81691 16.0
...
22504727 4.0
22530592 8.0
22554448 20.0
22577570 136.0
22601227 8.0
Name: sales, Length: 912, dtype: float64
35093 12.0
47212 20.0
59148 28.0
70459 40.0
93119 8.0
...
22504733 20.0
22530597 12.0
22554453 12.0
22577576 16.0
22601233 12.0
Name: sales, Length: 895, dtype: float64
35369 4.0
104475 4.0
127988 4.0
151191 4.0
302920 4.0
...
22431610 4.0
22455085 4.0
22505016 16.0
22577845 12.0
22601500 12.0
Name: sales, Length: 370, dtype: float64
35544 8.0
59585 4.0
82125 4.0
93546 12.0
104656 4.0
...
22505191 8.0
22531035 16.0
22554885 4.0
22578009 28.0
22601669 12.0
Name: sales, Length: 826, dtype: float64
35546 8.0
59587 12.0
70883 12.0
82128 4.0
93549 4.0
...
22455261 4.0
22479458 8.0
22505194 8.0
22578012 8.0
22601672 4.0
Name: sales, Length: 942, dtype: float64
35668 8.0
47786 4.0
59707 4.0
93668 4.0
140267 8.0
...
21483242 4.0
22166801 16.0
22262197 4.0
22360456 4.0
22601794 4.0
Name: sales, Length: 384, dtype: float64
35726 4.0
82308 4.0
93719 4.0
104840 24.0
116321 8.0
...
22505370 16.0
22531208 16.0
22555054 16.0
22578180 12.0
22601844 4.0
Name: sales, Length: 1009, dtype: float64
35765 24.0
47880 24.0
59797 40.0
71093 16.0
82347 16.0
...
22479678 36.0
22505408 40.0
22555092 4.0
22578219 12.0
22601885 8.0
Name: sales, Length: 1245, dtype: float64
35834 8.0
47948 12.0
71155 16.0
93817 4.0
104945 8.0
...
22505484 28.0
22531318 4.0
22555164 24.0
22578291 16.0
22601960 16.0
Name: sales, Length: 870, dtype: float64
35912 4.0
105017 8.0
116505 4.0
197645 8.0
222011 4.0
...
22285912 4.0
22310171 4.0
22335770 4.0
22432130 4.0
22455618 4.0
Name: sales, Length: 429, dtype: float64
35921 8.0
48034 52.0
59937 4.0
71236 8.0
82488 8.0
...
22285925 4.0
22310185 16.0
22335784 4.0
22455632 8.0
22531408 4.0
Name: sales, Length: 547, dtype: float64
35928 8.0
48040 12.0
59944 4.0
71243 8.0
82495 16.0
...
21086249 4.0
21136811 12.0
21581972 4.0
21776105 4.0
22024848 8.0
Name: sales, Length: 775, dtype: float64
35931 4.0
59947 8.0
71246 4.0
82498 4.0
93906 8.0
...
22071958 4.0
22479857 4.0
22505583 4.0
22555251 4.0
22578385 4.0
Name: sales, Length: 308, dtype: float64
35934 4.0
48043 32.0
59950 4.0
71249 4.0
82501 20.0
...
22432152 8.0
22455639 12.0
22479860 20.0
22505586 4.0
22578388 8.0
Name: sales, Length: 575, dtype: float64
35940 8.0
48052 20.0
59955 8.0
71254 4.0
82506 16.0
...
22479866 40.0
22505592 28.0
22531419 24.0
22578392 12.0
22602058 4.0
Name: sales, Length: 1069, dtype: float64
35986 4.0
48098 12.0
60000 8.0
71299 8.0
82554 4.0
...
21630248 60.0
21656111 28.0
21681990 8.0
21706098 24.0
21729299 16.0
Name: sales, Length: 1132, dtype: float64
36054 32.0
48164 164.0
60063 36.0
71368 120.0
82622 52.0
...
22505680 240.0
22531500 84.0
22555334 84.0
22578469 88.0
22602138 88.0
Name: sales, Length: 118, dtype: float64
36065 4.0
48175 4.0
60075 8.0
94035 4.0
174802 4.0
...
22310303 4.0
22360823 4.0
22408471 4.0
22455739 4.0
22555344 4.0
Name: sales, Length: 637, dtype: float64
36104 4.0
48209 24.0
116697 4.0
140672 8.0
151895 4.0
...
22384916 4.0
22432299 4.0
22505744 4.0
22531560 4.0
22602197 8.0
Name: sales, Length: 730, dtype: float64
47029 68.0
58966 76.0
70281 52.0
81515 16.0
92948 12.0
...
22504555 124.0
22530424 68.0
22554274 56.0
22577401 36.0
22601058 60.0
Name: sales, Length: 1253, dtype: float64
47060 4.0
58997 12.0
81546 8.0
92979 4.0
104066 8.0
...
22407392 8.0
22431204 4.0
22478855 4.0
22504581 8.0
22554304 12.0
Name: sales, Length: 877, dtype: float64
47127 16.0
59065 60.0
70376 20.0
81612 36.0
93040 20.0
...
22478925 12.0
22504653 8.0
22530521 12.0
22577500 8.0
22601157 12.0
Name: sales, Length: 1000, dtype: float64
47144 8.0
70392 8.0
115627 32.0
348157 4.0
396839 4.0
...
22478939 4.0
22504669 8.0
22530536 8.0
22577514 4.0
22601171 4.0
Name: sales, Length: 787, dtype: float64
47194 16.0
59130 4.0
70440 12.0
81678 8.0
104195 12.0
...
22431331 12.0
22454798 4.0
22478987 4.0
22504715 8.0
22554436 4.0
Name: sales, Length: 684, dtype: float64
47367 72.0
59301 68.0
70598 52.0
81843 48.0
93266 36.0
...
22454968 8.0
22479166 4.0
22504897 4.0
22577729 8.0
22601387 -8.0
Name: sales, Length: 795, dtype: float64
47404 4.0
59339 4.0
70629 12.0
81877 40.0
93296 4.0
...
22504932 16.0
22530784 8.0
22554638 4.0
22577766 20.0
22601422 24.0
Name: sales, Length: 1213, dtype: float64
47570 51.800
59498 8.600
70793 7.200
93462 9.800
104563 45.600
...
22455169 15.172
22479363 31.864
22530943 23.864
22577925 39.172
22601583 8.688
Name: sales, Length: 903, dtype: float64
47628 60.0
59552 16.0
70849 12.0
82090 72.0
93514 80.0
...
22095249 4.0
22141646 12.0
22285503 8.0
22309749 16.0
22360303 12.0
Name: sales, Length: 911, dtype: float64
47701 60.0
59623 96.0
70921 12.0
82168 40.0
93586 40.0
...
22505228 40.0
22531072 4.0
22554921 8.0
22578046 36.0
22601708 8.0
Name: sales, Length: 1138, dtype: float64
47702 72.0
59624 48.0
70922 16.0
82169 32.0
93587 16.0
...
22505229 144.0
22531073 120.0
22554922 56.0
22578047 96.0
22601709 80.0
Name: sales, Length: 1177, dtype: float64
47703 164.0
59625 176.0
70923 164.0
82170 180.0
93588 96.0
...
22505230 188.0
22531074 136.0
22554923 52.0
22578048 96.0
22601710 44.0
Name: sales, Length: 1077, dtype: float64
47892 20.0
104893 8.0
116373 4.0
185892 4.0
267193 4.0
...
22384620 16.0
22432001 36.0
22505422 4.0
22531259 4.0
22601898 12.0
Name: sales, Length: 547, dtype: float64
47918 4.0
71125 4.0
116398 4.0
128419 4.0
140395 4.0
...
22505448 20.0
22531285 32.0
22555131 16.0
22578257 8.0
22601924 40.0
Name: sales, Length: 938, dtype: float64
47999 4.0
93864 4.0
140471 4.0
174637 4.0
244609 4.0
...
22285883 4.0
22479809 8.0
22505535 60.0
22531366 4.0
22602010 4.0
Name: sales, Length: 395, dtype: float64
48023 4.0
551612 8.0
563362 8.0
586625 8.0
873627 12.0
1337423 8.0
1373294 8.0
6573369 24.0
6588420 20.0
6645276 4.0
6687924 4.0
6702166 16.0
6716162 8.0
6730086 8.0
6744101 8.0
6787315 4.0
6930012 8.0
6944039 4.0
6957811 4.0
6972191 20.0
6987430 4.0
7046148 4.0
7147863 4.0
7161804 8.0
7176433 44.0
7249670 4.0
10981047 20.0
10996719 4.0
11012681 4.0
11447184 4.0
11463387 4.0
11480417 12.0
11497252 4.0
11971604 8.0
12168108 16.0
12185206 12.0
12201422 8.0
12217278 4.0
12299821 4.0
12433409 4.0
13040766 4.0
13058350 4.0
13093559 8.0
Name: sales, dtype: float64
48047 8.0
116528 8.0
140518 12.0
222032 8.0
233465 4.0
...
22408379 4.0
22432153 4.0
22455641 12.0
22479861 4.0
22555254 4.0
Name: sales, Length: 440, dtype: float64
48102 16.0
60004 4.0
71303 12.0
82558 12.0
93960 16.0
...
21483579 8.0
21509781 8.0
21534155 8.0
21605608 16.0
21630251 8.0
Name: sales, Length: 977, dtype: float64
48150 16.0
60048 4.0
71348 4.0
82605 8.0
94005 12.0
...
22479938 4.0
22505664 24.0
22531485 4.0
22555319 4.0
22602125 8.0
Name: sales, Length: 949, dtype: float64
59039 105.224
70351 34.784
81585 154.704
104106 36.568
139612 33.172
...
22504624 131.156
22530492 68.256
22554344 24.560
22577470 72.972
22601128 67.320
Name: sales, Length: 965, dtype: float64
59306 4.0
10553784 4.0
10964370 4.0
11045400 4.0
11140568 4.0
11188536 4.0
11479760 4.0
12232709 12.0
12248444 20.0
12264799 16.0
12282093 12.0
12315278 4.0
12331438 28.0
12348272 12.0
12364875 12.0
12381767 12.0
12399125 8.0
12416288 4.0
12432774 8.0
12448951 16.0
12465223 4.0
12481121 4.0
12514890 4.0
12747562 8.0
12847865 4.0
Name: sales, dtype: float64
59372 4.0
104428 4.0
185432 4.0
221448 4.0
232897 4.0
...
20421517 8.0
20671756 8.0
20695677 8.0
20719591 4.0
20742973 4.0
Name: sales, Length: 472, dtype: float64
59963 4.0
82515 16.0
233480 4.0
267356 20.0
314841 4.0
...
22095657 4.0
22215736 4.0
22262471 4.0
22432167 4.0
22602069 4.0
Name: sales, Length: 337, dtype: float64
60052 16.0
71352 20.0
82609 16.0
94009 16.0
105136 16.0
...
22262532 16.0
22286013 4.0
22310276 16.0
22360795 16.0
22384850 8.0
Name: sales, Length: 1118, dtype: float64
70823 4.0
93493 4.0
162596 4.0
314413 4.0
408993 8.0
...
22238382 4.0
22285476 4.0
22309720 4.0
22335345 4.0
22431722 4.0
Name: sales, Length: 315, dtype: float64
71012 96.0
82265 12.0
104793 164.0
116276 112.0
128294 28.0
...
8396625 124.0
8411276 112.0
8426167 24.0
8440743 88.0
8455859 96.0
Name: sales, Length: 506, dtype: float64
71013 144.0
93677 24.0
104794 88.0
116277 132.0
128295 48.0
...
21211725 96.0
21236280 20.0
21260238 152.0
21285125 108.0
21311387 4.0
Name: sales, Length: 1054, dtype: float64
71262 112.0
82514 120.0
93919 76.0
105047 124.0
116540 156.0
...
22505602 72.0
22531428 72.0
22555265 96.0
22578401 80.0
22602068 92.0
Name: sales, Length: 1137, dtype: float64
82126 4.0
93547 12.0
151360 8.0
162659 8.0
174318 4.0
...
22505192 28.0
22531036 20.0
22554886 24.0
22578010 32.0
22601670 24.0
Name: sales, Length: 906, dtype: float64
93038 24.0
104131 8.0
127635 8.0
150854 24.0
162123 24.0
...
22504650 32.0
22530518 4.0
22554371 8.0
22577497 28.0
22601154 8.0
Name: sales, Length: 714, dtype: float64
93050 4.0
104143 112.0
115619 36.0
127647 88.0
139648 84.0
...
22504663 84.0
22530530 32.0
22554383 52.0
22577509 36.0
22601166 52.0
Name: sales, Length: 1238, dtype: float64
93151 8.0
104245 52.0
115728 40.0
127754 44.0
209148 48.0
...
22504769 28.0
22530630 20.0
22554487 12.0
22577607 36.0
22601265 24.0
Name: sales, Length: 1160, dtype: float64
93182 16.0
104277 124.0
115761 40.0
173934 12.0
185279 96.0
...
22504804 76.0
22530663 48.0
22554519 52.0
22577642 44.0
22601301 52.0
Name: sales, Length: 1147, dtype: float64
93347 4.0
104448 8.0
115932 12.0
151161 12.0
162449 4.0
...
22504984 4.0
22530831 4.0
22554687 4.0
22577815 8.0
22601470 4.0
Name: sales, Length: 782, dtype: float64
93623 4.0
116214 4.0
255837 4.0
291070 4.0
348753 4.0
...
22479530 12.0
22505265 4.0
22554955 4.0
22578080 12.0
22601742 4.0
Name: sales, Length: 659, dtype: float64
104034 4.0
115508 4.0
139542 4.0
196645 4.0
208931 8.0
...
21508703 4.0
22454644 4.0
22478825 12.0
22530425 4.0
22554275 4.0
Name: sales, Length: 359, dtype: float64
104244 12.0
115727 8.0
127753 12.0
139751 28.0
150967 8.0
...
22479037 16.0
22504768 20.0
22530629 16.0
22554486 12.0
22577606 16.0
Name: sales, Length: 1167, dtype: float64
104543 68.0
116030 36.0
128055 28.0
140043 44.0
209459 4.0
...
22505079 36.0
22530922 12.0
22554777 40.0
22577905 48.0
22601563 20.0
Name: sales, Length: 1194, dtype: float64
105168 8.116
116665 11.296
128673 13.732
140647 11.664
151864 9.324
...
22479977 47.756
22505698 10.084
22555351 11.416
22578487 27.788
22602156 6.620
Name: sales, Length: 1007, dtype: float64
105196 8.0
116694 4.0
128698 4.0
140669 4.0
151892 4.0
...
22505729 4.0
22531547 4.0
22555379 12.0
22578512 16.0
22602184 8.0
Name: sales, Length: 974, dtype: float64
115597 48.0
127624 308.0
139627 280.0
150844 160.0
162113 192.0
...
22504638 180.0
22530506 72.0
22554359 144.0
22577485 64.0
22601142 120.0
Name: sales, Length: 1216, dtype: float64
116493 44.0
128507 40.0
140485 20.0
151701 32.0
162999 36.0
...
22505553 48.0
22531384 40.0
22555225 40.0
22578357 48.0
22602027 8.0
Name: sales, Length: 1120, dtype: float64
116688 26.752
128693 25.940
174828 27.192
197832 32.432
267509 30.516
...
22262584 56.864
22286068 62.728
22310335 29.640
22432280 27.744
22531541 33.300
Name: sales, Length: 404, dtype: float64
127789 4.0
151000 24.0
173942 4.0
185286 4.0
196904 16.0
...
21705333 4.0
21728520 4.0
21752103 4.0
21800880 8.0
21825934 4.0
Name: sales, Length: 751, dtype: float64
127946 16.0
139940 8.0
151152 12.0
162440 64.0
174096 8.0
...
21187103 12.0
21211381 4.0
21235941 28.0
21259889 24.0
21284758 20.0
Name: sales, Length: 721, dtype: float64
128017 112.0
140005 68.0
151220 68.0
162510 64.0
174167 64.0
...
22505042 108.0
22530886 40.0
22554741 20.0
22577870 20.0
22601527 68.0
Name: sales, Length: 1076, dtype: float64
139954 21.124
151166 10.340
162453 12.420
174111 8.564
185456 12.332
...
22504989 16.212
22530836 9.856
22554692 6.260
22577820 14.404
22601475 10.524
Name: sales, Length: 1164, dtype: float64
140670 16.0
151893 28.0
163185 28.0
174834 20.0
186197 12.0
...
22505730 40.0
22531549 28.0
22555380 24.0
22578513 28.0
22602185 40.0
Name: sales, Length: 1139, dtype: float64
151615 8.0
162920 20.0
174571 8.0
185925 12.0
197545 20.0
...
22505458 20.0
22531294 16.0
22555141 12.0
22578267 24.0
22601934 8.0
Name: sales, Length: 1190, dtype: float64
161989 4.0
173649 4.0
208896 4.0
221018 8.0
290321 4.0
...
7810093 12.0
7866825 4.0
7885442 4.0
7924272 4.0
8019194 4.0
Name: sales, Length: 142, dtype: float64
174128 24.0
185477 32.0
197095 48.0
209380 28.0
221490 4.0
...
22505010 84.0
22530854 76.0
22554711 68.0
22577838 64.0
22601495 40.0
Name: sales, Length: 1075, dtype: float64
174162 52.536
185507 27.500
278530 25.380
360628 22.564
373162 24.336
...
22431630 50.716
22505037 27.284
22530881 24.176
22554736 25.800
22577865 25.284
Name: sales, Length: 379, dtype: float64
174238 4.0
2907867 8.0
2932969 24.0
2945479 4.0
2958412 40.0
...
16789691 136.0
16813978 56.0
16838677 56.0
16862383 108.0
16885456 20.0
Name: sales, Length: 241, dtype: float64
174253 4.0
185596 8.0
197219 8.0
209507 16.0
221609 12.0
...
22505126 36.0
22530969 4.0
22554823 24.0
22577949 16.0
22601608 16.0
Name: sales, Length: 1162, dtype: float64
174362 4.0
197332 12.0
Name: sales, dtype: float64
174567 32.0
185921 36.0
197542 44.0
209833 40.0
221912 36.0
...
22505454 28.0
22531290 4.0
22555137 28.0
22578263 24.0
22601930 36.0
Name: sales, Length: 1123, dtype: float64
174699 12.0
186053 44.0
197686 68.0
209970 180.0
222051 16.0
...
19057651 1024.0
19082780 420.0
19106857 300.0
19131179 156.0
19179792 28.0
Name: sales, Length: 137, dtype: float64
174835 48.0
186198 96.0
197840 140.0
210121 244.0
222196 144.0
...
22505733 324.0
22531552 168.0
22555383 24.0
22578516 268.0
22602188 76.0
Name: sales, Length: 1208, dtype: float64
185080 16.0
196696 20.0
208981 8.0
221105 12.0
232561 20.0
...
22504600 56.0
22530468 36.0
22554322 44.0
22577448 52.0
22601104 16.0
Name: sales, Length: 1164, dtype: float64
185737 8.0
197361 8.0
209649 16.0
221745 8.0
233187 16.0
...
22335475 8.0
22408059 4.0
22431851 4.0
22455334 4.0
22479535 4.0
Name: sales, Length: 601, dtype: float64
186168 16.0
197805 4.0
210089 4.0
244783 4.0
267485 16.0
...
22095747 8.0
22167178 8.0
22286042 4.0
22455744 4.0
22531517 8.0
Name: sales, Length: 744, dtype: float64
209490 11.124
Name: sales, dtype: float64
210122 436.0
222197 448.0
233627 136.0
244811 120.0
256275 104.0
...
22505734 60.0
22531553 20.0
22555384 20.0
22578517 16.0
22602189 12.0
Name: sales, Length: 1163, dtype: float64
210123 52.0
222199 4.0
233630 24.0
244814 8.0
291543 20.0
...
22192327 8.0
22286079 8.0
22384912 8.0
22408514 60.0
22455784 4.0
Name: sales, Length: 644, dtype: float64
221894 48.0
233338 28.0
244517 44.0
255990 32.0
267207 20.0
...
22505436 52.0
22531273 84.0
22555118 20.0
22578245 20.0
22601912 16.0
Name: sales, Length: 1238, dtype: float64
222126 28.0
244748 24.0
256208 8.0
267445 4.0
279174 8.0
...
22455706 16.0
22479930 60.0
22505656 8.0
22578451 4.0
22602120 8.0
Name: sales, Length: 1096, dtype: float64
222198 8.0
233629 24.0
244813 4.0
256277 8.0
267518 20.0
...
22505738 20.0
22531556 12.0
22555387 20.0
22578520 24.0
22602193 8.0
Name: sales, Length: 1123, dtype: float64
244504 8.0
337444 12.0
348910 12.0
397578 4.0
1373150 8.0
...
22360558 4.0
22408209 4.0
22531258 8.0
22578231 4.0
22601896 4.0
Name: sales, Length: 721, dtype: float64
244812 4.0
279252 28.0
291541 8.0
326258 4.0
409586 4.0
...
22505737 4.0
22531555 12.0
22555386 8.0
22578519 4.0
22602192 12.0
Name: sales, Length: 442, dtype: float64
255401 8.0
266585 4.0
278288 36.0
290600 32.0
302715 8.0
...
22504795 48.0
22530655 12.0
22554512 36.0
22577633 16.0
22601292 24.0
Name: sales, Length: 1053, dtype: float64
266732 4.0
278444 12.0
290751 8.0
302863 24.0
314238 12.0
...
22504957 4.0
22530806 8.0
22554662 56.0
22577791 16.0
22601444 8.0
Name: sales, Length: 992, dtype: float64
266865 20.0
278579 16.0
290885 32.0
302993 20.0
314370 24.0
...
15328466 4.0
15373292 4.0
15395771 4.0
15418378 16.0
15596115 4.0
Name: sales, Length: 759, dtype: float64
267073 44.0
278793 12.0
291104 24.0
303197 12.0
314571 16.0
...
22505298 12.0
22531140 24.0
22554990 16.0
22578114 24.0
22601777 44.0
Name: sales, Length: 1226, dtype: float64
267357 12.0
279086 8.0
303465 8.0
337597 12.0
361195 4.0
...
22095658 48.0
22118438 4.0
22142090 4.0
22335807 4.0
22479876 12.0
Name: sales, Length: 300, dtype: float64
267383 44.0
279113 56.0
291407 108.0
303490 60.0
314865 32.0
...
22505626 48.0
22531452 20.0
22555288 36.0
22578425 12.0
22602093 24.0
Name: sales, Length: 1113, dtype: float64
267508 12.0
279241 4.0
291531 8.0
303602 8.0
314987 4.0
...
22505721 28.0
22531539 28.0
22555372 24.0
22578505 20.0
22602176 12.0
Name: sales, Length: 626, dtype: float64
290540 4.0
302657 12.0
348223 4.0
360317 8.0
420428 4.0
...
22504735 8.0
22530599 8.0
22554455 12.0
22577578 8.0
22601235 28.0
Name: sales, Length: 576, dtype: float64
290999 8.0
303095 8.0
337240 4.0
373330 4.0
2245220 24.0
...
22479464 60.0
22531043 56.0
22554893 20.0
22578018 40.0
22601678 52.0
Name: sales, Length: 918, dtype: float64
302748 8.0
314124 12.0
325378 24.0
336883 12.0
348319 20.0
...
22479104 32.0
22504831 16.0
22530689 24.0
22577669 28.0
22601330 28.0
Name: sales, Length: 1060, dtype: float64
337744 20.0
349225 20.0
361345 36.0
373867 40.0
386119 24.0
...
22479994 4.0
22505718 8.0
22555369 12.0
22578504 20.0
22602174 24.0
Name: sales, Length: 881, dtype: float64
349239 4.0
373882 8.0
386134 4.0
444668 4.0
456740 8.0
...
22505743 48.0
22531559 48.0
22555390 60.0
22578523 44.0
22602196 32.0
Name: sales, Length: 1229, dtype: float64
361023 8.0
373557 4.0
385829 12.0
397581 32.0
421083 4.0
...
22408212 8.0
22432003 4.0
22455483 16.0
22479693 36.0
22531261 4.0
Name: sales, Length: 244, dtype: float64
361360 4.0
373881 8.0
386133 24.0
397887 16.0
421388 8.0
...
22505739 24.0
22531557 4.0
22555388 12.0
22578521 32.0
22602194 8.0
Name: sales, Length: 755, dtype: float64
409402 8.0
421207 32.0
480056 8.0
8260720 4.0
8276149 4.0
8291198 4.0
13040765 4.0
Name: sales, dtype: float64
444028 2006.436
6871846 1.948
Name: sales, dtype: float64
456730 28.0
468426 8.0
480248 4.0
492246 48.0
504014 36.0
...
22505728 36.0
22531546 36.0
22555378 16.0
22578511 36.0
22602183 16.0
Name: sales, Length: 1226, dtype: float64
468438 4.0
492258 28.0
504026 28.0
515620 4.0
539737 60.0
...
22505746 24.0
22531562 60.0
22555392 16.0
22578525 20.0
22602199 12.0
Name: sales, Length: 1057, dtype: float64
468439 12.0
480261 12.0
492260 16.0
504028 8.0
693293 24.0
...
22335937 4.0
22360870 12.0
22408522 4.0
22432303 20.0
22602201 4.0
Name: sales, Length: 847, dtype: float64
480260 8.0
492259 12.0
504027 12.0
515621 8.0
527373 4.0
...
22505747 16.0
22531563 28.0
22555393 24.0
22578526 4.0
22602200 12.0
Name: sales, Length: 1064, dtype: float64
491931 4.0
503711 8.0
551477 8.0
586501 12.0
597882 4.0
...
22360557 16.0
22432000 164.0
22479690 4.0
22555104 4.0
22601895 16.0
Name: sales, Length: 648, dtype: float64
492257 4.0
504025 12.0
515619 4.0
527372 8.0
539736 12.0
...
22505745 56.0
22531561 24.0
22555391 24.0
22578524 60.0
22602198 16.0
Name: sales, Length: 1020, dtype: float64
515419 24.0
527160 20.0
539537 44.0
551598 4.0
574894 24.0
...
22505552 44.0
22531383 28.0
22555224 12.0
22578356 12.0
22602026 32.0
Name: sales, Length: 650, dtype: float64
527200 4.0
563395 4.0
574935 4.0
657553 4.0
669257 12.0
...
22335804 8.0
22384790 4.0
22505600 44.0
22555263 4.0
22602066 8.0
Name: sales, Length: 559, dtype: float64
527371 4.0
575105 16.0
586812 12.0
609941 20.0
622334 24.0
...
22384914 20.0
22455786 84.0
22480015 24.0
22505741 8.0
22555389 4.0
Name: sales, Length: 709, dtype: float64
538894 4.0
550955 4.0
562730 16.0
574246 24.0
621478 8.0
...
22504902 16.0
22530752 12.0
22554607 16.0
22577734 16.0
22601392 4.0
Name: sales, Length: 1018, dtype: float64
539421 160.0
551479 100.0
563241 72.0
574778 112.0
586504 72.0
...
22141911 24.0
22166913 28.0
22192048 8.0
22479692 4.0
22601900 4.0
Name: sales, Length: 525, dtype: float64
539733 16.0
551799 4.0
563549 28.0
575106 40.0
586813 8.0
...
22408517 36.0
22455787 12.0
22480016 8.0
22505742 28.0
22578522 8.0
Name: sales, Length: 616, dtype: float64
550844 4.0
562625 4.0
574141 4.0
585893 4.0
621373 20.0
...
22261689 4.0
22285142 4.0
22335014 4.0
22454863 4.0
22601283 4.0
Name: sales, Length: 450, dtype: float64
551394 20.0
563159 28.0
574691 36.0
586423 20.0
597799 24.0
...
22505334 16.0
22531174 20.0
22555022 20.0
22578144 16.0
22601812 28.0
Name: sales, Length: 1176, dtype: float64
563548 8.0
575104 8.0
586811 8.0
622333 16.0
634647 8.0
...
22432297 8.0
22480014 20.0
22505740 8.0
22531558 12.0
22602195 12.0
Name: sales, Length: 893, dtype: float64
563555 88.0
575110 52.0
586816 72.0
598193 60.0
609947 52.0
...
22505760 68.0
22531577 68.0
22555403 32.0
22578537 68.0
22602213 68.0
Name: sales, Length: 1172, dtype: float64
597484 12.0
609188 12.0
621594 8.0
633935 8.0
645588 4.0
...
22335231 8.0
22384231 4.0
22407812 8.0
22431609 4.0
22577844 4.0
Name: sales, Length: 705, dtype: float64
609289 8.0
621697 4.0
657100 8.0
668795 8.0
680372 20.0
...
21705617 8.0
21775645 4.0
21801177 8.0
21900741 4.0
21973266 4.0
Name: sales, Length: 434, dtype: float64
609903 12.0
622296 4.0
657673 4.0
680983 12.0
693246 8.0
...
22335900 4.0
22360835 4.0
22505702 8.0
22531524 4.0
22555355 4.0
Name: sales, Length: 543, dtype: float64
609904 28.0
634613 20.0
646249 4.0
657674 4.0
669378 12.0
...
22505703 24.0
22531525 16.0
22555356 24.0
22578491 24.0
22602160 32.0
Name: sales, Length: 619, dtype: float64
656682 4.0
668383 4.0
679938 4.0
692181 4.0
704961 24.0
...
22454760 12.0
22504678 4.0
22530545 20.0
22554399 4.0
22601181 8.0
Name: sales, Length: 898, dtype: float64
657379 4.0
669076 8.0
680670 16.0
692923 56.0
718224 4.0
...
17993516 2680.0
18018069 2940.0
18042850 332.0
18067012 4.0
18092022 104.0
Name: sales, Length: 113, dtype: float64
680123 4.0
717704 4.0
765081 4.0
789469 8.0
813562 4.0
...
22454942 20.0
22479140 8.0
22504869 4.0
22530723 16.0
22601363 4.0
Name: sales, Length: 513, dtype: float64
680653 16.0
705678 4.0
730164 4.0
741993 8.0
777414 4.0
...
22431963 4.0
22531222 8.0
22555066 4.0
22578194 8.0
22601858 8.0
Name: sales, Length: 650, dtype: float64
680693 64.0
692946 72.0
705718 112.0
718243 80.0
730203 36.0
...
22505419 20.0
22531257 20.0
22555103 8.0
22578230 12.0
22601894 4.0
Name: sales, Length: 1116, dtype: float64
681026 20.0
693294 32.0
706056 44.0
718574 16.0
730518 32.0
...
22505755 24.0
22531571 24.0
22555399 8.0
22578533 8.0
22602210 36.0
Name: sales, Length: 1207, dtype: float64
706054 68.0
718572 52.0
730516 8.0
765941 24.0
777795 32.0
...
22505753 24.0
22531569 8.0
22555397 16.0
22578531 16.0
22602208 8.0
Name: sales, Length: 1090, dtype: float64
706055 36.0
718573 36.0
730517 60.0
765942 16.0
777796 44.0
...
22505754 16.0
22531570 20.0
22555398 24.0
22578532 24.0
22602209 8.0
Name: sales, Length: 1152, dtype: float64
717367 16.0
729338 4.0
1324605 4.0
1336414 8.0
1348456 4.0
...
22504534 12.0
22530403 8.0
22554254 8.0
22577380 8.0
22601038 4.0
Name: sales, Length: 463, dtype: float64
718571 4.0
730515 4.0
742370 8.0
777793 16.0
790347 12.0
...
22480022 20.0
22505749 12.0
22531565 8.0
22578528 8.0
22602203 8.0
Name: sales, Length: 1033, dtype: float64
742359 4.0
754295 20.0
765932 32.0
790338 28.0
802676 12.0
...
22505736 88.0
22531554 24.0
22555385 12.0
22578518 32.0
22602191 32.0
Name: sales, Length: 1160, dtype: float64
742369 8.0
765940 16.0
777792 4.0
790346 12.0
802687 4.0
...
22505748 20.0
22531564 20.0
22555394 4.0
22578527 8.0
22602202 4.0
Name: sales, Length: 1194, dtype: float64
742371 4.0
777794 4.0
802689 8.0
814396 4.0
825937 4.0
...
22505750 16.0
22531566 8.0
22555395 12.0
22578529 16.0
22602204 8.0
Name: sales, Length: 1019, dtype: float64
742373 4.0
754307 4.0
765944 8.0
777798 8.0
790352 12.0
...
22480032 8.0
22505758 4.0
22531575 4.0
22555401 4.0
22578535 12.0
Name: sales, Length: 679, dtype: float64
777777 88.0
790331 8.0
837647 36.0
849046 48.0
861003 32.0
...
22408505 56.0
22432287 32.0
22455776 44.0
22480005 48.0
22531548 16.0
Name: sales, Length: 1136, dtype: float64
790005 4.0
15440627 24.0
15463013 32.0
15509827 4.0
15729135 4.0
15750478 4.0
15772465 52.0
Name: sales, dtype: float64
790351 68.0
802692 48.0
814399 16.0
825941 52.0
837667 28.0
...
22505756 44.0
22531572 52.0
22555400 16.0
22578534 24.0
22602211 24.0
Name: sales, Length: 1165, dtype: float64
861030 64.0
873843 80.0
886581 32.0
898517 12.0
910345 20.0
...
21656255 60.0
21682126 20.0
21826875 64.0
21852314 12.0
21876449 4.0
Name: sales, Length: 892, dtype: float64
861031 292.0
873844 76.0
886582 32.0
898518 36.0
910346 48.0
...
22505766 116.0
22531582 84.0
22555408 60.0
22578542 144.0
22602219 64.0
Name: sales, Length: 1197, dtype: float64
861032 24.0
873845 48.0
886583 20.0
898519 44.0
910347 40.0
...
22480041 20.0
22505768 24.0
22531584 8.0
22555410 12.0
22578544 32.0
Name: sales, Length: 1135, dtype: float64
861033 64.0
873846 72.0
886584 8.0
898520 12.0
910348 24.0
...
22505769 36.0
22531585 16.0
22555411 24.0
22578545 24.0
22602221 16.0
Name: sales, Length: 1136, dtype: float64
861034 44.0
873847 64.0
886585 40.0
898521 28.0
910349 48.0
...
22505770 36.0
22531586 8.0
22555412 36.0
22578546 40.0
22602222 20.0
Name: sales, Length: 1174, dtype: float64
861035 16.0
873848 88.0
886586 48.0
898522 72.0
910350 24.0
...
22505771 40.0
22531587 48.0
22555413 12.0
22578547 32.0
22602223 4.0
Name: sales, Length: 1191, dtype: float64
861036 24.0
873849 56.0
886587 32.0
898523 28.0
910351 24.0
...
22505772 16.0
22531588 16.0
22555414 12.0
22578548 8.0
22602224 12.0
Name: sales, Length: 1094, dtype: float64
861037 224.0
873850 284.0
886588 212.0
898524 224.0
910352 276.0
...
22505773 256.0
22531589 192.0
22555415 128.0
22578549 132.0
22602225 140.0
Name: sales, Length: 1191, dtype: float64
861038 80.0
873851 112.0
886589 36.0
898525 40.0
910353 24.0
...
22505774 44.0
22531590 20.0
22555416 12.0
22578550 16.0
22602226 24.0
Name: sales, Length: 1165, dtype: float64
861039 144.0
873852 144.0
886590 84.0
898526 112.0
910354 96.0
...
22505775 64.0
22531591 76.0
22555417 52.0
22578551 44.0
22602227 28.0
Name: sales, Length: 1170, dtype: float64
861040 28.0
873853 40.0
886591 20.0
898527 20.0
910355 12.0
...
22505776 28.0
22531592 12.0
22555418 12.0
22578552 12.0
22602228 24.0
Name: sales, Length: 1058, dtype: float64
861041 144.0
873854 132.0
886592 72.0
898528 104.0
910356 92.0
...
22505777 88.0
22531593 32.0
22555419 36.0
22578553 60.0
22602229 28.0
Name: sales, Length: 1182, dtype: float64
861042 84.0
873855 48.0
886593 52.0
898529 8.0
910357 48.0
...
22505778 100.0
22531594 40.0
22555420 20.0
22578554 68.0
22602230 68.0
Name: sales, Length: 1192, dtype: float64
861043 48.0
873856 136.0
886594 88.0
898530 52.0
910358 52.0
...
22505779 48.0
22531595 60.0
22555421 24.0
22578555 32.0
22602231 24.0
Name: sales, Length: 1173, dtype: float64
861044 68.0
873857 60.0
886595 20.0
898531 52.0
910359 48.0
...
22505780 64.0
22531596 36.0
22555422 36.0
22578556 36.0
22602232 28.0
Name: sales, Length: 1148, dtype: float64
861045 76.0
873858 72.0
886596 44.0
898532 44.0
910360 56.0
...
22505781 16.0
22531597 8.0
22555423 20.0
22578557 32.0
22602233 40.0
Name: sales, Length: 1069, dtype: float64
861046 4.0
873859 32.0
898533 4.0
910361 8.0
995253 8.0
...
22432337 16.0
22480058 16.0
22505785 4.0
22531600 4.0
22578560 8.0
Name: sales, Length: 662, dtype: float64
861047 8.0
873860 28.0
886597 20.0
898534 16.0
910362 12.0
...
22505791 16.0
22531605 32.0
22555431 12.0
22578565 32.0
22602242 16.0
Name: sales, Length: 1015, dtype: float64
861048 84.0
873861 84.0
886598 12.0
898535 24.0
910363 12.0
...
22505792 132.0
22531606 8.0
22555432 40.0
22578566 4.0
22602243 64.0
Name: sales, Length: 1149, dtype: float64
861049 96.0
873862 84.0
886599 112.0
898536 52.0
910364 80.0
...
22455835 32.0
22505794 36.0
22531607 24.0
22555433 28.0
22578568 40.0
Name: sales, Length: 1153, dtype: float64
886534 8.908
898469 12.876
910294 2.872
934184 22.856
946304 24.116
...
22505701 16.924
22531523 38.632
22555354 10.892
22578490 15.956
22602159 7.344
Name: sales, Length: 1048, dtype: float64
921590 12.0
933409 4.0
945486 16.0
958352 8.0
970978 28.0
...
20421466 24.0
20448234 4.0
20474689 4.0
20499177 4.0
20992138 4.0
Name: sales, Length: 353, dtype: float64
934233 4.0
1081450 40.0
1105624 4.0
1117991 4.0
1373519 4.0
...
22408532 4.0
22455802 8.0
22480030 20.0
22505757 4.0
22531573 4.0
Name: sales, Length: 204, dtype: float64
971800 4.0
1069330 8.0
1105617 4.0
1228545 4.0
1264777 8.0
...
22286092 4.0
22310361 4.0
22384925 4.0
22432307 8.0
22602207 4.0
Name: sales, Length: 323, dtype: float64
995252 28.0
1019262 40.0
1031722 32.0
1044474 36.0
1057059 28.0
...
22505784 96.0
22531599 52.0
22555426 16.0
22578559 116.0
22602236 44.0
Name: sales, Length: 933, dtype: float64
1031704 4.0
1105623 8.0
1130822 24.0
1155481 16.0
1179200 8.0
...
22286097 8.0
22310366 16.0
22384929 52.0
22408531 8.0
22455801 32.0
Name: sales, Length: 665, dtype: float64
1057037 24.0
1069329 44.0
1081444 4.0
1093673 4.0
1105616 8.0
...
22505751 24.0
22531567 32.0
22555396 12.0
22578530 24.0
22602205 8.0
Name: sales, Length: 1090, dtype: float64
1069334 8.0
1081448 16.0
1093677 20.0
1105621 16.0
1117989 36.0
...
20743792 60.0
20768416 52.0
20794299 56.0
20820353 32.0
20917609 4.0
Name: sales, Length: 868, dtype: float64
1105626 8.0
1117995 20.0
1130826 24.0
1143476 12.0
1155485 12.0
...
22505761 52.0
22531578 12.0
22555404 20.0
22578538 20.0
22602214 36.0
Name: sales, Length: 501, dtype: float64
1117929 4.0
1130761 4.0
1179145 16.0
1215838 4.0
1240557 4.0
...
22505699 8.0
22531521 4.0
22555352 24.0
22578488 12.0
22602157 4.0
Name: sales, Length: 880, dtype: float64
1117992 60.0
1130823 28.0
1143473 32.0
1179201 12.0
1203131 24.0
...
22432312 4.0
22455803 4.0
22480031 16.0
22531574 24.0
22602212 60.0
Name: sales, Length: 643, dtype: float64
1117993 8.0
1130824 8.0
1143474 12.0
1155483 12.0
1167192 12.0
...
22432313 24.0
22505759 8.0
22531576 8.0
22555402 8.0
22578536 128.0
Name: sales, Length: 994, dtype: float64
1202200 16.0
1214974 28.0
1227655 16.0
1239731 20.0
1251712 20.0
...
22504851 16.0
22530707 12.0
22554562 8.0
22577688 24.0
22601347 16.0
Name: sales, Length: 1021, dtype: float64
1203107 4.0
1559540 4.0
1619989 4.0
2006570 8.0
2384857 4.0
...
21557992 8.0
21801792 4.0
21999436 4.0
22505735 36.0
22602190 4.0
Name: sales, Length: 75, dtype: float64
1313796 20.0
1325826 24.0
1337645 12.0
1349674 8.0
1361355 8.0
...
22505767 60.0
22531583 44.0
22555409 48.0
22578543 56.0
22602220 48.0
Name: sales, Length: 1147, dtype: float64
1325315 6.02
Name: sales, dtype: float64
1325391 8.0
1349231 16.0
1360924 4.0
1373060 8.0
1385811 16.0
1410357 8.0
13023096 8.0
13040539 20.0
20571645 4.0
20596302 36.0
20622230 52.0
20648119 16.0
Name: sales, dtype: float64
1325427 4.0
1337235 12.0
1349271 8.0
1360961 4.0
4104867 8.0
...
22479636 12.0
22505367 20.0
22531206 12.0
22555052 16.0
22601842 8.0
Name: sales, Length: 117, dtype: float64
1325467 28.0
1337280 12.0
1349310 20.0
8171405 4.0
8186189 8.0
8215303 4.0
9052078 12.0
9071271 48.0
9091149 12.0
9110528 56.0
9130350 44.0
13023177 4.0
13040621 8.0
13256953 12.0
13275324 44.0
13293394 36.0
13311622 32.0
13329498 28.0
13348406 52.0
13368295 100.0
13388097 16.0
Name: sales, dtype: float64
1325616 20.0
1337427 16.0
1349462 4.0
8186318 8.0
8200666 4.0
...
22505574 28.0
22531404 16.0
22555242 28.0
22578374 28.0
22602046 4.0
Name: sales, Length: 517, dtype: float64
1325823 36.0
1337642 48.0
1349671 12.0
1361353 24.0
1373526 60.0
...
22505765 12.0
22531581 32.0
22555407 8.0
22578541 20.0
22602218 4.0
Name: sales, Length: 989, dtype: float64
1336991 2.376
Name: sales, dtype: float64
1349232 4.0
8320822 8.0
8335568 4.0
8366270 8.0
Name: sales, dtype: float64
1349419 16.0
12665410 4.0
12697933 12.0
12748200 4.0
12765463 16.0
...
22310129 12.0
22384716 4.0
22432092 4.0
22455579 4.0
22505524 8.0
Name: sales, Length: 146, dtype: float64
1349670 176.0
1361352 84.0
1373525 288.0
1422867 92.0
1718668 212.0
...
22505763 212.0
22531579 208.0
22555405 32.0
22578539 144.0
22602216 44.0
Name: sales, Length: 990, dtype: float64
1361116 8.0
1373262 16.0
1386010 28.0
1398613 20.0
1410550 20.0
...
22505534 36.0
22531364 32.0
22555206 12.0
22578338 48.0
22602007 16.0
Name: sales, Length: 948, dtype: float64
1373544 12.0
1386278 68.0
1398877 76.0
1410807 40.0
1422886 44.0
...
22505782 24.0
22531598 12.0
22555424 16.0
22578558 16.0
22602234 4.0
Name: sales, Length: 787, dtype: float64
1533986 8.0
1546288 24.0
1559172 28.0
1571376 52.0
1583440 20.0
...
22505354 32.0
22531194 32.0
22555040 12.0
22578164 20.0
22601831 28.0
Name: sales, Length: 1086, dtype: float64
1534418 8.0
1546745 4.0
1595752 4.0
1620035 8.0
1632387 8.0
...
22505787 28.0
22531602 56.0
22555428 16.0
22578562 12.0
22602238 24.0
Name: sales, Length: 916, dtype: float64
1571792 4.0
1583864 4.0
1595753 4.0
1607920 24.0
1620036 8.0
...
22505788 12.0
22531603 8.0
22555429 16.0
22578563 36.0
22602239 40.0
Name: sales, Length: 1082, dtype: float64
1607923 8.0
1632391 40.0
1645278 20.0
1657966 20.0
1670031 4.0
...
22455834 24.0
22480065 4.0
22505793 8.0
22578567 4.0
22602244 8.0
Name: sales, Length: 1071, dtype: float64
1620034 24.0
1632386 64.0
1657960 24.0
1670026 20.0
1681844 24.0
...
22505786 36.0
22531601 20.0
22555427 8.0
22578561 8.0
22602237 12.0
Name: sales, Length: 781, dtype: float64
1632365 16.0
1645254 80.0
1657940 24.0
1670005 40.0
1681824 8.0
...
22432316 20.0
22455807 4.0
22480035 12.0
22505762 8.0
22602215 4.0
Name: sales, Length: 629, dtype: float64
1657963 4.0
1693936 4.0
1705982 12.0
1718689 8.0
1731451 4.0
...
21457602 4.0
21630410 4.0
21949520 16.0
22505789 4.0
22602240 8.0
Name: sales, Length: 477, dtype: float64
1693298 2.2000
3540289 2.7240
3552628 3.3160
4522890 5.4760
5344235 205.4544
5864687 2.0680
6045461 115.6136
6901667 199.4720
7089767 60.8360
7133134 61.2080
7220465 129.5280
7463771 64.2480
7561285 40.0000
7656431 72.3400
7733108 65.1640
7848370 70.5320
8000921 66.0600
8200244 66.2680
8275732 57.9640
8320632 31.4440
8396444 28.2440
8425974 75.2000
8440544 62.9800
8683690 72.4480
8819332 142.2680
8954370 72.3640
9090874 65.0560
9209330 32.7400
9913220 79.8800
11496843 80.3640
16555152 78.9640
21085806 30.0760
21260050 67.1120
22117999 38.2080
22215287 53.7720
22384346 47.9240
22530977 28.9240
Name: sales, dtype: float64
1718693 12.0
1731456 56.0
1756096 28.0
1768020 8.0
1780091 124.0
...
22432346 32.0
22455836 36.0
22480066 24.0
22505795 20.0
22531608 112.0
Name: sales, Length: 918, dtype: float64
1791633 8.0
1804116 12.0
1868017 12.0
1943155 4.0
1967603 4.0
...
22431889 8.0
22455374 16.0
22479576 4.0
22531149 4.0
22578121 4.0
Name: sales, Length: 498, dtype: float64
1792124 24.0
1804631 56.0
1817866 16.0
1843538 24.0
1855935 12.0
...
22505796 28.0
22531609 8.0
22555434 12.0
22578569 4.0
22602245 4.0
Name: sales, Length: 1005, dtype: float64
1804632 416.0
1817867 256.0
1830902 120.0
1843539 1088.0
1855936 84.0
...
22505806 108.0
22531620 84.0
22555443 64.0
22578581 40.0
22602254 56.0
Name: sales, Length: 1107, dtype: float64
1804633 220.0
1817868 328.0
1830903 172.0
1843540 172.0
1855937 132.0
...
22505807 168.0
22531621 108.0
22555444 104.0
22578582 64.0
22602255 92.0
Name: sales, Length: 1056, dtype: float64
1804634 28.0
1817869 36.0
1830904 32.0
1843541 12.0
1855938 12.0
...
22505808 52.0
22531622 12.0
22555445 12.0
22578583 8.0
22602256 24.0
Name: sales, Length: 977, dtype: float64
1804635 128.0
1817870 160.0
1830905 104.0
1843542 76.0
1855939 180.0
...
22505809 136.0
22531623 116.0
22555446 72.0
22578584 92.0
22602257 88.0
Name: sales, Length: 1105, dtype: float64
1804636 108.0
1817871 204.0
1830906 60.0
1843543 48.0
1855940 80.0
...
22505811 72.0
22531625 36.0
22555448 28.0
22578587 48.0
22602259 36.0
Name: sales, Length: 1072, dtype: float64
1804637 172.0
1817872 176.0
1830907 60.0
1843544 44.0
1855941 64.0
...
22480085 28.0
22505812 116.0
22531626 4.0
22578588 16.0
22602260 4.0
Name: sales, Length: 1040, dtype: float64
1804638 12.0
1817873 44.0
1830908 4.0
1843545 12.0
1855942 4.0
...
22505821 4.0
22531636 12.0
22555457 28.0
22578597 20.0
22602270 16.0
Name: sales, Length: 925, dtype: float64
1804639 72.0
1817874 44.0
1830909 20.0
1843546 16.0
1855943 20.0
...
20325484 4.0
20348863 8.0
20372750 8.0
20396836 16.0
20422446 12.0
Name: sales, Length: 987, dtype: float64
1868485 4.0
1880777 4.0
1943656 4.0
2056095 4.0
2094701 4.0
...
22384968 4.0
22432352 4.0
22480073 4.0
22531614 4.0
22578575 4.0
Name: sales, Length: 431, dtype: float64
1880778 64.0
1893369 96.0
1906512 32.0
1968114 80.0
1980719 156.0
...
22505801 220.0
22531615 156.0
22555439 208.0
22578576 168.0
22602250 144.0
Name: sales, Length: 1056, dtype: float64
1880779 4.0
1906513 8.0
1919453 32.0
1931746 12.0
1968115 4.0
...
22455843 28.0
22480075 28.0
22505802 12.0
22531616 32.0
22578577 4.0
Name: sales, Length: 694, dtype: float64
1893365 12.0
1906508 48.0
1919449 36.0
1931742 52.0
1943652 4.0
...
22505797 52.0
22531610 28.0
22555435 28.0
22578571 40.0
22602247 24.0
Name: sales, Length: 1106, dtype: float64
1893366 8.0
1906509 36.0
1919450 20.0
1931743 12.0
1943653 16.0
...
22480070 64.0
22505798 32.0
22531611 8.0
22555436 4.0
22578572 20.0
Name: sales, Length: 1086, dtype: float64
1893367 8.0
1906510 64.0
1919451 48.0
1931744 32.0
1943654 24.0
...
22505799 80.0
22531612 40.0
22555437 44.0
22578573 16.0
22602248 16.0
Name: sales, Length: 1103, dtype: float64
1893368 4.0
1906511 36.0
1919452 8.0
1931745 8.0
1943655 16.0
...
22505800 36.0
22531613 4.0
22555438 12.0
22578574 8.0
22602249 16.0
Name: sales, Length: 946, dtype: float64
1906518 4.0
1919458 4.0
2006632 4.0
2031421 4.0
2081710 12.0
...
22192386 4.0
22215914 4.0
22286146 8.0
22384978 4.0
22578585 4.0
Name: sales, Length: 481, dtype: float64
1955998 8.0
1968116 56.0
1980721 24.0
1993875 44.0
2006627 28.0
...
22505804 12.0
22531618 12.0
22555441 20.0
22578579 16.0
22602252 20.0
Name: sales, Length: 1085, dtype: float64
2031416 52.0
2043821 8.0
2056099 16.0
2068645 60.0
2081705 36.0
...
22505805 88.0
22531619 60.0
22555442 68.0
22578580 32.0
22602253 64.0
Name: sales, Length: 1054, dtype: float64
2043803 8.0
2081686 8.0
2094686 4.0
2156056 8.0
2195190 8.0
...
22384952 4.0
22480056 8.0
22505783 16.0
22555425 4.0
22602235 4.0
Name: sales, Length: 569, dtype: float64
2043819 8.0
2056097 4.0
2068643 8.0
2081703 4.0
2094704 16.0
...
22505803 32.0
22531617 40.0
22555440 16.0
22578578 8.0
22602251 20.0
Name: sales, Length: 1059, dtype: float64
2056090 4.0
2068636 4.0
2081696 4.0
2094696 4.0
2106974 8.0
...
22286134 4.0
22335984 8.0
22480068 4.0
22578570 4.0
22602246 4.0
Name: sales, Length: 582, dtype: float64
2068650 4.0
2081711 4.0
2094711 4.0
2106987 4.0
2156082 8.0
...
22408581 4.0
22480083 12.0
22505810 8.0
22531624 4.0
22555447 12.0
Name: sales, Length: 529, dtype: float64
2119111 28.0
2131422 24.0
2143441 24.0
2156085 40.0
2169407 80.0
...
22505813 68.0
22531627 36.0
22555449 32.0
22578589 64.0
22602261 36.0
Name: sales, Length: 1093, dtype: float64
2119112 40.0
2131423 28.0
2143442 12.0
2156086 40.0
2169408 60.0
...
22505814 72.0
22531628 52.0
22555450 44.0
22578590 64.0
22602262 48.0
Name: sales, Length: 1083, dtype: float64
2143443 4.0
2156087 12.0
2169409 28.0
2182475 16.0
2195219 16.0
...
22505815 20.0
22531629 8.0
22555451 20.0
22578591 12.0
22602263 16.0
Name: sales, Length: 1069, dtype: float64
2233082 100.0
2245867 60.0
2259108 76.0
2272124 148.0
2284630 204.0
...
21925795 32.0
21949536 144.0
21973972 268.0
21999504 372.0
22025062 40.0
Name: sales, Length: 723, dtype: float64
2233087 8.0
2245871 16.0
2259113 4.0
2272129 8.0
2284634 8.0
...
22335998 8.0
22432361 8.0
22455851 4.0
22578586 4.0
22602258 8.0
Name: sales, Length: 415, dtype: float64
2233094 24.0
2245877 4.0
2272136 8.0
2296966 20.0
2321538 20.0
...
22505818 84.0
22531632 8.0
22555454 24.0
22578594 32.0
22602266 4.0
Name: sales, Length: 952, dtype: float64
2272105 16.0
2284613 8.0
2296937 12.0
2309296 32.0
2321511 24.0
...
22505790 240.0
22531604 108.0
22555430 248.0
22578564 276.0
22602241 208.0
Name: sales, Length: 1002, dtype: float64
2347095 4.0
2359952 12.0
2372488 8.0
2384933 32.0
2409614 4.0
...
22505827 44.0
22531642 8.0
22555463 12.0
22578603 28.0
22602276 16.0
Name: sales, Length: 1017, dtype: float64
2347096 8.0
2359953 32.0
2372489 4.0
2384934 8.0
2448264 12.0
...
22505828 40.0
22531643 24.0
22555464 12.0
22578604 8.0
22602277 12.0
Name: sales, Length: 973, dtype: float64
2384931 92.0
2397349 60.0
2409608 52.0
2422187 40.0
2435319 56.0
...
22505822 40.0
22531637 84.0
22555458 28.0
22578598 12.0
22602271 12.0
Name: sales, Length: 1049, dtype: float64
2397350 60.0
2409609 64.0
2422188 116.0
2435320 48.0
2448258 88.0
...
22505823 40.0
22531638 108.0
22555459 48.0
22578599 8.0
22602272 4.0
Name: sales, Length: 988, dtype: float64
2409610 44.0
2422189 16.0
2435321 32.0
2448259 32.0
2460793 8.0
...
22505824 52.0
22531639 24.0
22555460 8.0
22578600 40.0
22602273 12.0
Name: sales, Length: 1011, dtype: float64
2409611 44.0
2422190 180.0
2435322 144.0
2448260 40.0
2460794 32.0
...
22505825 164.0
22531640 152.0
22555461 124.0
22578601 180.0
22602274 116.0
Name: sales, Length: 1000, dtype: float64
2409613 96.0
2422192 292.0
2435324 192.0
2448262 68.0
2460796 24.0
...
22505826 152.0
22531641 168.0
22555462 136.0
22578602 140.0
22602275 128.0
Name: sales, Length: 1048, dtype: float64
2409615 8.0
2422194 24.0
2435326 36.0
2448265 12.0
2460799 28.0
...
22505830 72.0
22531645 36.0
22555466 28.0
22578606 32.0
22602280 4.0
Name: sales, Length: 1072, dtype: float64
2421312 12.0
2447431 28.0
2459962 4.0
2472457 4.0
2485008 4.0
...
20647781 8.0
20671774 24.0
20695695 8.0
20719606 12.0
20742989 12.0
Name: sales, Length: 589, dtype: float64
2497401 36.0
2509979 40.0
2523154 52.0
2536086 16.0
2548708 24.0
...
22504969 124.0
22530817 96.0
22554673 84.0
22577801 108.0
22601454 56.0
Name: sales, Length: 1028, dtype: float64
2497989 44.0
2510588 120.0
2523747 48.0
2536666 48.0
2549295 48.0
...
22505570 204.0
22531400 152.0
22555238 168.0
22578371 256.0
22602042 140.0
Name: sales, Length: 1015, dtype: float64
2497990 4.0
2510589 28.0
2523748 44.0
2536667 36.0
2549296 20.0
...
22505571 20.0
22531401 36.0
22555239 4.0
22578372 12.0
22602043 32.0
Name: sales, Length: 973, dtype: float64
2497992 4.0
2510591 28.0
2523750 16.0
2536669 12.0
2549298 8.0
...
22479847 24.0
22505573 20.0
22531403 8.0
22555241 24.0
22602045 4.0
Name: sales, Length: 781, dtype: float64
2498226 4.0
2510834 48.0
2523992 96.0
2536904 32.0
2549525 40.0
...
21534320 8.0
21582183 4.0
21630412 12.0
21656280 4.0
21682150 4.0
Name: sales, Length: 758, dtype: float64
2498253 20.0
2510862 28.0
2524020 64.0
2536932 28.0
2549551 48.0
...
22505817 76.0
22531631 84.0
22555453 44.0
22578593 60.0
22602265 72.0
Name: sales, Length: 1048, dtype: float64
2498254 84.0
2510863 88.0
2524021 44.0
2536933 60.0
2549552 76.0
...
22142290 12.0
22167296 12.0
22192394 4.0
22215920 8.0
22262663 8.0
Name: sales, Length: 902, dtype: float64
2498256 28.0
2510866 28.0
2524022 96.0
2536935 40.0
2549553 72.0
...
22505820 56.0
22531635 64.0
22555456 88.0
22578596 24.0
22602269 36.0
Name: sales, Length: 1021, dtype: float64
2510865 4.0
2587768 4.0
2600819 8.0
2652719 16.0
2665477 8.0
...
22384987 20.0
22432370 20.0
22480092 24.0
22531633 12.0
22602267 12.0
Name: sales, Length: 452, dtype: float64
2524031 24.0
2536943 36.0
2549562 52.0
2562105 20.0
2574821 40.0
...
22505831 56.0
22531646 128.0
22555467 72.0
22578607 16.0
22602281 16.0
Name: sales, Length: 1046, dtype: float64
2562103 36.0
2574819 80.0
2587778 84.0
2600830 60.0
2614176 28.0
...
22505829 32.0
22531644 44.0
22555465 100.0
22578605 16.0
22602279 12.0
Name: sales, Length: 1033, dtype: float64
2574822 36.0
2587781 28.0
2600833 56.0
2614179 44.0
2627272 68.0
...
22480112 40.0
22505838 36.0
22531653 4.0
22578613 8.0
22602288 8.0
Name: sales, Length: 885, dtype: float64
2587710 4.0
2600761 16.0
2614112 16.0
2627202 20.0
2640041 24.0
...
22505764 24.0
22531580 12.0
22555406 24.0
22578540 16.0
22602217 8.0
Name: sales, Length: 418, dtype: float64
2600829 4.0
2703791 4.0
2754396 4.0
3179446 4.0
3463612 4.0
...
21016637 4.0
21409328 20.0
21656321 8.0
22192407 4.0
22602278 4.0
Name: sales, Length: 70, dtype: float64
2600834 16.0
2614180 12.0
2627273 8.0
2640115 12.0
2652736 8.0
...
22505839 28.0
22531654 12.0
22555474 20.0
22578614 24.0
22602289 12.0
Name: sales, Length: 844, dtype: float64
2627257 8.0
2640099 4.0
2665476 4.0
2677937 4.0
2716728 4.0
...
22167298 8.0
22262665 16.0
22286155 8.0
22336007 4.0
22432369 4.0
Name: sales, Length: 503, dtype: float64
2627271 48.0
2640113 28.0
2652734 148.0
2665493 8.0
2677953 28.0
...
22505837 20.0
22531652 16.0
22555473 16.0
22578612 12.0
22602287 44.0
Name: sales, Length: 949, dtype: float64
2652733 160.0
2665492 8.0
2677952 24.0
2690691 36.0
2703796 40.0
...
22505834 40.0
22531649 12.0
22555470 16.0
22578610 60.0
22602284 28.0
Name: sales, Length: 1007, dtype: float64
2665491 8.0
2677951 20.0
2690690 20.0
2703795 24.0
2716743 20.0
...
22505833 16.0
22531648 24.0
22555469 40.0
22578609 28.0
22602283 12.0
Name: sales, Length: 1028, dtype: float64
2689928 1.932
Name: sales, dtype: float64
2729344 12.0
2741865 8.0
2779965 16.0
2793263 32.0
2806393 24.0
...
22505832 44.0
22531647 16.0
22555468 16.0
22578608 8.0
22602282 12.0
Name: sales, Length: 913, dtype: float64
2754385 44.0
2766937 32.0
2779951 16.0
2793249 20.0
2806379 20.0
...
22505819 72.0
22531634 72.0
22555455 96.0
22578595 88.0
22602268 72.0
Name: sales, Length: 986, dtype: float64
2806398 4.0
2831692 4.0
2844350 8.0
2908586 8.0
2959182 4.0
...
22239060 4.0
22310449 4.0
22408614 4.0
22505842 4.0
22602293 4.0
Name: sales, Length: 540, dtype: float64
2856737 4.0
2869595 12.0
2882813 8.0
2895927 4.0
2908584 24.0
...
22505840 8.0
22531656 32.0
22555475 4.0
22578616 4.0
22602291 32.0
Name: sales, Length: 950, dtype: float64
2856738 8.0
2869596 16.0
2882814 24.0
2895928 16.0
2908585 32.0
...
22505841 40.0
22531657 32.0
22555476 12.0
22578617 12.0
22602292 12.0
Name: sales, Length: 990, dtype: float64
2869597 16.0
2882815 16.0
2895929 28.0
2908587 32.0
2921074 60.0
...
22505848 96.0
22531660 72.0
22555480 48.0
22578621 100.0
22602296 60.0
Name: sales, Length: 1032, dtype: float64
2946217 4.0
3038049 8.0
3077767 4.0
3153518 4.0
3256273 4.0
...
21534371 4.0
22215945 8.0
22286181 8.0
22455882 4.0
22505843 8.0
Name: sales, Length: 212, dtype: float64
2959183 4.0
2972751 56.0
2986301 24.0
3050799 4.0
3064369 4.0
...
22408616 4.0
22480118 8.0
22505845 4.0
22555478 4.0
22578619 8.0
Name: sales, Length: 806, dtype: float64
2972595 32.0
2986147 48.0
2999268 4.0
3012219 28.0
3025200 20.0
...
22505686 28.0
22531507 12.0
22555338 44.0
22578474 12.0
22602144 20.0
Name: sales, Length: 994, dtype: float64
2998888 21.568
Name: sales, dtype: float64
2999417 36.0
3012370 24.0
3025350 8.0
3038054 40.0
3050803 8.0
...
22480122 16.0
22505849 12.0
22531661 24.0
22555481 20.0
22602297 36.0
Name: sales, Length: 989, dtype: float64
3012368 4.0
3025347 4.0
3038051 4.0
3050800 16.0
3064370 12.0
...
22505846 12.0
22531659 4.0
22555479 4.0
22578620 20.0
22602295 12.0
Name: sales, Length: 834, dtype: float64
3025345 4.0
3050795 4.0
3064364 4.0
3077763 8.0
3090273 4.0
...
22432390 16.0
22480114 12.0
22531655 4.0
22578615 20.0
22602290 4.0
Name: sales, Length: 357, dtype: float64
3025346 24.0
3038050 44.0
3050798 40.0
3064368 76.0
3077768 8.0
...
22505844 40.0
22531658 24.0
22555477 16.0
22578618 16.0
22602294 8.0
Name: sales, Length: 922, dtype: float64
3025348 4.0
3038052 4.0
3050801 4.0
3064371 4.0
3077770 4.0
...
22336036 4.0
22360962 16.0
22455885 4.0
22480120 4.0
22505847 8.0
Name: sales, Length: 724, dtype: float64
3037014 4.0
Name: sales, dtype: float64
3064374 4.0
3140142 4.0
3166764 4.0
3242987 4.0
3346106 4.0
...
21901467 8.0
21999547 8.0
22095879 4.0
22578622 4.0
22602298 4.0
Name: sales, Length: 388, dtype: float64
3139201 8.0
3152603 16.0
3165889 4.0
3215818 48.0
3280515 4.0
...
7848186 4.0
7904853 4.0
7924680 8.0
7944373 4.0
8125290 4.0
Name: sales, Length: 167, dtype: float64
3179463 44.0
3204387 8.0
3216701 52.0
3229528 36.0
3242989 20.0
...
22505852 36.0
22531664 16.0
22555484 16.0
22578625 40.0
22602301 8.0
Name: sales, Length: 931, dtype: float64
3191912 8.0
3204388 8.0
3216702 12.0
3229529 16.0
3242990 8.0
...
22480126 8.0
22505853 8.0
22555485 4.0
22578626 8.0
22602302 4.0
Name: sales, Length: 859, dtype: float64
3191913 16.0
3204389 76.0
3216705 76.0
3229534 72.0
3242996 120.0
...
21656358 20.0
21682223 16.0
21706324 4.0
21729518 12.0
21753076 4.0
Name: sales, Length: 602, dtype: float64
3191914 20.0
3204390 32.0
3216706 24.0
3229535 68.0
3242997 116.0
...
14115454 8.0
14159170 8.0
14180040 16.0
14201550 4.0
14222638 4.0
Name: sales, Length: 479, dtype: float64
3216700 4.0
3242988 4.0
3256279 8.0
3281393 16.0
3293961 16.0
...
22505851 16.0
22531663 12.0
22555483 24.0
22578624 4.0
22602300 40.0
Name: sales, Length: 810, dtype: float64
3216703 4.0
3229532 24.0
3242993 20.0
3256284 16.0
3268937 12.0
...
22505857 28.0
22531670 28.0
22555489 20.0
22578631 8.0
22602307 16.0
Name: sales, Length: 932, dtype: float64
3216704 12.0
3229533 40.0
3242994 40.0
3256286 16.0
3268939 16.0
...
22505860 68.0
22531672 56.0
22555491 28.0
22578633 28.0
22602309 32.0
Name: sales, Length: 1006, dtype: float64
3229527 32.0
3281392 48.0
3293960 44.0
3306293 48.0
3319111 132.0
...
22505850 72.0
22531662 40.0
22555482 12.0
22578623 24.0
22602299 48.0
Name: sales, Length: 748, dtype: float64
3229530 8.0
3242991 16.0
3256283 4.0
3268935 4.0
3293964 4.0
...
22480129 4.0
22505855 16.0
22531668 4.0
22578629 12.0
22602305 4.0
Name: sales, Length: 706, dtype: float64
3229531 24.0
3242992 20.0
3268936 8.0
3281397 8.0
3293965 4.0
...
22505856 20.0
22531669 16.0
22555488 8.0
22578630 20.0
22602306 12.0
Name: sales, Length: 931, dtype: float64
3229536 4.0
3242998 16.0
3256290 20.0
3268943 8.0
3281402 24.0
...
22505865 60.0
22531676 48.0
22555495 28.0
22578638 40.0
22602312 48.0
Name: sales, Length: 981, dtype: float64
3242995 16.0
3256287 24.0
3268940 28.0
3281399 8.0
3306300 12.0
...
22505864 24.0
22531675 32.0
22555494 8.0
22578637 16.0
22602311 20.0
Name: sales, Length: 973, dtype: float64
3256282 24.0
3268934 4.0
3281396 4.0
3293963 8.0
3319115 4.0
...
22505854 4.0
22531666 8.0
22555487 4.0
22578627 16.0
22602303 4.0
Name: sales, Length: 784, dtype: float64
3256285 8.0
3268938 8.0
3293967 4.0
3306298 12.0
3319117 4.0
...
22480133 8.0
22505859 4.0
22555490 8.0
22578632 4.0
22602308 8.0
Name: sales, Length: 701, dtype: float64
3292727 44.0
3305008 60.0
3317771 36.0
3331350 40.0
3344824 32.0
...
19008478 24.0
19032170 28.0
19056554 68.0
19081733 40.0
19105816 12.0
Name: sales, Length: 504, dtype: float64
3305786 3.388
Name: sales, dtype: float64
3306296 4.0
3332693 8.0
3346110 4.0
3372022 4.0
3385161 4.0
...
22336043 8.0
22455891 12.0
22531667 4.0
22578628 4.0
22602304 4.0
Name: sales, Length: 529, dtype: float64
3306304 72.0
3319125 8.0
3346120 16.0
3358878 20.0
3372034 20.0
...
22505866 32.0
22531677 24.0
22555496 16.0
22578639 44.0
22602313 40.0
Name: sales, Length: 985, dtype: float64
3317905 4.0
Name: sales, dtype: float64
3319119 4.0
3332699 60.0
3346115 32.0
3358872 28.0
3372028 36.0
...
22505861 20.0
22531673 24.0
22555492 16.0
22578634 8.0
22602310 12.0
Name: sales, Length: 998, dtype: float64
3319120 8.0
3332700 32.0
3346116 8.0
3358873 4.0
3372029 12.0
...
22480136 8.0
22505862 4.0
22531674 8.0
22555493 4.0
22578635 4.0
Name: sales, Length: 592, dtype: float64
3319126 36.0
3332705 32.0
3346121 36.0
3358879 52.0
3372035 16.0
...
22505867 112.0
22531678 8.0
22555497 28.0
22578640 20.0
22602314 16.0
Name: sales, Length: 851, dtype: float64
3384783 8.0
Name: sales, dtype: float64
3385146 4.0
3397965 32.0
3411159 20.0
3424888 36.0
3438337 8.0
...
22480109 148.0
22505835 216.0
22531650 60.0
22555471 16.0
22602285 104.0
Name: sales, Length: 948, dtype: float64
3397986 8.0
3411181 20.0
3424911 8.0
3438357 4.0
3451128 4.0
...
22336047 24.0
22360973 4.0
22480132 12.0
22505858 8.0
22531671 4.0
Name: sales, Length: 623, dtype: float64
3411160 24.0
3424889 24.0
3438338 12.0
3451108 52.0
3463619 20.0
...
22505836 236.0
22531651 112.0
22555472 160.0
22578611 108.0
22602286 164.0
Name: sales, Length: 930, dtype: float64
3488643 16.0
3578814 104.0
3591705 212.0
3669385 108.0
3682251 256.0
...
17798067 4.0
17822037 4.0
18140939 40.0
18165358 36.0
18190072 4.0
Name: sales, Length: 393, dtype: float64
3501804 116.0
3515160 112.0
3528426 140.0
3540998 112.0
3553354 88.0
...
22286204 128.0
22310473 512.0
22336057 208.0
22360983 264.0
22385032 40.0
Name: sales, Length: 968, dtype: float64
3578767 24.0
3591651 28.0
3605323 24.0
3618825 8.0
3631506 16.0
...
22505816 96.0
22531630 52.0
22555452 52.0
22578592 56.0
22602264 60.0
Name: sales, Length: 840, dtype: float64
3591706 4.0
3605377 8.0
3618875 4.0
3644062 4.0
3656950 20.0
...
22262712 8.0
22408632 4.0
22480143 8.0
22555499 4.0
22578642 8.0
Name: sales, Length: 605, dtype: float64
3631553 4.0
3669377 4.0
3682243 4.0
3695730 12.0
3721874 4.0
...
22432406 12.0
22455897 8.0
22480137 20.0
22505863 4.0
22578636 4.0
Name: sales, Length: 463, dtype: float64
3682250 20.0
3695738 12.0
3854207 12.0
3867995 44.0
3882573 48.0
...
22505868 44.0
22531679 44.0
22555498 68.0
22578641 40.0
22602315 8.0
Name: sales, Length: 925, dtype: float64
3695740 16.0
3709159 8.0
3721883 12.0
3734339 4.0
3747066 4.0
...
22505869 80.0
22531680 12.0
22555500 28.0
22578643 24.0
22602316 16.0
Name: sales, Length: 893, dtype: float64
3746375 4.0
3826255 4.0
3839999 4.0
3867255 4.0
3923448 8.0
...
21062974 12.0
21085833 4.0
21110216 20.0
21162642 4.0
21187289 8.0
Name: sales, Length: 369, dtype: float64
3759603 20.0
3772786 24.0
3786545 40.0
3800190 44.0
3813221 28.0
...
22505871 84.0
22531681 80.0
22555501 56.0
22578644 80.0
22602317 20.0
Name: sales, Length: 708, dtype: float64
3759604 4.0
3772787 8.0
3786546 12.0
3800191 4.0
3840699 4.0
...
22286209 4.0
22360988 4.0
22480146 4.0
22505872 4.0
22531682 4.0
Name: sales, Length: 731, dtype: float64
3772302 4.0
Name: sales, dtype: float64
3812731 4.0
3867483 4.0
3896538 4.0
3923660 8.0
3950379 4.0
...
22309978 12.0
22384578 8.0
22455441 8.0
22479647 8.0
22531216 8.0
Name: sales, Length: 616, dtype: float64
3813222 8.0
3840700 4.0
3882578 8.0
3910707 4.0
3950885 4.0
...
22336069 8.0
22385044 24.0
22432422 4.0
22455912 4.0
22531691 4.0
Name: sales, Length: 376, dtype: float64
3813223 24.0
3826981 48.0
3840702 28.0
3854214 24.0
3868000 48.0
...
22505884 24.0
22531694 12.0
22555511 8.0
22578654 20.0
22602328 36.0
Name: sales, Length: 784, dtype: float64
3813224 16.0
3826983 20.0
3840704 12.0
3854216 12.0
3868002 8.0
...
22505886 8.0
22531696 12.0
22555512 8.0
22578656 16.0
22602330 8.0
Name: sales, Length: 671, dtype: float64
3813225 4.0
3826985 12.0
3840706 8.0
3854218 4.0
3868004 20.0
...
22432427 8.0
22455917 4.0
22531698 4.0
22555514 4.0
22602332 8.0
Name: sales, Length: 816, dtype: float64
3813226 8.0
3826986 20.0
3840707 16.0
3854219 12.0
3868005 16.0
...
22408646 4.0
22432428 12.0
22505888 8.0
22531699 24.0
22578658 4.0
Name: sales, Length: 908, dtype: float64
3813227 16.0
3826987 4.0
3840709 8.0
3868007 16.0
3882585 12.0
...
22455918 12.0
22480161 16.0
22505890 12.0
22531700 8.0
22578659 12.0
Name: sales, Length: 701, dtype: float64
3813228 4.0
3826988 20.0
3840710 12.0
3854221 8.0
3868008 44.0
...
22505891 32.0
22531701 8.0
22555515 4.0
22578660 4.0
22602333 16.0
Name: sales, Length: 842, dtype: float64
3813229 16.0
3854222 4.0
3868009 4.0
3882587 8.0
3910717 8.0
...
22505892 20.0
22531702 4.0
22555516 4.0
22578661 8.0
22602334 12.0
Name: sales, Length: 728, dtype: float64
3813230 8.0
3826989 28.0
3840712 32.0
3854223 44.0
3868010 48.0
...
22505894 40.0
22531704 48.0
22555518 28.0
22578663 28.0
22602335 16.0
Name: sales, Length: 864, dtype: float64
3813231 12.0
3826990 4.0
3854224 4.0
3868011 12.0
3882590 12.0
...
22480166 8.0
22505895 16.0
22531705 4.0
22555519 8.0
22578664 8.0
Name: sales, Length: 805, dtype: float64
3813232 4.0
3826991 4.0
3840713 8.0
3868012 4.0
3882591 8.0
...
22385054 8.0
22505896 8.0
22531706 12.0
22555520 4.0
22578665 4.0
Name: sales, Length: 546, dtype: float64
3813233 4.0
3826993 4.0
3840715 4.0
3868014 20.0
3882593 20.0
...
22505899 40.0
22531707 16.0
22555521 24.0
22578667 28.0
22602336 4.0
Name: sales, Length: 903, dtype: float64
3813234 12.0
3826994 4.0
3840716 8.0
3854226 12.0
3868015 20.0
...
22336088 4.0
22361009 4.0
22385056 4.0
22455925 4.0
22531708 8.0
Name: sales, Length: 595, dtype: float64
3813235 8.0
3826995 4.0
3868016 4.0
3897044 4.0
3910723 4.0
...
22432435 4.0
22455926 4.0
22480168 4.0
22505900 4.0
22602337 8.0
Name: sales, Length: 527, dtype: float64
3813236 32.0
3826996 28.0
3840718 12.0
3854228 28.0
3868017 32.0
...
22505901 12.0
22531710 8.0
22555524 24.0
22578669 4.0
22602338 16.0
Name: sales, Length: 937, dtype: float64
3813237 12.0
3826997 8.0
3840719 4.0
3854229 8.0
3868018 16.0
...
22480172 12.0
22505902 52.0
22531711 16.0
22555525 8.0
22578670 12.0
Name: sales, Length: 638, dtype: float64
3813238 8.0
3854236 4.0
3882607 8.0
4021107 8.0
4076930 12.0
...
22310522 4.0
22408665 20.0
22531719 20.0
22555536 4.0
22602345 4.0
Name: sales, Length: 236, dtype: float64
3813239 72.0
3826998 116.0
3840724 24.0
3854237 44.0
3868027 72.0
...
22505918 36.0
22531724 12.0
22555542 24.0
22578683 32.0
22602350 20.0
Name: sales, Length: 928, dtype: float64
3813240 36.0
3826999 40.0
3840725 36.0
3854238 36.0
3868028 40.0
...
22505920 68.0
22531726 40.0
22555544 20.0
22578685 40.0
22602352 4.0
Name: sales, Length: 961, dtype: float64
3813241 16.0
3827000 24.0
3840726 20.0
3854239 32.0
3868029 36.0
...
22505931 16.0
22531737 16.0
22555552 8.0
22578696 16.0
22602362 4.0
Name: sales, Length: 928, dtype: float64
3813242 28.0
3827001 56.0
3840727 24.0
3854240 60.0
3868030 120.0
...
22505932 40.0
22531738 56.0
22555553 20.0
22578697 60.0
22602363 16.0
Name: sales, Length: 905, dtype: float64
3813243 32.0
3827002 12.0
3840728 32.0
3854241 48.0
3868031 92.0
...
22505933 124.0
22531739 80.0
22555554 28.0
22578698 76.0
22602364 20.0
Name: sales, Length: 927, dtype: float64
3813244 28.0
3827003 32.0
3840729 44.0
3854242 32.0
3868032 32.0
...
22505934 100.0
22531740 40.0
22555555 36.0
22578699 48.0
22602365 40.0
Name: sales, Length: 925, dtype: float64
3813245 16.0
3827004 28.0
3840730 24.0
3854243 32.0
3868033 32.0
...
22505935 40.0
22531741 16.0
22555556 16.0
22578700 28.0
22602366 20.0
Name: sales, Length: 949, dtype: float64
3813246 16.0
3827005 28.0
3840731 20.0
3854244 32.0
3868034 32.0
...
22505936 48.0
22531742 28.0
22555557 24.0
22578701 40.0
22602367 20.0
Name: sales, Length: 959, dtype: float64
3813247 32.0
3827006 20.0
3840732 28.0
3854245 20.0
3868035 40.0
...
22505937 32.0
22531743 36.0
22555558 20.0
22578702 40.0
22602368 8.0
Name: sales, Length: 955, dtype: float64
3813248 32.0
3827007 24.0
3840733 32.0
3854246 24.0
3868036 56.0
...
22505938 56.0
22531744 36.0
22555559 28.0
22578703 8.0
22602369 32.0
Name: sales, Length: 957, dtype: float64
3813249 76.0
3827008 52.0
3840734 12.0
3854247 52.0
3868037 124.0
...
22505939 76.0
22531745 48.0
22555560 20.0
22578704 52.0
22602370 40.0
Name: sales, Length: 933, dtype: float64
3813250 24.0
3827009 48.0
3840735 32.0
3854248 44.0
3868038 64.0
...
22505940 60.0
22531746 36.0
22555561 48.0
22578705 28.0
22602371 48.0
Name: sales, Length: 947, dtype: float64
3813251 28.0
3827010 44.0
3840736 28.0
3854249 28.0
3868039 36.0
...
22505941 56.0
22531747 36.0
22555562 8.0
22578706 16.0
22602372 20.0
Name: sales, Length: 957, dtype: float64
3813252 52.0
3827012 92.0
3840738 24.0
3854251 84.0
3868041 108.0
...
22505943 68.0
22531749 56.0
22555564 44.0
22578708 68.0
22602374 44.0
Name: sales, Length: 960, dtype: float64
3813253 48.0
3827013 32.0
3840739 76.0
3854252 64.0
3868042 100.0
...
22505944 104.0
22531750 64.0
22555565 24.0
22578709 60.0
22602375 60.0
Name: sales, Length: 962, dtype: float64
3813254 24.0
3868043 16.0
3882624 104.0
3897067 72.0
3910745 44.0
...
22505945 20.0
22531751 8.0
22555566 24.0
22578710 16.0
22602376 12.0
Name: sales, Length: 838, dtype: float64
3813255 4.0
3827014 60.0
3840740 56.0
3854253 40.0
3868044 92.0
...
22505946 48.0
22531752 68.0
22555567 24.0
22578711 64.0
22602377 32.0
Name: sales, Length: 930, dtype: float64
3813256 20.0
3827015 52.0
3840741 24.0
3854254 40.0
3868045 72.0
...
22505947 64.0
22531753 40.0
22555568 20.0
22578712 8.0
22602378 16.0
Name: sales, Length: 932, dtype: float64
3813257 16.0
3827016 40.0
3840742 12.0
3854255 8.0
3868046 32.0
...
22505948 36.0
22531754 16.0
22555569 16.0
22578713 8.0
22602379 28.0
Name: sales, Length: 939, dtype: float64
3813258 56.0
3827017 56.0
3840743 60.0
3854256 36.0
3868047 96.0
...
22505949 104.0
22531755 32.0
22555570 24.0
22578714 56.0
22602380 8.0
Name: sales, Length: 917, dtype: float64
3813259 20.0
3827018 20.0
3840744 28.0
3854257 12.0
3868048 48.0
...
22505950 36.0
22531756 16.0
22555571 20.0
22578715 20.0
22602381 16.0
Name: sales, Length: 955, dtype: float64
3813260 20.0
3827019 36.0
3840745 28.0
3854258 32.0
3868049 52.0
...
22505951 56.0
22531757 12.0
22555572 20.0
22578716 8.0
22602382 8.0
Name: sales, Length: 952, dtype: float64
3813261 48.0
3827020 56.0
3840746 28.0
3854259 40.0
3868050 96.0
...
22505952 60.0
22531758 24.0
22555573 36.0
22578717 32.0
22602383 36.0
Name: sales, Length: 961, dtype: float64
3813262 88.0
3827021 68.0
3840747 52.0
3854260 28.0
3868051 128.0
...
22505953 92.0
22531759 28.0
22555574 32.0
22578718 32.0
22602384 20.0
Name: sales, Length: 962, dtype: float64
3813263 37.016
3827022 25.868
3840748 52.312
3854261 44.980
3868052 62.776
...
22505959 74.044
22531765 31.680
22555580 35.876
22578724 56.420
22602390 70.008
Name: sales, Length: 962, dtype: float64
3813264 42.828
3827023 126.296
3840749 48.100
3854262 148.520
3868053 72.748
...
22505960 53.260
22531766 47.284
22555581 46.092
22578725 47.680
22602391 51.420
Name: sales, Length: 962, dtype: float64
3813265 46.524
3827024 51.384
3840750 71.216
3854263 59.548
3868054 62.204
...
22505961 155.344
22531767 186.524
22555582 81.092
22578726 124.108
22602392 46.232
Name: sales, Length: 963, dtype: float64
3813266 38.528
3827025 6.304
3840751 13.940
3854264 38.328
3868055 24.024
...
22455988 12.648
22480230 20.224
22531768 18.508
22555583 4.904
22602393 12.544
Name: sales, Length: 922, dtype: float64
3813267 126.728
3827026 87.680
3840752 52.124
3854265 239.516
3868056 214.616
...
22505962 238.784
22531769 133.848
22555584 152.376
22578727 139.496
22602394 88.948
Name: sales, Length: 963, dtype: float64
3813268 118.036
3827027 148.872
3840753 146.048
3854266 403.212
3868057 141.440
...
22505963 80.628
22531770 61.172
22555585 73.816
22578728 54.048
22602395 58.900
Name: sales, Length: 963, dtype: float64
3813269 27.800
3827028 77.464
3840754 56.388
3854267 90.108
3868058 18.404
...
22480233 13.160
22505964 70.564
22555586 28.772
22578729 61.388
22602396 63.180
Name: sales, Length: 957, dtype: float64
3813270 56.420
3827029 105.744
3840755 68.744
3854268 74.456
3868059 274.684
...
22505965 95.312
22531771 135.832
22555587 89.424
22578730 97.192
22602397 113.244
Name: sales, Length: 961, dtype: float64
3813271 53.476
3827030 73.724
3840756 31.496
3854269 49.460
3868060 53.116
...
22505966 154.972
22531772 95.872
22555588 68.472
22578731 69.324
22602398 87.556
Name: sales, Length: 962, dtype: float64
3813272 65.656
3827031 135.448
3840757 62.360
3854270 98.884
3868061 117.220
...
22505967 75.416
22531773 75.144
22555589 80.828
22578732 86.684
22602399 45.660
Name: sales, Length: 962, dtype: float64
3813273 44.932
3827032 36.704
3840758 19.940
3854271 104.336
3868062 33.408
...
22505968 4.888
22531774 11.156
22555590 17.628
22578733 3.692
22602400 39.352
Name: sales, Length: 901, dtype: float64
3813274 78.068
3827033 88.852
3840759 60.880
3854272 88.804
3868063 151.280
...
22505969 239.620
22531775 163.548
22555591 137.060
22578734 205.100
22602401 261.252
Name: sales, Length: 963, dtype: float64
3813275 107.064
3827034 181.336
3840760 94.508
3854273 181.392
3868064 156.468
...
22505970 236.936
22531776 209.680
22555592 193.548
22578735 221.128
22602402 129.060
Name: sales, Length: 963, dtype: float64
3813276 28.096
3827035 8.876
3840761 5.976
3854274 26.472
3868065 21.004
...
22455997 22.676
22531777 6.340
22555593 2.892
22578736 15.340
22602403 6.724
Name: sales, Length: 802, dtype: float64
3813277 60.940
3854275 66.928
3868066 96.236
3882647 116.208
3910768 27.972
...
22505972 55.656
22531779 56.636
22555595 73.088
22578738 75.868
22602405 72.264
Name: sales, Length: 889, dtype: float64
3813278 115.240
3827036 38.552
3840762 10.136
3854276 145.448
3897090 69.240
...
22505973 47.428
22531780 108.572
22555596 70.856
22578739 124.408
22602406 47.428
Name: sales, Length: 845, dtype: float64
3813279 17.404
3827037 14.648
3840763 15.560
3854277 24.280
3868067 48.352
...
22480244 34.048
22505975 35.824
22555597 3.888
22578740 26.032
22602407 45.260
Name: sales, Length: 835, dtype: float64
3813280 6.676
3827038 44.228
3840764 13.680
3854278 5.960
3882650 52.052
...
22505977 31.368
22531782 26.424
22555599 20.440
22578742 7.880
22602409 8.452
Name: sales, Length: 882, dtype: float64
3813281 48.0
3827039 40.0
3840765 32.0
3854279 48.0
3868068 28.0
...
22480247 28.0
22505978 8.0
22555600 32.0
22578743 36.0
22602410 36.0
Name: sales, Length: 950, dtype: float64
3813282 36.084
3827040 48.480
3840766 19.592
3854280 139.920
3868069 82.564
...
22505979 83.308
22531783 121.276
22555601 75.540
22578744 52.888
22602411 77.916
Name: sales, Length: 933, dtype: float64
3813283 74.956
3827041 60.300
3840767 49.076
3854281 44.996
3868070 53.908
...
22505980 79.800
22531784 63.560
22555602 22.808
22578745 46.156
22602412 32.940
Name: sales, Length: 938, dtype: float64
3813284 498.220
3827042 618.332
3840768 498.800
3854282 629.108
3868071 483.972
...
22505981 581.852
22531785 399.992
22555603 280.368
22578746 272.528
22602413 285.836
Name: sales, Length: 962, dtype: float64
3813285 3.024
3827043 48.988
3840769 17.464
3854283 7.912
3868072 12.804
...
22432514 17.512
22456008 62.664
22531786 25.532
22555604 7.040
22578747 27.388
Name: sales, Length: 803, dtype: float64
3813286 38.156
3827044 16.088
3840770 85.072
3854284 115.220
3868073 45.188
...
22505982 36.060
22531787 57.828
22555605 46.892
22578748 53.664
22602414 21.400
Name: sales, Length: 896, dtype: float64
3813287 195.752
3827045 334.144
3840771 242.236
3854285 394.304
3868074 301.424
...
22505983 293.084
22531788 214.552
22555606 209.004
22578749 210.952
22602415 143.700
Name: sales, Length: 961, dtype: float64
3813288 174.572
3827046 252.484
3840772 217.152
3854286 340.136
3868075 277.184
...
22505984 341.932
22531789 178.828
22555607 146.872
22578750 189.672
22602416 179.596
Name: sales, Length: 962, dtype: float64
3813289 36.700
3827047 41.512
3840773 2.572
3854287 51.892
3868076 61.868
...
22505985 88.688
22531790 51.988
22555608 49.392
22578751 27.744
22602417 7.184
Name: sales, Length: 933, dtype: float64
3813290 12.0
3827048 20.0
3840774 20.0
3854288 16.0
3868077 64.0
...
22505986 28.0
22531791 8.0
22555609 16.0
22578752 12.0
22602418 4.0
Name: sales, Length: 947, dtype: float64
3813291 4.0
3827049 48.0
3840775 12.0
3854289 16.0
3868078 60.0
...
22505987 48.0
22531792 12.0
22555610 20.0
22578753 16.0
22602419 28.0
Name: sales, Length: 943, dtype: float64
3813292 32.0
3827050 20.0
3840776 32.0
3854290 16.0
3868079 44.0
...
22505988 48.0
22531793 16.0
22555611 20.0
22578754 32.0
22602420 32.0
Name: sales, Length: 947, dtype: float64
3813293 44.0
3827051 36.0
3840777 32.0
3854291 40.0
3868080 36.0
...
22505989 72.0
22531794 52.0
22555612 32.0
22578755 24.0
22602421 32.0
Name: sales, Length: 949, dtype: float64
3813294 28.0
3827052 76.0
3840778 16.0
3854292 24.0
3868081 68.0
...
22505990 44.0
22531795 64.0
22555613 16.0
22578756 40.0
22602422 64.0
Name: sales, Length: 926, dtype: float64
3813295 4.0
3827053 24.0
3840779 8.0
3854293 8.0
3868082 8.0
...
22480260 20.0
22505991 12.0
22531796 24.0
22578757 4.0
22602423 4.0
Name: sales, Length: 695, dtype: float64
3813296 28.0
3827055 12.0
3840781 4.0
3854295 20.0
3868084 12.0
...
22505993 4.0
22531798 8.0
22555615 4.0
22578759 4.0
22602425 8.0
Name: sales, Length: 855, dtype: float64
3813297 4.0
3827056 16.0
3840782 24.0
3854296 4.0
3868085 16.0
...
22432525 4.0
22480263 4.0
22505994 4.0
22531799 12.0
22602426 4.0
Name: sales, Length: 756, dtype: float64
3813298 44.0
3827057 48.0
3840783 24.0
3854297 16.0
3868086 44.0
...
22505995 28.0
22531800 24.0
22555616 32.0
22578760 28.0
22602427 12.0
Name: sales, Length: 947, dtype: float64
3813299 16.0
3827058 20.0
3840784 8.0
3854298 16.0
3868087 12.0
...
22505996 8.0
22531801 16.0
22555617 20.0
22578761 28.0
22602428 8.0
Name: sales, Length: 936, dtype: float64
3813300 24.0
3827059 88.0
3840785 16.0
3868088 44.0
3882671 84.0
...
22505997 80.0
22531802 20.0
22555618 4.0
22578762 28.0
22602429 32.0
Name: sales, Length: 716, dtype: float64
3813301 32.0
3827060 36.0
3840786 28.0
3854299 20.0
3868089 96.0
...
22505998 80.0
22531803 40.0
22555619 48.0
22578763 60.0
22602430 20.0
Name: sales, Length: 955, dtype: float64
3826982 16.0
3840703 16.0
3854215 12.0
3868001 8.0
3910710 12.0
...
22480158 8.0
22505885 8.0
22531695 4.0
22578655 4.0
22602329 4.0
Name: sales, Length: 602, dtype: float64
3826984 12.0
3840705 4.0
3854217 16.0
3868003 4.0
3882582 8.0
...
22505887 52.0
22531697 12.0
22555513 40.0
22578657 12.0
22602331 24.0
Name: sales, Length: 778, dtype: float64
3826992 4.0
3897042 12.0
3910720 4.0
3924161 4.0
3964753 8.0
...
22336085 16.0
22432432 8.0
22455923 8.0
22505897 4.0
22578666 8.0
Name: sales, Length: 476, dtype: float64
3827011 16.0
3840737 20.0
3854250 32.0
3868040 56.0
3882621 60.0
...
22505942 76.0
22531748 60.0
22555563 72.0
22578707 72.0
22602373 52.0
Name: sales, Length: 947, dtype: float64
3827054 16.0
3840780 4.0
3854294 8.0
3868083 12.0
3882666 24.0
...
22505992 40.0
22531797 4.0
22555614 4.0
22578758 16.0
22602424 20.0
Name: sales, Length: 896, dtype: float64
3827061 32.0
3854300 4.0
3868090 44.0
3882673 40.0
3897113 12.0
...
19616350 4.0
19640442 4.0
20080163 16.0
21483968 4.0
22602431 20.0
Name: sales, Length: 727, dtype: float64
3840701 4.0
3854213 8.0
3867999 12.0
3882579 16.0
3897030 4.0
...
22480155 8.0
22531692 4.0
22555509 4.0
22578652 4.0
22602326 4.0
Name: sales, Length: 586, dtype: float64
3840708 4.0
3854220 4.0
3868006 4.0
3910714 4.0
3964745 4.0
...
22072242 24.0
22239102 8.0
22310497 8.0
22336077 4.0
22505889 4.0
Name: sales, Length: 372, dtype: float64
3840711 4.0
3882588 12.0
3897038 12.0
3937705 4.0
3950894 4.0
...
22480164 20.0
22505893 16.0
22531703 8.0
22555517 12.0
22578662 20.0
Name: sales, Length: 728, dtype: float64
3840714 8.0
3854225 4.0
3868013 4.0
3882592 8.0
3937707 4.0
...
22142363 4.0
22336086 4.0
22361007 4.0
22432433 4.0
22505898 4.0
Name: sales, Length: 425, dtype: float64
3840717 4.0
3882595 8.0
4048400 4.0
4076917 4.0
4132791 8.0
...
22455927 4.0
22480169 8.0
22531709 4.0
22555522 8.0
22578668 8.0
Name: sales, Length: 559, dtype: float64
3840720 28.0
3854230 12.0
3868019 24.0
3882598 64.0
3897046 8.0
...
22455931 12.0
22480173 28.0
22505903 12.0
22578671 4.0
22602339 12.0
Name: sales, Length: 574, dtype: float64
3840721 16.0
3854233 4.0
3868022 20.0
3882603 20.0
3897048 12.0
...
22455933 4.0
22480175 8.0
22505905 8.0
22531714 8.0
22578672 4.0
Name: sales, Length: 799, dtype: float64
3840722 16.0
3868023 12.0
3882604 28.0
3897049 16.0
3910728 8.0
...
22505906 24.0
22531715 24.0
22555527 4.0
22578673 8.0
22602341 4.0
Name: sales, Length: 886, dtype: float64
3840723 12.0
3854235 12.0
3868026 28.0
3882606 20.0
3897051 28.0
...
22455937 4.0
22480180 12.0
22505911 24.0
22555533 8.0
22578677 12.0
Name: sales, Length: 919, dtype: float64
3854210 4.0
3910704 4.0
3950881 8.0
3964732 4.0
4048378 8.0
...
22286207 4.0
22310476 4.0
22360986 4.0
22432413 4.0
22505870 4.0
Name: sales, Length: 315, dtype: float64
3854212 8.0
3882577 4.0
3924148 4.0
3937695 4.0
4021083 4.0
...
22408640 4.0
22432421 4.0
22455911 4.0
22505882 12.0
22555508 4.0
Name: sales, Length: 509, dtype: float64
3854227 4.0
3910724 4.0
3924164 8.0
3979453 4.0
3993935 12.0
...
22336090 4.0
22385059 4.0
22455928 12.0
22480170 8.0
22555523 4.0
Name: sales, Length: 689, dtype: float64
3854231 4.0
3868020 12.0
3882599 12.0
3910727 4.0
3924168 4.0
...
22336094 4.0
22385062 4.0
22408656 4.0
22531712 4.0
22555526 4.0
Name: sales, Length: 475, dtype: float64
3854232 4.0
3882600 4.0
3950904 8.0
4021101 4.0
4034974 4.0
...
22167378 4.0
22239114 4.0
22310512 4.0
22336095 4.0
22432439 8.0
Name: sales, Length: 318, dtype: float64
3854234 8.0
3868025 8.0
3882605 12.0
3897050 4.0
3924173 4.0
...
22408662 4.0
22480179 8.0
22505910 4.0
22555532 8.0
22578676 4.0
Name: sales, Length: 611, dtype: float64
3868021 4.0
3882601 4.0
3924169 4.0
3950905 4.0
3979458 12.0
...
21999610 8.0
22025157 8.0
22262742 4.0
22432440 4.0
22480174 4.0
Name: sales, Length: 442, dtype: float64
3868024 4.0
3950909 16.0
3979462 12.0
3993942 12.0
4007671 8.0
...
22505907 12.0
22531716 4.0
22555528 8.0
22578674 8.0
22602342 8.0
Name: sales, Length: 815, dtype: float64
3882602 4.0
3897047 4.0
3924170 8.0
3950906 4.0
3964761 8.0
...
22385063 4.0
22455932 4.0
22505904 4.0
22531713 8.0
22602340 4.0
Name: sales, Length: 428, dtype: float64
3882649 28.068
3979508 26.180
3993986 6.204
4007714 13.692
4021148 9.512
...
22480245 16.888
22505976 26.608
22555598 40.808
22578741 18.088
22602408 27.644
Name: sales, Length: 771, dtype: float64
3950883 8.0
3964735 20.0
3979434 4.0
3993921 4.0
4034956 12.0
...
22360992 4.0
22385039 20.0
22480150 28.0
22505876 16.0
22602321 4.0
Name: sales, Length: 568, dtype: float64
3950884 4.0
3964736 12.0
3979435 4.0
4007651 8.0
4021082 8.0
...
22336064 4.0
22480151 4.0
22505877 8.0
22531686 4.0
22602322 4.0
Name: sales, Length: 417, dtype: float64
3950910 4.0
3964764 4.0
3979463 4.0
4021104 4.0
4048405 4.0
...
22385068 12.0
22408661 20.0
22432443 8.0
22505909 16.0
22555531 4.0
Name: sales, Length: 635, dtype: float64
4007650 32.0
4021081 8.0
4034953 4.0
4048382 60.0
4062167 36.0
...
22480147 56.0
22505873 48.0
22531683 20.0
22555502 8.0
22578646 12.0
Name: sales, Length: 859, dtype: float64
4007736 28.0
4021172 80.0
4035039 40.0
4048469 60.0
4062265 104.0
...
22506002 48.0
22531807 60.0
22555623 12.0
22578767 20.0
22602435 24.0
Name: sales, Length: 893, dtype: float64
4007737 60.0
4021173 116.0
4035040 164.0
4048470 180.0
4062266 412.0
...
22456029 32.0
22480272 44.0
22506003 12.0
22531808 8.0
22555624 4.0
Name: sales, Length: 366, dtype: float64
4034217 4.0
4047626 20.0
4061383 76.0
4076124 16.0
4090804 24.0
...
18042570 2640.0
18066730 104.0
18091749 128.0
18116124 68.0
18140171 24.0
Name: sales, Length: 117, dtype: float64
4034389 4.0
4047808 8.0
4061569 12.0
4076305 12.0
4145688 4.0
...
22408098 4.0
22431890 12.0
22505307 16.0
22578122 4.0
22601785 8.0
Name: sales, Length: 336, dtype: float64
4034952 16.0
4048381 12.0
4062166 16.0
4076893 12.0
4091538 8.0
...
22025124 32.0
22048957 40.0
22072227 16.0
22578645 32.0
22602318 36.0
Name: sales, Length: 698, dtype: float64
4034954 36.0
4048383 36.0
4062168 28.0
4076895 52.0
4091540 16.0
...
22505874 176.0
22531684 92.0
22555503 60.0
22578647 32.0
22602319 32.0
Name: sales, Length: 621, dtype: float64
4034955 12.0
4048384 32.0
4062169 16.0
4076896 20.0
4091541 12.0
...
22505875 1168.0
22531685 40.0
22555504 44.0
22578648 44.0
22602320 48.0
Name: sales, Length: 619, dtype: float64
4034958 44.0
4048388 28.0
4062172 64.0
4076899 116.0
4091545 32.0
...
22505880 36.0
22531689 28.0
22555506 20.0
22578650 16.0
22602324 24.0
Name: sales, Length: 661, dtype: float64
4048358 4.0
4175374 8.0
4219224 8.0
4277233 8.0
4320348 8.0
...
22310459 12.0
22408622 4.0
22480127 4.0
22531665 4.0
22555486 4.0
Name: sales, Length: 353, dtype: float64
4048387 8.0
4132776 12.0
4175400 4.0
4190432 4.0
4204971 4.0
...
22167352 12.0
22239092 4.0
22310483 4.0
22360994 4.0
22432418 4.0
Name: sales, Length: 250, dtype: float64
4048407 52.0
4062200 84.0
4076931 40.0
4091569 20.0
4105381 12.0
...
22505914 4.0
22531720 12.0
22555538 8.0
22578680 4.0
22602347 4.0
Name: sales, Length: 820, dtype: float64
4062171 12.0
4076898 8.0
4091544 4.0
4118985 56.0
4132775 4.0
...
21999579 4.0
22192446 4.0
22336066 4.0
22505879 4.0
22531688 4.0
Name: sales, Length: 372, dtype: float64
4062197 12.0
4076926 8.0
4091566 4.0
4119007 4.0
4160364 16.0
...
22505908 12.0
22531717 8.0
22555529 4.0
22578675 16.0
22602343 4.0
Name: sales, Length: 874, dtype: float64
4091568 8.0
4119011 4.0
4132800 4.0
4146272 4.0
4160368 40.0
...
22480183 8.0
22505913 8.0
22555537 4.0
22578679 12.0
22602346 8.0
Name: sales, Length: 784, dtype: float64
4105358 8.0
4132779 20.0
4146251 8.0
4160338 28.0
4175403 40.0
...
22048965 8.0
22095906 4.0
22192449 4.0
22239095 8.0
22310486 4.0
Name: sales, Length: 720, dtype: float64
4105448 4.0
4119077 4.0
4146339 12.0
4160452 16.0
4175520 8.0
...
21385095 4.0
21409494 12.0
21433170 16.0
21630629 4.0
21656504 20.0
Name: sales, Length: 739, dtype: float64
4105449 4.0
4119078 24.0
4146340 24.0
4160453 16.0
4175521 8.0
...
21605978 16.0
21630630 12.0
21656505 4.0
21682357 12.0
21729650 8.0
Name: sales, Length: 758, dtype: float64
4105450 8.0
4119079 4.0
4132863 4.0
4146341 16.0
4160454 8.0
...
21729651 16.0
21753202 48.0
21776519 80.0
21802051 80.0
21827116 16.0
Name: sales, Length: 666, dtype: float64
4105451 16.0
4119080 8.0
4132864 20.0
4146342 16.0
4160455 16.0
...
21510150 12.0
21534531 16.0
21582393 8.0
21605980 12.0
21656507 4.0
Name: sales, Length: 713, dtype: float64
4119008 8.0
4160365 4.0
4175433 4.0
4204998 4.0
4219281 4.0
...
22286240 4.0
22310517 4.0
22336099 4.0
22361017 4.0
22555530 4.0
Name: sales, Length: 436, dtype: float64
4132778 4.0
4146250 8.0
4160337 16.0
4175402 48.0
4190434 24.0
...
22505881 4.0
22531690 16.0
22555507 20.0
22578651 12.0
22602325 24.0
Name: sales, Length: 765, dtype: float64
4160370 4.0
4175439 8.0
4190468 4.0
4262335 4.0
4277292 8.0
...
22505915 8.0
22531721 32.0
22555539 8.0
22578681 16.0
22602348 12.0
Name: sales, Length: 597, dtype: float64
4160371 8.0
4205003 4.0
4219285 4.0
4233587 4.0
4277293 4.0
...
22455943 4.0
22505916 12.0
22531722 4.0
22555540 4.0
22602349 8.0
Name: sales, Length: 658, dtype: float64
4160374 96.0
4175441 84.0
4190471 24.0
4205006 56.0
4219288 48.0
...
22505921 40.0
22531727 24.0
22555545 20.0
22578686 20.0
22602353 8.0
Name: sales, Length: 936, dtype: float64
4160375 204.0
4175442 252.0
4190472 48.0
4205007 128.0
4219289 56.0
...
22505922 64.0
22531728 52.0
22555546 20.0
22578687 52.0
22602354 20.0
Name: sales, Length: 924, dtype: float64
4160376 48.0
4175443 100.0
4190473 48.0
4205008 8.0
4219290 12.0
...
22505923 32.0
22531729 36.0
22555547 28.0
22578688 8.0
22602355 8.0
Name: sales, Length: 923, dtype: float64
4160377 64.0
4175444 56.0
4190474 44.0
4205009 20.0
4219291 20.0
...
22505924 16.0
22531730 16.0
22555548 20.0
22578689 8.0
22602356 20.0
Name: sales, Length: 932, dtype: float64
4160378 56.0
4175445 88.0
4190475 52.0
4205010 28.0
4219292 28.0
...
22505925 24.0
22531731 8.0
22555549 4.0
22578690 20.0
22602357 4.0
Name: sales, Length: 931, dtype: float64
4160379 128.0
4175446 152.0
4190476 52.0
4205011 20.0
4219293 20.0
...
22480194 16.0
22505926 84.0
22531732 32.0
22578691 16.0
22602358 8.0
Name: sales, Length: 856, dtype: float64
4160380 52.0
4175447 60.0
4190477 56.0
4205012 44.0
4219294 24.0
...
22505927 40.0
22531733 12.0
22555550 12.0
22578692 8.0
22602359 16.0
Name: sales, Length: 936, dtype: float64
4160381 80.0
4175448 128.0
4190478 136.0
4205013 24.0
4219295 68.0
...
22455955 4.0
22480196 52.0
22505928 52.0
22531734 24.0
22578693 8.0
Name: sales, Length: 820, dtype: float64
4160382 100.0
4175449 252.0
4190479 40.0
4205014 28.0
4219296 56.0
...
22505929 112.0
22531735 44.0
22555551 36.0
22578694 12.0
22602360 20.0
Name: sales, Length: 933, dtype: float64
4160383 76.0
4175450 268.0
4190480 116.0
4205015 60.0
4219297 68.0
...
22480198 84.0
22505930 80.0
22531736 36.0
22578695 16.0
22602361 48.0
Name: sales, Length: 889, dtype: float64
4160406 32.0
4175474 84.0
4190504 56.0
4205039 52.0
4219321 24.0
...
22505955 24.0
22531761 24.0
22555576 16.0
22578720 36.0
22602386 16.0
Name: sales, Length: 934, dtype: float64
4160407 36.0
4175475 68.0
4190505 80.0
4205040 60.0
4219322 24.0
...
22505956 24.0
22531762 60.0
22555577 8.0
22578721 28.0
22602387 20.0
Name: sales, Length: 936, dtype: float64
4160408 72.0
4175476 116.0
4190506 72.0
4205041 72.0
4219323 48.0
...
22505957 52.0
22531763 48.0
22555578 24.0
22578722 44.0
22602388 36.0
Name: sales, Length: 936, dtype: float64
4160409 44.0
4175477 48.0
4190507 20.0
4205042 24.0
4219324 32.0
...
22505958 72.0
22531764 48.0
22555579 28.0
22578723 32.0
22602389 24.0
Name: sales, Length: 934, dtype: float64
4174304 92.0
4189355 168.0
4203923 204.0
4218174 644.0
4232520 224.0
...
17968067 1336.0
17992915 816.0
18017478 1116.0
18042284 88.0
18091438 8.0
Name: sales, Length: 104, dtype: float64
4219249 12.0
4233561 52.0
4247557 24.0
4262296 20.0
4277254 8.0
...
22505878 32.0
22531687 8.0
22555505 16.0
22578649 20.0
22602323 28.0
Name: sales, Length: 662, dtype: float64
4292087 8.0
4320404 8.0
4348536 16.0
4377825 12.0
4392840 4.0
...
22455944 4.0
22505917 20.0
22531723 20.0
22555541 8.0
22578682 8.0
Name: sales, Length: 479, dtype: float64
4407504 132.0
4421889 160.0
4436371 184.0
4450700 60.0
4465125 44.0
...
22506006 32.0
22531811 52.0
22555628 28.0
22578771 20.0
22602440 48.0
Name: sales, Length: 912, dtype: float64
4407505 152.0
4421890 276.0
4436372 168.0
4450701 204.0
4465126 132.0
...
22506007 60.0
22531812 16.0
22555629 16.0
22578772 196.0
22602441 64.0
Name: sales, Length: 894, dtype: float64
4407506 44.0
4421891 64.0
4436373 84.0
4450702 56.0
4465127 68.0
...
22506008 28.0
22531813 60.0
22555630 32.0
22578773 92.0
22602442 24.0
Name: sales, Length: 858, dtype: float64
4407507 40.0
4421892 52.0
4436374 56.0
4450703 20.0
4465128 32.0
...
22506009 44.0
22531814 28.0
22555631 64.0
22578774 32.0
22602443 12.0
Name: sales, Length: 880, dtype: float64
4407508 12.0
4421893 8.0
4436375 28.0
4450704 12.0
4480092 16.0
...
22480281 8.0
22506010 20.0
22531815 8.0
22555632 8.0
22578775 20.0
Name: sales, Length: 839, dtype: float64
4465118 24.0
4538042 80.0
4552448 68.0
4567016 148.0
4581254 68.0
...
22505999 88.0
22531804 64.0
22555620 124.0
22578764 60.0
22602432 40.0
Name: sales, Length: 882, dtype: float64
4581210 28.0
4595881 40.0
4609877 24.0
4703617 4.0
4721402 44.0
...
22505954 16.0
22531760 16.0
22555575 4.0
22578719 24.0
22602385 12.0
Name: sales, Length: 690, dtype: float64
4595764 44.0
4609751 48.0
4628621 72.0
4647202 44.0
4666698 72.0
...
22025088 12.0
22048922 4.0
22215932 4.0
22239048 8.0
22262677 8.0
Name: sales, Length: 127, dtype: float64
4609933 40.0
4628793 24.0
4647385 52.0
4666876 20.0
4685850 36.0
...
22506017 24.0
22531823 32.0
22555640 20.0
22578784 12.0
22602452 12.0
Name: sales, Length: 901, dtype: float64
4609934 68.0
4628794 104.0
4647386 84.0
4666877 144.0
4685851 68.0
...
22506018 108.0
22531824 56.0
22555641 48.0
22578785 28.0
22602453 56.0
Name: sales, Length: 890, dtype: float64
4609935 88.0
4628795 28.0
4647387 132.0
4666878 56.0
4685852 84.0
...
22506019 44.0
22531825 144.0
22555642 20.0
22578786 48.0
22602454 16.0
Name: sales, Length: 883, dtype: float64
4609936 4.0
4628796 4.0
4647388 24.0
4666879 28.0
4685853 4.0
...
22456050 4.0
22506021 8.0
22531827 4.0
22578788 12.0
22602456 4.0
Name: sales, Length: 615, dtype: float64
4609937 16.0
4628797 36.0
4647389 20.0
4666881 16.0
4685855 12.0
...
22361154 4.0
22408800 12.0
22432576 8.0
22480321 8.0
22531852 4.0
Name: sales, Length: 456, dtype: float64
4609938 52.0
4628798 48.0
4647390 64.0
4666882 56.0
4685856 40.0
...
22506053 20.0
22531857 12.0
22555675 12.0
22578818 16.0
22602486 36.0
Name: sales, Length: 730, dtype: float64
4609939 12.0
4628799 12.0
4647391 32.0
4666883 32.0
4685857 4.0
...
22432584 4.0
22456085 8.0
22480328 24.0
22506055 8.0
22531860 4.0
Name: sales, Length: 373, dtype: float64
4609940 16.0
4628801 28.0
4647393 40.0
4666885 20.0
4685859 16.0
...
22506066 44.0
22531870 8.0
22555686 16.0
22578830 8.0
22602498 32.0
Name: sales, Length: 758, dtype: float64
4609941 56.0
4628802 40.0
4647394 48.0
4666886 40.0
4685860 24.0
...
22506067 28.0
22531871 16.0
22555687 16.0
22578831 20.0
22602499 36.0
Name: sales, Length: 778, dtype: float64
4609942 44.0
4628803 72.0
4647395 80.0
4666887 116.0
4685861 68.0
...
22506068 72.0
22531872 72.0
22555688 20.0
22578832 52.0
22602500 36.0
Name: sales, Length: 787, dtype: float64
4609943 32.0
4628805 60.0
4647397 40.0
4666889 44.0
4685863 32.0
...
22506085 36.0
22531889 52.0
22555704 56.0
22578850 16.0
22602517 28.0
Name: sales, Length: 707, dtype: float64
4609944 72.0
4628806 40.0
4647398 72.0
4666890 112.0
4685864 88.0
...
22506086 116.0
22531890 64.0
22555705 68.0
22578851 88.0
22602518 20.0
Name: sales, Length: 670, dtype: float64
4609945 12.0
4628808 16.0
4647400 20.0
4666892 24.0
4685867 20.0
...
22480365 24.0
22506090 24.0
22531894 8.0
22555709 20.0
22578856 20.0
Name: sales, Length: 700, dtype: float64
4609946 4.0
4628809 4.0
4647401 12.0
4666893 4.0
4685868 4.0
...
22480366 8.0
22506091 8.0
22531895 4.0
22555710 4.0
22578857 8.0
Name: sales, Length: 492, dtype: float64
4609947 4.0
4647402 12.0
4666894 4.0
4685869 8.0
4703688 4.0
...
22506092 16.0
22531896 8.0
22555711 4.0
22578858 16.0
22602522 8.0
Name: sales, Length: 634, dtype: float64
4609948 20.0
4628810 16.0
4647403 20.0
4666895 20.0
4685870 20.0
...
22506093 24.0
22531897 16.0
22555712 20.0
22578859 8.0
22602523 20.0
Name: sales, Length: 720, dtype: float64
4609949 4.0
4666896 4.0
4685871 8.0
4721473 12.0
4739654 16.0
...
22456122 16.0
22480368 16.0
22555713 4.0
22578860 4.0
22602524 4.0
Name: sales, Length: 607, dtype: float64
4609950 24.0
4628811 32.0
4647404 60.0
4666897 36.0
4685872 40.0
...
22506099 16.0
22531902 16.0
22555718 40.0
22578866 12.0
22602530 28.0
Name: sales, Length: 746, dtype: float64
4609951 40.0
4628812 52.0
4647405 40.0
4666898 56.0
4685873 12.0
...
22506100 8.0
22531903 4.0
22555719 8.0
22578867 8.0
22602531 16.0
Name: sales, Length: 748, dtype: float64
4609952 80.0
4628813 36.0
4647406 80.0
4666899 60.0
4685874 68.0
...
22506101 52.0
22531904 52.0
22555720 52.0
22578868 60.0
22602532 28.0
Name: sales, Length: 670, dtype: float64
4609953 40.0
4628814 52.0
4647407 68.0
4666900 72.0
4685875 60.0
...
22506102 76.0
22531905 16.0
22555721 32.0
22578869 40.0
22602533 36.0
Name: sales, Length: 739, dtype: float64
4609954 40.0
4628815 44.0
4647408 40.0
4666901 40.0
4685876 20.0
...
22480378 8.0
22506103 8.0
22531906 4.0
22555722 12.0
22578870 8.0
Name: sales, Length: 618, dtype: float64
4609955 52.0
4628816 48.0
4647409 48.0
4666902 72.0
4685877 76.0
...
22506104 32.0
22531907 16.0
22555723 8.0
22578871 20.0
22602534 8.0
Name: sales, Length: 746, dtype: float64
4609956 48.0
4628817 44.0
4647410 52.0
4666903 96.0
4685878 88.0
...
22506105 32.0
22531908 28.0
22555724 24.0
22578872 32.0
22602535 8.0
Name: sales, Length: 725, dtype: float64
4609957 12.0
4628818 4.0
4647411 4.0
4666904 40.0
4685879 20.0
...
22506106 12.0
22531909 16.0
22555725 8.0
22578873 8.0
22602536 12.0
Name: sales, Length: 708, dtype: float64
4609958 4.0
4628819 16.0
4647412 28.0
4666905 48.0
4685880 12.0
...
22506109 8.0
22531912 4.0
22555728 4.0
22578876 8.0
22602539 8.0
Name: sales, Length: 593, dtype: float64
4609959 8.0
4703700 16.0
4721485 8.0
4775691 24.0
4794994 4.0
...
22192708 120.0
22286485 16.0
22361252 8.0
22456170 8.0
22531947 16.0
Name: sales, Length: 345, dtype: float64
4609960 4.0
4721488 8.0
4867814 16.0
4923673 8.0
5014470 8.0
...
22216246 16.0
22239352 24.0
22480430 24.0
22531953 16.0
22555763 16.0
Name: sales, Length: 105, dtype: float64
4609961 32.0
4647418 16.0
4666912 8.0
4685884 8.0
4757360 24.0
...
22361261 16.0
22432669 16.0
22456178 40.0
22578923 8.0
22602584 36.0
Name: sales, Length: 302, dtype: float64
4609962 16.0
4628823 16.0
4647419 16.0
4703704 12.0
4960849 8.0
...
22310780 8.0
22456179 24.0
22480431 24.0
22555764 32.0
22578924 12.0
Name: sales, Length: 149, dtype: float64
4609963 16.0
4628825 8.0
4647420 24.0
4666915 4.0
4685887 8.0
...
22432672 4.0
22456182 4.0
22480436 4.0
22506158 8.0
22555768 4.0
Name: sales, Length: 420, dtype: float64
4609964 12.0
4647421 8.0
4721491 16.0
4757364 8.0
4775697 4.0
...
22385311 24.0
22408906 8.0
22480437 8.0
22531957 28.0
22602587 12.0
Name: sales, Length: 524, dtype: float64
4609965 16.0
4628826 8.0
4647422 20.0
4666916 12.0
4703706 48.0
...
22480438 8.0
22506159 28.0
22531958 12.0
22555769 8.0
22578927 8.0
Name: sales, Length: 377, dtype: float64
4609966 4.0
4628831 12.0
4647429 16.0
4666920 28.0
4685891 20.0
...
22361274 4.0
22385316 12.0
22480449 8.0
22506166 8.0
22578936 8.0
Name: sales, Length: 554, dtype: float64
4609967 8.0
4685892 4.0
4721495 8.0
4775702 4.0
4923684 4.0
...
22310791 8.0
22336358 4.0
22408912 4.0
22432677 4.0
22480450 4.0
Name: sales, Length: 333, dtype: float64
4609968 8.0
4628832 24.0
4775705 40.0
4849670 16.0
4904290 8.0
...
22025402 8.0
22049230 24.0
22096174 28.0
22385320 16.0
22480452 8.0
Name: sales, Length: 149, dtype: float64
4609969 133.9800
4628834 112.5236
4647434 136.3240
4666923 67.6720
4685896 60.6680
...
22506206 146.7560
22532002 103.4840
22555805 93.9200
22578973 63.9640
22602628 75.5160
Name: sales, Length: 757, dtype: float64
4609970 68.0
4628835 164.0
4647436 44.0
4666925 104.0
4685898 20.0
...
22506220 12.0
22532014 32.0
22555819 24.0
22578984 4.0
22602640 16.0
Name: sales, Length: 528, dtype: float64
4609971 280.0
4628836 124.0
4647438 308.0
4666927 256.0
4685900 388.0
...
22506231 192.0
22532023 140.0
22555829 208.0
22578994 416.0
22602650 84.0
Name: sales, Length: 691, dtype: float64
4609972 72.0
4628837 40.0
4647439 68.0
4666928 32.0
4685901 20.0
...
22506232 64.0
22532024 28.0
22555830 16.0
22578995 12.0
22602651 4.0
Name: sales, Length: 679, dtype: float64
4609973 24.0
4628838 16.0
4647440 64.0
4666929 24.0
4685902 20.0
...
22506233 160.0
22532025 60.0
22555831 56.0
22578996 76.0
22602652 64.0
Name: sales, Length: 678, dtype: float64
4609974 8.0
4628839 8.0
4647441 16.0
4685903 28.0
4703719 16.0
...
22506248 8.0
22532039 4.0
22555844 12.0
22579014 72.0
22602667 72.0
Name: sales, Length: 582, dtype: float64
4609975 64.0
4628841 24.0
4647443 76.0
4666931 44.0
4685906 40.0
...
22506256 92.0
22532047 52.0
22555851 80.0
22579022 68.0
22602674 52.0
Name: sales, Length: 603, dtype: float64
4609976 4.0
4628842 4.0
4647444 24.0
4666932 28.0
4685907 12.0
...
22263077 4.0
22286586 12.0
22310878 4.0
22480542 4.0
22506259 4.0
Name: sales, Length: 309, dtype: float64
4609977 16.0
4628843 20.0
4647445 16.0
4666933 12.0
4685908 8.0
...
17099270 24.0
17124310 8.0
17147862 8.0
17170760 12.0
17194168 4.0
Name: sales, Length: 146, dtype: float64
4609978 40.0
4628844 32.0
4647446 60.0
4666934 52.0
4685910 20.0
...
22506265 24.0
22532052 16.0
22555855 20.0
22579029 16.0
22602681 24.0
Name: sales, Length: 583, dtype: float64
4609979 28.0
4628846 32.0
4647448 76.0
4666936 20.0
4685912 28.0
...
22506268 28.0
22532055 20.0
22555858 8.0
22579032 16.0
22602682 12.0
Name: sales, Length: 606, dtype: float64
4609980 8.0
4628847 4.0
4647449 8.0
4666937 28.0
4685913 8.0
...
22408994 4.0
22480553 4.0
22506269 8.0
22532056 8.0
22602684 4.0
Name: sales, Length: 470, dtype: float64
4609981 8.0
4647450 8.0
4666938 24.0
4703728 12.0
4721513 8.0
...
22385407 4.0
22408995 4.0
22506271 4.0
22532058 12.0
22555860 4.0
Name: sales, Length: 438, dtype: float64
4609982 52.0
4628848 32.0
4647451 48.0
4666939 56.0
4685914 28.0
...
22506272 28.0
22532059 24.0
22555861 8.0
22579034 28.0
22602686 16.0
Name: sales, Length: 624, dtype: float64
4609983 16.0
4628849 36.0
4647452 12.0
4666940 44.0
4685915 12.0
...
22506273 24.0
22532060 4.0
22555862 4.0
22579035 12.0
22602687 12.0
Name: sales, Length: 586, dtype: float64
4609984 48.0
4628850 44.0
4647453 28.0
4666941 28.0
4685916 28.0
...
22506274 24.0
22532061 24.0
22555863 12.0
22579036 24.0
22602688 24.0
Name: sales, Length: 578, dtype: float64
4609985 76.0
4628851 12.0
4647454 64.0
4666942 48.0
4685917 28.0
...
22408999 8.0
22506275 8.0
22532062 8.0
22555864 12.0
22579037 8.0
Name: sales, Length: 614, dtype: float64
4609986 12.0
4628852 4.0
4647455 12.0
4666943 8.0
4703732 4.0
...
22506276 12.0
22532063 8.0
22555865 4.0
22579038 12.0
22602689 16.0
Name: sales, Length: 583, dtype: float64
4609987 28.0
4628853 12.0
4647456 12.0
4666944 12.0
4685918 24.0
...
22506278 12.0
22532065 16.0
22555867 4.0
22579040 4.0
22602691 16.0
Name: sales, Length: 624, dtype: float64
4609988 28.0
4628854 16.0
4647457 56.0
4666945 40.0
4685919 24.0
...
22456285 4.0
22480560 28.0
22506279 16.0
22579041 8.0
22602692 16.0
Name: sales, Length: 611, dtype: float64
4609989 40.0
4628855 68.0
4647458 20.0
4721521 20.0
4739693 32.0
...
18625009 12.0
18671866 20.0
18694743 16.0
18718655 16.0
18744060 12.0
Name: sales, Length: 472, dtype: float64
4609990 32.0
4628856 20.0
4647459 40.0
4666946 4.0
4685920 32.0
...
14765187 8.0
14786794 4.0
14808515 4.0
14829620 12.0
14851294 4.0
Name: sales, Length: 297, dtype: float64
4609991 64.0
4628857 68.0
4647460 160.0
4666947 40.0
4685921 12.0
...
22506281 32.0
22532067 24.0
22555869 8.0
22579043 4.0
22602694 16.0
Name: sales, Length: 624, dtype: float64
4609992 72.0
4628858 52.0
4647461 116.0
4666948 100.0
4685922 8.0
...
22506282 48.0
22532068 68.0
22555870 12.0
22579044 24.0
22602695 20.0
Name: sales, Length: 598, dtype: float64
4609993 24.0
4628859 12.0
4647462 44.0
4666949 68.0
4685923 4.0
...
22506285 24.0
22532071 16.0
22555873 12.0
22579046 4.0
22602698 12.0
Name: sales, Length: 595, dtype: float64
4609994 48.0
4628860 44.0
4647463 64.0
4666950 40.0
4685924 24.0
...
22506286 56.0
22532072 24.0
22555874 20.0
22579047 8.0
22602699 8.0
Name: sales, Length: 603, dtype: float64
4609995 68.0
4628861 104.0
4647464 132.0
4666951 88.0
4685925 100.0
...
22506287 72.0
22532073 44.0
22555875 56.0
22579048 120.0
22602700 68.0
Name: sales, Length: 633, dtype: float64
4609996 116.0
4628862 148.0
4647465 144.0
4666952 192.0
4685926 120.0
...
22506288 68.0
22532074 32.0
22555876 16.0
22579049 28.0
22602701 28.0
Name: sales, Length: 635, dtype: float64
4609997 48.0
4628863 40.0
4647466 80.0
4666953 80.0
4685927 24.0
...
22506289 76.0
22532075 32.0
22555877 12.0
22579050 12.0
22602702 12.0
Name: sales, Length: 635, dtype: float64
4609998 12.0
4628864 24.0
4647467 20.0
4666954 44.0
4685928 32.0
...
22506290 20.0
22532076 12.0
22555878 4.0
22579051 20.0
22602703 8.0
Name: sales, Length: 622, dtype: float64
4609999 4.0
4628865 12.0
4647468 16.0
4666955 4.0
4685929 12.0
...
22506291 4.0
22532077 20.0
22555879 12.0
22579052 12.0
22602704 4.0
Name: sales, Length: 586, dtype: float64
4610000 68.0
4628866 68.0
4647469 48.0
4666956 24.0
4685930 100.0
...
22506292 40.0
22532078 24.0
22555880 12.0
22579053 28.0
22602705 24.0
Name: sales, Length: 634, dtype: float64
4610001 196.0
4628867 116.0
4647470 212.0
4666957 148.0
4685931 28.0
...
22506293 68.0
22532079 32.0
22555881 16.0
22579054 28.0
22602706 28.0
Name: sales, Length: 634, dtype: float64
4610002 80.0
4628868 84.0
4647471 80.0
4666958 144.0
4685932 24.0
...
22506294 72.0
22532080 48.0
22555882 48.0
22579055 88.0
22602707 32.0
Name: sales, Length: 635, dtype: float64
4610003 144.0
4628869 40.0
4647472 244.0
4666959 220.0
4685933 88.0
...
22506295 60.0
22532081 60.0
22555883 40.0
22579056 48.0
22602708 28.0
Name: sales, Length: 633, dtype: float64
4610004 20.0
4666960 20.0
4685934 36.0
4703747 8.0
4721534 12.0
...
22506296 20.0
22532082 28.0
22555884 24.0
22579057 8.0
22602709 12.0
Name: sales, Length: 620, dtype: float64
4610005 48.0
4628870 32.0
4647473 84.0
4666961 64.0
4685935 16.0
...
22506297 40.0
22532083 24.0
22555885 28.0
22579058 28.0
22602710 20.0
Name: sales, Length: 630, dtype: float64
4610006 8.0
4628871 4.0
4647474 32.0
4666963 48.0
4685937 16.0
...
22361388 4.0
22385433 8.0
22432788 8.0
22480580 4.0
22532085 4.0
Name: sales, Length: 391, dtype: float64
4610007 44.0
4628872 28.0
4647475 56.0
4666964 44.0
4685938 24.0
...
20178897 4.0
20226852 8.0
20276803 4.0
20422944 20.0
20449672 12.0
Name: sales, Length: 255, dtype: float64
4610008 60.0
4628873 48.0
4647476 108.0
4666965 164.0
4685939 68.0
...
22480581 12.0
22506299 16.0
22532086 24.0
22555887 16.0
22602712 12.0
Name: sales, Length: 589, dtype: float64
4610009 20.0
4628874 40.0
4647477 44.0
4666966 16.0
4685940 40.0
...
22506300 16.0
22532087 16.0
22555888 4.0
22579060 4.0
22602713 8.0
Name: sales, Length: 541, dtype: float64
4610010 160.0
4628875 84.0
4647478 184.0
4666967 156.0
4685941 96.0
...
22506301 52.0
22532088 72.0
22555889 16.0
22579061 8.0
22602714 12.0
Name: sales, Length: 631, dtype: float64
4610011 64.0
4628876 24.0
4647479 52.0
4666968 52.0
4685942 20.0
...
22506302 20.0
22532089 12.0
22555890 8.0
22579062 36.0
22602715 4.0
Name: sales, Length: 624, dtype: float64
4610012 72.0
4628877 32.0
4647480 96.0
4666969 92.0
4685943 40.0
...
22506303 32.0
22532090 16.0
22555891 32.0
22579063 20.0
22602716 28.0
Name: sales, Length: 629, dtype: float64
4610013 44.0
4628878 32.0
4647481 92.0
4666970 64.0
4685944 20.0
...
22506304 28.0
22532091 16.0
22555892 12.0
22579064 16.0
22602717 28.0
Name: sales, Length: 616, dtype: float64
4610014 44.0
4628879 32.0
4647482 64.0
4666971 60.0
4703758 16.0
...
22506305 36.0
22532092 12.0
22555893 48.0
22579065 20.0
22602718 16.0
Name: sales, Length: 628, dtype: float64
4610015 4.0
4628880 16.0
4647483 28.0
4666972 44.0
4685945 4.0
...
22506306 32.0
22532093 20.0
22555894 12.0
22579066 28.0
22602719 20.0
Name: sales, Length: 612, dtype: float64
4610016 8.0
4628881 16.0
4647484 8.0
4666973 16.0
4685946 4.0
...
22480590 4.0
22506308 8.0
22532095 20.0
22555895 4.0
22579068 8.0
Name: sales, Length: 544, dtype: float64
4610017 16.0
4628882 24.0
4647485 44.0
4666974 44.0
4685947 32.0
...
22506309 16.0
22532096 32.0
22555896 24.0
22579069 4.0
22602720 8.0
Name: sales, Length: 611, dtype: float64
4610018 36.0
4628883 24.0
4647486 28.0
4666975 28.0
4685948 32.0
...
22506310 8.0
22532097 40.0
22555897 4.0
22579070 12.0
22602721 16.0
Name: sales, Length: 607, dtype: float64
4610019 24.0
4628884 8.0
4647487 36.0
4666976 48.0
4685949 24.0
...
22506311 20.0
22532098 4.0
22555898 4.0
22579071 8.0
22602722 4.0
Name: sales, Length: 549, dtype: float64
4610020 8.0
4628885 8.0
4647488 36.0
4666977 48.0
4685950 20.0
...
22480594 16.0
22506312 20.0
22532099 16.0
22555899 4.0
22602723 4.0
Name: sales, Length: 324, dtype: float64
4610021 160.0
4628886 160.0
4647489 224.0
4666978 304.0
4685951 192.0
...
22506313 164.0
22532100 84.0
22555900 88.0
22579072 92.0
22602724 68.0
Name: sales, Length: 597, dtype: float64
4610022 108.0
4628887 112.0
4647490 172.0
4666979 152.0
4685952 60.0
...
22506314 96.0
22532101 84.0
22555901 44.0
22579073 28.0
22602725 44.0
Name: sales, Length: 573, dtype: float64
4610023 188.0
4628888 196.0
4647491 256.0
4666980 236.0
4685953 232.0
...
22506315 192.0
22532102 148.0
22555902 104.0
22579074 144.0
22602726 104.0
Name: sales, Length: 463, dtype: float64
4610024 104.0
4628889 128.0
4647492 172.0
4666981 140.0
4685954 108.0
...
22506316 160.0
22532103 88.0
22555903 76.0
22579075 88.0
22602727 44.0
Name: sales, Length: 612, dtype: float64
4610025 12.0
4628890 16.0
4647493 4.0
4666982 64.0
4685955 12.0
...
22480600 28.0
22506317 16.0
22532104 12.0
22555904 20.0
22579076 20.0
Name: sales, Length: 511, dtype: float64
4610026 80.0
4628891 76.0
4647494 72.0
4666983 80.0
4685956 60.0
...
22506318 16.0
22532105 24.0
22555905 24.0
22579077 16.0
22602728 36.0
Name: sales, Length: 626, dtype: float64
4610027 36.0
4628892 8.0
4647495 24.0
4666984 36.0
4685957 16.0
...
22480604 12.0
22506321 16.0
22532107 8.0
22555908 32.0
22602731 8.0
Name: sales, Length: 530, dtype: float64
4610028 32.0
4628893 28.0
4647496 52.0
4666985 44.0
4685958 8.0
...
22506322 16.0
22532108 28.0
22555909 4.0
22579080 16.0
22602732 4.0
Name: sales, Length: 533, dtype: float64
4610029 32.0
4628894 24.0
4647497 20.0
4666986 48.0
4685959 20.0
...
10781830 4.0
10802474 4.0
10822871 12.0
10843439 12.0
10864146 8.0
Name: sales, Length: 168, dtype: float64
4610030 236.0
4628898 148.0
4647501 296.0
4666987 196.0
4685960 104.0
...
22167801 112.0
22263153 8.0
22555933 8.0
22579106 20.0
22602758 172.0
Name: sales, Length: 567, dtype: float64
4610031 264.0
4628899 80.0
4647502 156.0
4666988 188.0
4685961 140.0
...
22506347 256.0
22532131 80.0
22555934 104.0
22579107 120.0
22602759 12.0
Name: sales, Length: 360, dtype: float64
4610032 332.0
4628900 280.0
4647503 680.0
4666989 416.0
4685962 272.0
...
22506348 64.0
22532132 116.0
22555935 104.0
22579108 120.0
22602760 8.0
Name: sales, Length: 531, dtype: float64
4610033 32.0
4628901 60.0
4647504 36.0
4666990 36.0
4685963 44.0
...
22506349 24.0
22532133 28.0
22555936 32.0
22579109 16.0
22602761 32.0
Name: sales, Length: 627, dtype: float64
4610034 60.0
4628902 100.0
4647505 96.0
4666991 80.0
4685964 104.0
...
22506350 60.0
22532134 56.0
22555937 72.0
22579110 32.0
22602762 40.0
Name: sales, Length: 627, dtype: float64
4610035 48.0
4628903 40.0
4647506 40.0
4666992 44.0
4685965 44.0
...
22506351 32.0
22532135 56.0
22555938 36.0
22579111 16.0
22602763 12.0
Name: sales, Length: 612, dtype: float64
4610036 8.0
4628904 24.0
4647507 12.0
4666993 20.0
4685966 8.0
...
22506352 36.0
22532136 20.0
22555939 28.0
22579112 20.0
22602764 16.0
Name: sales, Length: 625, dtype: float64
4610037 24.0
4628905 36.0
4647508 44.0
4666994 20.0
4685967 4.0
...
22506354 20.0
22532138 16.0
22555941 28.0
22579114 4.0
22602766 4.0
Name: sales, Length: 532, dtype: float64
4610038 8.0
4628906 12.0
4647509 16.0
4685968 4.0
4721569 8.0
...
22506355 8.0
22532139 12.0
22555942 4.0
22579115 12.0
22602767 4.0
Name: sales, Length: 436, dtype: float64
4610039 4.0
4628907 16.0
4647510 8.0
4666995 4.0
4685969 32.0
...
22480639 8.0
22506356 8.0
22532140 4.0
22555943 4.0
22579116 4.0
Name: sales, Length: 305, dtype: float64
4610040 8.0
4628908 8.0
4647511 4.0
4685970 24.0
4703781 4.0
...
22385487 12.0
22409077 4.0
22506357 4.0
22532141 4.0
22602768 4.0
Name: sales, Length: 360, dtype: float64
4610041 36.0
4628909 20.0
4647512 28.0
4666996 24.0
4685971 52.0
...
22480641 24.0
22532143 12.0
22555945 12.0
22579118 24.0
22602769 8.0
Name: sales, Length: 617, dtype: float64
4610042 8.0
4628910 4.0
4647513 4.0
4666997 16.0
4685972 4.0
...
22480642 4.0
22506358 4.0
22532144 8.0
22555946 8.0
22602770 4.0
Name: sales, Length: 428, dtype: float64
4610043 28.0
4628911 76.0
4647514 36.0
4666998 4.0
4703784 48.0
...
22506359 8.0
22532145 4.0
22555947 28.0
22579119 8.0
22602771 12.0
Name: sales, Length: 570, dtype: float64
4610044 4.0
4628912 4.0
4647515 8.0
4666999 4.0
4685973 16.0
...
22480645 4.0
22506362 16.0
22532148 8.0
22555949 4.0
22579120 8.0
Name: sales, Length: 476, dtype: float64
4610045 204.0
4628915 140.0
4647516 176.0
4667002 376.0
4685976 108.0
...
22506365 212.0
22532150 140.0
22555952 72.0
22579123 36.0
22602775 72.0
Name: sales, Length: 627, dtype: float64
4610046 4.0
4628916 24.0
4647517 108.0
4667003 20.0
4721579 4.0
...
22480650 4.0
22506367 44.0
22532152 28.0
22579125 12.0
22602777 56.0
Name: sales, Length: 571, dtype: float64
4610047 108.0
4628917 96.0
4647518 52.0
4667004 64.0
4685977 20.0
...
22506368 68.0
22532153 28.0
22555954 56.0
22579126 60.0
22602778 28.0
Name: sales, Length: 600, dtype: float64
4610048 16.0
4628918 16.0
4647519 28.0
4667005 8.0
4685978 36.0
...
22506369 4.0
22532154 12.0
22555955 4.0
22579127 12.0
22602779 12.0
Name: sales, Length: 597, dtype: float64
4610049 4.0
4647520 4.0
4667006 4.0
4685979 16.0
4721582 8.0
...
22480652 4.0
22506370 4.0
22555956 8.0
22579128 12.0
22602780 4.0
Name: sales, Length: 481, dtype: float64
4610050 116.0
4628919 28.0
4647521 96.0
4667007 28.0
4685980 40.0
...
22506371 72.0
22532155 28.0
22555957 52.0
22579129 72.0
22602781 16.0
Name: sales, Length: 622, dtype: float64
4610051 36.0
4628920 96.0
4647522 36.0
4667008 52.0
4685981 44.0
...
22506372 40.0
22532156 20.0
22555958 12.0
22579130 28.0
22602782 16.0
Name: sales, Length: 619, dtype: float64
4610052 48.0
4628921 24.0
4647523 44.0
4667009 36.0
4685982 24.0
...
22506373 32.0
22532157 20.0
22555959 4.0
22579131 12.0
22602783 36.0
Name: sales, Length: 627, dtype: float64
4610053 36.0
4628922 40.0
4647524 40.0
4667010 100.0
4685983 40.0
...
22506374 16.0
22532158 16.0
22555960 12.0
22579132 4.0
22602784 20.0
Name: sales, Length: 618, dtype: float64
4610054 64.0
4628923 32.0
4647525 44.0
4667011 52.0
4685984 56.0
...
22506375 32.0
22532159 20.0
22555961 32.0
22579133 28.0
22602785 16.0
Name: sales, Length: 622, dtype: float64
4610055 104.0
4628924 148.0
4647526 116.0
4667012 160.0
4685985 76.0
...
22506376 60.0
22532160 52.0
22555962 32.0
22579134 44.0
22602786 24.0
Name: sales, Length: 508, dtype: float64
4610056 36.0
4628925 48.0
4647527 56.0
4667013 64.0
4685986 52.0
...
22506377 76.0
22532161 20.0
22555963 16.0
22579135 56.0
22602787 48.0
Name: sales, Length: 620, dtype: float64
4610057 20.0
4628926 12.0
4647528 12.0
4667014 8.0
4685987 8.0
...
22456370 8.0
22480660 12.0
22506378 12.0
22579136 4.0
22602788 4.0
Name: sales, Length: 528, dtype: float64
4610058 12.0
4628927 44.0
4647529 16.0
4667015 28.0
4685988 24.0
...
22506379 40.0
22532162 24.0
22555964 24.0
22579137 16.0
22602789 32.0
Name: sales, Length: 625, dtype: float64
4610059 104.0
4628928 64.0
4647530 76.0
4667016 68.0
4685989 32.0
...
22506380 68.0
22532163 16.0
22555965 32.0
22579138 24.0
22602790 40.0
Name: sales, Length: 625, dtype: float64
4610060 152.0
4628929 160.0
4647531 304.0
4667017 204.0
4685990 132.0
...
22506381 124.0
22532164 64.0
22555966 88.0
22579139 68.0
22602791 80.0
Name: sales, Length: 626, dtype: float64
4610061 16.0
4628930 32.0
4647532 48.0
4667018 44.0
4685991 16.0
...
22506382 56.0
22532165 4.0
22555967 4.0
22579140 12.0
22602792 20.0
Name: sales, Length: 616, dtype: float64
4610062 460.0
4628931 388.0
4647533 752.0
4667019 788.0
4685992 376.0
...
22506386 336.0
22532168 132.0
22555971 200.0
22579144 188.0
22602795 108.0
Name: sales, Length: 628, dtype: float64
4610063 1192.0
4628932 788.0
4647534 1404.0
4667020 1424.0
4685993 772.0
...
22336556 316.0
22361474 160.0
22409106 28.0
22506387 12.0
22555972 16.0
Name: sales, Length: 621, dtype: float64
4610064 76.0
4628933 44.0
4647535 240.0
4667021 160.0
4685994 80.0
...
22506389 44.0
22532170 20.0
22555974 4.0
22579146 12.0
22602796 4.0
Name: sales, Length: 624, dtype: float64
4610065 312.0
4628934 204.0
4647536 268.0
4667022 404.0
4685995 328.0
...
22506390 108.0
22532171 20.0
22555975 4.0
22579147 12.0
22602797 12.0
Name: sales, Length: 627, dtype: float64
4610066 16.0
4628935 20.0
4647537 28.0
4667023 12.0
4703807 8.0
...
22506391 4.0
22532172 4.0
22555976 4.0
22579148 4.0
22602798 4.0
Name: sales, Length: 499, dtype: float64
4610067 28.0
4628936 12.0
4647538 64.0
4667024 44.0
4685996 24.0
...
22506392 12.0
22532173 8.0
22555977 16.0
22579149 12.0
22602799 12.0
Name: sales, Length: 547, dtype: float64
4610068 56.0
4628937 52.0
4647539 72.0
4667025 40.0
4685997 40.0
...
22506393 44.0
22532174 60.0
22555978 24.0
22579150 16.0
22602800 12.0
Name: sales, Length: 603, dtype: float64
4610069 72.0
4628938 24.0
4647540 36.0
4667026 28.0
4685998 28.0
...
22506394 4.0
22532175 20.0
22555979 52.0
22579151 88.0
22602801 24.0
Name: sales, Length: 604, dtype: float64
4610070 972.0
4628939 680.0
4647541 1264.0
4667027 1360.0
4685999 660.0
...
22506395 644.0
22532176 588.0
22555980 364.0
22579152 468.0
22602802 332.0
Name: sales, Length: 614, dtype: float64
4610071 252.0
4628940 344.0
4647542 388.0
4667028 308.0
4686000 476.0
...
22506396 320.0
22532177 132.0
22555981 104.0
22579153 108.0
22602803 76.0
Name: sales, Length: 604, dtype: float64
4610072 1360.0
4628941 1500.0
4647543 1108.0
4667029 1340.0
4686001 904.0
...
22506397 1072.0
22532178 812.0
22555982 604.0
22579154 624.0
22602804 660.0
Name: sales, Length: 611, dtype: float64
4610073 416.0
4628942 520.0
4647544 756.0
4667030 708.0
4686002 504.0
...
22506398 44.0
22532179 76.0
22555983 44.0
22579155 40.0
22602805 80.0
Name: sales, Length: 614, dtype: float64
4610074 460.0
4628943 372.0
4647545 996.0
4667031 792.0
4686003 524.0
...
22506399 112.0
22532180 68.0
22555984 16.0
22579156 52.0
22602806 36.0
Name: sales, Length: 614, dtype: float64
4610075 612.0
4628944 616.0
4647546 476.0
4667032 856.0
4686004 404.0
...
22506400 352.0
22532181 324.0
22555985 280.0
22579157 380.0
22602807 300.0
Name: sales, Length: 614, dtype: float64
4610076 1064.0
4628945 496.0
4647547 680.0
4667033 624.0
4686005 600.0
...
22506401 324.0
22532182 236.0
22555986 256.0
22579158 144.0
22602808 40.0
Name: sales, Length: 614, dtype: float64
4610077 268.0
4628946 172.0
4647548 488.0
4667034 400.0
4686006 264.0
...
22506404 144.0
22532185 92.0
22555988 108.0
22579161 36.0
22602811 72.0
Name: sales, Length: 614, dtype: float64
4610078 252.0
4628947 116.0
4647549 304.0
4667035 388.0
4686007 188.0
...
22506405 292.0
22532186 140.0
22555989 108.0
22579162 112.0
22602812 56.0
Name: sales, Length: 614, dtype: float64
4610079 648.0
4628948 340.0
4647550 556.0
4667036 464.0
4686008 320.0
...
22506406 356.0
22532187 204.0
22555990 240.0
22579163 184.0
22602813 128.0
Name: sales, Length: 614, dtype: float64
4610080 472.0
4628949 480.0
4647551 640.0
4667037 568.0
4686009 400.0
...
22506407 512.0
22532188 284.0
22555991 160.0
22579164 296.0
22602814 392.0
Name: sales, Length: 614, dtype: float64
4610081 336.0
4628950 540.0
4647552 508.0
4667038 664.0
4686010 352.0
...
22506408 368.0
22532189 80.0
22555992 204.0
22579165 124.0
22602815 200.0
Name: sales, Length: 614, dtype: float64
4610082 548.0
4628951 340.0
4647553 492.0
4667039 524.0
4686011 248.0
...
22506409 428.0
22532190 324.0
22555993 208.0
22579166 228.0
22602816 112.0
Name: sales, Length: 592, dtype: float64
4610083 440.0
4628952 316.0
4647554 700.0
4667040 652.0
4686012 324.0
...
22506410 232.0
22532191 60.0
22555994 96.0
22579167 120.0
22602817 84.0
Name: sales, Length: 586, dtype: float64
4610084 320.0
4628953 524.0
4647555 428.0
4667041 340.0
4686013 520.0
...
22506411 208.0
22532192 72.0
22555995 52.0
22579168 60.0
22602818 108.0
Name: sales, Length: 613, dtype: float64
4610085 712.0
4628954 836.0
4647556 596.0
4667042 792.0
4686014 592.0
...
22506413 160.0
22532194 96.0
22555997 32.0
22579170 128.0
22602820 72.0
Name: sales, Length: 612, dtype: float64
4610086 104.0
4628955 72.0
4647557 120.0
4667043 132.0
4686015 28.0
...
22506415 80.0
22532196 20.0
22555999 44.0
22579172 60.0
22602822 4.0
Name: sales, Length: 600, dtype: float64
4610087 52.0
4628956 12.0
4647558 296.0
4667044 144.0
4686016 92.0
...
22506417 60.0
22532198 72.0
22556001 20.0
22579174 4.0
22602824 24.0
Name: sales, Length: 600, dtype: float64
4610088 84.0
4628957 48.0
4647559 216.0
4667045 96.0
4686017 64.0
...
22506418 140.0
22532199 44.0
22556002 28.0
22579175 40.0
22602825 36.0
Name: sales, Length: 587, dtype: float64
4610089 60.0
4628958 40.0
4647560 64.0
4667046 32.0
4686018 60.0
...
22506419 168.0
22532200 56.0
22556003 156.0
22579176 44.0
22602826 40.0
Name: sales, Length: 578, dtype: float64
4610090 28.0
4628959 12.0
4647561 36.0
4667047 20.0
4686019 44.0
...
22506420 144.0
22532201 60.0
22556004 80.0
22579177 92.0
22602827 20.0
Name: sales, Length: 595, dtype: float64
4610091 40.0
4628960 48.0
4647562 100.0
4667048 88.0
4686020 52.0
...
22506422 96.0
22532203 60.0
22556006 108.0
22579179 52.0
22602829 28.0
Name: sales, Length: 560, dtype: float64
4610092 8.0
4628961 8.0
4647563 4.0
4667049 4.0
4686021 4.0
...
22409141 8.0
22432903 4.0
22480704 4.0
22506423 4.0
22556007 4.0
Name: sales, Length: 288, dtype: float64
4610093 16.0
4628962 24.0
4647564 56.0
4667050 32.0
4686022 12.0
...
22506425 28.0
22532205 8.0
22556009 8.0
22579181 4.0
22602831 8.0
Name: sales, Length: 496, dtype: float64
4610094 992.0
4628963 984.0
4647565 804.0
4667051 1828.0
4686023 468.0
...
22506426 1072.0
22532206 624.0
22556010 320.0
22579182 584.0
22602832 452.0
Name: sales, Length: 614, dtype: float64
4610095 76.0
4628964 36.0
4647566 32.0
4667052 112.0
4686024 52.0
...
22506428 284.0
22532208 256.0
22556012 304.0
22579184 236.0
22602834 144.0
Name: sales, Length: 603, dtype: float64
4610096 72.0
4628965 12.0
4647567 120.0
4667053 172.0
4686025 76.0
...
22506429 52.0
22532209 80.0
22556013 88.0
22579185 48.0
22602835 92.0
Name: sales, Length: 606, dtype: float64
4610097 368.0
4628966 232.0
4647568 552.0
4667054 552.0
4686026 252.0
...
22506430 76.0
22532210 112.0
22556014 16.0
22579186 4.0
22602836 36.0
Name: sales, Length: 612, dtype: float64
4610098 228.0
4628967 184.0
4647569 392.0
4667055 172.0
4686027 144.0
...
22506431 384.0
22532211 144.0
22556015 264.0
22579187 208.0
22602837 136.0
Name: sales, Length: 613, dtype: float64
4610099 432.0
4628968 616.0
4647570 944.0
4667056 804.0
4686028 420.0
...
22506432 424.0
22532212 136.0
22556016 176.0
22579188 112.0
22602838 80.0
Name: sales, Length: 614, dtype: float64
4610100 24.0
4628969 20.0
4647571 76.0
4667057 100.0
4686029 24.0
...
22506434 100.0
22532214 124.0
22556018 76.0
22579190 104.0
22602840 80.0
Name: sales, Length: 612, dtype: float64
4610101 212.0
4628970 116.0
4647572 148.0
4667058 272.0
4686030 64.0
...
22506435 80.0
22532215 104.0
22556019 72.0
22579191 104.0
22602841 52.0
Name: sales, Length: 610, dtype: float64
4610102 4.0
4628971 60.0
4647573 8.0
4667059 20.0
4686031 12.0
...
22506436 40.0
22532216 56.0
22556020 64.0
22579192 12.0
22602842 16.0
Name: sales, Length: 609, dtype: float64
4610103 200.0
4628972 164.0
4647574 228.0
4667060 144.0
4686032 80.0
...
22506437 104.0
22532217 12.0
22556021 12.0
22579193 48.0
22602843 4.0
Name: sales, Length: 562, dtype: float64
4610104 36.0
4628973 52.0
4647575 92.0
4667061 72.0
4686033 68.0
...
22506438 160.0
22532218 40.0
22556022 44.0
22579194 120.0
22602844 60.0
Name: sales, Length: 601, dtype: float64
4610105 4.0
4628975 12.0
4647577 76.0
4686035 4.0
4703843 20.0
...
22409158 8.0
22432919 4.0
22480721 8.0
22506440 16.0
22579196 12.0
Name: sales, Length: 540, dtype: float64
4610106 64.0
4647578 136.0
4667062 152.0
4703844 28.0
4721639 80.0
...
22506441 92.0
22532220 68.0
22556024 16.0
22579197 4.0
22602846 4.0
Name: sales, Length: 560, dtype: float64
4610107 112.0
4628976 88.0
4647579 28.0
4667063 128.0
4686036 80.0
...
22506442 132.0
22532221 56.0
22556025 20.0
22579198 28.0
22602847 84.0
Name: sales, Length: 566, dtype: float64
4610108 68.0
4628977 48.0
4647581 100.0
4667065 80.0
4686038 48.0
...
22506444 60.0
22532223 40.0
22556027 84.0
22579200 56.0
22602849 44.0
Name: sales, Length: 623, dtype: float64
4610109 32.0
4628978 32.0
4647582 32.0
4667066 56.0
4686039 20.0
...
22506445 56.0
22532224 44.0
22556028 32.0
22579201 16.0
22602850 28.0
Name: sales, Length: 627, dtype: float64
4610110 44.0
4628979 28.0
4647583 32.0
4667067 48.0
4686040 20.0
...
22506446 4.0
22532225 12.0
22556029 52.0
22579202 32.0
22602851 8.0
Name: sales, Length: 617, dtype: float64
4610111 20.0
4628980 20.0
4647584 16.0
4667068 16.0
4686041 16.0
...
22506447 12.0
22532226 12.0
22556030 4.0
22579203 4.0
22602852 16.0
Name: sales, Length: 564, dtype: float64
4610112 132.0
4628981 156.0
4647585 196.0
4667069 136.0
4686042 124.0
...
22506448 140.0
22532227 84.0
22556031 84.0
22579204 108.0
22602853 88.0
Name: sales, Length: 628, dtype: float64
4610113 80.0
4628982 48.0
4647586 56.0
4667070 72.0
4686043 52.0
...
22506449 48.0
22532228 32.0
22556032 12.0
22579205 32.0
22602854 36.0
Name: sales, Length: 627, dtype: float64
4610114 68.0
4628983 56.0
4647587 36.0
4667071 28.0
4686044 16.0
...
22506450 20.0
22532229 32.0
22556033 20.0
22579206 24.0
22602855 24.0
Name: sales, Length: 609, dtype: float64
4610115 112.0
4628984 84.0
4647588 112.0
4667072 68.0
4686045 88.0
...
22506451 48.0
22532230 36.0
22556034 44.0
22579207 52.0
22602856 88.0
Name: sales, Length: 628, dtype: float64
4610116 44.0
4628985 40.0
4647589 72.0
4667073 48.0
4686046 24.0
...
22506452 40.0
22532231 28.0
22556035 24.0
22579208 32.0
22602857 16.0
Name: sales, Length: 624, dtype: float64
4610117 48.0
4628986 32.0
4647590 44.0
4667074 64.0
4686047 52.0
...
22506453 12.0
22532232 16.0
22556036 48.0
22579209 40.0
22602858 16.0
Name: sales, Length: 627, dtype: float64
4610118 76.0
4628987 52.0
4647591 52.0
4667075 84.0
4686048 40.0
...
22506454 28.0
22532233 12.0
22556037 32.0
22579210 20.0
22602859 36.0
Name: sales, Length: 628, dtype: float64
4610119 16.0
4628988 28.0
4647592 28.0
4667076 20.0
4686049 20.0
...
22506455 8.0
22532234 12.0
22556038 20.0
22579211 4.0
22602860 12.0
Name: sales, Length: 557, dtype: float64
4610120 44.0
4628989 84.0
4647593 52.0
4667077 28.0
4686050 16.0
...
22506456 88.0
22532235 36.0
22556039 28.0
22579212 72.0
22602861 40.0
Name: sales, Length: 627, dtype: float64
4610121 12.0
4628990 16.0
4647594 8.0
4667078 28.0
4686051 12.0
...
22506457 28.0
22532236 4.0
22556040 4.0
22579213 4.0
22602862 8.0
Name: sales, Length: 467, dtype: float64
4610122 132.0
4628991 100.0
4647595 124.0
4667079 144.0
4686052 184.0
...
22506458 72.0
22532237 84.0
22556041 72.0
22579214 136.0
22602863 92.0
Name: sales, Length: 594, dtype: float64
4610123 116.0
4628992 132.0
4647596 48.0
4667080 192.0
4686053 96.0
...
22506459 84.0
22532238 16.0
22556042 72.0
22579215 32.0
22602864 48.0
Name: sales, Length: 595, dtype: float64
4610124 52.0
4628994 40.0
4647598 64.0
4667082 64.0
4686055 28.0
...
22506462 72.0
22532241 28.0
22556044 40.0
22579218 40.0
22602866 48.0
Name: sales, Length: 581, dtype: float64
4610125 40.0
4628995 28.0
4647599 132.0
4667083 108.0
4686056 96.0
...
13814436 16.0
13835923 16.0
13857058 32.0
13919387 20.0
13940513 40.0
Name: sales, Length: 157, dtype: float64
4610126 12.0
4628996 8.0
4667084 32.0
4721661 4.0
4739827 4.0
...
13919388 4.0
13940514 20.0
13962827 24.0
17291110 4.0
17314540 8.0
Name: sales, Length: 180, dtype: float64
4610127 60.0
4628997 64.0
4647600 44.0
4667085 24.0
4686057 8.0
...
22506463 20.0
22532242 4.0
22556045 12.0
22579219 32.0
22602867 16.0
Name: sales, Length: 256, dtype: float64
4610128 72.0
4628998 16.0
4647601 4.0
4667086 52.0
4686058 12.0
...
13814438 8.0
13835926 32.0
13857061 24.0
13878027 32.0
13919390 32.0
Name: sales, Length: 187, dtype: float64
4610129 32.0
4628999 20.0
4647602 12.0
4667087 28.0
4686059 24.0
...
13750157 16.0
13770744 48.0
13857062 16.0
13878028 12.0
13940516 24.0
Name: sales, Length: 152, dtype: float64
4610130 12.0
4629000 16.0
4647603 16.0
4667088 28.0
4686060 4.0
...
22361548 28.0
22432942 4.0
22506464 16.0
22532243 20.0
22602868 4.0
Name: sales, Length: 409, dtype: float64
4610131 4.0
4629001 4.0
4647604 4.0
4667089 8.0
4686061 12.0
...
22456451 4.0
22480742 8.0
22506465 20.0
22532244 4.0
22579220 4.0
Name: sales, Length: 455, dtype: float64
4610132 92.0
4629002 80.0
4647605 116.0
4667090 148.0
4686062 72.0
...
22506467 48.0
22532245 36.0
22556047 36.0
22579222 44.0
22602869 64.0
Name: sales, Length: 628, dtype: float64
4610133 40.0
4629003 24.0
4647606 72.0
4667091 68.0
4686063 48.0
...
22506468 60.0
22532246 36.0
22556048 28.0
22579223 40.0
22602870 4.0
Name: sales, Length: 624, dtype: float64
4610134 32.0
4629004 24.0
4647607 88.0
4667092 24.0
4686064 12.0
...
22506469 40.0
22532247 40.0
22556049 12.0
22579224 20.0
22602871 4.0
Name: sales, Length: 627, dtype: float64
4610135 24.0
4629005 8.0
4647608 24.0
4667093 12.0
4686065 8.0
...
22506470 32.0
22532248 4.0
22556050 28.0
22579225 24.0
22602872 28.0
Name: sales, Length: 535, dtype: float64
4610136 4.0
4629006 24.0
4647609 28.0
4667094 8.0
4686066 12.0
...
22480748 48.0
22532249 4.0
22556051 40.0
22579226 8.0
22602873 12.0
Name: sales, Length: 542, dtype: float64
4610137 20.0
4629007 24.0
4647610 36.0
4667095 40.0
4686067 4.0
...
22506471 40.0
22532250 32.0
22556052 8.0
22579227 16.0
22602874 16.0
Name: sales, Length: 612, dtype: float64
4610138 16.0
4629008 20.0
4647611 40.0
4667096 20.0
4686068 12.0
...
22506472 12.0
22532251 8.0
22556053 20.0
22579228 16.0
22602875 24.0
Name: sales, Length: 607, dtype: float64
4610139 32.0
4629009 32.0
4647612 32.0
4667097 52.0
4686069 16.0
...
22480751 32.0
22506473 12.0
22532252 44.0
22579229 36.0
22602876 32.0
Name: sales, Length: 594, dtype: float64
4610140 60.0
4629010 28.0
4647613 60.0
4667098 48.0
4686070 20.0
...
22506474 20.0
22532253 64.0
22556054 24.0
22579230 24.0
22602877 8.0
Name: sales, Length: 626, dtype: float64
4610141 72.0
4629011 72.0
4647614 108.0
4667099 116.0
4686071 40.0
...
22506475 100.0
22532254 52.0
22556055 40.0
22579231 84.0
22602878 76.0
Name: sales, Length: 628, dtype: float64
4610142 16.0
4629013 28.0
4647615 16.0
4667100 12.0
4686072 16.0
...
21064195 4.0
21087117 20.0
21137732 4.0
21261398 4.0
21286343 4.0
Name: sales, Length: 353, dtype: float64
4610143 72.0
4629014 52.0
4647616 72.0
4667101 144.0
4686073 36.0
...
21484456 12.0
21558691 8.0
21582832 12.0
21631117 12.0
21656995 4.0
Name: sales, Length: 409, dtype: float64
4610144 60.0
4629015 36.0
4647617 60.0
4667102 84.0
4686074 108.0
...
22506482 36.0
22532258 48.0
22556062 12.0
22579236 40.0
22602885 24.0
Name: sales, Length: 470, dtype: float64
4610145 188.0
4629016 300.0
4647618 380.0
4667103 184.0
4686075 76.0
...
22506486 48.0
22532261 60.0
22556065 24.0
22579239 44.0
22602888 64.0
Name: sales, Length: 515, dtype: float64
4610146 20.0
4629017 12.0
4647619 40.0
4667104 40.0
4686076 12.0
...
22506490 32.0
22532263 24.0
22556068 16.0
22579241 24.0
22602891 24.0
Name: sales, Length: 577, dtype: float64
4610147 28.0
4629018 56.0
4647620 60.0
4667105 36.0
4686077 36.0
...
22506491 28.0
22532264 16.0
22556069 44.0
22579242 20.0
22602892 20.0
Name: sales, Length: 569, dtype: float64
4610148 4.0
4629019 4.0
4647621 4.0
4667106 12.0
4686078 4.0
...
22480781 28.0
22506506 28.0
22532278 28.0
22556083 20.0
22579256 32.0
Name: sales, Length: 480, dtype: float64
4610149 4.0
4629020 8.0
4667107 4.0
4703889 4.0
4721683 4.0
...
22432981 4.0
22480782 4.0
22506507 4.0
22532279 4.0
22602905 4.0
Name: sales, Length: 385, dtype: float64
4610150 4.0
4629021 12.0
4647622 28.0
4721684 8.0
4757554 8.0
...
22336669 8.0
22480783 4.0
22506508 4.0
22556084 8.0
22579257 12.0
Name: sales, Length: 411, dtype: float64
4610151 8.0
4629022 16.0
4647623 16.0
4667108 32.0
4686079 8.0
...
22506509 12.0
22532280 16.0
22556085 8.0
22579258 16.0
22602906 8.0
Name: sales, Length: 540, dtype: float64
4610152 16.0
4629023 4.0
4667109 12.0
4757556 4.0
4775901 16.0
...
22506510 12.0
22532281 8.0
22556086 12.0
22579259 4.0
22602907 4.0
Name: sales, Length: 421, dtype: float64
4610153 20.0
4629025 8.0
4647625 12.0
4667111 8.0
4686081 4.0
...
22506515 24.0
22532284 8.0
22556089 12.0
22579263 4.0
22602911 8.0
Name: sales, Length: 175, dtype: float64
4610154 12.0
4629026 12.0
4647626 16.0
4667112 12.0
4686082 8.0
...
22506516 4.0
22532285 8.0
22556090 8.0
22579264 8.0
22602912 8.0
Name: sales, Length: 395, dtype: float64
4610155 403.408
4629028 385.568
4647628 450.412
4667114 442.604
4686084 270.688
...
22506518 384.212
22532287 284.084
22556092 216.020
22579266 486.292
22602913 247.664
Name: sales, Length: 607, dtype: float64
4610156 303.904
4629029 332.164
4647629 440.780
4667115 304.024
4686085 336.448
...
22506519 258.564
22532288 283.676
22556093 162.908
22579267 342.608
22602914 181.448
Name: sales, Length: 607, dtype: float64
4610157 93.836
4629030 94.056
4647630 135.676
4667116 116.324
4686086 122.056
...
22506520 64.456
22532289 65.716
22556094 32.684
22579268 212.916
22602915 102.856
Name: sales, Length: 607, dtype: float64
4610158 26.072
4629031 20.116
4647631 7.020
4667117 7.092
4703897 1.196
...
22480795 102.236
22506521 57.668
22532290 56.284
22579269 148.640
22602916 44.000
Name: sales, Length: 407, dtype: float64
4610159 83.652
4629032 91.020
4647632 91.004
4667118 117.964
4686087 48.968
...
22506522 123.120
22532291 77.896
22556095 86.948
22579270 103.004
22602917 11.236
Name: sales, Length: 583, dtype: float64
4610160 491.580
4629033 384.732
4647633 582.144
4667119 594.012
4686088 524.836
...
22506523 260.140
22532292 198.568
22556096 214.220
22579271 484.440
22602918 141.016
Name: sales, Length: 607, dtype: float64
4610161 1104.0
4629034 972.0
4647634 836.0
4667120 1184.0
4686089 616.0
...
22506524 1280.0
22532293 844.0
22556097 748.0
22579272 1124.0
22602919 692.0
Name: sales, Length: 607, dtype: float64
4610162 24.0
4629035 20.0
4647635 116.0
4667121 88.0
4686090 36.0
...
22480799 16.0
22506525 72.0
22532294 44.0
22579273 64.0
22602920 64.0
Name: sales, Length: 577, dtype: float64
4610163 612.0
4629036 512.0
4647636 660.0
4667122 704.0
4686091 184.0
...
22506526 560.0
22532295 328.0
22556098 292.0
22579274 712.0
22602921 300.0
Name: sales, Length: 607, dtype: float64
4610164 217.540
4629037 181.460
4647637 183.384
4667123 169.924
4686092 121.384
...
22506527 104.156
22532296 97.256
22556099 52.312
22579275 173.332
22602922 78.196
Name: sales, Length: 605, dtype: float64
4610165 778.812
4629038 780.984
4647638 782.348
4667124 967.596
4686093 659.740
...
22506528 632.156
22532297 619.184
22556100 415.284
22579276 930.992
22602923 403.804
Name: sales, Length: 606, dtype: float64
4610166 72.052
4629039 80.988
4647639 57.560
4667125 69.976
4686094 46.700
...
22506529 35.516
22532298 44.648
22556101 10.948
22579277 55.272
22602924 27.516
Name: sales, Length: 602, dtype: float64
4610167 334.104
4629040 150.316
4647640 205.052
4667126 349.052
4686095 290.632
...
22506530 206.560
22532299 231.120
22556102 184.560
22579278 374.480
22602925 179.280
Name: sales, Length: 607, dtype: float64
4610168 163.608
4629041 156.000
4647641 196.196
4667127 92.392
4686096 70.148
...
22506531 12.000
22532300 87.364
22556103 61.728
22579279 3.820
22602926 16.272
Name: sales, Length: 603, dtype: float64
4610169 121.892
4629042 145.608
4647642 126.536
4667128 107.144
4686097 69.000
...
22506532 66.588
22532301 67.864
22556104 44.588
22579280 1.896
22602927 47.412
Name: sales, Length: 605, dtype: float64
4610170 288.0
4629043 288.0
4647643 248.0
4667129 492.0
4686098 156.0
...
22506533 284.0
22532302 264.0
22556105 136.0
22579281 328.0
22602928 152.0
Name: sales, Length: 607, dtype: float64
4610171 173.1800
4629044 144.8440
4667130 76.7160
4686099 86.9480
4721704 6.2784
...
22506534 66.9800
22532303 84.3760
22556106 81.0960
22579282 81.1320
22602929 119.7360
Name: sales, Length: 572, dtype: float64
4610172 274.708
4629045 301.800
4647644 350.984
4667131 414.940
4686100 333.544
...
22480809 50.780
22506535 18.616
22532304 38.780
22556107 1.220
22579283 36.608
Name: sales, Length: 555, dtype: float64
4610173 573.416
4629046 240.252
4647645 496.556
4667132 701.872
4686101 365.824
...
22506536 605.260
22532305 556.172
22556108 505.172
22579284 720.480
22602930 372.260
Name: sales, Length: 606, dtype: float64
4610174 2036.492
4629047 2146.024
4647646 2279.508
4667133 2204.568
4686102 1062.076
...
22506537 1488.696
22532306 920.168
22556109 800.028
22579285 1747.068
22602931 1159.912
Name: sales, Length: 607, dtype: float64
4610175 372.364
4629048 274.644
4647647 362.344
4667134 483.676
4686103 376.344
...
22506538 53.740
22532307 104.312
22556110 139.116
22579286 214.648
22602932 103.228
Name: sales, Length: 607, dtype: float64
4610176 419.548
4629049 418.480
4647648 358.140
4686104 6.084
4757580 122.632
...
22506539 194.228
22532308 169.704
22556111 168.000
22579287 339.344
22602933 166.952
Name: sales, Length: 600, dtype: float64
4610177 247.816
4629050 261.432
4647649 290.936
4667135 315.708
4686105 205.212
...
22506540 192.472
22532309 177.856
22556112 110.900
22579288 255.792
22602934 150.196
Name: sales, Length: 607, dtype: float64
4610178 991.972
4629051 849.960
4647650 1012.868
4667136 1065.036
4686106 844.588
...
22506541 805.488
22532310 428.328
22556113 409.920
22579289 609.736
22602935 361.920
Name: sales, Length: 605, dtype: float64
4610179 804.732
4629052 299.888
4647651 435.832
4667137 516.000
4686107 483.944
...
22506542 806.472
22532311 552.316
22556114 449.536
22579290 995.344
22602936 546.740
Name: sales, Length: 605, dtype: float64
4610180 111.760
4629053 105.372
4647652 92.876
4667138 71.380
4686108 100.860
...
22506543 57.280
22532312 84.952
22556115 72.524
22579291 101.116
22602937 64.524
Name: sales, Length: 605, dtype: float64
4610181 45.036
4629054 48.372
4647653 23.776
4667139 26.372
4686109 62.924
...
22506544 68.444
22532313 62.052
22556116 21.128
22579292 90.804
22602938 21.572
Name: sales, Length: 606, dtype: float64
4610182 680.500
4629055 532.624
4647654 347.752
4667140 709.312
4686110 378.252
...
22506545 490.808
22532314 455.856
22556117 322.440
22579293 583.852
22602939 287.416
Name: sales, Length: 607, dtype: float64
4610183 154.708
4629056 90.476
4647655 130.828
4667141 178.500
4686111 189.140
...
22506546 95.852
22532315 61.832
22556118 80.840
22579294 106.412
22602940 71.672
Name: sales, Length: 606, dtype: float64
4610184 20.232
4629057 89.136
4647656 105.208
4667142 83.912
4686112 50.304
...
22506547 41.456
22532316 32.104
22556119 30.132
22579295 74.176
22602941 66.912
Name: sales, Length: 606, dtype: float64
4610185 143.560
4629058 108.576
4647657 70.368
4667143 177.168
4686113 50.492
...
22506548 59.872
22532317 57.516
22556120 52.336
22579296 104.860
22602942 72.612
Name: sales, Length: 598, dtype: float64
4610186 66.332
4629059 60.044
4647658 61.532
4667144 77.168
4686114 48.984
...
22506549 68.064
22532318 36.500
22556121 26.640
22579297 36.164
22602943 26.684
Name: sales, Length: 606, dtype: float64
4610187 454.180
4629060 460.044
4647659 504.700
4667145 462.116
4686115 595.152
...
22506550 197.172
22532320 181.952
22556123 145.236
22579298 183.948
22602944 168.264
Name: sales, Length: 607, dtype: float64
4610188 292.284
4629061 318.392
4647660 354.344
4667146 397.564
4686116 347.100
...
22506551 124.536
22532321 112.868
22556124 83.544
22579299 114.652
22602945 67.196
Name: sales, Length: 607, dtype: float64
4610189 58.144
4629062 27.208
4647661 56.116
4667147 69.580
4686117 51.860
...
22506552 25.668
22532322 34.488
22556125 28.096
22579300 33.228
22602946 34.616
Name: sales, Length: 606, dtype: float64
4610190 228.6800
4629063 174.1480
4647662 90.8240
4667148 178.1640
4721722 601.3188
...
22506553 111.8760
22532323 137.4720
22556126 55.3240
22579301 103.4480
22602947 46.5920
Name: sales, Length: 498, dtype: float64
4610191 5.080
4629064 135.560
4647663 53.720
4667149 52.720
4686118 14.800
...
22506554 18.828
22532324 23.788
22556127 5.376
22579302 33.116
22602948 45.312
Name: sales, Length: 365, dtype: float64
4610192 88.0
4647665 196.0
4667151 116.0
4686120 76.0
4703928 68.0
...
22506556 68.0
22532326 108.0
22556129 64.0
22579304 108.0
22602950 40.0
Name: sales, Length: 554, dtype: float64
4610193 149.496
4629066 166.224
4647666 173.320
4667152 216.868
4686121 159.508
...
22506557 79.144
22532327 101.104
22556130 87.964
22579305 191.776
22602951 92.360
Name: sales, Length: 588, dtype: float64
4610194 134.024
4629067 189.540
4647667 109.204
4667153 172.284
4686122 106.360
...
22506558 78.148
22532328 174.692
22556131 96.300
22579306 149.360
22602952 33.852
Name: sales, Length: 607, dtype: float64
4610195 228.0
4629068 256.0
4647668 248.0
4667154 160.0
4686123 224.0
...
22506559 152.0
22532329 136.0
22556132 72.0
22579307 68.0
22602953 60.0
Name: sales, Length: 606, dtype: float64
4610196 176.0
4629069 92.0
4647669 152.0
4667155 300.0
4686124 172.0
...
22506560 216.0
22532330 180.0
22556133 132.0
22579308 136.0
22602954 132.0
Name: sales, Length: 607, dtype: float64
4610197 32.0
4629070 44.0
4647670 20.0
4667156 44.0
4686125 32.0
...
22506561 48.0
22532331 16.0
22556134 8.0
22579309 68.0
22602955 4.0
Name: sales, Length: 545, dtype: float64
4610198 123.920
4629071 134.396
4647671 188.544
4667157 112.136
4686126 261.632
...
22506562 156.668
22532332 128.976
22556135 30.088
22579310 2.976
22602956 163.376
Name: sales, Length: 601, dtype: float64
4610199 324.0
4629072 192.0
4647672 160.0
4667158 380.0
4686127 88.0
...
21212958 8.0
21237472 20.0
21286426 4.0
21361851 4.0
21385631 4.0
Name: sales, Length: 106, dtype: float64
4610200 52.0
4629073 40.0
4647673 28.0
4667159 52.0
4686128 8.0
...
22506563 48.0
22532333 36.0
22556136 16.0
22579311 52.0
22602957 12.0
Name: sales, Length: 582, dtype: float64
4610201 132.0
4629074 84.0
4647674 88.0
4667160 168.0
4686129 116.0
...
22506564 76.0
22532334 56.0
22556137 24.0
22579312 32.0
22602958 40.0
Name: sales, Length: 606, dtype: float64
4610202 28.0
4667161 56.0
4686130 8.0
4703938 28.0
4721735 32.0
...
22506565 48.0
22532335 32.0
22556138 28.0
22579313 20.0
22602959 44.0
Name: sales, Length: 565, dtype: float64
4610203 44.0
4647675 36.0
4667162 96.0
4686131 156.0
4703939 68.0
...
22506566 72.0
22532336 28.0
22556139 12.0
22579314 72.0
22602960 40.0
Name: sales, Length: 604, dtype: float64
4610204 196.0
4629075 24.0
4647676 128.0
4667163 220.0
4686132 252.0
...
22506567 152.0
22532337 380.0
22556140 192.0
22579315 320.0
22602961 240.0
Name: sales, Length: 598, dtype: float64
4610205 48.0
4629076 36.0
4647677 32.0
4667164 112.0
4686133 144.0
...
22506568 64.0
22532338 72.0
22556141 44.0
22579316 80.0
22602962 36.0
Name: sales, Length: 604, dtype: float64
4610206 48.0
4629077 120.0
4647678 228.0
4667165 16.0
4703942 36.0
...
22506569 40.0
22532339 20.0
22556142 24.0
22579317 16.0
22602963 12.0
Name: sales, Length: 596, dtype: float64
4610207 276.0
4629078 252.0
4647679 188.0
4667166 404.0
4686134 88.0
...
22506570 444.0
22532340 168.0
22556143 152.0
22579318 276.0
22602964 204.0
Name: sales, Length: 591, dtype: float64
4610208 240.0
4629079 196.0
4647680 204.0
4686135 36.0
4703944 28.0
...
22506571 40.0
22532341 44.0
22556144 28.0
22579319 60.0
22602965 12.0
Name: sales, Length: 589, dtype: float64
4610209 100.0
4629080 20.0
4647681 60.0
4667167 248.0
4686136 248.0
...
22506572 72.0
22532342 24.0
22556145 20.0
22579320 76.0
22602966 56.0
Name: sales, Length: 554, dtype: float64
4610210 220.0
4629081 24.0
4647682 40.0
4667168 220.0
4686137 176.0
...
22506573 96.0
22532343 68.0
22556146 64.0
22579321 96.0
22602967 72.0
Name: sales, Length: 472, dtype: float64
4610211 88.0
4629082 16.0
4647683 36.0
4667169 128.0
4686138 28.0
...
22506574 120.0
22532344 104.0
22556147 44.0
22579322 72.0
22602968 36.0
Name: sales, Length: 603, dtype: float64
4610212 36.0
4629083 76.0
4686139 48.0
4703948 32.0
4721745 60.0
...
22506575 36.0
22532345 84.0
22556148 48.0
22579323 92.0
22602969 24.0
Name: sales, Length: 539, dtype: float64
4610213 231.924
4629084 302.964
4647684 305.852
4667170 349.332
4686140 52.224
...
22506576 139.332
22532346 104.740
22556149 88.888
22579324 279.704
22602970 121.776
Name: sales, Length: 606, dtype: float64
4610214 473.740
4629085 295.556
4647685 691.408
4667171 461.520
4686141 477.740
...
22506577 578.084
22532347 472.576
22556150 523.728
22579325 223.672
22602971 152.164
Name: sales, Length: 607, dtype: float64
4610215 52.0
4629086 80.0
4647686 52.0
4667172 48.0
7715099 84.0
...
22506578 40.0
22532349 48.0
22556151 72.0
22579326 56.0
22602972 16.0
Name: sales, Length: 292, dtype: float64
4610216 24.0
4629087 76.0
4647687 68.0
4667173 60.0
4686142 44.0
...
22506581 52.0
22532352 16.0
22556154 32.0
22579329 52.0
22602975 24.0
Name: sales, Length: 598, dtype: float64
4610217 20.0
4629088 68.0
4647688 76.0
4667174 32.0
4686143 48.0
...
22506582 28.0
22532353 16.0
22556155 12.0
22579330 28.0
22602976 24.0
Name: sales, Length: 581, dtype: float64
4610218 20.0
4629089 8.0
4647689 28.0
4667175 24.0
4686144 4.0
...
22506583 16.0
22532354 12.0
22556156 24.0
22579331 12.0
22602977 36.0
Name: sales, Length: 489, dtype: float64
4610219 56.0
4629090 120.0
4647690 4.0
4686145 128.0
4703953 188.0
...
22506585 404.0
22532356 288.0
22556158 100.0
22579333 276.0
22602979 208.0
Name: sales, Length: 558, dtype: float64
4610220 112.0
4647691 108.0
4667176 168.0
4686146 128.0
4703954 104.0
...
22506586 60.0
22532357 72.0
22556159 36.0
22579334 76.0
22602980 48.0
Name: sales, Length: 604, dtype: float64
4610221 316.0
4629091 232.0
4647692 112.0
4667177 372.0
4686147 180.0
...
22506587 176.0
22532358 220.0
22556160 136.0
22579335 240.0
22602981 84.0
Name: sales, Length: 607, dtype: float64
4610222 104.0
4629092 68.0
4647693 152.0
4686148 48.0
4703956 44.0
...
22506588 88.0
22532359 100.0
22556161 48.0
22579336 84.0
22602982 32.0
Name: sales, Length: 603, dtype: float64
4610223 272.136
4629093 273.188
4647694 330.880
4667178 245.992
4686149 209.544
...
22506589 155.940
22532360 6.408
22556162 43.848
22579337 76.136
22602983 40.124
Name: sales, Length: 606, dtype: float64
4610224 668.040
4629094 712.468
4647695 530.332
4667179 405.088
4686150 579.224
...
22506590 699.848
22532361 635.092
22556163 290.880
22579338 712.880
22602984 385.756
Name: sales, Length: 607, dtype: float64
4610225 85.580
4629095 72.080
4647696 82.316
4667180 118.896
4686151 63.316
...
22506591 89.252
22532362 72.624
22556164 25.604
22579339 74.884
22602985 36.000
Name: sales, Length: 601, dtype: float64
4610226 2460.488
4629096 2311.624
4647697 3217.568
4667181 2027.620
4686152 612.648
...
22506592 2551.072
22532363 2103.268
22556165 1763.144
22579340 2498.080
22602986 1595.592
Name: sales, Length: 607, dtype: float64
4610227 757.692
4629097 740.000
4647698 900.616
4667182 1074.076
4686153 605.924
...
22506593 697.804
22532364 592.864
22556166 428.628
22579341 615.372
22602987 434.432
Name: sales, Length: 607, dtype: float64
4610228 64.0
4629098 28.0
4647699 80.0
4667183 64.0
4686154 40.0
...
22506594 56.0
22532365 28.0
22556167 28.0
22579342 8.0
22602988 12.0
Name: sales, Length: 602, dtype: float64
4610229 320.424
4629099 431.900
4647700 368.524
4667184 328.376
4686155 276.552
...
22506595 261.808
22532366 120.200
22556168 165.508
22579343 153.384
22602989 205.888
Name: sales, Length: 607, dtype: float64
4610230 272.0
4629100 264.0
4647701 252.0
4667185 324.0
4686156 244.0
...
22506596 144.0
22532367 144.0
22556169 84.0
22579344 100.0
22602990 116.0
Name: sales, Length: 605, dtype: float64
4610231 164.0
4629101 108.0
4647702 96.0
4667186 164.0
4686157 156.0
...
22480868 104.0
22532368 100.0
22556170 112.0
22579345 88.0
22602991 120.0
Name: sales, Length: 602, dtype: float64
4610232 40.0
4629102 12.0
4686158 36.0
4703966 12.0
4795273 48.0
...
22480869 8.0
22532369 4.0
22556171 16.0
22579346 20.0
22602992 8.0
Name: sales, Length: 549, dtype: float64
4610233 28.0
4629104 24.0
4647704 20.0
4667188 20.0
4686160 4.0
...
21777101 4.0
21802632 8.0
21827713 20.0
21853105 4.0
21877260 8.0
Name: sales, Length: 388, dtype: float64
4610234 64.0
4629105 68.0
4667189 36.0
4686161 16.0
4703969 32.0
...
22506597 68.0
22532370 40.0
22556172 32.0
22579347 40.0
22602993 4.0
Name: sales, Length: 557, dtype: float64
4610235 4.0
4647706 32.0
4703970 20.0
4739930 32.0
4832181 20.0
...
22506599 4.0
22532371 8.0
22556174 4.0
22579349 8.0
22602995 8.0
Name: sales, Length: 415, dtype: float64
4610236 4.0
4629107 12.0
4757640 16.0
4775985 24.0
4795277 4.0
...
22456575 4.0
22506600 16.0
22556175 4.0
22579350 4.0
22602996 16.0
Name: sales, Length: 418, dtype: float64
4610237 24.0
4629108 16.0
4647707 4.0
4667191 4.0
4686163 12.0
...
22456577 32.0
22480874 8.0
22532373 8.0
22556177 8.0
22579351 8.0
Name: sales, Length: 265, dtype: float64
4610238 4.0
4629109 16.0
4647708 16.0
4667192 28.0
4686164 12.0
...
22361685 8.0
22385720 4.0
22409317 4.0
22506602 4.0
22579353 4.0
Name: sales, Length: 460, dtype: float64
4610239 28.0
4629110 48.0
4647709 88.0
4667193 64.0
4686165 48.0
...
22506603 60.0
22532375 16.0
22556179 20.0
22579354 32.0
22602998 8.0
Name: sales, Length: 573, dtype: float64
4610240 40.0
4629111 48.0
4647710 16.0
4667194 36.0
4703974 24.0
...
22480877 4.0
22506604 24.0
22532376 28.0
22579355 12.0
22602999 4.0
Name: sales, Length: 502, dtype: float64
4610241 40.0
4629112 28.0
4647711 28.0
4667195 12.0
4686166 16.0
...
22480880 28.0
22506606 40.0
22532379 8.0
22556182 4.0
22603002 8.0
Name: sales, Length: 550, dtype: float64
4610242 76.0
4629113 52.0
4647712 32.0
4667196 8.0
4703975 80.0
...
22456585 12.0
22506607 12.0
22556183 4.0
22579358 4.0
22603003 4.0
Name: sales, Length: 393, dtype: float64
4610243 4.0
4629115 12.0
4647714 12.0
4667198 4.0
4686168 4.0
...
22480882 4.0
22506609 12.0
22532380 8.0
22556185 8.0
22603005 12.0
Name: sales, Length: 495, dtype: float64
4610244 4.0
4629117 4.0
4647717 16.0
4703979 4.0
4757650 4.0
...
22263397 4.0
22286921 4.0
22480885 8.0
22506612 4.0
22532383 4.0
Name: sales, Length: 367, dtype: float64
4610245 8.0
4629118 8.0
4647718 20.0
4667200 24.0
4686171 12.0
...
22506613 16.0
22532384 8.0
22556188 8.0
22579361 16.0
22603008 4.0
Name: sales, Length: 564, dtype: float64
4610246 8.0
4629120 8.0
4647720 16.0
4667202 8.0
4703982 12.0
...
22385729 16.0
22456592 12.0
22506615 16.0
22556190 4.0
22603010 12.0
Name: sales, Length: 503, dtype: float64
4610247 12.0
4629121 4.0
4647721 8.0
4667203 16.0
4703983 4.0
...
22456593 4.0
22480888 8.0
22506616 8.0
22532386 4.0
22579363 4.0
Name: sales, Length: 435, dtype: float64
4610248 4.0
4629122 8.0
4647722 16.0
4667204 8.0
4686172 8.0
...
22409329 16.0
22456594 8.0
22480889 4.0
22532387 4.0
22603011 4.0
Name: sales, Length: 428, dtype: float64
4610249 4.0
4647723 8.0
4667205 4.0
4703985 4.0
4739944 8.0
...
22311226 4.0
22409330 12.0
22456595 8.0
22532388 8.0
22603012 12.0
Name: sales, Length: 381, dtype: float64
4610250 12.0
4629123 4.0
4647724 8.0
4667206 4.0
4686173 8.0
...
22336773 36.0
22409331 8.0
22433086 4.0
22532389 4.0
22603013 4.0
Name: sales, Length: 368, dtype: float64
4610251 16.0
4667208 4.0
4686174 4.0
4703988 16.0
4721778 4.0
...
22409332 8.0
22456597 8.0
22506618 12.0
22556192 8.0
22603014 12.0
Name: sales, Length: 517, dtype: float64
4610252 56.0
4647726 216.0
4667209 164.0
4686175 172.0
4703989 124.0
...
22506619 108.0
22532390 80.0
22556193 72.0
22579365 124.0
22603015 76.0
Name: sales, Length: 601, dtype: float64
4610253 24.0
4629125 8.0
4647727 36.0
4667210 12.0
4686176 32.0
...
22311231 24.0
22336778 8.0
22385735 32.0
22433091 16.0
22456601 16.0
Name: sales, Length: 417, dtype: float64
4610254 24.0
4629126 12.0
4647728 44.0
4667211 4.0
4739950 8.0
...
22433093 12.0
22456602 8.0
22480893 20.0
22506622 16.0
22579368 12.0
Name: sales, Length: 508, dtype: float64
4610255 8.0
4721782 16.0
4739953 8.0
4757664 24.0
4795300 8.0
...
22506626 36.0
22532397 12.0
22556198 4.0
22579372 108.0
22603019 8.0
Name: sales, Length: 449, dtype: float64
4610256 4.0
4629127 16.0
4647729 12.0
4739954 12.0
4757665 20.0
...
22456605 8.0
22480898 16.0
22506627 8.0
22579373 4.0
22603020 8.0
Name: sales, Length: 386, dtype: float64
4610257 24.0
4629128 32.0
4647730 20.0
4667212 8.0
4757666 24.0
...
22433096 4.0
22480899 8.0
22506628 16.0
22532398 4.0
22556199 4.0
Name: sales, Length: 465, dtype: float64
4610258 8.0
4629129 12.0
4667213 4.0
4739957 8.0
4757668 8.0
...
22409343 8.0
22433100 4.0
22506632 12.0
22532402 4.0
22603023 4.0
Name: sales, Length: 361, dtype: float64
4610259 28.0
4739959 8.0
4757670 16.0
4776015 24.0
4832214 4.0
...
22480903 4.0
22506634 20.0
22556203 12.0
22579377 8.0
22603024 4.0
Name: sales, Length: 355, dtype: float64
4610260 4.0
4721787 4.0
4739961 4.0
4757674 4.0
4776019 12.0
...
22480906 8.0
22506637 8.0
22532405 4.0
22556206 16.0
22603026 20.0
Name: sales, Length: 394, dtype: float64
4610261 12.0
4739962 4.0
4757676 12.0
4776022 8.0
4832218 8.0
...
22506640 8.0
22532407 4.0
22556209 8.0
22579380 8.0
22603029 4.0
Name: sales, Length: 348, dtype: float64
4610262 300.0
4629131 120.0
4647731 192.0
4667214 288.0
4686177 44.0
...
22506641 188.0
22532408 104.0
22556211 104.0
22579382 132.0
22603030 88.0
Name: sales, Length: 606, dtype: float64
4610263 488.0
4629132 544.0
4647732 848.0
4667215 1176.0
4686178 1000.0
...
22506642 704.0
22532409 452.0
22556212 268.0
22579383 312.0
22603031 228.0
Name: sales, Length: 602, dtype: float64
4610264 764.0
4629133 688.0
4647733 712.0
4667216 1008.0
4686179 532.0
...
22506643 672.0
22532410 516.0
22556213 352.0
22579384 440.0
22603032 312.0
Name: sales, Length: 607, dtype: float64
4610265 180.0
4629134 148.0
4647734 76.0
4667217 144.0
4686180 216.0
...
22506644 216.0
22532411 124.0
22556214 120.0
22579385 320.0
22603033 56.0
Name: sales, Length: 605, dtype: float64
4610266 32.0
4647735 24.0
4667218 64.0
4686181 20.0
4703996 28.0
...
22506645 32.0
22532412 24.0
22556215 24.0
22579386 36.0
22603034 28.0
Name: sales, Length: 547, dtype: float64
4610267 28.0
4629136 56.0
4647737 64.0
4667220 92.0
4686183 4.0
...
22506647 16.0
22532414 44.0
22556216 20.0
22579387 12.0
22603036 8.0
Name: sales, Length: 597, dtype: float64
4610268 60.0
4629137 52.0
4647738 84.0
4667221 76.0
4686184 20.0
...
22506648 128.0
22532415 136.0
22556217 16.0
22579388 44.0
22603037 36.0
Name: sales, Length: 593, dtype: float64
4610269 12.0
4629138 8.0
4647739 44.0
5106735 4.0
5124409 8.0
...
22263431 12.0
22336806 8.0
22361724 4.0
22385757 8.0
22409358 4.0
Name: sales, Length: 74, dtype: float64
4610270 64.0
4629139 12.0
4647740 76.0
4686185 16.0
4704000 12.0
...
22506650 16.0
22532416 8.0
22556219 12.0
22579390 20.0
22603039 16.0
Name: sales, Length: 403, dtype: float64
4610271 968.628
4629140 601.448
4647741 822.572
4667222 1440.476
4686186 850.896
...
22506651 491.924
22532417 448.248
22556220 540.020
22579391 748.248
22603040 422.748
Name: sales, Length: 603, dtype: float64
4610272 88.0
4629141 192.0
4647742 140.0
4667223 124.0
4686187 28.0
...
22506656 100.0
22532422 12.0
22556223 40.0
22579395 64.0
22603044 48.0
Name: sales, Length: 598, dtype: float64
4610273 142.740
4629142 234.408
4647743 236.840
4667224 174.408
4686188 125.792
...
22506657 107.516
22532423 67.064
22556224 97.300
22579396 201.768
22603045 70.232
Name: sales, Length: 592, dtype: float64
4610274 32.0
4629143 64.0
4667225 92.0
4704003 32.0
4721798 104.0
...
22433124 88.0
22480927 12.0
22506658 84.0
22532424 96.0
22603046 88.0
Name: sales, Length: 410, dtype: float64
4610275 32.0
4667226 32.0
4704004 32.0
4721799 32.0
4739976 32.0
...
22480928 56.0
22506659 4.0
22556225 16.0
22579397 36.0
22603047 12.0
Name: sales, Length: 453, dtype: float64
4610276 8.0
4629145 24.0
4647745 8.0
4667228 32.0
4686190 24.0
...
22506661 24.0
22532426 28.0
22556227 32.0
22579399 4.0
22603049 24.0
Name: sales, Length: 511, dtype: float64
4610277 16.0
4647746 4.0
4667229 24.0
4686191 8.0
4704007 12.0
...
22361735 16.0
22385769 32.0
22433128 4.0
22456632 16.0
22480931 12.0
Name: sales, Length: 474, dtype: float64
4610278 28.0
4629146 28.0
4647747 28.0
4667230 28.0
4686192 32.0
...
22506662 4.0
22532427 24.0
22556228 4.0
22579400 20.0
22603050 12.0
Name: sales, Length: 525, dtype: float64
4610279 92.0
4629147 320.0
4667231 152.0
4686193 24.0
4721804 60.0
...
22456635 60.0
22480933 60.0
22556230 16.0
22579402 36.0
22603051 20.0
Name: sales, Length: 507, dtype: float64
4610280 84.0
4629148 116.0
4647749 80.0
4667232 160.0
4686194 72.0
...
22385772 32.0
22409373 72.0
22480934 80.0
22506664 28.0
22532428 52.0
Name: sales, Length: 399, dtype: float64
4610281 288.0
4629149 316.0
4647750 332.0
4667233 244.0
4686195 68.0
...
22506665 296.0
22532429 184.0
22556231 180.0
22579403 248.0
22603052 104.0
Name: sales, Length: 607, dtype: float64
4610282 68.0
4629150 92.0
4647751 116.0
4686196 28.0
4704011 64.0
...
22506666 68.0
22532430 48.0
22556232 56.0
22579404 92.0
22603053 24.0
Name: sales, Length: 598, dtype: float64
4610283 188.0
4629151 48.0
4647752 32.0
4667234 152.0
4686197 16.0
...
22506667 132.0
22532431 140.0
22556233 100.0
22579405 144.0
22603054 152.0
Name: sales, Length: 589, dtype: float64
4610284 26.908
4629152 63.636
4647753 102.764
4667235 60.580
4686198 80.800
...
22506668 65.588
22532432 72.256
22556234 23.744
22579406 77.180
22603055 42.512
Name: sales, Length: 602, dtype: float64
4610285 120.0
4629153 124.0
4647754 80.0
4667236 148.0
4686199 156.0
...
22506669 60.0
22532433 40.0
22556235 40.0
22579407 96.0
22603056 20.0
Name: sales, Length: 599, dtype: float64
4610286 172.0
4629154 208.0
4647756 172.0
4667237 164.0
4686200 108.0
...
22361745 296.0
22385778 176.0
22532434 124.0
22556236 36.0
22579410 140.0
Name: sales, Length: 474, dtype: float64
4610287 72.0
4629155 68.0
4647757 68.0
4667238 68.0
4686201 76.0
...
22456641 28.0
22480940 16.0
22532435 148.0
22556237 80.0
22579411 8.0
Name: sales, Length: 458, dtype: float64
4610288 116.624
4629156 90.980
4647759 61.664
4667239 47.540
4686202 49.744
...
22456643 3.876
22480942 15.224
22506671 2.340
22579413 14.396
22603060 25.924
Name: sales, Length: 348, dtype: float64
4610289 164.276
4629157 116.376
4647760 146.692
4667240 126.684
4686203 118.292
...
22361749 90.100
22385782 53.768
22409382 9.716
22579414 45.592
22603061 89.228
Name: sales, Length: 357, dtype: float64
4610290 40.0
4629158 80.0
4647761 36.0
4667241 60.0
4686204 24.0
...
22456644 32.0
22480943 32.0
22556239 20.0
22579415 24.0
22603062 20.0
Name: sales, Length: 512, dtype: float64
4610291 412.0
4629159 304.0
4647762 444.0
4667242 472.0
4686205 412.0
...
22506672 252.0
22532437 188.0
22556240 92.0
22579416 256.0
22603063 124.0
Name: sales, Length: 596, dtype: float64
4610292 152.0
4629160 168.0
4647763 44.0
4667243 216.0
4686206 60.0
...
22506673 188.0
22532438 220.0
22556241 168.0
22579417 188.0
22603064 44.0
Name: sales, Length: 504, dtype: float64
4610293 428.0
4629161 508.0
4647764 492.0
4667244 456.0
4686207 512.0
...
22506674 272.0
22532439 248.0
22556242 212.0
22579418 304.0
22603065 196.0
Name: sales, Length: 596, dtype: float64
4610294 518.964
4629162 383.012
4647765 618.024
4667245 648.000
4686208 256.444
...
22506675 339.192
22532440 342.664
22556243 225.856
22579419 473.904
22603066 239.380
Name: sales, Length: 607, dtype: float64
4610295 300.0
4629163 488.0
4647766 232.0
4667246 440.0
4686209 188.0
...
22506676 268.0
22532441 248.0
22556244 208.0
22579420 368.0
22603067 208.0
Name: sales, Length: 604, dtype: float64
4610296 152.0
4629164 128.0
4647767 4.0
4686210 72.0
4704025 84.0
...
22506677 44.0
22532442 92.0
22556245 60.0
22579421 64.0
22603068 56.0
Name: sales, Length: 556, dtype: float64
4610297 100.0
4629165 76.0
4647768 28.0
4667247 220.0
4686211 48.0
...
22480950 32.0
22506678 56.0
22532443 40.0
22579422 12.0
22603069 48.0
Name: sales, Length: 596, dtype: float64
4610298 76.0
4629166 64.0
4647769 100.0
4667248 128.0
4686212 116.0
...
22506679 80.0
22532444 48.0
22556246 40.0
22579423 60.0
22603070 32.0
Name: sales, Length: 603, dtype: float64
4610299 92.0
4629167 64.0
4647770 80.0
4667249 80.0
4686213 84.0
...
22506680 40.0
22532445 24.0
22556247 20.0
22579424 44.0
22603071 28.0
Name: sales, Length: 605, dtype: float64
4610300 276.0
4629168 232.0
4647771 408.0
4667250 324.0
4686214 288.0
...
22506681 160.0
22532446 148.0
22556248 176.0
22579425 172.0
22603072 156.0
Name: sales, Length: 511, dtype: float64
4610301 54.544
4629169 8.364
4647772 94.000
4667251 92.544
4686215 32.180
...
22506683 103.392
22532448 55.940
22556250 48.120
22579427 75.032
22603074 45.332
Name: sales, Length: 607, dtype: float64
4610302 457.680
4629170 403.944
4647773 829.016
4667252 225.420
4686216 36.260
...
22506684 327.404
22532449 0.412
22556251 81.288
22579428 729.700
22603075 64.504
Name: sales, Length: 602, dtype: float64
4610303 128.508
4629171 174.028
4647774 222.272
4667253 348.604
4686217 383.336
...
22506685 227.648
22532450 205.084
22556252 145.560
22579429 136.732
22603076 221.220
Name: sales, Length: 607, dtype: float64
4610304 16.704
4629172 118.320
4647775 268.572
4667254 397.912
4686218 312.164
...
22506686 251.476
22532451 145.856
22556253 59.008
22579430 251.772
22603077 166.440
Name: sales, Length: 393, dtype: float64
4610305 530.460
4629173 1022.264
4647776 1424.624
4667255 1646.720
4686219 1173.540
...
22506687 694.068
22532452 575.448
22556254 479.336
22579431 718.076
22603078 413.740
Name: sales, Length: 607, dtype: float64
4610306 49.928
5554321 164.512
5573520 366.600
5592130 321.176
5610800 289.156
...
22506689 142.208
22532454 121.888
22556256 59.868
22579433 122.836
22603080 116.972
Name: sales, Length: 530, dtype: float64
4610307 112.0
4629174 140.0
4647777 104.0
4667256 144.0
4686220 128.0
...
22506690 44.0
22532455 52.0
22556257 44.0
22579434 16.0
22603081 28.0
Name: sales, Length: 582, dtype: float64
4610308 91.344
4629175 100.284
4647778 119.832
4667257 101.928
4686221 72.124
...
22506691 82.164
22532456 73.936
22556258 58.732
22579435 88.880
22603082 44.724
Name: sales, Length: 605, dtype: float64
4610309 192.0
4629176 124.0
4647779 124.0
4667258 160.0
4686222 224.0
...
22506692 88.0
22532457 156.0
22556259 96.0
22579436 104.0
22603083 104.0
Name: sales, Length: 602, dtype: float64
4610310 752.0
4629177 80.0
4647780 376.0
4667259 1204.0
4686223 504.0
...
22506693 584.0
22532458 512.0
22556260 320.0
22579437 680.0
22603084 304.0
Name: sales, Length: 607, dtype: float64
4610311 23.620
4647781 33.564
4667260 3.928
4686224 20.048
4704039 5.776
...
22506694 10.272
22532459 1.092
22556261 17.244
22579438 36.212
22603085 17.696
Name: sales, Length: 509, dtype: float64
4610312 256.0
4629178 300.0
4647782 392.0
4667262 252.0
4686226 124.0
...
19665797 76.0
19690555 36.0
19714556 16.0
19739268 4.0
19765195 16.0
Name: sales, Length: 480, dtype: float64
4610313 280.0
4629179 180.0
4647783 280.0
4667263 332.0
4686227 88.0
...
22480967 312.0
22506695 256.0
22556262 140.0
22579439 396.0
22603086 220.0
Name: sales, Length: 590, dtype: float64
4610314 336.0
4629181 220.0
4647785 156.0
4667265 356.0
4686228 184.0
...
22480969 248.0
22506697 144.0
22556264 136.0
22579441 280.0
22603088 232.0
Name: sales, Length: 596, dtype: float64
4610315 137.856
4629182 133.760
4647786 174.668
4667266 151.596
4686229 49.324
...
22506698 148.504
22532460 114.476
22556265 99.320
22579442 151.676
22603089 50.972
Name: sales, Length: 529, dtype: float64
4610316 275.092
4629183 97.760
4667267 265.572
4686230 299.280
4704046 246.800
...
18719078 115.696
18744480 394.240
18769541 256.220
18792985 227.316
18816146 90.792
Name: sales, Length: 82, dtype: float64
4610317 241.128
4629184 220.752
4647787 307.388
4667268 317.648
4686231 496.328
...
22216730 43.776
22239854 185.572
22263479 38.264
22336860 1.272
22506699 4.972
Name: sales, Length: 494, dtype: float64
4610318 53.908
4629185 129.668
4647788 110.964
4667269 199.092
4686232 59.464
...
22506700 144.032
22532461 129.664
22556266 80.152
22579443 181.684
22603090 107.752
Name: sales, Length: 385, dtype: float64
4610319 225.352
4629186 213.752
4647789 381.536
4667270 302.832
4686233 256.108
...
22506701 85.344
22532462 68.804
22556267 68.060
22579444 193.468
22603091 48.088
Name: sales, Length: 601, dtype: float64
4610320 211.256
4629187 173.800
4647790 208.188
4667271 251.712
4686234 201.080
...
21730303 74.632
21753829 72.512
21777200 73.704
21802736 70.020
21827818 13.092
Name: sales, Length: 520, dtype: float64
4610321 237.284
4629188 274.556
4647791 357.308
4667272 322.844
4686235 317.004
...
22506704 150.592
22532464 68.384
22556269 4.360
22579447 231.076
22603093 137.112
Name: sales, Length: 599, dtype: float64
4610322 47.192
4629189 41.216
4647792 77.372
4667273 95.428
4686236 78.852
...
22506705 65.728
22532465 79.004
22556270 77.932
22579448 38.740
22603094 62.352
Name: sales, Length: 560, dtype: float64
4610323 33.212
4629190 14.808
4776081 37.628
4795370 32.736
4814379 48.848
...
22409415 86.468
22433173 54.756
22456678 49.228
22480978 63.912
22506707 78.776
Name: sales, Length: 465, dtype: float64
4610324 65.176
4629191 29.788
4647793 15.844
4667274 35.384
4686237 69.124
...
22433174 37.900
22456679 14.488
22480979 65.900
22506708 80.936
22532466 24.476
Name: sales, Length: 559, dtype: float64
4610325 442.176
4629192 715.444
4647794 780.356
4667275 670.256
4686238 631.968
...
22506709 609.876
22532467 532.104
22556272 261.700
22579449 375.736
22603095 284.972
Name: sales, Length: 606, dtype: float64
4610326 127.156
4629193 38.800
4647795 126.356
4667276 116.176
4686239 45.600
...
22506710 223.960
22532468 218.360
22556273 87.316
22579450 282.056
22603096 81.104
Name: sales, Length: 606, dtype: float64
4610327 124.368
4629194 61.100
4647796 223.332
4667277 196.132
4686240 170.600
...
22409419 145.664
22433177 102.012
22456682 76.804
22579451 73.048
22603097 57.156
Name: sales, Length: 361, dtype: float64
4610328 400.3160
4629195 311.7800
4647797 628.3880
4667278 63.6600
4721853 99.5912
...
22506711 444.9680
22532469 555.0320
22556274 366.0840
22579452 343.7720
22603098 236.4280
Name: sales, Length: 574, dtype: float64
4610329 98.764
4629196 51.688
4647798 74.472
4667279 41.704
4686241 17.568
...
22480983 64.688
22506712 52.556
22532470 11.488
22556275 27.200
22579453 45.776
Name: sales, Length: 534, dtype: float64
4610330 39.552
4629197 29.488
4647799 37.388
4667280 109.024
4686242 41.024
...
22506713 4.100
22532471 31.928
22556276 26.916
22579454 30.136
22603099 33.576
Name: sales, Length: 563, dtype: float64
4610331 52.0
4629198 92.0
4647800 92.0
4667281 136.0
4686243 124.0
...
22506714 56.0
22532472 100.0
22556277 120.0
22579455 104.0
22603100 88.0
Name: sales, Length: 588, dtype: float64
4610332 5.5160
4667282 5.3920
4721857 3.8332
4832286 4.0000
14960003 1.9520
...
22433182 22.8120
22506715 55.0880
22532473 10.2160
22556278 38.8920
22579456 3.8400
Name: sales, Length: 68, dtype: float64
4610333 149.008
4629199 310.636
4647801 184.228
4667283 213.528
4686244 151.676
...
22506716 194.244
22532474 230.600
22556279 155.480
22579457 200.292
22603101 205.560
Name: sales, Length: 604, dtype: float64
4610334 580.376
4629200 587.252
4647802 651.124
4667284 411.000
4686245 231.624
...
22506717 423.284
22532475 306.148
22556280 206.540
22579458 306.984
22603102 285.716
Name: sales, Length: 607, dtype: float64
4610335 46.388
4629201 37.896
4647803 55.144
4667285 95.976
4686246 68.624
...
22506722 49.232
22532480 34.512
22556285 3.640
22579464 101.360
22603107 18.640
Name: sales, Length: 454, dtype: float64
4610336 320.0
4629202 160.0
4647804 24.0
4667286 292.0
4686247 52.0
...
22506723 280.0
22532481 188.0
22556286 140.0
22579465 252.0
22603108 132.0
Name: sales, Length: 604, dtype: float64
4610337 290.680
4629203 357.136
4647805 372.592
4667287 351.820
4686248 326.092
...
22506724 163.868
22532483 130.492
22556288 197.320
22579467 263.332
22603109 168.800
Name: sales, Length: 603, dtype: float64
4610338 396.0
4629204 492.0
4647806 340.0
4667288 600.0
4686249 296.0
...
22506725 456.0
22532484 376.0
22556289 344.0
22579468 568.0
22603110 300.0
Name: sales, Length: 605, dtype: float64
4610339 31.228
4647807 20.264
4667289 15.420
4686250 6.544
4704066 18.584
...
22506726 103.948
22532485 51.708
22556290 23.036
22579469 188.484
22603111 112.208
Name: sales, Length: 568, dtype: float64
4610340 48.0
4629205 12.0
4647808 16.0
4924086 20.0
4943248 36.0
...
22073031 8.0
22193248 12.0
22216759 8.0
22239883 4.0
22579470 4.0
Name: sales, Length: 139, dtype: float64
4610341 164.0
4629206 128.0
4647810 80.0
4667290 156.0
4686251 140.0
...
22506728 76.0
22532487 52.0
22556292 24.0
22579471 132.0
22603112 56.0
Name: sales, Length: 600, dtype: float64
4610342 26.596
4629207 20.276
4647811 24.380
4667291 30.108
4686252 30.916
...
22506730 13.968
22532489 6.884
22556294 56.352
22579473 69.568
22603113 29.552
Name: sales, Length: 595, dtype: float64
4610343 72.0
4629208 144.0
4647812 160.0
4667292 84.0
4686253 44.0
...
22506731 88.0
22532490 76.0
22556295 32.0
22579474 116.0
22603114 60.0
Name: sales, Length: 604, dtype: float64
4610344 60.0
4629209 28.0
4647813 156.0
4667293 116.0
4686254 80.0
...
22481001 16.0
22506732 68.0
22532491 12.0
22579475 16.0
22603115 20.0
Name: sales, Length: 553, dtype: float64
4610345 108.0
4629210 100.0
4667294 168.0
4686255 40.0
4704072 120.0
...
22506733 132.0
22532492 56.0
22556296 64.0
22579476 96.0
22603116 68.0
Name: sales, Length: 415, dtype: float64
4610346 49.840
4629211 44.420
4647814 99.072
4667295 67.036
4686256 60.812
...
22506735 43.292
22532495 32.016
22556298 27.788
22579478 55.836
22603119 23.432
Name: sales, Length: 607, dtype: float64
4610347 108.0
4629212 200.0
4647815 116.0
4667296 148.0
4686257 184.0
...
22506736 144.0
22532496 84.0
22556299 8.0
22579479 132.0
22603120 80.0
Name: sales, Length: 576, dtype: float64
4610348 586.260
4629213 554.108
4647816 771.400
4667297 832.180
4686258 673.036
...
22506737 643.780
22532498 656.548
22556300 520.040
22579480 784.380
22603121 392.820
Name: sales, Length: 603, dtype: float64
4610349 257.508
4629214 146.656
4647817 267.532
4667298 292.000
4686259 200.560
...
22456707 19.568
22481007 7.244
22506738 16.276
22579481 233.644
22603122 117.560
Name: sales, Length: 559, dtype: float64
4610350 363.348
4629215 194.024
4647818 259.760
4667299 535.444
4686260 481.444
...
22506739 346.852
22532499 336.452
22556301 227.888
22579482 339.400
22603123 163.728
Name: sales, Length: 582, dtype: float64
4610351 4.0
4629216 8.0
4647819 8.0
4667300 4.0
4686261 12.0
...
22361810 4.0
22385853 4.0
22409456 8.0
22433211 4.0
22556306 4.0
Name: sales, Length: 429, dtype: float64
4610352 4.0
4647823 12.0
4667302 20.0
4686265 4.0
4704080 4.0
...
22409465 12.0
22433217 4.0
22481021 8.0
22532511 4.0
22579496 4.0
Name: sales, Length: 202, dtype: float64
4610353 12.0
4629218 28.0
4647824 32.0
4667303 16.0
4686266 8.0
...
22481025 48.0
22506756 32.0
22532515 20.0
22556316 8.0
22579501 4.0
Name: sales, Length: 550, dtype: float64
4628800 4.0
4647392 4.0
4666884 4.0
4685858 8.0
4703678 4.0
...
22480336 4.0
22506063 4.0
22531868 4.0
22578827 4.0
22602496 4.0
Name: sales, Length: 308, dtype: float64
4628804 12.0
4647396 28.0
4666888 44.0
4685862 8.0
4703682 16.0
...
22506069 24.0
22531873 24.0
22555689 16.0
22578833 28.0
22602501 20.0
Name: sales, Length: 756, dtype: float64
4628807 4.0
4685865 4.0
4721467 8.0
4739648 4.0
4775674 8.0
...
22385241 4.0
22456114 4.0
22506087 8.0
22555706 8.0
22578852 12.0
Name: sales, Length: 400, dtype: float64
4628820 4.0
4647414 4.0
4757354 4.0
4867811 80.0
4885783 24.0
...
22118951 44.0
22216238 8.0
22385300 4.0
22456171 16.0
22578913 4.0
Name: sales, Length: 177, dtype: float64
4628821 32.0
4666907 4.0
4685882 16.0
4703701 4.0
4721486 28.0
...
21534669 4.0
21630790 24.0
22142618 16.0
22385304 24.0
22456173 12.0
Name: sales, Length: 136, dtype: float64
4628822 4.0
4647415 12.0
4666908 12.0
4757356 4.0
4867812 4.0
...
22336340 4.0
22456174 4.0
22480424 8.0
22506148 4.0
22578917 4.0
Name: sales, Length: 328, dtype: float64
4628824 8.0
4666914 4.0
4685886 8.0
4703705 4.0
4739666 4.0
...
22385308 12.0
22408903 4.0
22480434 16.0
22531955 12.0
22555766 4.0
Name: sales, Length: 515, dtype: float64
4628827 4.0
4647423 8.0
4666917 8.0
4685888 4.0
4721493 4.0
...
22456183 8.0
22480439 4.0
22506160 4.0
22555770 16.0
22578928 12.0
Name: sales, Length: 376, dtype: float64
4628828 8.0
4647424 4.0
4685889 16.0
4703707 4.0
4739669 4.0
...
21926142 4.0
22142636 8.0
22216253 4.0
22480440 4.0
22578929 8.0
Name: sales, Length: 222, dtype: float64
4628829 16.0
4647425 16.0
4666918 16.0
4685890 4.0
4703708 4.0
...
22408908 16.0
22432673 4.0
22506161 8.0
22531959 4.0
22578930 4.0
Name: sales, Length: 402, dtype: float64
4628830 96.0
4647426 40.0
4703709 4.0
4795004 28.0
4923680 4.0
...
21457985 64.0
21776682 12.0
22096170 8.0
22118968 56.0
22142640 28.0
Name: sales, Length: 87, dtype: float64
4628833 12.0
4647432 60.0
4666921 48.0
4685894 20.0
4703711 8.0
...
21901798 8.0
22192735 4.0
22310808 12.0
22578949 4.0
22602608 76.0
Name: sales, Length: 386, dtype: float64
4628840 4.0
4666930 40.0
4685904 12.0
4703720 12.0
4721507 52.0
...
22456260 8.0
22480529 4.0
22506249 44.0
22532040 8.0
22579015 4.0
Name: sales, Length: 501, dtype: float64
4628845 8.0
4647447 12.0
4666935 24.0
4685911 32.0
4814046 16.0
...
22480550 8.0
22506267 40.0
22532054 8.0
22555857 16.0
22579031 32.0
Name: sales, Length: 601, dtype: float64
4628895 4.0
4647498 4.0
4721560 4.0
4757436 8.0
4795068 4.0
...
22480610 16.0
22506327 16.0
22555914 16.0
22579085 12.0
22602737 8.0
Name: sales, Length: 396, dtype: float64
4628896 4.0
4647499 20.0
4775773 4.0
5106493 4.0
5124173 8.0
...
21974507 8.0
22096313 8.0
22119119 4.0
22263145 8.0
22602748 4.0
Name: sales, Length: 149, dtype: float64
4628897 4.0
4647500 24.0
4703773 4.0
4757437 12.0
4775774 8.0
...
22263146 20.0
22286659 4.0
22361428 4.0
22506338 4.0
22532124 8.0
Name: sales, Length: 244, dtype: float64
4628913 12.0
4667000 8.0
4685974 8.0
4703786 4.0
4721576 12.0
...
22480646 20.0
22506363 28.0
22532149 12.0
22555950 16.0
22579121 24.0
Name: sales, Length: 574, dtype: float64
4628914 12.0
4667001 4.0
4685975 4.0
4703787 4.0
4721577 4.0
...
22480647 20.0
22506364 20.0
22555951 4.0
22579122 12.0
22602774 4.0
Name: sales, Length: 547, dtype: float64
4628974 16.0
4647576 12.0
4686034 4.0
4721637 12.0
4757510 4.0
...
22506439 44.0
22532219 108.0
22556023 20.0
22579195 84.0
22602845 4.0
Name: sales, Length: 568, dtype: float64
4628993 8.0
4647597 4.0
4667081 8.0
4686054 8.0
4703863 8.0
...
22456448 4.0
22506461 16.0
22532240 4.0
22579217 36.0
22602865 8.0
Name: sales, Length: 218, dtype: float64
4629012 32.0
4703881 4.0
4849849 8.0
4904471 8.0
5014660 4.0
...
13857078 20.0
13878044 8.0
13919406 12.0
13940532 36.0
13962843 16.0
Name: sales, Length: 151, dtype: float64
4629024 4.0
4647624 4.0
4667110 12.0
4686080 4.0
4739851 4.0
...
22506512 20.0
22532282 16.0
22556087 4.0
22579261 4.0
22602908 8.0
Name: sales, Length: 442, dtype: float64
4629027 4.0
4647627 12.0
4667113 4.0
4686083 4.0
4703893 8.0
...
22311124 16.0
22336679 4.0
22361598 4.0
22556091 4.0
22579265 4.0
Name: sales, Length: 240, dtype: float64
4629065 48.0
4647664 88.0
4667150 56.0
4686119 20.0
4703927 28.0
...
22506555 104.0
22532325 48.0
22556128 88.0
22579303 140.0
22602949 16.0
Name: sales, Length: 555, dtype: float64
4629103 8.0
4647703 36.0
4667187 44.0
4686159 52.0
4703967 8.0
...
21777100 12.0
21802630 8.0
21827711 4.0
21853103 8.0
21877258 16.0
Name: sales, Length: 461, dtype: float64
4629106 12.0
4647705 16.0
4667190 12.0
4686162 12.0
4721767 24.0
...
22480871 12.0
22506598 16.0
22556173 12.0
22579348 12.0
22602994 16.0
Name: sales, Length: 458, dtype: float64
4629114 16.0
4647713 48.0
4667197 4.0
4686167 8.0
4703976 4.0
...
22480881 208.0
22506608 4.0
22556184 20.0
22579359 4.0
22603004 8.0
Name: sales, Length: 414, dtype: float64
4629116 4.0
4647716 12.0
4686170 20.0
4703978 8.0
4739939 24.0
...
22506611 4.0
22532382 24.0
22556187 12.0
22579360 12.0
22603007 12.0
Name: sales, Length: 525, dtype: float64
4629119 24.0
4647719 28.0
4667201 16.0
4703981 12.0
4721775 8.0
...
22506614 12.0
22532385 8.0
22556189 8.0
22579362 4.0
22603009 4.0
Name: sales, Length: 502, dtype: float64
4629124 4.0
4647725 4.0
4667207 4.0
4703987 4.0
4721777 4.0
...
22456596 4.0
22480890 4.0
22506617 4.0
22556191 4.0
22579364 4.0
Name: sales, Length: 359, dtype: float64
4629130 4.0
4776021 20.0
4795311 16.0
4814321 12.0
4904596 16.0
...
22456612 4.0
22480908 8.0
22506639 12.0
22556208 4.0
22603028 8.0
Name: sales, Length: 392, dtype: float64
4629135 8.0
4647736 24.0
4667219 4.0
4686182 4.0
4703997 4.0
...
22433113 4.0
22480916 4.0
22506646 12.0
22532413 4.0
22603035 64.0
Name: sales, Length: 429, dtype: float64
4629144 32.0
4647744 40.0
4667227 48.0
4686189 20.0
4704005 12.0
...
22506660 36.0
22532425 48.0
22556226 20.0
22579398 68.0
22603048 44.0
Name: sales, Length: 530, dtype: float64
4629180 80.0
4647784 56.0
4667264 96.0
4704043 96.0
4721840 44.0
...
22480968 96.0
22506696 48.0
22556263 48.0
22579440 144.0
22603087 88.0
Name: sales, Length: 585, dtype: float64
4629217 12.0
4647821 8.0
4686262 4.0
4704079 4.0
4776108 4.0
...
22287054 4.0
22311357 8.0
22336902 4.0
22506745 8.0
22556308 4.0
Name: sales, Length: 245, dtype: float64
4647384 4.0
4666875 4.0
4794960 4.0
4849633 8.0
7657298 4.0
...
22310628 4.0
22480285 4.0
22531819 4.0
22578779 4.0
22602447 8.0
Name: sales, Length: 274, dtype: float64
4647399 8.0
4666891 4.0
4685866 12.0
4703685 24.0
4721468 40.0
...
22506088 12.0
22531892 16.0
22555708 4.0
22578854 20.0
22602520 4.0
Name: sales, Length: 569, dtype: float64
4647413 8.0
4666906 32.0
4685881 8.0
4703699 8.0
4721484 4.0
...
22456169 4.0
22480421 8.0
22506145 8.0
22555757 8.0
22602577 8.0
Name: sales, Length: 534, dtype: float64
4647416 96.0
4666909 24.0
4757357 4.0
4814026 48.0
4885786 8.0
...
21949871 24.0
22118956 80.0
22286493 24.0
22310777 80.0
22602583 8.0
Name: sales, Length: 213, dtype: float64
4647417 24.0
4703702 12.0
4794995 4.0
4867813 8.0
4885787 24.0
...
22310778 4.0
22336345 64.0
22408899 4.0
22456176 4.0
22578922 4.0
Name: sales, Length: 223, dtype: float64
4647427 12.0
4666919 8.0
4904286 24.0
4923681 16.0
4978698 4.0
...
22096171 4.0
22262995 4.0
22432675 8.0
22480445 20.0
22506163 12.0
Name: sales, Length: 126, dtype: float64
4647428 80.0
4795005 40.0
4904287 40.0
4923682 4.0
4996721 12.0
...
21016942 44.0
22142642 16.0
22361272 4.0
22385315 4.0
22480447 8.0
Name: sales, Length: 95, dtype: float64
4647430 8.0
4721496 24.0
4757370 4.0
4775703 20.0
4814031 4.0
...
22072508 28.0
22336360 4.0
22385317 8.0
22555774 4.0
22602594 32.0
Name: sales, Length: 281, dtype: float64
4647431 16.0
4775704 44.0
4867822 8.0
4885793 24.0
4960855 8.0
...
21876855 48.0
22096173 20.0
22310792 16.0
22385318 8.0
22531965 24.0
Name: sales, Length: 146, dtype: float64
4647433 24.0
4666922 16.0
4685895 4.0
4703712 12.0
4721498 4.0
...
19935348 8.0
19984627 4.0
20008329 4.0
20032592 4.0
20080374 12.0
Name: sales, Length: 425, dtype: float64
4647435 16.0
4666924 8.0
4685897 12.0
4703714 4.0
4721500 80.0
...
22480498 24.0
22506219 40.0
22532013 8.0
22555818 4.0
22602639 36.0
Name: sales, Length: 604, dtype: float64
4647437 1244.0
4666926 1044.0
4685899 596.0
4721502 276.0
4739673 676.0
...
22506230 768.0
22532022 520.0
22555828 496.0
22578993 768.0
22602649 448.0
Name: sales, Length: 691, dtype: float64
4647442 4.0
4685905 4.0
4739678 8.0
5032788 20.0
5051997 24.0
...
22480532 16.0
22532041 12.0
22555845 12.0
22579016 8.0
22602668 8.0
Name: sales, Length: 545, dtype: float64
4647580 60.0
4667064 52.0
4686037 16.0
4703846 16.0
4721641 36.0
...
22506443 116.0
22532222 36.0
22556026 28.0
22579199 100.0
22602848 40.0
Name: sales, Length: 554, dtype: float64
4647715 40.0
4667199 4.0
4686169 24.0
4721774 12.0
4739938 4.0
...
22480883 52.0
22506610 4.0
22532381 4.0
22556186 4.0
22603006 4.0
Name: sales, Length: 415, dtype: float64
4647748 96.0
4924025 12.0
4943188 84.0
4997042 92.0
5014803 4.0
...
22456634 100.0
22480932 108.0
22506663 68.0
22556229 184.0
22579401 104.0
Name: sales, Length: 370, dtype: float64
4647755 40.0
5089201 16.0
5106751 12.0
10472934 12.0
10492712 8.0
10512864 12.0
10534133 4.0
14289478 16.0
15154822 4.0
15177326 8.0
15554622 12.0
15597652 16.0
15642874 4.0
15665696 8.0
15708482 8.0
15730327 4.0
15863500 12.0
15885398 8.0
16886980 12.0
16935795 20.0
16960569 4.0
17676859 12.0
17700808 16.0
17724174 4.0
18166153 8.0
18190807 40.0
18214545 16.0
18240019 12.0
18265215 4.0
19132223 8.0
20450050 20.0
21433815 28.0
21484648 4.0
21535148 28.0
21558873 4.0
21583006 4.0
Name: sales, dtype: float64
4647758 64.0
4721813 28.0
4739990 4.0
4795335 16.0
4814345 8.0
...
22506670 40.0
22532436 52.0
22556238 40.0
22579412 36.0
22603059 44.0
Name: sales, Length: 463, dtype: float64
4647809 68.0
4704067 8.0
4721866 20.0
4740037 4.0
4776097 48.0
...
22456698 4.0
22480997 36.0
22506727 12.0
22532486 52.0
22556291 12.0
Name: sales, Length: 503, dtype: float64
4647820 4.0
4704078 4.0
4757761 4.0
4795397 8.0
4832307 4.0
...
22385854 8.0
22409457 4.0
22532504 4.0
22556307 4.0
22579489 4.0
Name: sales, Length: 289, dtype: float64
4647822 4.0
4667301 48.0
4686264 4.0
4721877 28.0
4740048 28.0
...
22311360 36.0
22336905 72.0
22361813 112.0
22579492 56.0
22603132 36.0
Name: sales, Length: 471, dtype: float64
4647825 20.0
4667304 4.0
4721879 4.0
4740051 4.0
4757765 4.0
...
22481027 8.0
22506758 16.0
22556318 4.0
22579503 4.0
22603139 4.0
Name: sales, Length: 228, dtype: float64
4647826 16.0
4667305 8.0
4757766 16.0
4776113 4.0
4868202 4.0
...
22481028 8.0
22506759 40.0
22532518 8.0
22579504 12.0
22603140 4.0
Name: sales, Length: 216, dtype: float64
4666880 144.0
4685854 184.0
4703675 176.0
4721457 156.0
4739639 92.0
...
22506046 156.0
22531849 160.0
22555668 172.0
22578811 144.0
22602479 188.0
Name: sales, Length: 796, dtype: float64
4666910 24.0
4721487 40.0
4757359 4.0
4775694 16.0
4942869 24.0
...
21949874 8.0
21999865 32.0
22049216 24.0
22142625 16.0
22408901 24.0
Name: sales, Length: 226, dtype: float64
4666911 8.0
4685883 12.0
5032766 40.0
5553953 12.0
5774409 28.0
...
18671764 16.0
18694633 8.0
18718529 48.0
18743942 8.0
18792495 24.0
Name: sales, Length: 129, dtype: float64
4666913 16.0
4685885 24.0
4721489 24.0
4757361 8.0
4775695 24.0
...
20744175 28.0
20869885 8.0
20993347 4.0
21016932 4.0
21286014 4.0
Name: sales, Length: 170, dtype: float64
4666962 52.0
4685936 28.0
4703749 56.0
4721536 36.0
4739709 16.0
...
22506298 40.0
22532084 16.0
22555886 24.0
22579059 32.0
22602711 24.0
Name: sales, Length: 570, dtype: float64
4667261 9.1800
4686225 4.6000
4704040 1.0600
4721837 8.9728
4740012 1.4000
...
21361984 3.7400
21385766 2.7720
21433841 3.2120
21458519 5.6360
22049715 5.5880
Name: sales, Length: 402, dtype: float64
4685893 40.0
4849669 4.0
4996723 24.0
5014477 20.0
5032775 24.0
...
22025401 24.0
22072509 12.0
22385319 12.0
22408914 8.0
22506167 20.0
Name: sales, Length: 114, dtype: float64
4685909 12.0
4703724 20.0
4721510 28.0
4739682 12.0
4757383 16.0
...
22456273 4.0
22480547 12.0
22506264 4.0
22579028 4.0
22602680 8.0
Name: sales, Length: 458, dtype: float64
4686263 28.0
4943263 12.0
4961242 16.0
5684079 28.0
5848095 28.0
...
22481016 4.0
22506748 32.0
22532507 16.0
22556311 48.0
22603131 4.0
Name: sales, Length: 208, dtype: float64
4702648 4.0
4720407 24.0
4738612 16.0
4756288 12.0
Name: sales, dtype: float64
4703703 12.0
4757358 40.0
4794996 16.0
4814027 4.0
4978695 4.0
...
22096159 96.0
22216245 32.0
22262986 52.0
22480429 8.0
22506153 8.0
Name: sales, Length: 198, dtype: float64
4703990 72.0
4721780 116.0
4739947 108.0
4757659 80.0
4776006 44.0
...
22506620 76.0
22532392 212.0
22556194 160.0
22579367 144.0
22603016 88.0
Name: sales, Length: 543, dtype: float64
4721483 8.0
4739664 4.0
4757352 8.0
4775689 4.0
4794991 4.0
...
21949858 4.0
22239342 4.0
22310759 8.0
22336330 8.0
22480414 4.0
Name: sales, Length: 166, dtype: float64
4721783 24.0
4776012 8.0
4795302 76.0
4814311 32.0
4832209 40.0
...
22506629 12.0
22532399 12.0
22556200 8.0
22579374 8.0
22603021 8.0
Name: sales, Length: 502, dtype: float64
4721784 12.0
4739956 16.0
4757667 8.0
4776013 12.0
4795304 4.0
...
22506631 48.0
22532401 16.0
22556201 4.0
22579376 20.0
22603022 8.0
Name: sales, Length: 452, dtype: float64
4721785 4.0
4739958 8.0
4757669 4.0
4776014 8.0
4795306 4.0
...
22385744 8.0
22433101 20.0
22456607 8.0
22506633 4.0
22556202 4.0
Name: sales, Length: 379, dtype: float64
4721786 4.0
4757671 4.0
4776016 20.0
4795307 20.0
4814316 4.0
...
22409344 8.0
22456609 4.0
22480904 4.0
22506635 20.0
22532403 4.0
Name: sales, Length: 316, dtype: float64
4721862 2.2988
4832291 2.5920
4850044 2.6668
4886170 1.0280
4924082 2.5920
...
22361791 37.7320
22409434 39.0040
22532482 28.9960
22556287 33.4360
22579466 7.6120
Name: sales, Length: 201, dtype: float64
4739842 20.0
4757546 20.0
4775889 152.0
4795183 64.0
4814200 28.0
...
22480755 8.0
22506477 68.0
22556057 28.0
22579233 4.0
22602880 24.0
Name: sales, Length: 567, dtype: float64
4739949 32.0
4757661 16.0
4776008 60.0
4795297 20.0
4814305 60.0
...
22239777 32.0
22286933 8.0
22311232 20.0
22336779 28.0
22361701 4.0
Name: sales, Length: 321, dtype: float64
4739951 48.0
4795298 4.0
4814307 40.0
4832204 20.0
4849959 20.0
...
22506623 48.0
22532394 60.0
22556195 28.0
22579369 12.0
22603017 8.0
Name: sales, Length: 474, dtype: float64
4739952 40.0
4757663 4.0
4776010 8.0
4795299 56.0
4814308 36.0
...
22506624 4.0
22532395 16.0
22556196 12.0
22579370 8.0
22603018 4.0
Name: sales, Length: 506, dtype: float64
4739955 24.0
4795303 8.0
4814312 20.0
4832210 4.0
4849963 24.0
...
22433098 4.0
22480901 4.0
22506630 20.0
22532400 12.0
22579375 4.0
Name: sales, Length: 481, dtype: float64
4739960 12.0
4757672 8.0
4776017 4.0
4814317 4.0
4849966 4.0
...
22480905 32.0
22506636 4.0
22532404 4.0
22556204 8.0
22579378 4.0
Name: sales, Length: 343, dtype: float64
4739963 24.0
4795312 20.0
4814322 8.0
4868114 8.0
4886094 8.0
...
22409348 20.0
22456613 16.0
22480910 20.0
22556210 4.0
22579381 4.0
Name: sales, Length: 372, dtype: float64
4757641 12.0
4775986 24.0
4795278 8.0
4814291 8.0
4832183 8.0
...
22433073 -8.0
22456576 16.0
22480873 4.0
22532372 4.0
22556176 12.0
Name: sales, Length: 188, dtype: float64
4757673 4.0
4776018 20.0
4795308 12.0
4814318 12.0
4832216 4.0
...
22433103 12.0
22456610 24.0
22556205 4.0
22579379 4.0
22603025 4.0
Name: sales, Length: 459, dtype: float64
4757675 4.0
4776020 4.0
4795310 16.0
4814320 16.0
4832217 20.0
...
22480907 8.0
22506638 16.0
22532406 8.0
22556207 8.0
22603027 12.0
Name: sales, Length: 452, dtype: float64
4757734 63.776
4776080 260.264
4795369 630.892
4814378 178.004
4832276 282.624
...
22433172 94.000
22456677 180.780
22480977 171.924
22506706 68.940
22556271 3.220
Name: sales, Length: 481, dtype: float64
4775693 24.0
4831908 36.0
4885784 4.0
5014469 4.0
5071002 20.0
...
22142619 12.0
22167621 16.0
22286489 16.0
22310770 24.0
22408895 8.0
Name: sales, Length: 132, dtype: float64
4775728 24.0
4795025 64.0
4814055 16.0
4831934 4.0
4849695 24.0
...
22506277 48.0
22532064 20.0
22555866 24.0
22579039 16.0
22602690 4.0
Name: sales, Length: 591, dtype: float64
4775732 28.0
4795029 48.0
4814059 64.0
4831938 12.0
4849699 36.0
...
22506280 20.0
22532066 32.0
22555868 12.0
22579042 4.0
22602693 4.0
Name: sales, Length: 598, dtype: float64
4775890 20.0
4795184 52.0
4867994 76.0
4885967 124.0
4904470 160.0
...
22506478 52.0
22532256 104.0
22556058 108.0
22579234 104.0
22602881 52.0
Name: sales, Length: 546, dtype: float64
4794992 20.0
4831906 8.0
4849659 8.0
4867810 12.0
4885781 8.0
...
22385294 12.0
22480416 12.0
22531942 8.0
22578908 4.0
22602572 4.0
Name: sales, Length: 302, dtype: float64
4814043 20.0
4831923 8.0
4849682 12.0
4867830 20.0
4885803 16.0
...
22480545 4.0
22506262 12.0
22555854 8.0
22579027 8.0
22602678 12.0
Name: sales, Length: 542, dtype: float64
4814401 7.980
4832301 7.504
4850053 19.520
4904684 10.916
4924093 20.000
...
22456703 16.592
22481003 7.828
22506734 26.284
22532493 61.352
22603117 20.380
Name: sales, Length: 322, dtype: float64
4831892 4.0
5573146 4.0
5683654 8.0
5702526 12.0
5721430 4.0
...
22506076 44.0
22531880 24.0
22555696 36.0
22578840 48.0
22602508 28.0
Name: sales, Length: 575, dtype: float64
4832034 40.0
4942996 24.0
4978824 40.0
4996847 24.0
5014601 16.0
...
22506416 32.0
22532197 8.0
22556000 4.0
22579173 12.0
22602823 12.0
Name: sales, Length: 399, dtype: float64
4849685 16.0
4867833 12.0
4885806 8.0
4904305 28.0
4923701 36.0
...
22480549 12.0
22506266 28.0
22532053 4.0
22555856 8.0
22579030 12.0
Name: sales, Length: 560, dtype: float64
4849769 104.0
4867916 132.0
4885886 184.0
4904387 180.0
4923787 180.0
...
22480665 12.0
22506383 12.0
22532166 28.0
22555968 20.0
22579141 12.0
Name: sales, Length: 586, dtype: float64
4849937 8.0
4868082 16.0
4886056 12.0
4923958 12.0
4961117 8.0
...
21753740 8.0
21802631 8.0
21827712 16.0
21853104 12.0
21877259 4.0
Name: sales, Length: 432, dtype: float64
4885767 36.0
4904260 40.0
4923654 16.0
4942850 48.0
4960825 52.0
...
22480362 16.0
22531891 8.0
22555707 12.0
22578853 8.0
22602519 24.0
Name: sales, Length: 593, dtype: float64
4885790 4.0
4942873 4.0
5014471 8.0
5141867 4.0
5629253 8.0
...
22025390 4.0
22118962 4.0
22142633 4.0
22239358 4.0
22310785 4.0
Name: sales, Length: 184, dtype: float64
4886039 4.0
4904543 12.0
4923940 16.0
10330464 12.0
10350168 4.0
...
22361658 8.0
22385693 4.0
22409289 4.0
22433047 16.0
22532348 28.0
Name: sales, Length: 174, dtype: float64
4886117 24.0
4904623 96.0
4924033 104.0
4943196 8.0
4961176 88.0
...
21902256 4.0
22049689 20.0
22072969 4.0
22579408 4.0
22603057 12.0
Name: sales, Length: 80, dtype: float64
4904242 4.0
4923637 8.0
4942829 4.0
4960806 8.0
4978656 12.0
...
22456030 12.0
22480273 4.0
22506004 4.0
22555625 8.0
22602436 8.0
Name: sales, Length: 508, dtype: float64
4904276 12.0
4923668 12.0
4942865 4.0
4960838 24.0
4996712 20.0
...
22408887 8.0
22480415 8.0
22506141 4.0
22578907 4.0
22602571 8.0
Name: sales, Length: 346, dtype: float64
4904388 32.0
4923788 68.0
4942971 32.0
4960948 40.0
4978798 28.0
...
22480667 16.0
22506385 4.0
22555970 4.0
22579143 4.0
22602794 8.0
Name: sales, Length: 499, dtype: float64
4904468 144.0
4923866 72.0
4961025 48.0
4978877 52.0
4996902 172.0
...
22506476 144.0
22532255 84.0
22556056 88.0
22579232 40.0
22602879 44.0
Name: sales, Length: 572, dtype: float64
4923671 8.0
4942867 12.0
4960842 4.0
4978693 4.0
4996714 8.0
...
22361255 8.0
22385303 4.0
22506147 8.0
22531949 4.0
22578916 8.0
Name: sales, Length: 284, dtype: float64
4923967 8.0
4978975 4.0
5014753 16.0
5033057 20.0
5052261 12.0
...
22336765 12.0
22361687 4.0
22433077 4.0
22456581 4.0
22603000 8.0
Name: sales, Length: 80, dtype: float64
4923968 40.0
4943143 12.0
4961124 36.0
4978976 32.0
4996999 88.0
...
22506605 4.0
22532377 4.0
22556180 8.0
22579356 24.0
22603001 12.0
Name: sales, Length: 359, dtype: float64
4923969 24.0
4943144 36.0
4961125 24.0
4978977 16.0
4997000 4.0
...
22456583 8.0
22480879 4.0
22532378 4.0
22556181 4.0
22579357 8.0
Name: sales, Length: 433, dtype: float64
4923991 28.0
4943162 12.0
4961141 12.0
4978996 20.0
4997013 12.0
...
22480896 16.0
22506625 28.0
22532396 20.0
22556197 12.0
22579371 4.0
Name: sales, Length: 485, dtype: float64
4942830 4.0
4978657 16.0
4996678 12.0
5014430 24.0
5032722 24.0
...
22456031 12.0
22480274 4.0
22531809 12.0
22578768 12.0
22602437 4.0
Name: sales, Length: 696, dtype: float64
4942831 16.0
4960807 8.0
4978658 20.0
5014431 4.0
5032723 12.0
...
22456032 16.0
22480275 8.0
22555626 4.0
22578769 8.0
22602438 16.0
Name: sales, Length: 693, dtype: float64
4942832 24.0
4960808 12.0
4978659 4.0
4996679 24.0
5014432 28.0
...
22506005 48.0
22531810 24.0
22555627 4.0
22578770 44.0
22602439 32.0
Name: sales, Length: 820, dtype: float64
4942882 48.0
12053925 36.0
12087107 4.0
12102986 56.0
12134963 4.0
...
13856838 4.0
13877800 8.0
13919162 8.0
13940287 20.0
13962603 4.0
Name: sales, Length: 82, dtype: float64
4961099 12.0000
4978950 215.7256
4996975 184.3920
5014729 17.4000
5106673 28.6668
...
22506579 22.6680
22532350 147.5960
22556152 49.4560
22579327 41.6160
22602973 8.2440
Name: sales, Length: 212, dtype: float64
5014474 40.0
5051982 24.0
5553960 8.0
5573171 20.0
5591793 32.0
...
22480446 16.0
22506164 24.0
22555773 28.0
22578934 36.0
22602591 8.0
Name: sales, Length: 257, dtype: float64
5032730 12.0
5051943 20.0
5070969 12.0
5088849 24.0
5106389 16.0
...
22310625 4.0
22361118 4.0
22432544 4.0
22531817 12.0
22555634 4.0
Name: sales, Length: 641, dtype: float64
5032791 48.0
5051999 80.0
5071020 60.0
5088896 40.0
5106439 28.0
...
22506260 8.0
22532050 12.0
22555853 4.0
22579025 8.0
22602677 8.0
Name: sales, Length: 360, dtype: float64
5052271 4.0
7503367 24.0
13410631 24.0
15665658 28.0
16018654 12.0
16040727 8.0
16815519 24.0
16840162 24.0
16960526 24.0
18576617 24.0
19083774 16.0
19107858 4.0
19448031 16.0
19471697 4.0
19541851 4.0
19935763 4.0
20449995 16.0
20476374 8.0
21361909 24.0
21385693 12.0
21410080 8.0
21433766 4.0
21535101 20.0
21558826 28.0
21682939 24.0
22000327 24.0
22409334 48.0
22433089 20.0
22456599 28.0
22532391 12.0
22579366 4.0
Name: sales, dtype: float64
5088615 4.0
9268144 4.0
Name: sales, dtype: float64
5124070 28.0
5141832 12.0
5160390 36.0
5175481 20.0
5190223 16.0
...
22506012 52.0
22531818 20.0
22555635 32.0
22578778 28.0
22602446 20.0
Name: sales, Length: 687, dtype: float64
5141948 4.0
5554036 16.0
5573246 12.0
5591867 16.0
5610526 36.0
...
22456353 12.0
22480640 12.0
22532142 20.0
22555944 24.0
22579117 8.0
Name: sales, Length: 575, dtype: float64
5260582 20.0
5275244 16.0
5289628 32.0
5303585 20.0
5317325 16.0
...
22506011 32.0
22531816 16.0
22555633 16.0
22578776 40.0
22602444 28.0
Name: sales, Length: 844, dtype: float64
5331380 32.0
5345071 108.0
5358889 84.0
5373513 124.0
5387990 40.0
...
22506016 56.0
22531822 28.0
22555639 52.0
22578783 24.0
22602451 4.0
Name: sales, Length: 809, dtype: float64
5357972 8.18
Name: sales, dtype: float64
5358888 20.0
5373512 28.0
5387989 28.0
5401791 24.0
5415422 76.0
...
22456044 4.0
22480287 4.0
22555638 20.0
22578782 12.0
22602450 4.0
Name: sales, Length: 343, dtype: float64
5470993 4.0
5526224 68.0
5591752 4.0
5809702 12.0
5847674 20.0
...
22432546 16.0
22456041 4.0
22480284 16.0
22506013 4.0
22555636 4.0
Name: sales, Length: 442, dtype: float64
5511396 4.0
Name: sales, dtype: float64
5512463 8.0
5526225 4.0
5539740 16.0
5553919 40.0
5573130 20.0
...
22456042 4.0
22506014 8.0
22531820 8.0
22578780 4.0
22602448 8.0
Name: sales, Length: 696, dtype: float64
5539741 32.0
5553920 112.0
5573131 80.0
5591754 92.0
5610410 192.0
...
22506015 28.0
22531821 36.0
22555637 12.0
22578781 32.0
22602449 24.0
Name: sales, Length: 835, dtype: float64
5553945 64.0
5573159 48.0
5591781 56.0
5610440 12.0
5629245 12.0
...
22506107 12.0
22531910 12.0
22555726 12.0
22578874 24.0
22602537 20.0
Name: sales, Length: 599, dtype: float64
5553946 16.0
5573160 44.0
5591782 68.0
5610441 80.0
5629246 8.0
...
22480383 16.0
22506108 36.0
22555727 4.0
22578875 4.0
22602538 12.0
Name: sales, Length: 463, dtype: float64
5554060 40.0
5573271 24.0
5610550 20.0
5629352 48.0
5647619 56.0
...
22506384 88.0
22532167 68.0
22555969 28.0
22579142 24.0
22602793 64.0
Name: sales, Length: 595, dtype: float64
5554092 12.0
5573302 16.0
5591921 8.0
5610581 16.0
5629384 12.0
...
22506421 32.0
22532202 8.0
22556005 8.0
22579178 4.0
22602828 8.0
Name: sales, Length: 388, dtype: float64
5554094 24.0
5573303 40.0
5591922 40.0
5610583 96.0
5629385 76.0
...
22506424 44.0
22532204 16.0
22556008 8.0
22579180 24.0
22602830 24.0
Name: sales, Length: 491, dtype: float64
5554128 16.0
5573337 4.0
5610617 16.0
5702717 8.0
5721613 4.0
...
18336838 12.0
18384437 20.0
18481208 8.0
20549146 4.0
21730076 4.0
Name: sales, Length: 106, dtype: float64
5554320 10.980
5810102 5.072
5848047 0.556
7465075 7.568
7484170 10.536
...
22506688 522.392
22532453 6.424
22556255 2.864
22579432 2.436
22603079 1.564
Name: sales, Length: 475, dtype: float64
5554336 17.876
5573534 10.716
5592144 3.580
5721791 4.456
5739407 65.980
...
22506702 130.520
22532463 131.752
22556268 69.592
22579445 107.572
22603092 100.960
Name: sales, Length: 131, dtype: float64
5554337 168.4080
5573535 192.9440
5592145 184.6480
5610815 216.4560
5629604 253.4736
...
22311313 28.4400
22433169 7.0840
22480974 4.4280
22506703 2.3760
22579446 6.8640
Name: sales, Length: 319, dtype: float64
5573163 8.0
5665474 16.0
5683676 16.0
5739067 12.0
5883186 24.0
...
22310776 24.0
22336344 24.0
22432668 24.0
22506152 24.0
22531951 8.0
Name: sales, Length: 185, dtype: float64
5573405 14.732
5683918 4.000
5702783 7.000
7543374 24.088
7581208 20.088
8586751 2.152
9072196 2.000
9521125 3.164
9697249 4.560
9973298 6.324
10391542 8.560
10555310 1.852
10864318 4.072
13792189 4.000
14440574 4.152
14697933 3.308
15154699 3.540
15177208 2.076
15441758 4.204
15619602 4.068
15708370 2.576
16393076 5.492
16534314 8.000
16556530 3.864
16791155 4.136
17171035 3.796
17194439 4.000
17337716 4.068
18648411 4.200
18769394 4.000
18912049 4.000
18937674 3.900
19132108 2.500
19495001 6.600
19838429 6.372
20008658 8.740
20056382 32.000
20080719 18.076
20227090 3.900
20597571 4.636
20870258 3.224
20993710 4.000
21017285 3.888
21902141 4.112
22193072 3.888
Name: sales, dtype: float64
5591783 12.0
5610442 16.0
5629247 48.0
5647511 100.0
5665469 40.0
...
22262940 12.0
22286446 4.0
22361216 8.0
22408857 8.0
22531911 4.0
Name: sales, Length: 383, dtype: float64
5591792 4.0
5665482 8.0
5828653 4.0
5847717 4.0
5883193 4.0
...
21999875 4.0
22385312 4.0
22456184 4.0
22531960 4.0
22602589 8.0
Name: sales, Length: 175, dtype: float64
5591796 8.0
5610453 4.0
5629258 12.0
5647524 4.0
5702553 4.0
...
22118971 4.0
22142645 4.0
22167635 12.0
22336359 8.0
22531964 4.0
Name: sales, Length: 236, dtype: float64
5609389 4.0
Name: sales, dtype: float64
5610454 4.0
5647525 8.0
5702554 8.0
5774417 4.0
5809752 4.0
...
21682516 4.0
21926148 4.0
21949885 4.0
21999884 4.0
22216258 4.0
Name: sales, Length: 280, dtype: float64
5628428 5.472
Name: sales, dtype: float64
5629256 12.0
5647521 8.0
5683688 4.0
5809748 16.0
5847716 4.0
...
22361270 4.0
22432674 8.0
22480441 4.0
22506162 4.0
22555771 4.0
Name: sales, Length: 249, dtype: float64
5702515 4.0
5774376 4.0
5791720 8.0
5828608 8.0
5847678 12.0
...
22506020 8.0
22531826 8.0
22555643 4.0
22578787 8.0
22602455 8.0
Name: sales, Length: 536, dtype: float64
5702806 4.0
5721697 92.0
14633704 36.0
14654873 12.0
15374776 48.0
16113869 8.0
16138661 36.0
16162029 4.0
16184876 16.0
16207928 44.0
16230341 72.0
16254800 88.0
16279206 20.0
16326089 4.0
16347772 92.0
16370545 32.0
16393101 16.0
16579909 16.0
16604624 24.0
16629208 8.0
16674403 4.0
16697029 16.0
16718949 12.0
16742243 12.0
16766928 16.0
16791179 36.0
17337738 84.0
17361131 12.0
17481734 8.0
17506003 36.0
17553948 4.0
19373463 28.0
19397440 4.0
19422769 64.0
19814807 44.0
19838451 32.0
19961232 36.0
19984976 12.0
20131722 80.0
20155661 16.0
20449944 16.0
20476331 24.0
20500767 16.0
20524953 24.0
20549253 12.0
20572874 4.0
22239733 24.0
22263360 24.0
Name: sales, dtype: float64
5739156 4.0
5756717 176.0
5774492 96.0
5791837 52.0
5809831 180.0
...
22506366 276.0
22532151 148.0
22555953 88.0
22579124 92.0
22602776 56.0
Name: sales, Length: 588, dtype: float64
5757007 8.0
5774775 20.0
5792129 8.0
5810151 8.0
5829052 4.0
...
22409451 24.0
22433206 4.0
22456709 12.0
22579483 4.0
22603124 4.0
Name: sales, Length: 132, dtype: float64
5774377 4.0
5883151 4.0
5918894 4.0
5937121 4.0
5956238 8.0
...
22408775 4.0
22456051 4.0
22480292 4.0
22506022 32.0
22578789 4.0
Name: sales, Length: 397, dtype: float64
5774378 52.0
5791723 4.0
5809708 56.0
5828611 28.0
5847680 28.0
...
22506024 28.0
22531829 16.0
22555645 24.0
22578791 8.0
22602458 40.0
Name: sales, Length: 742, dtype: float64
5791722 4.0
5809707 4.0
5828610 4.0
5847679 8.0
5901127 12.0
...
22506023 12.0
22531828 8.0
22555644 8.0
22578790 12.0
22602457 8.0
Name: sales, Length: 399, dtype: float64
5883185 12.0
5901161 12.0
5918927 20.0
5937158 4.0
5956276 28.0
...
22310772 24.0
22361256 4.0
22480425 4.0
22555760 4.0
22602579 12.0
Name: sales, Length: 217, dtype: float64
5883341 4.0
Name: sales, dtype: float64
5918897 4.0
5937124 16.0
5956241 28.0
5993125 8.0
6010757 8.0
...
22506025 48.0
22531830 20.0
22555646 12.0
22578792 24.0
22602459 4.0
Name: sales, Length: 792, dtype: float64
6011116 40.0
7426195 8.0
7445498 4.0
7465055 44.0
7484151 20.0
...
20227204 4.0
20251654 4.0
20476425 16.0
20500861 16.0
20525047 4.0
Name: sales, Length: 133, dtype: float64
6046321 12.0
6084000 8.0
7411041 8.0
7425824 20.0
7445112 4.0
...
22506060 28.0
22531865 24.0
22555681 28.0
22578824 20.0
22602492 16.0
Name: sales, Length: 607, dtype: float64
6103297 8.0
13257900 1072.0
13276256 984.0
13294344 968.0
13312553 792.0
...
22506427 1508.0
22532207 1176.0
22556011 612.0
22579183 912.0
22602833 884.0
Name: sales, Length: 402, dtype: float64
6149671 16.0
6163494 48.0
6177681 4.0
6207009 92.0
6220863 36.0
...
22506026 96.0
22531831 76.0
22555647 48.0
22578793 68.0
22602460 64.0
Name: sales, Length: 808, dtype: float64
6290124 4.0
Name: sales, dtype: float64
6317921 4.0
6331595 8.0
6345690 12.0
6373846 16.0
6388499 8.0
...
22479157 4.0
22504887 12.0
22530739 4.0
22554593 8.0
22577720 4.0
Name: sales, Length: 640, dtype: float64
6360656 4.0
6374971 8.0
6389631 12.0
6417882 8.0
6431581 16.0
...
22385186 4.0
22456057 4.0
22480298 8.0
22506029 8.0
22555650 4.0
Name: sales, Length: 451, dtype: float64
6473456 8.0
6488268 4.0
6530288 4.0
6544355 8.0
6573865 4.0
...
22408783 8.0
22506031 16.0
22555652 8.0
22578796 4.0
22602464 4.0
Name: sales, Length: 700, dtype: float64
6473457 39.516
6488269 90.140
6502968 8.496
6516748 27.156
6530289 24.196
...
22506033 74.308
22531837 75.052
22555654 15.940
22578800 31.900
22602468 25.448
Name: sales, Length: 786, dtype: float64
6502969 9.3440
6516749 26.1720
6530290 27.3480
6544357 53.6320
6559258 104.0436
...
22506034 155.2000
22531838 112.5880
22555655 67.8120
22578801 155.6480
22602469 84.6480
Name: sales, Length: 677, dtype: float64
6543528 -4.0
8244678 4.0
8305647 4.0
8320690 8.0
8335428 4.0
...
22215341 8.0
22238445 4.0
22262077 8.0
22309788 4.0
22455262 4.0
Name: sales, Length: 66, dtype: float64
6658656 64.0
6672806 184.0
6687688 104.0
6701931 28.0
6715929 68.0
...
22505296 208.0
22531138 176.0
22554988 108.0
22578112 72.0
22601775 176.0
Name: sales, Length: 622, dtype: float64
6673544 20.0
6688385 24.0
6702625 72.0
6716625 24.0
6730527 20.0
...
21827138 108.0
21852564 188.0
21876710 84.0
21901641 160.0
21926007 92.0
Name: sales, Length: 696, dtype: float64
6716630 12.0
6744542 4.0
6758370 8.0
6772814 8.0
6787807 8.0
...
22506035 12.0
22531840 8.0
22555657 8.0
22578803 16.0
22602470 12.0
Name: sales, Length: 649, dtype: float64
6758255 36.0
6772699 28.0
6787691 20.0
6816678 44.0
6830664 20.0
...
22505919 36.0
22531725 28.0
22555543 32.0
22578684 24.0
22602351 24.0
Name: sales, Length: 671, dtype: float64
6772813 16.0
6802636 8.0
6844868 4.0
6872798 4.0
6887731 12.0
...
22456063 20.0
22480304 12.0
22531839 4.0
22555656 8.0
22578802 8.0
Name: sales, Length: 673, dtype: float64
6844834 4.0
6858524 8.0
6887695 16.0
6902483 4.0
6916564 4.0
...
22506000 40.0
22531805 20.0
22555621 8.0
22578765 28.0
22602433 12.0
Name: sales, Length: 729, dtype: float64
6844835 4.0
6872762 20.0
6887696 4.0
6902484 8.0
6916565 4.0
...
22506001 28.0
22531806 48.0
22555622 84.0
22578766 68.0
22602434 40.0
Name: sales, Length: 760, dtype: float64
6886371 36.0
6901216 48.0
6915304 12.0
6929165 16.0
6943207 8.0
...
22504661 84.0
22530529 48.0
22554381 20.0
22577508 24.0
22601165 24.0
Name: sales, Length: 640, dtype: float64
6930464 8.0
6944491 4.0
6958278 20.0
6972680 8.0
6987912 20.0
...
22480300 20.0
22506032 44.0
22555653 12.0
22578797 24.0
22602465 12.0
Name: sales, Length: 690, dtype: float64
6930468 20.0
6944495 8.0
6958282 20.0
7003064 8.0
7017729 16.0
...
22506036 24.0
22531841 4.0
22555658 12.0
22578804 8.0
22602471 12.0
Name: sales, Length: 649, dtype: float64
6972677 28.0
6987909 32.0
7003056 20.0
7017722 4.0
7105655 28.0
...
22506027 28.0
22531832 16.0
22555648 32.0
22578794 24.0
22602461 28.0
Name: sales, Length: 641, dtype: float64
6972685 4.0
6987917 16.0
7032118 12.0
7060843 4.0
7075486 4.0
...
21974211 4.0
22096050 4.0
22142504 16.0
22262873 4.0
22310651 4.0
Name: sales, Length: 283, dtype: float64
7046603 20.0
7075479 8.0
7090658 12.0
7120004 4.0
7134003 4.0
...
22506030 48.0
22531834 16.0
22555651 40.0
22578795 32.0
22602463 24.0
Name: sales, Length: 715, dtype: float64
7060845 20.0
7075488 36.0
7090665 24.0
7105664 20.0
7120011 4.0
...
22506038 56.0
22531843 16.0
22555660 32.0
22578805 12.0
22602472 40.0
Name: sales, Length: 699, dtype: float64
7205880 4.0
7220486 8.0
7249283 4.0
7263415 8.0
7277688 4.0
...
22191781 8.0
22262038 28.0
22309745 8.0
22407950 8.0
22479416 8.0
Name: sales, Length: 388, dtype: float64
7235697 4.0
7250126 8.0
7264281 4.0
7278584 8.0
7293864 32.0
...
22456060 12.0
22480301 40.0
22531836 48.0
22578799 36.0
22602467 48.0
Name: sales, Length: 621, dtype: float64
7277532 12.0
7292817 28.0
7308005 4.0
7322474 12.0
7336602 8.0
...
22505001 36.0
22530847 20.0
22554703 20.0
22577831 16.0
22601487 12.0
Name: sales, Length: 722, dtype: float64
7278591 20.0
7293871 48.0
7309009 8.0
7323471 4.0
7337626 4.0
...
22480308 8.0
22506039 32.0
22555661 28.0
22578806 12.0
22602473 16.0
Name: sales, Length: 703, dtype: float64
7278592 12.0
7323472 4.0
7351941 8.0
7366102 12.0
7380709 4.0
...
22506042 40.0
22531845 12.0
22555664 4.0
22578808 4.0
22602475 16.0
Name: sales, Length: 545, dtype: float64
7278593 12.0
7293872 4.0
7309010 8.0
7323473 8.0
7337627 4.0
...
22506043 44.0
22531846 20.0
22555665 4.0
22578809 12.0
22602476 12.0
Name: sales, Length: 719, dtype: float64
7278594 4.0
7293873 20.0
7309011 20.0
7323474 12.0
7337628 4.0
...
22506044 68.0
22531847 20.0
22555666 36.0
22578810 92.0
22602477 56.0
Name: sales, Length: 701, dtype: float64
7293863 8.0
7337617 12.0
7395901 4.0
7483750 4.0
7503003 4.0
...
22192596 44.0
22216121 24.0
22531835 12.0
22578798 12.0
22602466 4.0
Name: sales, Length: 545, dtype: float64
7293874 12.0
7323475 8.0
7337629 4.0
7351944 4.0
7366104 4.0
...
22480317 8.0
22506045 12.0
22531848 4.0
22555667 20.0
22602478 12.0
Name: sales, Length: 672, dtype: float64
7309007 4.0
7323469 16.0
7337624 8.0
7351938 8.0
7366101 16.0
...
22456066 12.0
22480306 12.0
22506037 4.0
22531842 16.0
22555659 56.0
Name: sales, Length: 249, dtype: float64
7323477 56.0
7337631 56.0
7351946 16.0
7366106 36.0
7380711 24.0
...
22506048 32.0
22531851 24.0
22555670 16.0
22578813 20.0
22602481 16.0
Name: sales, Length: 706, dtype: float64
7425854 4.0
7445146 4.0
7464713 4.0
7503054 8.0
7523148 16.0
...
22480435 12.0
22506157 4.0
22531956 4.0
22555767 12.0
22602586 28.0
Name: sales, Length: 622, dtype: float64
7425925 24.0
7445219 4.0
7464787 8.0
7483873 12.0
7503131 4.0
...
22286639 4.0
22310934 4.0
22336490 8.0
22361407 4.0
22480599 4.0
Name: sales, Length: 219, dtype: float64
7425927 8.0
7483876 4.0
7523230 12.0
12901879 8.0
12918987 4.0
...
22480602 4.0
22506319 8.0
22555906 12.0
22579078 4.0
22602729 8.0
Name: sales, Length: 293, dtype: float64
7425930 48.0
7445223 48.0
7464791 36.0
7483879 28.0
7503136 40.0
...
22506326 28.0
22532112 24.0
22555913 16.0
22579084 52.0
22602736 28.0
Name: sales, Length: 341, dtype: float64
7425941 8.0
7445234 20.0
7464799 8.0
7503146 8.0
7523241 8.0
...
22506353 16.0
22532137 12.0
22555940 28.0
22579113 8.0
22602765 20.0
Name: sales, Length: 551, dtype: float64
7425986 28.0
7445280 16.0
7464844 4.0
7483934 24.0
7503192 12.0
...
22480683 16.0
22506402 48.0
22532183 16.0
22579159 36.0
22602809 16.0
Name: sales, Length: 468, dtype: float64
7425987 44.0
7445281 4.0
7464845 16.0
7483935 12.0
7503193 16.0
...
22506403 68.0
22532184 20.0
22555987 12.0
22579160 28.0
22602810 48.0
Name: sales, Length: 530, dtype: float64
7426066 12.0
7445361 28.0
7484016 8.0
7503269 20.0
7523373 8.0
...
22361597 4.0
22409228 4.0
22480791 4.0
22506517 8.0
22532286 4.0
Name: sales, Length: 359, dtype: float64
7445141 4.0
7483798 12.0
7503049 4.0
7562199 4.0
7580949 4.0
...
22456172 20.0
22480422 8.0
22555758 4.0
22578914 4.0
22602578 24.0
Name: sales, Length: 559, dtype: float64
7465016 4.0
7484107 4.0
7503370 4.0
7523470 8.0
7543437 24.0
...
22385736 8.0
22409336 8.0
22433092 4.0
22506621 12.0
22532393 12.0
Name: sales, Length: 248, dtype: float64
7483765 12.0
7503019 32.0
7523110 128.0
7543103 56.0
7562172 104.0
...
22506051 52.0
22531855 32.0
22555673 72.0
22578816 88.0
22602484 52.0
Name: sales, Length: 724, dtype: float64
7483766 4.0
7503020 128.0
7523111 232.0
7543104 200.0
7562173 156.0
...
22506052 108.0
22531856 64.0
22555674 68.0
22578817 80.0
22602485 64.0
Name: sales, Length: 723, dtype: float64
7483864 4.0
7503121 8.0
7523217 28.0
7562262 4.0
7581018 4.0
...
22456308 12.0
22480589 4.0
22506307 12.0
22532094 4.0
22579067 12.0
Name: sales, Length: 421, dtype: float64
7484015 8.0
7523372 4.0
7562408 4.0
7581169 8.0
7657581 8.0
...
21582861 4.0
21606471 4.0
21657030 8.0
21682834 8.0
21706910 12.0
Name: sales, Length: 223, dtype: float64
7562165 4.0
7580916 4.0
7657323 4.0
7676789 4.0
7714788 4.0
...
22286375 4.0
22310657 4.0
22336227 8.0
22480311 8.0
22506040 4.0
Name: sales, Length: 238, dtype: float64
7580915 4.0
7618327 4.0
7637484 8.0
7657322 4.0
7676787 8.0
...
22167519 8.0
22216130 4.0
22310656 4.0
22480309 8.0
22555662 4.0
Name: sales, Length: 314, dtype: float64
7580922 4.0
7676795 4.0
7752782 4.0
7849303 4.0
7886934 4.0
...
21852596 4.0
21926037 4.0
22142520 4.0
22361156 8.0
22432578 4.0
Name: sales, Length: 161, dtype: float64
7618331 16.0
7637492 16.0
7657331 24.0
7676794 16.0
7695767 12.0
...
22506049 24.0
22531853 20.0
22555671 24.0
22578814 20.0
22602482 12.0
Name: sales, Length: 484, dtype: float64
7637485 8.0
7676788 4.0
7733979 4.0
7752773 4.0
7771983 8.0
...
21876728 4.0
21926026 4.0
22216131 4.0
22286374 4.0
22480310 8.0
Name: sales, Length: 179, dtype: float64
7637489 36.0
7657326 256.0
7676790 164.0
7714789 76.0
7733980 24.0
...
14461717 216.0
14482751 112.0
14503999 80.0
14525097 44.0
14546681 20.0
Name: sales, Length: 161, dtype: float64
7657328 24.0
7695766 8.0
7714793 4.0
7733984 4.0
7752778 12.0
...
21776568 4.0
21802099 8.0
21827166 16.0
21852592 20.0
21876736 4.0
Name: sales, Length: 527, dtype: float64
7676792 32.0
7695765 28.0
7714792 52.0
7733983 48.0
7752777 48.0
...
21729698 188.0
21753247 176.0
21776567 320.0
21802098 176.0
22262885 4.0
Name: sales, Length: 538, dtype: float64
7695764 16.0
7714791 116.0
7733982 72.0
7752776 140.0
7771987 40.0
...
22506047 528.0
22531850 440.0
22555669 424.0
22578812 772.0
22602480 216.0
Name: sales, Length: 681, dtype: float64
7695813 4.0
7734027 12.0
7752828 8.0
7772046 8.0
7791939 12.0
...
22456232 4.0
22480497 4.0
22506218 8.0
22555817 4.0
22578983 8.0
Name: sales, Length: 290, dtype: float64
7715073 2.456
10189071 1.532
Name: sales, dtype: float64
7771996 20.0
7791898 44.0
7811582 24.0
7830558 36.0
7849308 36.0
...
22506061 12.0
22531866 12.0
22555682 32.0
22578825 12.0
22602494 16.0
Name: sales, Length: 671, dtype: float64
7772283 9.604
7792173 29.344
Name: sales, dtype: float64
7772444 28.0
7792335 32.0
7812007 4.0
7849727 4.0
7868683 4.0
...
21362017 56.0
21385800 20.0
21410185 8.0
21877383 4.0
21902318 8.0
Name: sales, Length: 66, dtype: float64
7791886 4.0
7886924 4.0
7925781 8.0
7945439 4.0
8001789 4.0
...
22310659 4.0
22336229 4.0
22408792 8.0
22456070 4.0
22480313 8.0
Name: sales, Length: 356, dtype: float64
7792224 3.668
7830870 43.096
8586796 40.720
8684886 121.352
8703526 22.344
...
22506601 40.600
22532374 8.120
22556178 52.392
22579352 50.616
22602997 39.400
Name: sales, Length: 198, dtype: float64
7886938 8.0
7905974 28.0
7945452 16.0
7964314 12.0
7982853 16.0
...
22506058 12.0
22531863 16.0
22555679 24.0
22578822 16.0
22602490 4.0
Name: sales, Length: 643, dtype: float64
7945455 24.0
7964317 4.0
7982856 32.0
8001805 16.0
8020731 48.0
...
22506062 48.0
22531867 72.0
22555683 64.0
22578826 16.0
22602495 32.0
Name: sales, Length: 672, dtype: float64
8020729 4.0
8111841 4.0
8172032 4.0
8201157 4.0
8215923 4.0
...
22167539 8.0
22336249 8.0
22361168 8.0
22385218 4.0
22602493 8.0
Name: sales, Length: 332, dtype: float64
8050810 6.952
Name: sales, dtype: float64
8051224 4.0
Name: sales, dtype: float64
8051763 36.0
8067168 32.0
8082182 44.0
8097028 60.0
8111839 28.0
...
22506057 28.0
22531862 12.0
22555678 8.0
22578821 20.0
22602489 4.0
Name: sales, Length: 688, dtype: float64
8097024 16.0
8111834 16.0
8126383 12.0
8141389 4.0
Name: sales, dtype: float64
8244881 4.0
8275987 4.0
13023152 8.0
13075418 4.0
Name: sales, dtype: float64
8261238 32.0
8276658 20.0
8291696 20.0
8306517 12.0
8321527 8.0
...
22506054 16.0
22531858 8.0
22555676 16.0
22578819 8.0
22602487 4.0
Name: sales, Length: 590, dtype: float64
8291693 24.0
8306514 8.0
8336291 8.0
8351334 28.0
8367011 20.0
...
22506050 32.0
22531854 20.0
22555672 28.0
22578815 28.0
22602483 4.0
Name: sales, Length: 648, dtype: float64
8304994 12.0
8320034 12.0
8334758 4.0
8349763 12.0
8365444 24.0
...
22141032 28.0
22166024 4.0
22191191 4.0
22237790 8.0
22261441 4.0
Name: sales, Length: 157, dtype: float64
8306528 12.0
8321540 12.0
8336305 8.0
8351348 16.0
8367025 12.0
...
22506070 24.0
22531874 4.0
22555690 20.0
22578834 44.0
22602502 12.0
Name: sales, Length: 551, dtype: float64
8351341 36.0
8367017 44.0
8382460 16.0
8411974 20.0
8441478 8.0
...
22506059 44.0
22531864 56.0
22555680 12.0
22578823 64.0
22602491 28.0
Name: sales, Length: 637, dtype: float64
8411984 8.0
8426873 16.0
8441487 52.0
8456648 152.0
8472497 104.0
...
22506074 60.0
22531879 32.0
22555694 16.0
22578838 40.0
22602506 32.0
Name: sales, Length: 663, dtype: float64
8456647 32.0
8472496 8.0
8488214 8.0
8508215 20.0
8547674 8.0
...
22506073 4.0
22531878 24.0
22555693 32.0
22578837 12.0
22602505 20.0
Name: sales, Length: 510, dtype: float64
8472498 24.0
8488217 48.0
8508218 24.0
8527923 28.0
8547677 12.0
...
22506078 20.0
22531882 32.0
22555698 20.0
22578842 16.0
22602510 28.0
Name: sales, Length: 606, dtype: float64
8488208 4.0
8508209 24.0
8527914 8.0
8566871 12.0
8586452 48.0
...
22239273 4.0
22262901 4.0
22286403 4.0
22336253 4.0
22480338 40.0
Name: sales, Length: 365, dtype: float64
8488242 8.0
8508243 4.0
8586491 4.0
8665449 4.0
8722592 12.0
...
22408896 4.0
22432665 4.0
22480426 4.0
22506149 4.0
22578918 4.0
Name: sales, Length: 162, dtype: float64
8488252 4.0
8508250 4.0
8527954 8.0
8607047 8.0
8722604 60.0
...
22310786 4.0
22336354 24.0
22480442 40.0
22555772 12.0
22602588 20.0
Name: sales, Length: 189, dtype: float64
8488346 12.0
8508343 12.0
8528051 16.0
8567001 8.0
8586599 24.0
...
22432845 8.0
22456357 4.0
22506360 16.0
22532146 16.0
22602772 12.0
Name: sales, Length: 396, dtype: float64
8488347 8.0
8508344 28.0
8528052 24.0
8547793 8.0
8567002 12.0
...
22480644 12.0
22506361 12.0
22532147 20.0
22555948 8.0
22602773 12.0
Name: sales, Length: 473, dtype: float64
8508273 12.0
8547722 4.0
8586527 12.0
8607074 4.0
8627425 4.0
...
22263083 4.0
22310888 4.0
22480552 4.0
22579033 4.0
22602683 8.0
Name: sales, Length: 331, dtype: float64
8508603 8.0
8528315 16.0
8627741 16.0
8647011 12.0
8665801 4.0
...
22506682 280.0
22532447 388.0
22556249 244.0
22579426 324.0
22603073 268.0
Name: sales, Length: 480, dtype: float64
8527920 20.0
8566877 28.0
8586458 28.0
8607005 28.0
8627360 4.0
...
22506071 84.0
22531876 36.0
22555691 28.0
22578835 28.0
22602503 24.0
Name: sales, Length: 639, dtype: float64
8527924 100.0
8547678 180.0
8566882 136.0
8586463 128.0
8607011 240.0
...
22506080 384.0
22531884 336.0
22555700 376.0
22578845 360.0
22602513 376.0
Name: sales, Length: 655, dtype: float64
8547771 4.0
8566981 12.0
8607126 4.0
8627474 8.0
8665526 4.0
...
22506320 24.0
22532106 4.0
22555907 16.0
22579079 8.0
22602730 4.0
Name: sales, Length: 379, dtype: float64
8585847 56.0
8606407 40.0
8626793 44.0
8646066 16.0
8664854 52.0
...
22505481 44.0
22531315 16.0
22555162 12.0
22578288 24.0
22601956 24.0
Name: sales, Length: 651, dtype: float64
8586445 24.0
8606992 40.0
8646628 12.0
8665409 8.0
8684566 12.0
...
22506056 52.0
22531861 20.0
22555677 16.0
22578820 28.0
22602488 24.0
Name: sales, Length: 655, dtype: float64
8607009 44.0
8627364 40.0
8646643 12.0
8857733 24.0
8878045 24.0
...
22506077 28.0
22531881 4.0
22555697 8.0
22578841 20.0
22602509 4.0
Name: sales, Length: 333, dtype: float64
8646548 28.432
8665328 47.188
8684484 8.540
8722462 27.296
8742786 10.000
13005833 1172.812
13023726 10.488
13041186 19.244
13075989 41.728
13093998 21.352
13112981 29.892
13131675 10.540
13149388 9.028
Name: sales, dtype: float64
8684923 48.0
8703562 112.0
8722953 52.0
8743263 72.0
8763348 108.0
...
22480919 60.0
22506649 20.0
22556218 12.0
22579389 40.0
22603038 40.0
Name: sales, Length: 477, dtype: float64
8722563 8.0
8782058 4.0
8838576 4.0
8857728 4.0
8878040 4.0
...
22142542 4.0
22216162 4.0
22361179 4.0
22432597 4.0
22531875 8.0
Name: sales, Length: 217, dtype: float64
8801276 12.0
8857907 4.0
8878223 44.0
8936274 12.0
9013596 16.0
...
22506412 40.0
22532193 16.0
22555996 28.0
22579169 40.0
22602819 20.0
Name: sales, Length: 467, dtype: float64
8838609 16.0
8936138 12.0
9033736 4.0
9052739 8.0
9071947 8.0
...
21409654 16.0
21433335 16.0
21457992 4.0
21510302 8.0
21606143 4.0
Name: sales, Length: 193, dtype: float64
8838940 76.0
13452875 60.0
13473766 24.0
13687293 12.0
13708179 36.0
14440688 12.0
14462281 44.0
14873692 4.0
14895273 12.0
14917348 12.0
15242698 32.0
15264145 8.0
15708484 24.0
16556642 24.0
17124707 16.0
17148240 4.0
17171149 16.0
17944444 12.0
17969933 16.0
17994791 4.0
18044058 32.0
18068316 8.0
21337589 32.0
21361957 4.0
21385740 16.0
Name: sales, dtype: float64
8857736 48.0
9403789 36.0
9424240 100.0
9444533 116.0
9463739 64.0
...
22385236 232.0
22408831 272.0
22432611 64.0
22456110 20.0
22480357 52.0
Name: sales, Length: 315, dtype: float64
8857737 36.0
8878048 12.0
9403790 12.0
9424241 36.0
9520842 4.0
...
22506084 40.0
22531887 20.0
22555703 52.0
22578848 16.0
22602515 28.0
Name: sales, Length: 410, dtype: float64
8857756 8.0
8898181 4.0
8936122 8.0
9836193 4.0
12349535 4.0
...
22167623 4.0
22262984 4.0
22310773 12.0
22336341 4.0
22408897 4.0
Name: sales, Length: 158, dtype: float64
8877963 0.512
Name: sales, dtype: float64
8898159 4.0
8917172 16.0
8936098 8.0
8973824 8.0
9013413 12.0
...
22480348 16.0
22506075 8.0
22555695 8.0
22578839 12.0
22602507 12.0
Name: sales, Length: 627, dtype: float64
8917175 4.0
8936100 24.0
8955271 4.0
8973827 16.0
8992977 4.0
...
22456105 16.0
22480352 8.0
22506079 4.0
22578843 12.0
22602511 8.0
Name: sales, Length: 487, dtype: float64
8917176 4.0
8936101 4.0
8955272 4.0
8973828 8.0
8992978 8.0
...
22480353 12.0
22531883 8.0
22555699 12.0
22578844 16.0
22602512 4.0
Name: sales, Length: 454, dtype: float64
8955497 4.0
8993229 8.0
9013670 20.0
9033939 4.0
9072158 4.0
...
22409223 4.0
22456490 4.0
22480786 8.0
22506511 4.0
22579260 12.0
Name: sales, Length: 146, dtype: float64
8992855 4.0
Name: sales, dtype: float64
8992989 4.0
9052714 28.0
9071916 40.0
9091771 24.0
9111158 16.0
...
22506095 64.0
22531899 80.0
22555715 20.0
22578862 48.0
22602526 68.0
Name: sales, Length: 632, dtype: float64
9053128 4.0
Name: sales, dtype: float64
9091784 4.0
9131052 8.0
9172011 12.0
9191202 4.0
9210256 4.0
...
22480423 12.0
22506146 28.0
22531948 20.0
22555759 8.0
22578915 8.0
Name: sales, Length: 494, dtype: float64
9131054 4.0
9151655 4.0
9191203 16.0
9210259 4.0
9248272 20.0
...
22432666 8.0
22480427 4.0
22555761 12.0
22578919 4.0
22602580 4.0
Name: sales, Length: 339, dtype: float64
9131055 4.0
9268472 16.0
9365492 4.0
9424265 4.0
9482660 4.0
...
22286491 4.0
22432667 12.0
22506150 4.0
22578920 4.0
22602581 4.0
Name: sales, Length: 287, dtype: float64
9151867 4.0
9502125 4.0
9657184 4.0
9757457 4.0
10090185 12.0
...
22506484 44.0
22532259 28.0
22556063 16.0
22579237 52.0
22602886 120.0
Name: sales, Length: 116, dtype: float64
9172207 4.0
20155581 16.0
20179070 76.0
20203443 8.0
20227026 100.0
...
22506485 240.0
22532260 148.0
22556064 84.0
22579238 68.0
22602887 128.0
Name: sales, Length: 102, dtype: float64
9210264 4.0
9288701 24.0
9308670 12.0
9365503 16.0
9384445 4.0
...
22286499 8.0
22310787 12.0
22408909 24.0
22480443 8.0
22578931 8.0
Name: sales, Length: 356, dtype: float64
9229580 4.0
Name: sales, dtype: float64
9229643 4.0
9248479 8.0
9308862 4.0
9365696 4.0
9424480 4.0
...
22506481 4.0
22532257 4.0
22556061 16.0
22579235 8.0
22602884 4.0
Name: sales, Length: 353, dtype: float64
9248249 12.0
9268448 24.0
9288667 24.0
9308640 36.0
9327517 20.0
...
22480355 12.0
22506081 24.0
22531885 28.0
22555701 44.0
22578846 8.0
Name: sales, Length: 576, dtype: float64
9248478 4.0
9308861 8.0
9365695 12.0
9424479 4.0
9444763 4.0
...
22456466 8.0
22480758 8.0
22506480 12.0
22556060 4.0
22602883 8.0
Name: sales, Length: 365, dtype: float64
9268449 8.0
9288668 4.0
9308641 4.0
9327518 16.0
9365468 4.0
...
22385238 4.0
22480359 4.0
22531888 4.0
22578849 8.0
22602516 4.0
Name: sales, Length: 270, dtype: float64
9268455 4.0
9288673 20.0
9327524 16.0
9346300 16.0
9365475 4.0
...
22506098 92.0
22531901 84.0
22555717 64.0
22578865 76.0
22602529 36.0
Name: sales, Length: 599, dtype: float64
9308642 4.0
9520848 4.0
9560812 4.0
9676449 4.0
9696964 8.0
...
21827209 4.0
21999800 4.0
22096101 4.0
22142559 4.0
22192653 8.0
Name: sales, Length: 132, dtype: float64
9346298 12.0
9365473 40.0
9384419 4.0
9403795 28.0
9424247 16.0
...
22506094 32.0
22531898 32.0
22555714 20.0
22578861 24.0
22602525 12.0
Name: sales, Length: 598, dtype: float64
9365486 80.0
9384434 92.0
9403810 24.0
10207684 12.0
10227557 40.0
...
22506112 28.0
22531913 8.0
22555730 4.0
22578878 16.0
22602542 8.0
Name: sales, Length: 573, dtype: float64
9384421 4.0
9403797 16.0
9424249 36.0
9444540 8.0
9463749 4.0
...
22506096 40.0
22531900 12.0
22555716 12.0
22578863 40.0
22602527 48.0
Name: sales, Length: 551, dtype: float64
9384612 4.0
9404012 24.0
9424458 12.0
9444740 4.0
9463943 4.0
...
22456447 4.0
22506460 4.0
22532239 4.0
22556043 8.0
22579216 12.0
Name: sales, Length: 270, dtype: float64
9444525 16.0
9463729 24.0
9482625 8.0
9501891 28.0
9520832 24.0
...
22506072 28.0
22531877 20.0
22555692 24.0
22578836 24.0
22602504 24.0
Name: sales, Length: 570, dtype: float64
9501923 4.0
9520867 4.0
9540295 4.0
9560831 8.0
9581211 16.0
...
22456137 12.0
22480385 4.0
22506110 8.0
22578877 4.0
22602540 8.0
Name: sales, Length: 425, dtype: float64
9501924 4.0
9520868 8.0
9540296 4.0
9560832 20.0
9581212 28.0
...
22408859 8.0
22432637 4.0
22506111 12.0
22555729 8.0
22602541 4.0
Name: sales, Length: 401, dtype: float64
9521273 56.0
9540724 104.0
9561265 136.0
9581605 24.0
9600728 64.0
...
22506718 160.0
22532476 56.0
22556281 44.0
22579459 64.0
22603103 36.0
Name: sales, Length: 426, dtype: float64
9521274 32.0
9540725 60.0
9561266 44.0
9581606 32.0
9600729 40.0
...
22506719 68.0
22532477 32.0
22556282 20.0
22579460 40.0
22603104 56.0
Name: sales, Length: 449, dtype: float64
9521275 108.0
9540726 188.0
9561267 164.0
9581607 68.0
9600730 68.0
...
22506720 220.0
22532478 88.0
22556283 80.0
22579461 76.0
22603105 68.0
Name: sales, Length: 418, dtype: float64
9521276 76.0
9540727 112.0
9561268 88.0
9581608 16.0
9600731 64.0
...
22506721 68.0
22532479 56.0
22556284 56.0
22579462 56.0
22603106 60.0
Name: sales, Length: 442, dtype: float64
9561293 4.0
9619561 4.0
9638696 8.0
9676923 4.0
9697425 4.0
...
21853258 8.0
21926691 4.0
22168211 4.0
22456723 4.0
22532516 4.0
Name: sales, Length: 61, dtype: float64
9581188 44.0
Name: sales, dtype: float64
9581476 4.0
9600604 44.0
9619406 36.0
9638556 4.0
9657255 4.0
...
22506584 140.0
22532355 44.0
22556157 40.0
22579332 68.0
22602978 16.0
Name: sales, Length: 450, dtype: float64
9600291 8.0
9619085 4.0
9656926 4.0
9676425 8.0
9696941 12.0
...
22361172 4.0
22408814 4.0
22506064 12.0
22555684 4.0
22578828 4.0
Name: sales, Length: 174, dtype: float64
9638288 4.0
9656969 8.0
9676470 8.0
9696986 12.0
9717011 4.0
...
22432643 4.0
22480393 8.0
22531920 4.0
22578885 12.0
22602549 16.0
Name: sales, Length: 422, dtype: float64
9696985 16.0
9717010 20.0
9737702 8.0
9776840 20.0
9795939 16.0
...
22506114 24.0
22531915 12.0
22555732 24.0
22578880 20.0
22602544 20.0
Name: sales, Length: 536, dtype: float64
9716907 4.0
9737606 8.0
9757150 4.0
9795851 4.0
9836080 4.0
...
22408765 4.0
22432543 4.0
22456039 16.0
22578777 4.0
22602445 8.0
Name: sales, Length: 323, dtype: float64
9757331 8.0
9796031 12.0
9836285 4.0
9875874 4.0
9894866 4.0
...
20302097 8.0
20349350 4.0
20449713 4.0
22579099 4.0
22602751 8.0
Name: sales, Length: 196, dtype: float64
9757412 4.0
9796108 4.0
9815820 12.0
9836365 12.0
9856734 28.0
...
22506433 92.0
22532213 76.0
22556017 44.0
22579189 92.0
22602839 52.0
Name: sales, Length: 424, dtype: float64
9776842 4.0
9795940 4.0
9815644 4.0
9836182 12.0
9856566 4.0
...
22506125 24.0
22531927 32.0
22555742 20.0
22578891 20.0
22602557 16.0
Name: sales, Length: 594, dtype: float64
9776843 4.0
9795941 20.0
9815645 16.0
9836183 16.0
9856567 4.0
...
22506126 24.0
22531928 24.0
22555743 8.0
22578892 16.0
22602558 20.0
Name: sales, Length: 598, dtype: float64
9776844 4.0
9795942 8.0
9815648 24.0
9836186 32.0
9856570 12.0
...
22506133 20.0
22531933 12.0
22555747 20.0
22578899 44.0
22602563 28.0
Name: sales, Length: 598, dtype: float64
9776845 8.0
9795943 20.0
9815649 48.0
9836187 16.0
9856571 12.0
...
22506134 48.0
22531934 16.0
22555748 16.0
22578900 16.0
22602564 20.0
Name: sales, Length: 586, dtype: float64
9815646 4.0
9836184 12.0
9856568 4.0
9875787 8.0
9894776 4.0
...
22506128 16.0
22531930 16.0
22555745 24.0
22578894 36.0
22602560 16.0
Name: sales, Length: 587, dtype: float64
9815647 8.0
9856569 4.0
9932890 4.0
9952386 4.0
9973024 12.0
...
22480404 40.0
22506131 16.0
22531931 4.0
22578897 16.0
22602562 12.0
Name: sales, Length: 441, dtype: float64
9815667 4.0
9836211 4.0
9914135 4.0
10150485 8.0
10227605 4.0
...
22361311 4.0
22432714 4.0
22480491 4.0
22555811 4.0
22578979 4.0
Name: sales, Length: 203, dtype: float64
9836185 4.0
9932889 8.0
9973023 4.0
9993576 8.0
10051234 4.0
...
22432651 8.0
22456155 12.0
22506130 12.0
22578896 16.0
22602561 4.0
Name: sales, Length: 368, dtype: float64
9856565 36.0
9875785 12.0
9894773 12.0
9914121 52.0
9932885 20.0
...
22506119 44.0
22531921 32.0
22555737 8.0
22578886 24.0
22602550 24.0
Name: sales, Length: 590, dtype: float64
9875937 4.0
9933046 4.0
9973184 20.0
10090118 8.0
10110766 8.0
10227740 16.0
10248707 24.0
10492499 4.0
10533900 16.0
10657055 8.0
10678164 8.0
10699433 8.0
10720300 20.0
10740898 32.0
10761050 12.0
10781896 12.0
10802542 4.0
10822939 52.0
10864208 20.0
13257888 16.0
13276243 4.0
13294329 16.0
13312538 16.0
13330443 24.0
13349432 32.0
13369301 76.0
13389083 12.0
13410448 56.0
13431483 16.0
13473540 12.0
13494858 84.0
13517094 12.0
13580738 12.0
13601611 20.0
13621740 8.0
13642835 8.0
13687071 36.0
13707950 4.0
13728976 40.0
13750106 12.0
13770689 16.0
13792053 12.0
13835875 48.0
13857008 4.0
13877976 12.0
13898930 24.0
Name: sales, dtype: float64
9894754 4.0
9952358 4.0
9972996 20.0
9993548 12.0
10012923 4.0
...
22480364 24.0
22506089 8.0
22531893 4.0
22578855 16.0
22602521 8.0
Name: sales, Length: 502, dtype: float64
9894777 4.0
9932891 4.0
9952387 4.0
9973025 4.0
9993578 8.0
...
22480405 4.0
22506132 8.0
22531932 12.0
22555746 12.0
22578898 4.0
Name: sales, Length: 334, dtype: float64
9932844 24.0
9952333 56.0
9972971 52.0
9993526 56.0
10012900 36.0
...
22506065 28.0
22531869 28.0
22555685 16.0
22578829 16.0
22602497 24.0
Name: sales, Length: 588, dtype: float64
9952380 12.0
9993570 4.0
10032018 4.0
10089946 4.0
10188817 8.0
...
22336310 4.0
22456146 20.0
22506120 12.0
22531922 12.0
22602551 20.0
Name: sales, Length: 222, dtype: float64
9952381 8.0
9973018 20.0
9993571 4.0
10012943 8.0
10032020 40.0
...
22506123 4.0
22531925 12.0
22555739 8.0
22578888 16.0
22602554 8.0
Name: sales, Length: 477, dtype: float64
9952382 40.0
9973019 36.0
9993572 24.0
10012945 24.0
10032022 28.0
...
22506124 40.0
22531926 44.0
22555741 16.0
22578890 28.0
22602556 16.0
Name: sales, Length: 587, dtype: float64
9973001 4.0
9993553 16.0
10012928 12.0
10051210 8.0
10070339 4.0
...
22408845 28.0
22480372 4.0
22506097 8.0
22578864 4.0
22602528 4.0
Name: sales, Length: 426, dtype: float64
9993581 16.0
10012952 24.0
10032028 28.0
10051239 68.0
10070363 12.0
...
22506143 4.0
22531944 44.0
22555754 12.0
22578910 48.0
22602574 8.0
Name: sales, Length: 377, dtype: float64
10012944 4.0
10032021 16.0
10051229 8.0
10070356 4.0
10089949 16.0
...
22432645 12.0
22456149 4.0
22555740 8.0
22578889 4.0
22602555 4.0
Name: sales, Length: 372, dtype: float64
10032019 8.0
10051227 68.0
10070355 40.0
10089947 4.0
10150456 28.0
...
22506122 52.0
22531924 28.0
22555738 20.0
22578887 8.0
22602553 40.0
Name: sales, Length: 554, dtype: float64
10090343 16.0
10110994 60.0
10131441 44.0
10150821 4.0
14483342 4.0
14895271 4.0
14917346 52.0
14938505 48.0
14959956 8.0
14981061 8.0
16138753 12.0
16162120 56.0
16184966 52.0
18576658 4.0
18719043 4.0
18744446 236.0
18769509 16.0
19397541 64.0
19422870 24.0
19448081 28.0
22049690 8.0
22072970 108.0
Name: sales, dtype: float64
10110603 12.0
10131079 12.0
10150463 8.0
10169503 4.0
10227570 12.0
...
22385281 4.0
22408877 8.0
22480403 4.0
22506129 8.0
22578895 20.0
Name: sales, Length: 491, dtype: float64
10131087 4.0
10150472 4.0
10188833 12.0
10207710 8.0
10227586 12.0
...
22506151 16.0
22531950 4.0
22555762 8.0
22578921 4.0
22602582 16.0
Name: sales, Length: 327, dtype: float64
10131097 8.0
10207717 4.0
10248557 8.0
10269576 12.0
10289970 8.0
...
22408910 12.0
22456185 16.0
22531961 8.0
22578932 4.0
22602590 4.0
Name: sales, Length: 292, dtype: float64
10131099 12.0
10188841 4.0
10207724 8.0
10227603 4.0
10248565 8.0
...
22408913 4.0
22432678 4.0
22456188 4.0
22480451 4.0
22602593 4.0
Name: sales, Length: 281, dtype: float64
10169501 4.0
10188822 4.0
10207695 8.0
10227568 20.0
10248524 56.0
...
22506127 44.0
22531929 32.0
22555744 20.0
22578893 36.0
22602559 32.0
Name: sales, Length: 570, dtype: float64
10169507 4.0
10188827 4.0
10207703 20.0
10227578 4.0
10248535 40.0
...
22506142 40.0
22531943 20.0
22555753 28.0
22578909 64.0
22602573 16.0
Name: sales, Length: 576, dtype: float64
10188826 16.0
10207701 80.0
10227576 60.0
10248532 48.0
10269553 44.0
...
22506136 76.0
22531936 16.0
22555750 44.0
22578902 24.0
22602566 4.0
Name: sales, Length: 556, dtype: float64
10207686 32.0
10227559 84.0
10248514 44.0
10269537 52.0
10289930 16.0
...
22506116 48.0
22531917 16.0
22555734 16.0
22578882 16.0
22602546 16.0
Name: sales, Length: 554, dtype: float64
10207687 60.0
10227560 64.0
10248515 60.0
10269538 60.0
10289931 44.0
...
22506117 28.0
22531918 24.0
22555735 32.0
22578883 64.0
22602547 32.0
Name: sales, Length: 560, dtype: float64
10207700 172.0
10227575 168.0
10248531 412.0
10269552 208.0
10289947 224.0
...
22506135 188.0
22531935 128.0
22555749 84.0
22578901 84.0
22602565 132.0
Name: sales, Length: 571, dtype: float64
10207702 184.0
10227577 76.0
10248534 12.0
10269555 36.0
10289950 52.0
...
22480412 16.0
22506139 52.0
22531939 12.0
22578905 8.0
22602569 96.0
Name: sales, Length: 465, dtype: float64
10207720 12.0
10227599 32.0
10248562 32.0
10269578 40.0
10289972 16.0
...
22480448 8.0
22506165 4.0
22531963 8.0
22578935 20.0
22602592 12.0
Name: sales, Length: 474, dtype: float64
10248533 32.0
10269554 36.0
10289949 32.0
10310044 4.0
10349872 4.0
...
22506137 36.0
22531937 36.0
22555751 16.0
22578903 8.0
22602567 16.0
Name: sales, Length: 508, dtype: float64
10269582 8.0
10289976 4.0
10310070 8.0
10330195 16.0
10349902 8.0
...
22286516 4.0
22506182 8.0
22555787 4.0
22578950 8.0
22602609 4.0
Name: sales, Length: 420, dtype: float64
10289964 32.0
10310053 44.0
10330181 20.0
10349886 36.0
10370112 60.0
...
22506155 88.0
22531954 28.0
22555765 28.0
22578925 48.0
22602585 20.0
Name: sales, Length: 532, dtype: float64
10290087 4.0
10310183 4.0
10330308 4.0
10350013 12.0
10370249 56.0
...
22480669 80.0
22506388 80.0
22532169 48.0
22555973 48.0
22579145 12.0
Name: sales, Length: 443, dtype: float64
10310069 4.0
10330194 12.0
10349901 24.0
10370129 20.0
10391281 48.0
...
22506174 44.0
22531973 16.0
22555781 32.0
22578942 20.0
22602601 12.0
Name: sales, Length: 561, dtype: float64
10330167 56.0
10349873 88.0
10370096 80.0
10391248 232.0
10412430 12.0
...
22506138 124.0
22531938 84.0
22555752 48.0
22578904 16.0
22602568 16.0
Name: sales, Length: 527, dtype: float64
10370128 24.0
10391280 28.0
10412455 20.0
10432559 20.0
10452526 4.0
...
12798491 16.0
12814795 4.0
12831410 4.0
12952915 4.0
20845766 4.0
Name: sales, Length: 120, dtype: float64
10412410 76.0
10432515 24.0
10452479 48.0
10472553 40.0
10512458 16.0
...
22506115 16.0
22531916 24.0
22555733 8.0
22578881 4.0
22602545 16.0
Name: sales, Length: 531, dtype: float64
10412415 8.0
10452484 8.0
10472557 4.0
10512463 8.0
10555013 16.0
...
22262954 24.0
22480395 8.0
22506121 8.0
22531923 8.0
22602552 8.0
Name: sales, Length: 214, dtype: float64
10432697 24.0
10452668 12.0
10472723 4.0
10492501 8.0
10512649 28.0
...
22506414 68.0
22532195 8.0
22555998 20.0
22579171 48.0
22602821 20.0
Name: sales, Length: 396, dtype: float64
10472558 44.0
10492321 48.0
10512464 4.0
10595950 84.0
10616336 76.0
10656862 4.0
17481296 4.0
17505552 4.0
17529982 8.0
17553525 8.0
17577625 12.0
17603074 52.0
17628437 8.0
17676346 4.0
17700321 8.0
17723663 8.0
17747592 28.0
17773029 28.0
17822289 12.0
17846128 36.0
17870305 64.0
17894135 8.0
Name: sales, dtype: float64
10512510 40.0
10533758 48.0
10555060 44.0
10575592 44.0
10595995 44.0
...
22480461 12.0
22531975 16.0
22555782 8.0
22578943 48.0
22602602 12.0
Name: sales, Length: 514, dtype: float64
10534118 4.000
10575925 4.000
10596337 60.268
10616717 80.672
10636985 161.680
...
22506652 112.352
22532418 69.400
22556221 4.152
22579392 16.052
22603041 19.652
Name: sales, Length: 392, dtype: float64
10575926 32.100
10596338 63.832
10616718 47.060
10636986 134.856
10657263 94.320
...
22506653 24.052
22532419 204.500
22556222 143.300
22579393 103.400
22603042 87.800
Name: sales, Length: 400, dtype: float64
10575927 238.376
10596339 203.304
10616719 153.780
10657264 0.956
10678376 72.928
...
22456626 319.448
22480924 73.236
22506654 384.196
22532420 667.156
22579394 46.148
Name: sales, Length: 392, dtype: float64
10595946 12.0
10616332 4.0
10636596 4.0
10656858 28.0
10677968 12.0
...
22506118 28.0
22531919 16.0
22555736 8.0
22578884 12.0
22602548 20.0
Name: sales, Length: 417, dtype: float64
10616382 12.0
10636650 64.0
10656913 152.0
10699295 268.0
10720163 144.0
...
22506183 28.0
22531982 24.0
22555788 16.0
22578951 16.0
22602610 8.0
Name: sales, Length: 434, dtype: float64
10616383 12.0
10636651 16.0
10656914 28.0
10699296 60.0
10720164 44.0
...
22506184 12.0
22531983 12.0
22555789 8.0
22578952 20.0
22602611 48.0
Name: sales, Length: 427, dtype: float64
10616720 152.260
10636987 185.984
10657265 210.272
10678377 173.412
10699639 11.944
...
22456627 278.728
22480925 237.380
22506655 666.620
22532421 356.872
22603043 100.544
Name: sales, Length: 398, dtype: float64
10636648 24.0
10656910 60.0
10678023 4.0
10699292 28.0
10720160 28.0
...
22506181 8.0
22531981 4.0
22555786 4.0
22578948 20.0
22602607 12.0
Name: sales, Length: 377, dtype: float64
10656769 4.0
10677881 20.0
10699156 8.0
10720021 4.0
10760768 16.0
...
22480297 16.0
22506028 24.0
22531833 16.0
22555649 20.0
22602462 12.0
Name: sales, Length: 482, dtype: float64
10656948 8.0
10678058 16.0
10699328 4.0
10720196 8.0
10740799 8.0
...
22506284 4.0
22532070 8.0
22555872 4.0
22579045 4.0
22602697 12.0
Name: sales, Length: 353, dtype: float64
10677163 108.0
10698411 44.0
10719303 76.0
10739927 8.0
10821944 28.0
...
22505301 36.0
22531143 36.0
22554993 16.0
22578116 44.0
22601779 44.0
Name: sales, Length: 521, dtype: float64
10678022 8.0
10699291 8.0
10740760 4.0
10760903 4.0
10781757 4.0
...
22456199 4.0
22480462 16.0
22531976 4.0
22578944 12.0
22602603 8.0
Name: sales, Length: 191, dtype: float64
10699210 8.0
10720076 4.0
10740680 4.0
10781672 4.0
10843280 36.0
...
22432610 4.0
22456109 16.0
22480356 8.0
22506083 4.0
22531886 8.0
Name: sales, Length: 364, dtype: float64
10720157 32.0
10760900 24.0
10781754 8.0
10917359 4.0
10949920 28.0
...
21974346 4.0
22025407 4.0
22072513 4.0
22310797 24.0
22408919 4.0
Name: sales, Length: 172, dtype: float64
10720404 24.0
14027190 16.0
14049365 4.0
14202171 8.0
14223275 4.0
...
22193067 8.0
22263332 24.0
22286858 4.0
22532319 8.0
22556122 16.0
Name: sales, Length: 195, dtype: float64
10740761 8.0
10760904 168.0
10781758 112.0
10802403 72.0
10822799 92.0
...
20820777 36.0
20845770 12.0
21111290 36.0
22506176 32.0
22531977 16.0
Name: sales, Length: 454, dtype: float64
10740762 4.0
10760906 84.0
10781760 52.0
10802405 44.0
10822801 20.0
...
22506178 72.0
22531978 20.0
22555783 124.0
22578945 32.0
22602604 32.0
Name: sales, Length: 509, dtype: float64
10760905 100.0
10781759 188.0
10802404 176.0
10822800 76.0
10843362 36.0
...
22408924 176.0
22432690 172.0
22456200 148.0
22480463 352.0
22506177 176.0
Name: sales, Length: 508, dtype: float64
10781764 36.0
10822806 36.0
10843368 36.0
10864082 60.0
10884002 4.0
...
22506185 40.0
22531984 16.0
22555790 4.0
22578953 12.0
22602612 32.0
Name: sales, Length: 436, dtype: float64
10802387 8.0
10843344 4.0
10949907 4.0
11013293 8.0
11029975 8.0
...
22310782 4.0
22361263 4.0
22480433 8.0
22506156 4.0
22578926 12.0
Name: sales, Length: 167, dtype: float64
10822796 4.0
10843359 4.0
10917362 4.0
10933955 12.0
10965623 4.0
...
22049239 4.0
22118982 8.0
22192731 4.0
22239373 4.0
22456197 4.0
Name: sales, Length: 276, dtype: float64
10864046 60.0
10933932 60.0
10981612 72.0
10997284 20.0
11013276 72.0
...
22480413 80.0
22506140 324.0
22531941 120.0
22578906 64.0
22602570 60.0
Name: sales, Length: 330, dtype: float64
10900664 4.0
10933953 8.0
10949919 8.0
10965619 4.0
11013308 4.0
...
21706609 4.0
21729812 4.0
21876858 16.0
21974344 4.0
21999888 4.0
Name: sales, Length: 243, dtype: float64
11045611 4.092
Name: sales, dtype: float64
11108042 6.748
Name: sales, dtype: float64
11108919 4.0
11124951 20.0
11141874 12.0
11158456 4.0
11174157 20.0
...
22506188 16.0
22531987 20.0
22555792 8.0
22578956 24.0
22602613 4.0
Name: sales, Length: 319, dtype: float64
11124950 8.0
11141873 20.0
11158455 12.0
11174156 4.0
11189780 8.0
...
22432697 8.0
22480470 12.0
22506187 12.0
22531986 12.0
22578955 12.0
Name: sales, Length: 332, dtype: float64
11124952 44.0
11141875 36.0
11158457 16.0
11174158 32.0
11189782 16.0
...
22456208 12.0
22480472 4.0
22506189 28.0
22578957 16.0
22602614 12.0
Name: sales, Length: 497, dtype: float64
11124953 24.0
11141876 28.0
11158458 12.0
11174159 28.0
11270834 4.0
...
22506190 12.0
22531988 8.0
22555793 20.0
22578958 24.0
22602615 16.0
Name: sales, Length: 394, dtype: float64
11158459 20.0
11189784 4.0
11205634 16.0
11221186 24.0
11237259 24.0
...
22506195 104.0
22531992 44.0
22555796 64.0
22578963 40.0
22602619 8.0
Name: sales, Length: 487, dtype: float64
11189783 8.0
11205633 8.0
11221185 4.0
11237258 4.0
11254182 8.0
...
22506191 4.0
22531989 4.0
22555794 16.0
22578959 4.0
22602616 4.0
Name: sales, Length: 441, dtype: float64
11205630 8.0
11221182 8.0
11237255 4.0
11254178 4.0
11270830 16.0
...
22480469 4.0
22506186 24.0
22531985 24.0
22555791 4.0
22578954 12.0
Name: sales, Length: 423, dtype: float64
11237241 24.0
11254167 40.0
11270817 12.0
11286491 24.0
11301848 16.0
...
22506173 24.0
22531971 44.0
22555780 16.0
22578941 12.0
22602599 16.0
Name: sales, Length: 512, dtype: float64
11237242 16.0
11254168 28.0
11270818 24.0
11286492 8.0
11301849 8.0
...
22432685 8.0
22456195 4.0
22480459 8.0
22531972 4.0
22602600 4.0
Name: sales, Length: 453, dtype: float64
11270836 24.0
11286511 20.0
11301867 16.0
11317482 20.0
11332860 20.0
...
22506199 36.0
22531996 12.0
22555800 60.0
22578967 60.0
22602622 36.0
Name: sales, Length: 512, dtype: float64
11286499 16.0
11301856 12.0
11317473 4.0
11332848 8.0
11349124 20.0
...
22506179 20.0
22531979 28.0
22555784 24.0
22578946 32.0
22602605 12.0
Name: sales, Length: 456, dtype: float64
11286500 12.0
11301857 4.0
11332849 4.0
11349125 12.0
11366317 8.0
...
22506180 16.0
22531980 20.0
22555785 28.0
22578947 8.0
22602606 20.0
Name: sales, Length: 479, dtype: float64
11332858 16.0
11349135 56.0
11383331 12.0
11399603 16.0
11415618 8.0
...
22506194 28.0
22531991 32.0
22555795 44.0
22578962 40.0
22602618 24.0
Name: sales, Length: 505, dtype: float64
11332859 12.0
11349137 56.0
11366324 12.0
11447820 32.0
11464044 32.0
...
22506197 52.0
22531994 12.0
22555798 4.0
22578965 8.0
22602621 12.0
Name: sales, Length: 488, dtype: float64
11383333 20.0
11415620 4.0
11447819 4.0
11464043 8.0
11481077 56.0
...
22506196 12.0
22531993 12.0
22555797 4.0
22578964 20.0
22602620 16.0
Name: sales, Length: 495, dtype: float64
11383334 24.0
11399604 16.0
11415621 28.0
11431894 4.0
11447821 4.0
...
22480479 4.0
22506198 16.0
22531995 12.0
22555799 12.0
22578966 20.0
Name: sales, Length: 80, dtype: float64
11415602 4.0
11431878 4.0
11447800 40.0
11481061 8.0
11513945 8.0
...
22263009 12.0
22310802 36.0
22432687 12.0
22506175 56.0
22531974 8.0
Name: sales, Length: 192, dtype: float64
11431753 16.0
11447670 44.0
11463891 44.0
11480916 48.0
11497727 8.0
...
22506041 68.0
22531844 64.0
22555663 32.0
22578807 60.0
22602474 40.0
Name: sales, Length: 469, dtype: float64
11447794 16.0
11464019 68.0
11481054 100.0
11497841 68.0
11513939 64.0
...
22506168 24.0
22531966 16.0
22555775 4.0
22578937 24.0
22602595 8.0
Name: sales, Length: 472, dtype: float64
11447795 4.0
11464020 68.0
11481055 80.0
11497842 40.0
11513940 52.0
...
22456190 12.0
22480454 4.0
22506169 24.0
22531967 32.0
22555776 8.0
Name: sales, Length: 474, dtype: float64
11464047 4.0
11481080 24.0
11513962 24.0
11529784 4.0
11545736 8.0
...
22506200 8.0
22531997 28.0
22555802 8.0
22578968 16.0
22602623 8.0
Name: sales, Length: 415, dtype: float64
11481018 4.0
11513909 4.0
11545692 4.0
11643133 4.0
11757649 4.0
...
22192701 8.0
22216229 8.0
22336328 8.0
22432658 4.0
22531940 4.0
Name: sales, Length: 189, dtype: float64
11675479 8.0
11692006 68.0
11725944 12.0
11741876 -8.0
11757693 12.0
...
22480483 76.0
22506203 28.0
22532000 28.0
22578971 28.0
22602625 48.0
Name: sales, Length: 374, dtype: float64
11692007 16.0
11773539 4.0
11789111 16.0
11805477 8.0
11839938 4.0
...
22456220 8.0
22506204 12.0
22532001 4.0
22578972 4.0
22602626 4.0
Name: sales, Length: 252, dtype: float64
11692009 24.0
11708949 4.0
11725946 16.0
11741878 4.0
11773541 12.0
...
22506207 56.0
22532003 28.0
22555806 32.0
22578974 44.0
22602629 16.0
Name: sales, Length: 463, dtype: float64
11741472 24.0
11757280 36.0
11773147 32.0
11788692 28.0
11805031 100.0
...
22455796 92.0
22480025 20.0
22505752 120.0
22531568 36.0
22602206 4.0
Name: sales, Length: 453, dtype: float64
11805469 4.0
11822717 8.0
11839931 12.0
11872678 8.0
11921644 4.0
...
22286523 8.0
22310817 4.0
22361294 8.0
22506193 4.0
22578961 4.0
Name: sales, Length: 282, dtype: float64
11805475 4.0
11872685 4.0
12020334 8.0
12036667 4.0
12070949 4.0
...
22506201 4.0
22531998 4.0
22555803 4.0
22578969 4.0
22602624 12.0
Name: sales, Length: 269, dtype: float64
11822724 16.0
11839940 28.0
11856428 28.0
11872689 48.0
11889080 56.0
...
22506215 76.0
22532011 24.0
22555814 32.0
22578981 28.0
22602636 52.0
Name: sales, Length: 481, dtype: float64
11921650 8.0
11938955 4.0
12053914 4.0
12070946 4.0
12102975 4.0
...
22192748 4.0
22216278 4.0
22310824 4.0
22456215 4.0
22555801 4.0
Name: sales, Length: 207, dtype: float64
11938958 4.0
11955945 20.0
11972234 8.0
11988380 4.0
12004531 4.0
...
22506209 64.0
22532005 64.0
22555808 20.0
22578975 32.0
22602631 8.0
Name: sales, Length: 417, dtype: float64
11954863 11.92
11971149 2.36
Name: sales, dtype: float64
11972230 4.0
12020335 40.0
12036668 16.0
12102977 4.0
12134955 4.0
...
22432705 8.0
22456217 60.0
22480482 24.0
22506202 36.0
22531999 28.0
Name: sales, Length: 292, dtype: float64
11972235 16.0
11988382 8.0
12004533 16.0
12036673 8.0
12053920 28.0
...
22506211 28.0
22532007 36.0
22555810 12.0
22578977 40.0
22602633 36.0
Name: sales, Length: 471, dtype: float64
11988381 36.0
12004532 88.0
12020339 20.0
12249747 12.0
12266155 140.0
...
22506210 108.0
22532006 96.0
22555809 56.0
22578976 60.0
22602632 72.0
Name: sales, Length: 440, dtype: float64
12020343 16.0
12036677 12.0
12053926 4.0
12070958 4.0
12102987 12.0
...
22506223 32.0
22532016 28.0
22555821 28.0
22578987 36.0
22602642 8.0
Name: sales, Length: 420, dtype: float64
12086412 4.0
12102270 8.0
12118396 28.0
12150700 12.0
12168021 72.0
...
22505471 56.0
22531306 16.0
22555153 24.0
22578279 36.0
22601948 8.0
Name: sales, Length: 416, dtype: float64
12102988 4.0
12134965 8.0
12151463 8.0
12332785 4.0
12349600 16.0
...
22456237 8.0
22480503 16.0
22506225 4.0
22555823 8.0
22602644 28.0
Name: sales, Length: 273, dtype: float64
12134966 4.0
12151464 8.0
12249756 4.0
12266164 4.0
12316561 4.0
...
22480504 48.0
22506226 56.0
22532018 4.0
22555824 20.0
22578988 16.0
Name: sales, Length: 333, dtype: float64
12134967 24.0
12151465 60.0
12168786 88.0
12185845 28.0
12202036 52.0
...
22506227 56.0
22532019 48.0
22555825 92.0
22578989 92.0
22602645 8.0
Name: sales, Length: 467, dtype: float64
12151462 16.0
12168785 20.0
12185844 8.0
12202035 4.0
12233968 8.0
...
22480502 16.0
22506224 28.0
22532017 4.0
22555822 28.0
22602643 4.0
Name: sales, Length: 412, dtype: float64
12151466 20.0
12168787 44.0
12185846 16.0
12202037 8.0
12217909 28.0
...
22506228 48.0
22532020 28.0
22555826 52.0
22578990 28.0
22602646 24.0
Name: sales, Length: 444, dtype: float64
12151467 48.0
12168788 144.0
12549563 68.0
12565425 48.0
12581771 60.0
...
22506229 24.0
22532021 12.0
22555827 20.0
22578991 68.0
22602647 4.0
Name: sales, Length: 361, dtype: float64
12201330 336.0
Name: sales, dtype: float64
12201575 416.0
Name: sales, dtype: float64
12202033 36.0
12217906 28.0
12233966 8.0
12249753 8.0
12266161 32.0
...
22456233 8.0
22480499 8.0
22506221 12.0
22532015 4.0
22578985 4.0
Name: sales, Length: 371, dtype: float64
12233959 4.0
12249746 24.0
12266153 32.0
12283413 12.0
12300446 40.0
...
22480486 4.0
22506208 24.0
22532004 4.0
22555807 4.0
22602630 12.0
Name: sales, Length: 348, dtype: float64
12300437 4.0
12316541 4.0
12383123 8.0
12400461 4.0
12516220 12.0
...
21656716 4.0
21682538 4.0
21706627 8.0
21729833 4.0
21802245 12.0
Name: sales, Length: 138, dtype: float64
12332078 40.0
12365508 36.0
12382414 64.0
12399754 68.0
12416895 92.0
...
22505523 104.0
22531354 88.0
22555196 80.0
22578328 96.0
22601997 64.0
Name: sales, Length: 453, dtype: float64
12332772 8.0
12383134 16.0
12400470 8.0
12417575 4.0
12450215 12.0
...
22286533 4.0
22310828 4.0
22408939 4.0
22456218 4.0
22578970 8.0
Name: sales, Length: 134, dtype: float64
12332780 4.0
12349592 4.0
12383144 4.0
12417588 12.0
12434045 12.0
...
22480496 4.0
22506217 8.0
22532012 4.0
22555816 4.0
22602638 4.0
Name: sales, Length: 263, dtype: float64
12349589 4.0
12366199 4.0
12383141 8.0
12400476 12.0
12417583 12.0
...
22480490 24.0
22506212 12.0
22532008 8.0
22578978 12.0
22602634 28.0
Name: sales, Length: 338, dtype: float64
12349590 8.0
12400478 8.0
12417586 4.0
12434043 4.0
12450226 12.0
...
22456228 16.0
22480493 20.0
22506214 16.0
22532010 4.0
22555813 8.0
Name: sales, Length: 408, dtype: float64
12383101 12.0
12400445 32.0
12417550 12.0
12434007 48.0
12450186 20.0
...
22506172 188.0
22531970 112.0
22555779 76.0
22578940 136.0
22602598 76.0
Name: sales, Length: 439, dtype: float64
12383142 8.0
12400477 12.0
12417585 8.0
12434042 12.0
12450225 16.0
...
22506213 16.0
22532009 16.0
22555812 8.0
22578980 16.0
22602635 16.0
Name: sales, Length: 425, dtype: float64
12434048 4.0
12466485 4.0
12482422 4.0
12498874 4.0
12565419 4.0
...
19131802 4.0
19156348 4.0
19302434 4.0
19326190 4.0
19447657 4.0
Name: sales, Length: 111, dtype: float64
12466496 28.0
12482433 20.0
12498885 60.0
12516256 36.0
17074379 4.0
...
21682572 4.0
21706660 8.0
21776746 4.0
21802284 4.0
21827354 8.0
Name: sales, Length: 141, dtype: float64
12498862 256.0
12516235 412.0
12533328 144.0
12549550 164.0
12565409 60.0
...
20325839 16.0
20349223 4.0
20373109 20.0
20397218 4.0
20422852 16.0
Name: sales, Length: 168, dtype: float64
12516251 8.0
12533345 4.0
12549564 4.0
12565426 12.0
12581772 12.0
...
22385368 40.0
22432729 20.0
22480508 8.0
22578992 28.0
22602648 8.0
Name: sales, Length: 168, dtype: float64
12516257 16.0
12549569 4.0
12565431 8.0
12581777 8.0
12598034 12.0
...
22506237 24.0
22532030 24.0
22555834 4.0
22579003 32.0
22602656 16.0
Name: sales, Length: 412, dtype: float64
12516258 44.0
12533350 12.0
12549571 16.0
12565433 8.0
12581779 4.0
...
22506239 36.0
22532032 44.0
22555836 60.0
22579005 36.0
22602658 28.0
Name: sales, Length: 418, dtype: float64
12516259 16.0
12533351 16.0
12565434 28.0
12581780 44.0
12598037 28.0
...
22506240 32.0
22532033 56.0
22555837 72.0
22579006 16.0
22602659 48.0
Name: sales, Length: 426, dtype: float64
12533349 16.0
12549570 20.0
12565432 28.0
12581778 20.0
12598035 36.0
...
22506238 44.0
22532031 40.0
22555835 68.0
22579004 28.0
22602657 32.0
Name: sales, Length: 415, dtype: float64
12549572 4.0
12565435 28.0
12581781 28.0
12598039 16.0
12614766 16.0
...
22506242 40.0
22532035 36.0
22555839 24.0
22579008 12.0
22602661 56.0
Name: sales, Length: 442, dtype: float64
12598038 8.0
12614765 4.0
12632268 20.0
12649580 28.0
12666106 12.0
...
22506241 48.0
22532034 32.0
22555838 56.0
22579007 44.0
22602660 20.0
Name: sales, Length: 413, dtype: float64
12614760 692.0
12632263 940.0
12649575 968.0
12666101 1624.0
12682333 1236.0
...
22506234 2128.0
22532026 1280.0
22555832 1084.0
22578997 1352.0
22602653 1272.0
Name: sales, Length: 431, dtype: float64
12632247 8.0
12649560 24.0
12666086 8.0
12682323 4.0
12698605 8.0
...
22480495 20.0
22506216 20.0
22555815 4.0
22578982 16.0
22602637 16.0
Name: sales, Length: 389, dtype: float64
12649585 56.0
12666111 28.0
12682342 60.0
12698624 20.0
12714860 8.0
...
22506257 88.0
22532048 60.0
22555852 44.0
22579023 32.0
22602675 4.0
Name: sales, Length: 186, dtype: float64
12731437 24.0
12798545 8.0
12831470 12.0
12988590 4.0
13006086 28.0
13023967 4.0
13113249 12.0
14159491 4.0
14201893 12.0
14244616 4.0
14352604 12.0
15329640 4.0
15352336 4.0
15441464 24.0
15463909 12.0
15487393 12.0
15510652 8.0
15554219 12.0
15619300 16.0
16161713 24.0
16184554 24.0
16303055 4.0
16441075 8.0
16511211 8.0
16863466 16.0
17074377 8.0
17124283 4.0
17216893 8.0
17265891 12.0
17994385 16.0
18067891 16.0
18214111 12.0
18550881 4.0
18861922 4.0
18911733 4.0
18961929 4.0
19131814 4.0
19616564 4.0
19690116 36.0
19960918 4.0
20008362 24.0
20524633 4.0
20597255 8.0
20845824 8.0
21137493 12.0
21212653 32.0
21312298 4.0
21409717 4.0
21876914 4.0
21949943 4.0
22167691 4.0
22361328 12.0
22579000 16.0
22602655 4.0
Name: sales, dtype: float64
12731438 24.0
12798547 28.0
12831471 4.0
12849276 16.0
12901815 8.0
...
22408965 4.0
22456249 4.0
22480515 8.0
22532029 12.0
22579002 16.0
Name: sales, Length: 90, dtype: float64
12731439 8.0
12849277 4.0
13023968 4.0
13059008 4.0
13094278 4.0
...
22142706 4.0
22336411 8.0
22432736 4.0
22480516 8.0
22506236 4.0
Name: sales, Length: 84, dtype: float64
12731446 8.0
12748943 16.0
12766175 20.0
12782526 20.0
12798553 8.0
...
22506247 40.0
22532038 28.0
22555843 40.0
22579013 12.0
22602666 20.0
Name: sales, Length: 421, dtype: float64
12748935 32.0
12766167 108.0
12782518 96.0
12798544 80.0
12814844 64.0
...
22506235 168.0
22532027 80.0
22555833 76.0
22578998 100.0
22602654 80.0
Name: sales, Length: 408, dtype: float64
12748942 8.0
12766174 8.0
12782525 8.0
12814851 4.0
12831478 4.0
...
22385383 4.0
22480525 4.0
22506245 4.0
22579011 4.0
22602664 4.0
Name: sales, Length: 253, dtype: float64
12766013 8.0
12782372 8.0
12814697 8.0
12866798 12.0
12952803 12.0
...
18792406 4.0
19640509 16.0
19665174 8.0
19689946 12.0
19738627 24.0
Name: sales, Length: 132, dtype: float64
12782519 16.0
12798546 4.0
13749953 4.0
13919177 4.0
13984869 4.0
14159492 4.0
14244617 4.0
14743187 4.0
14894871 4.0
15002536 12.0
15329641 20.0
15396931 8.0
15419493 8.0
15463910 4.0
15487394 16.0
15554220 12.0
15996832 4.0
16579571 4.0
16651708 4.0
17894238 16.0
17969521 16.0
18067892 4.0
18214112 16.0
18264802 4.0
18457889 4.0
18550882 4.0
18648114 8.0
18937371 4.0
18961930 4.0
19565550 4.0
19690117 16.0
19738814 4.0
19790414 4.0
19814498 24.0
20008363 24.0
20251224 12.0
20349250 12.0
20597256 16.0
20623165 24.0
20794789 12.0
20820830 20.0
21163691 4.0
21188363 12.0
21212654 8.0
21630877 8.0
21974404 8.0
22142704 16.0
22579001 16.0
Name: sales, dtype: float64
12831482 8.0
12849287 4.0
12866975 20.0
12884406 20.0
12901826 4.0
...
22142720 4.0
22286574 4.0
22310868 4.0
22480530 4.0
22506250 4.0
Name: sales, Length: 145, dtype: float64
12884411 12.0
12918931 16.0
12936154 36.0
12970415 32.0
12988605 28.0
...
22456270 12.0
22480544 4.0
22506261 8.0
22532051 12.0
22579026 12.0
Name: sales, Length: 312, dtype: float64
12884413 4.0
12918933 8.0
12936155 8.0
12952977 16.0
12970416 12.0
...
22432759 4.0
22456272 16.0
22480546 8.0
22506263 4.0
22602679 8.0
Name: sales, Length: 314, dtype: float64
12884434 16.0
12901852 12.0
12918955 20.0
12936173 12.0
12952996 8.0
...
22480564 8.0
22506283 16.0
22532069 40.0
22555871 4.0
22602696 4.0
Name: sales, Length: 385, dtype: float64
12918916 4.0
12970399 8.0
12988589 4.0
13006085 4.0
13770528 8.0
...
22361327 4.0
22385374 4.0
22456248 4.0
22532028 16.0
22578999 16.0
Name: sales, Length: 80, dtype: float64
12936203 4.0
Name: sales, dtype: float64
12952969 4.0
12988597 4.0
13312409 4.0
13369150 8.0
13452507 4.0
...
20744259 4.0
20794797 4.0
20845832 8.0
20894378 8.0
21188372 4.0
Name: sales, Length: 88, dtype: float64
12970473 8.0
12988659 4.0
13006154 20.0
13024035 8.0
13059071 8.0
...
19935490 4.0
20032722 20.0
20056182 4.0
20080515 4.0
20251330 4.0
Name: sales, Length: 126, dtype: float64
12988661 4.0
13006156 76.0
13024037 60.0
13041492 44.0
13059073 8.0
...
22506344 184.0
22532129 164.0
22555930 96.0
22579103 108.0
22602755 100.0
Name: sales, Length: 414, dtype: float64
13006011 8.0
13023897 8.0
13041356 16.0
13094191 24.0
13238907 24.0
13276033 4.0
13349191 32.0
13431257 40.0
13642602 4.0
13856784 24.0
13919103 8.0
14026833 8.0
14092903 8.0
14201822 4.0
14244533 8.0
14482853 16.0
14786678 4.0
19738724 4.0
19764669 12.0
19790339 60.0
19814424 32.0
19909533 168.0
20080326 24.0
20422794 8.0
20572484 8.0
20597169 4.0
20942200 4.0
21016933 16.0
21261086 8.0
21337114 4.0
21433321 4.0
21510285 12.0
21630795 16.0
21901773 8.0
21974327 8.0
22118958 16.0
22336347 8.0
Name: sales, dtype: float64
13006219 12.0
13041555 4.0
13059131 8.0
13076371 4.0
13094420 4.0
...
22456452 4.0
22480743 28.0
22506466 32.0
22556046 4.0
22579221 12.0
Name: sales, Length: 304, dtype: float64
13022937 4.0
Name: sales, dtype: float64
13023895 24.0
13076160 24.0
13094189 48.0
13184649 16.0
13238903 8.0
...
22385306 40.0
22408900 12.0
22456177 56.0
22506154 8.0
22531952 32.0
Name: sales, Length: 163, dtype: float64
13040229 4.0
13092997 4.0
Name: sales, dtype: float64
13040376 4.0
13057979 4.0
13093150 4.0
13130868 4.0
Name: sales, dtype: float64
13076383 4.0
13094432 12.0
13132079 28.0
13167165 8.0
13257952 4.0
...
22456465 4.0
22480757 4.0
22506479 4.0
22556059 4.0
22602882 4.0
Name: sales, Length: 162, dtype: float64
13094302 4.0
13113271 4.0
13149646 8.0
13184740 4.0
13330317 12.0
...
22480554 8.0
22506270 4.0
22532057 4.0
22555859 4.0
22602685 4.0
Name: sales, Length: 237, dtype: float64
13220079 12.0
13239061 76.0
13257824 36.0
13276179 28.0
13294262 12.0
...
22506329 48.0
22532114 68.0
22555916 36.0
22579087 28.0
22602739 48.0
Name: sales, Length: 400, dtype: float64
13239062 20.0
13276180 12.0
13294263 4.0
13312473 12.0
13330375 8.0
...
22506330 32.0
22532115 12.0
22555917 20.0
22579088 16.0
22602740 20.0
Name: sales, Length: 392, dtype: float64
13257955 76.0
13276311 104.0
13294394 48.0
13312605 40.0
13330509 76.0
...
22506487 100.0
22532262 84.0
22556066 124.0
22579240 60.0
22602889 88.0
Name: sales, Length: 382, dtype: float64
13257956 8.0
13276312 8.0
13294395 12.0
13312606 4.0
13330510 8.0
...
22432963 4.0
22480764 16.0
22506489 4.0
22556067 4.0
22602890 16.0
Name: sales, Length: 334, dtype: float64
13294260 16.0
13312470 16.0
13330371 8.0
13349356 36.0
13369226 60.0
...
22506323 20.0
22532109 8.0
22555910 12.0
22579081 24.0
22602733 4.0
Name: sales, Length: 372, dtype: float64
13330372 56.0
13349357 20.0
13369227 44.0
13389007 24.0
13410372 12.0
...
22506324 48.0
22532110 96.0
22555911 64.0
22579082 92.0
22602734 60.0
Name: sales, Length: 375, dtype: float64
13349361 4.0
13369231 32.0
13389011 12.0
13410377 12.0
13431410 24.0
...
22506331 40.0
22532116 28.0
22555918 16.0
22579089 32.0
22602741 12.0
Name: sales, Length: 392, dtype: float64
13349362 16.0
13369232 28.0
13389012 44.0
13410378 28.0
13431411 48.0
...
22506332 68.0
22532117 40.0
22555919 36.0
22579090 64.0
22602742 8.0
Name: sales, Length: 387, dtype: float64
13369151 16.0
13388934 24.0
13410306 12.0
13431338 24.0
13473391 36.0
...
22506243 24.0
22532036 8.0
22555840 8.0
22579009 24.0
22602662 4.0
Name: sales, Length: 345, dtype: float64
13369152 36.0
13388935 8.0
13410307 16.0
13431339 44.0
13452508 12.0
...
22506244 24.0
22532037 20.0
22555841 20.0
22579010 12.0
22602663 32.0
Name: sales, Length: 367, dtype: float64
13369233 36.0
13389014 8.0
13410380 20.0
13431413 16.0
13452579 20.0
...
22506334 40.0
22532119 16.0
22555921 16.0
22579092 8.0
22602744 12.0
Name: sales, Length: 387, dtype: float64
13369234 4.0
13389015 8.0
13431414 16.0
13452580 8.0
13473469 4.0
...
22506335 28.0
22532120 8.0
22555922 16.0
22579093 4.0
22602745 16.0
Name: sales, Length: 369, dtype: float64
13389013 24.0
13410379 16.0
13431412 8.0
13452578 28.0
13473467 4.0
...
22506333 32.0
22532118 8.0
22555920 12.0
22579091 20.0
22602743 12.0
Name: sales, Length: 392, dtype: float64
13389016 20.0
13410382 88.0
13431415 88.0
13452581 80.0
13473470 68.0
...
22506337 164.0
22532122 76.0
22555924 76.0
22579095 92.0
22602747 88.0
Name: sales, Length: 392, dtype: float64
13389208 48.0
16347757 40.0
16370530 8.0
21657075 88.0
21682880 8.0
Name: sales, dtype: float64
13389378 12.0
13431786 4.0
13473835 8.0
13495155 4.0
13539486 8.0
...
22481023 4.0
22506753 16.0
22532512 20.0
22579498 4.0
22603136 4.0
Name: sales, Length: 113, dtype: float64
13410373 180.0
13431406 228.0
13452572 152.0
13473461 140.0
13494778 276.0
...
22506325 144.0
22532111 176.0
22555912 136.0
22579083 120.0
22602735 240.0
Name: sales, Length: 383, dtype: float64
13410381 12.0
13539123 4.0
13687004 4.0
13707880 4.0
13770617 4.0
...
21950034 12.0
22000044 4.0
22096310 4.0
22167788 4.0
22239509 4.0
Name: sales, Length: 104, dtype: float64
13431217 8.0
13452394 4.0
13473271 16.0
13494578 28.0
13516821 24.0
...
22216203 32.0
22239315 8.0
22262944 12.0
22286451 24.0
22310730 40.0
Name: sales, Length: 366, dtype: float64
13473834 4.0
13643144 4.0
13687360 4.0
13857316 4.0
13919656 4.0
...
22239912 4.0
22336911 4.0
22481022 4.0
22556314 4.0
22579497 4.0
Name: sales, Length: 81, dtype: float64
13494780 8.0
13517019 24.0
13539115 4.0
13560071 4.0
13580660 4.0
...
21385403 8.0
21630972 28.0
21656847 68.0
21682660 16.0
21706743 8.0
Name: sales, Length: 243, dtype: float64
13539477 100.0
13665346 48.0
13687354 136.0
13708243 8.0
14116311 96.0
...
22000441 92.0
22025922 4.0
22168191 28.0
22193259 68.0
22532497 96.0
Name: sales, Length: 77, dtype: float64
13580813 36.0
13601681 32.0
13621811 32.0
13642909 40.0
13665121 72.0
13708023 20.0
13729048 12.0
13750176 32.0
13770766 28.0
13792130 108.0
13814456 28.0
13835946 16.0
13857083 64.0
13878051 32.0
13898995 48.0
13919412 56.0
13940537 48.0
Name: sales, dtype: float64
13580818 192.0
13601686 68.0
13621815 100.0
13642914 136.0
13665126 172.0
...
22506492 76.0
22532265 72.0
22556070 28.0
22579243 24.0
22602893 28.0
Name: sales, Length: 384, dtype: float64
13580819 8.0
13601687 16.0
13621816 28.0
13642915 40.0
13665127 44.0
...
22506494 40.0
22532267 44.0
22556072 32.0
22579245 48.0
22602894 20.0
Name: sales, Length: 370, dtype: float64
13580886 8.944
13601756 58.576
13621884 11.252
13642985 41.424
13878129 20.588
...
22506580 21.112
22532351 115.296
22556153 68.328
22579328 149.616
22602974 8.620
Name: sales, Length: 212, dtype: float64
13600856 8.0
13620970 12.0
13642021 48.0
13664234 64.0
13686291 44.0
...
22505599 64.0
22531426 48.0
22555262 24.0
22578399 52.0
22602065 40.0
Name: sales, Length: 383, dtype: float64
13601549 8.0
13621678 24.0
13642768 40.0
13664979 20.0
13728909 24.0
...
22506339 8.0
22532125 16.0
22555925 8.0
22579097 4.0
22602749 12.0
Name: sales, Length: 358, dtype: float64
13642698 4.0
13664905 12.0
13686938 8.0
13707815 16.0
13728838 20.0
...
22480541 12.0
22506258 28.0
22532049 24.0
22579024 12.0
22602676 8.0
Name: sales, Length: 353, dtype: float64
13664901 4.0
13686934 4.0
13728834 4.0
13770543 4.0
13856864 4.0
...
22263069 4.0
22286575 4.0
22385388 4.0
22432748 12.0
22480531 4.0
Name: sales, Length: 129, dtype: float64
13665120 12.0
13687143 4.0
13708022 8.0
13770765 4.0
13792129 4.0
...
21974648 4.0
22193005 4.0
22239645 20.0
22409197 8.0
22506483 4.0
Name: sales, Length: 153, dtype: float64
13686931 8.0
13707808 24.0
13728830 16.0
13749962 36.0
13770539 20.0
...
22480526 16.0
22506246 8.0
22555842 8.0
22579012 12.0
22602665 4.0
Name: sales, Length: 320, dtype: float64
13687007 4.0
13707883 24.0
13728910 20.0
13750039 16.0
13770623 4.0
...
22506342 20.0
22532127 12.0
22555928 36.0
22579101 24.0
22602753 8.0
Name: sales, Length: 281, dtype: float64
13728899 8.0
13750026 4.0
13770608 12.0
13791975 20.0
13814309 20.0
...
22506328 44.0
22532113 16.0
22555915 28.0
22579086 20.0
22602738 20.0
Name: sales, Length: 343, dtype: float64
13748875 4.0
Name: sales, dtype: float64
13750038 28.0
13770622 24.0
13791986 56.0
13814321 68.0
13835809 72.0
...
22506341 72.0
22532126 56.0
22555927 28.0
22579100 68.0
22602752 28.0
Name: sales, Length: 371, dtype: float64
13750041 44.0
13770625 12.0
13791989 4.0
13814323 4.0
13835811 12.0
...
22456342 36.0
22480628 4.0
22506346 8.0
22532130 20.0
22602757 64.0
Name: sales, Length: 253, dtype: float64
13750183 8.0
13770774 24.0
13792138 16.0
13814465 92.0
13835954 24.0
...
22456478 12.0
22480771 12.0
22556074 12.0
22579247 12.0
22602896 4.0
Name: sales, Length: 357, dtype: float64
13750184 8.0
13770775 4.0
13792140 8.0
13814467 12.0
13835956 4.0
...
22506498 12.0
22532270 24.0
22556076 12.0
22579249 16.0
22602898 16.0
Name: sales, Length: 360, dtype: float64
13750185 16.0
13770776 16.0
13792141 32.0
13835957 24.0
13857093 20.0
...
22506499 52.0
22532271 24.0
22556077 20.0
22579250 36.0
22602899 24.0
Name: sales, Length: 362, dtype: float64
13750186 8.0
13770777 8.0
13792142 28.0
13814469 4.0
13919423 8.0
...
22506501 40.0
22532273 32.0
22556079 24.0
22579252 44.0
22602901 36.0
Name: sales, Length: 373, dtype: float64
13750391 4.0
13770990 84.0
13836165 48.0
13857308 40.0
16489038 4.0
16511685 72.0
16534488 12.0
22216767 16.0
22239892 72.0
22263513 88.0
22385843 88.0
22409445 88.0
22532494 12.0
22556297 100.0
22579477 92.0
22603118 48.0
Name: sales, dtype: float64
13770773 8.0
13792137 4.0
13814464 92.0
13835953 12.0
13857090 4.0
...
22506496 4.0
22532268 16.0
22556073 20.0
22579246 16.0
22602895 4.0
Name: sales, Length: 324, dtype: float64
13791606 4.0
Name: sales, dtype: float64
13792139 12.0
13814466 12.0
13835955 8.0
13878061 20.0
13899004 28.0
...
22506497 28.0
22532269 28.0
22556075 20.0
22579248 20.0
22602897 12.0
Name: sales, Length: 364, dtype: float64
13814463 4.0
13878058 4.0
13962853 12.0
13985100 4.0
14005998 8.0
...
22119265 4.0
22311101 4.0
22361578 4.0
22480769 4.0
22506495 4.0
Name: sales, Length: 128, dtype: float64
13814468 20.0
13835958 8.0
13857094 12.0
14006001 4.0
14027144 12.0
...
22506500 20.0
22532272 28.0
22556078 16.0
22579251 24.0
22602900 28.0
Name: sales, Length: 355, dtype: float64
13857095 40.0
13878064 24.0
13899006 32.0
13919425 72.0
13940549 28.0
...
22506503 28.0
22532275 64.0
22556081 36.0
22579254 20.0
22602903 20.0
Name: sales, Length: 365, dtype: float64
13877828 20.0
13898792 20.0
13919192 24.0
13940315 28.0
13962627 20.0
...
22506251 24.0
22532042 40.0
22555846 32.0
22579017 56.0
22602669 4.0
Name: sales, Length: 361, dtype: float64
13877829 20.0
13898793 28.0
13919193 12.0
13940316 24.0
13962628 32.0
...
22506252 36.0
22532043 36.0
22555847 24.0
22579018 16.0
22602670 16.0
Name: sales, Length: 353, dtype: float64
13877830 20.0
13898794 48.0
13919194 12.0
13940317 44.0
13962629 56.0
...
22506253 52.0
22532044 32.0
22555848 20.0
22579019 68.0
22602671 28.0
Name: sales, Length: 353, dtype: float64
13877831 48.0
13898795 100.0
13984882 36.0
14005787 4.0
14026921 16.0
...
22506254 20.0
22532045 16.0
22555849 28.0
22579020 4.0
22602672 4.0
Name: sales, Length: 333, dtype: float64
13877832 60.0
13898796 96.0
13962630 48.0
13984883 8.0
14005788 4.0
...
22480537 8.0
22506255 48.0
22532046 28.0
22555850 4.0
22579021 12.0
Name: sales, Length: 327, dtype: float64
13878063 4.0
13899005 16.0
13919424 16.0
13940548 8.0
13962858 16.0
...
22480777 24.0
22506502 8.0
22532274 32.0
22556080 4.0
22579253 8.0
Name: sales, Length: 340, dtype: float64
13984843 4.0
14005747 4.0
14070812 12.0
14092958 12.0
14115804 4.0
...
22361304 4.0
22432707 4.0
22506205 4.0
22555804 4.0
22602627 12.0
Name: sales, Length: 102, dtype: float64
13985094 8.0
14049312 4.0
14071070 8.0
14093226 4.0
14116072 4.0
...
22311093 8.0
22336650 -4.0
22361570 8.0
22456472 4.0
22506488 4.0
Name: sales, Length: 178, dtype: float64
13985165 36.0
14006066 4.0
15510968 40.0
16393095 8.0
16416645 44.0
16441408 16.0
16465940 4.0
16579903 36.0
20423215 8.0
20449939 80.0
20476326 8.0
20993728 40.0
21558774 36.0
21657085 80.0
21730174 40.0
21802604 36.0
21827683 4.0
Name: sales, dtype: float64
14006005 32.0
14027148 20.0
14049325 28.0
14071085 76.0
14093241 68.0
...
22480779 76.0
22506504 20.0
22532276 32.0
22579255 40.0
22602904 28.0
Name: sales, Length: 362, dtype: float64
14006056 20.0
14027204 48.0
14049379 12.0
14116138 40.0
14138425 72.0
14159762 28.0
14180685 16.0
14483234 60.0
16303352 32.0
16326074 40.0
16347755 8.0
16840103 28.0
16863772 24.0
16886876 28.0
22361642 76.0
22385677 4.0
Name: sales, dtype: float64
14026923 4.0
14289102 8.0
14417981 4.0
14504178 4.0
14569242 4.0
14633405 4.0
14675636 4.0
14873305 4.0
15047580 4.0
15220942 4.0
15306815 8.0
15665309 4.0
15708103 4.0
15863109 4.0
16088328 4.0
16113550 4.0
16138353 8.0
16161733 4.0
16184571 4.0
16230029 4.0
16392798 4.0
16511230 4.0
16534038 4.0
16556258 4.0
16604308 4.0
16628906 8.0
16674106 4.0
16741927 8.0
16815156 4.0
17360837 4.0
18214133 4.0
19228063 4.0
19541506 4.0
19714140 4.0
19885401 4.0
19935404 8.0
20155366 4.0
20226809 4.0
20449628 4.0
20524653 4.0
20623187 4.0
20744272 4.0
20768929 4.0
20845846 4.0
20942299 4.0
21137515 4.0
21237189 4.0
21261187 4.0
21337202 4.0
21510379 4.0
21630898 4.0
21656774 4.0
21682592 4.0
21827376 4.0
21974426 8.0
22025476 8.0
22286582 4.0
22480538 4.0
22602673 4.0
Name: sales, dtype: float64
14027381 504.0
14049554 220.0
14071322 416.0
14093483 656.0
14116325 508.0
...
22506767 324.0
22532528 300.0
22556326 224.0
22579512 304.0
22603149 212.0
Name: sales, Length: 363, dtype: float64
14027382 48.0
14049555 40.0
14071323 8.0
14093484 96.0
14116326 144.0
...
22409480 24.0
22481037 8.0
22506768 84.0
22532529 4.0
22579513 48.0
Name: sales, Length: 172, dtype: float64
14027383 336.0
14049556 188.0
14071324 108.0
14093485 288.0
14116327 164.0
...
22506769 248.0
22532530 148.0
22556327 100.0
22579514 136.0
22603150 112.0
Name: sales, Length: 348, dtype: float64
14027384 16.0
14049557 8.0
14071325 52.0
14093486 24.0
14116328 16.0
...
22433254 12.0
22456758 12.0
22481063 40.0
22506794 4.0
22556352 4.0
Name: sales, Length: 302, dtype: float64
14027385 48.0
14049558 40.0
14071326 16.0
14093487 4.0
14116329 28.0
...
22506795 36.0
22532556 20.0
22556353 16.0
22579538 8.0
22603174 12.0
Name: sales, Length: 280, dtype: float64
14027386 24.0
14049559 40.0
14093488 48.0
14138596 12.0
14159931 12.0
...
22506796 68.0
22532557 28.0
22556354 44.0
22579539 4.0
22603175 44.0
Name: sales, Length: 315, dtype: float64
14027387 16.0
14071328 44.0
14093490 12.0
14116331 36.0
14138598 40.0
...
22481067 16.0
22506798 12.0
22556356 24.0
22579541 20.0
22603177 4.0
Name: sales, Length: 332, dtype: float64
14027388 112.0
14049561 84.0
14071329 88.0
14093491 92.0
14116332 108.0
...
22506799 156.0
22532559 60.0
22556357 40.0
22579542 108.0
22603178 32.0
Name: sales, Length: 335, dtype: float64
14027389 64.0
14049562 60.0
14071330 60.0
14093492 92.0
14116333 60.0
...
22506800 124.0
22532560 28.0
22556358 72.0
22579543 20.0
22603179 84.0
Name: sales, Length: 346, dtype: float64
14027390 8.0
14049563 8.0
14071331 8.0
14093493 16.0
14116334 8.0
...
22481071 4.0
22532562 4.0
22556359 16.0
22579545 20.0
22603181 4.0
Name: sales, Length: 286, dtype: float64
14027391 64.0
14049564 76.0
14071332 40.0
14093494 68.0
14116335 24.0
...
22506802 60.0
22532563 20.0
22556360 24.0
22579546 40.0
22603182 16.0
Name: sales, Length: 353, dtype: float64
14027392 32.0
14049565 52.0
14071333 80.0
14093495 80.0
14116336 40.0
...
22506803 32.0
22532564 20.0
22556361 56.0
22579547 32.0
22603183 32.0
Name: sales, Length: 315, dtype: float64
14027393 212.0
14049566 116.0
14071334 224.0
14093496 244.0
14116337 288.0
...
22506804 12.0
22532565 8.0
22556362 4.0
22579548 56.0
22603184 36.0
Name: sales, Length: 324, dtype: float64
14027394 100.0
14049567 104.0
14071335 156.0
14093497 124.0
14116338 172.0
...
20993946 76.0
21017521 60.0
21040835 16.0
21164231 4.0
21510904 16.0
Name: sales, Length: 269, dtype: float64
14027395 48.0
14049568 24.0
14071336 56.0
14093498 68.0
14116339 60.0
...
22506805 40.0
22532566 32.0
22556363 24.0
22579549 40.0
22603185 28.0
Name: sales, Length: 321, dtype: float64
14027396 48.0
14049569 32.0
14071337 56.0
14093499 52.0
14116340 28.0
...
22506806 44.0
22532567 8.0
22556364 20.0
22579550 20.0
22603186 32.0
Name: sales, Length: 341, dtype: float64
14027397 20.0
14049570 20.0
14071338 20.0
14093500 52.0
14116341 32.0
...
22506807 36.0
22532568 24.0
22556365 12.0
22579551 4.0
22603187 8.0
Name: sales, Length: 305, dtype: float64
14027398 44.0
14049571 36.0
14071339 60.0
14093501 28.0
14116342 84.0
...
22506808 40.0
22532569 40.0
22556366 32.0
22579552 12.0
22603188 16.0
Name: sales, Length: 351, dtype: float64
14027399 16.0
14049572 24.0
14071340 4.0
14093502 68.0
14116343 32.0
...
22456774 44.0
22481078 32.0
22506809 28.0
22532570 16.0
22603189 24.0
Name: sales, Length: 333, dtype: float64
14027400 16.0
14049573 24.0
14071341 20.0
14093503 32.0
14116344 28.0
...
22506810 28.0
22532571 16.0
22556367 20.0
22579553 16.0
22603190 8.0
Name: sales, Length: 313, dtype: float64
14049176 8.0
14093090 8.0
14159581 16.0
14201991 20.0
14244720 4.0
...
22385477 4.0
22432834 4.0
22480629 8.0
22555932 4.0
22579105 4.0
Name: sales, Length: 129, dtype: float64
14049560 96.0
14071327 116.0
14093489 188.0
14116330 72.0
14138597 8.0
...
22506797 180.0
22532558 108.0
22556355 136.0
22579540 44.0
22603176 84.0
Name: sales, Length: 348, dtype: float64
14070828 20.0
14092976 16.0
14115823 16.0
14138129 8.0
14159477 8.0
...
22480500 32.0
22506222 28.0
22555820 8.0
22578986 12.0
22602641 8.0
Name: sales, Length: 328, dtype: float64
14093473 48.0
14159915 24.0
14202350 12.0
14223452 24.0
14245101 4.0
...
22506740 60.0
22532500 36.0
22556302 20.0
22579484 36.0
22603125 16.0
Name: sales, Length: 343, dtype: float64
14093474 12.0
14116315 20.0
14138582 24.0
14159916 24.0
14180851 12.0
...
22506741 24.0
22532501 28.0
22556303 28.0
22579485 60.0
22603126 16.0
Name: sales, Length: 336, dtype: float64
14093475 4.0
14116316 8.0
14138583 20.0
14159917 28.0
14180852 4.0
...
22506742 28.0
22532502 32.0
22556304 16.0
22579486 100.0
22603127 20.0
Name: sales, Length: 325, dtype: float64
14115934 4.0
14201990 20.0
14223085 12.0
14244718 8.0
14267002 4.0
...
22480627 4.0
22506345 4.0
22555931 4.0
22579104 4.0
22602756 16.0
Name: sales, Length: 244, dtype: float64
14159722 16.0
14180637 20.0
14202136 8.0
14223240 12.0
14244878 16.0
...
22506513 52.0
22532283 8.0
22556088 16.0
22579262 8.0
22602909 12.0
Name: sales, Length: 311, dtype: float64
14159918 24.0
14180853 32.0
14202353 40.0
14223455 16.0
14245103 32.0
...
22506744 32.0
22532503 28.0
22556305 12.0
22579488 4.0
22603128 8.0
Name: sales, Length: 351, dtype: float64
14180638 4.0
14395739 4.0
14675868 4.0
14720887 4.0
14743447 96.0
...
22216553 4.0
22239672 4.0
22336675 4.0
22456492 16.0
22506514 4.0
Name: sales, Length: 100, dtype: float64
14180639 4.0
14202137 4.0
14223241 4.0
14244879 4.0
14289333 4.0
...
22311121 4.0
22336676 4.0
22361596 4.0
22480788 4.0
22602910 4.0
Name: sales, Length: 207, dtype: float64
14223234 8.0
14244872 12.0
14267160 4.0
14289327 4.0
14310590 4.0
...
22456486 4.0
22480780 8.0
22506505 8.0
22532277 8.0
22556082 8.0
Name: sales, Length: 262, dtype: float64
14223458 18.992
14245106 20.976
14289544 25.364
14310808 19.740
14331660 29.148
...
22506746 25.132
22532505 22.952
22556309 48.216
22579490 11.580
22603129 6.332
Name: sales, Length: 314, dtype: float64
14288946 4.0
14352467 12.0
14395330 8.0
14525132 12.0
14546717 12.0
...
22361191 4.0
22506082 4.0
22555702 4.0
22578847 8.0
22602514 4.0
Name: sales, Length: 89, dtype: float64
14289324 8.0
14352846 16.0
14395729 4.0
14418210 4.0
14440526 8.0
...
22142955 4.0
22286817 8.0
22409215 8.0
22432976 4.0
22602902 8.0
Name: sales, Length: 164, dtype: float64
14352523 12.0
14373734 48.0
14395386 24.0
14417877 36.0
14440202 16.0
...
22480419 4.0
22531945 8.0
22555755 24.0
22578911 28.0
22602575 32.0
Name: sales, Length: 222, dtype: float64
14373052 4.0
Name: sales, dtype: float64
14395387 4.0
14417878 20.0
14440203 60.0
14461808 24.0
14482840 12.0
...
22506144 16.0
22531946 24.0
22555756 4.0
22578912 56.0
22602576 32.0
Name: sales, Length: 202, dtype: float64
14417613 44.0
14439951 12.0
14461560 24.0
14482593 52.0
14503850 32.0
...
22505883 36.0
22531693 16.0
22555510 36.0
22578653 20.0
22602327 16.0
Name: sales, Length: 333, dtype: float64
14440377 16.0
14461983 8.0
14525365 20.0
14546964 4.0
14569322 12.0
...
22506336 8.0
22532121 20.0
22555923 12.0
22579094 4.0
22602746 4.0
Name: sales, Length: 313, dtype: float64
14462346 4.0
14547345 4.0
14591883 4.0
14613088 4.0
14743669 4.0
...
21458570 8.0
21853250 4.0
22049769 4.0
22073052 4.0
22143202 8.0
Name: sales, Length: 78, dtype: float64
14483341 4.0
Name: sales, dtype: float64
14504255 4.0
14525369 8.0
14546967 20.0
14569325 20.0
14591502 4.0
...
22480622 24.0
22506340 28.0
22555926 28.0
22579098 36.0
22602750 16.0
Name: sales, Length: 327, dtype: float64
14546831 4.0
14569187 4.0
14612594 4.0
14633355 4.0
14675582 4.0
...
22361293 4.0
22506192 4.0
22531990 4.0
22578960 4.0
22602617 4.0
Name: sales, Length: 108, dtype: float64
14547359 4.0
15133059 12.0
15154922 4.0
15177431 48.0
15199789 20.0
...
22481070 32.0
22506801 56.0
22532561 8.0
22579544 4.0
22603180 4.0
Name: sales, Length: 271, dtype: float64
14569715 4.0
14591886 4.0
14655043 4.0
14676095 12.0
14698132 8.0
...
22287058 4.0
22336906 8.0
22409461 12.0
22506749 8.0
22532508 8.0
Name: sales, Length: 138, dtype: float64
14612730 4.0
14633491 12.0
14654665 12.0
14675714 24.0
14697735 24.0
...
22506343 16.0
22532128 36.0
22555929 28.0
22579102 16.0
22602754 4.0
Name: sales, Length: 319, dtype: float64
14633877 24.0
14655046 8.0
14676100 8.0
14698138 52.0
14721124 76.0
...
22506757 112.0
22532517 116.0
22556317 176.0
22579502 204.0
22603138 32.0
Name: sales, Length: 319, dtype: float64
14676096 8.0
14698133 12.0
14743673 4.0
14765627 4.0
14787246 4.0
...
22433214 4.0
22481017 12.0
22506750 20.0
22579493 4.0
22603133 8.0
Name: sales, Length: 81, dtype: float64
14676103 36.0
14698140 60.0
14721126 148.0
14743679 32.0
14765631 8.0
...
22506761 52.0
22532520 64.0
22556320 32.0
22579506 8.0
22603142 28.0
Name: sales, Length: 328, dtype: float64
14698134 4.0
14721120 12.0
14787247 4.0
14830058 4.0
14851732 16.0
...
22506751 4.0
22532509 4.0
22556312 4.0
22579494 4.0
22603134 4.0
Name: sales, Length: 219, dtype: float64
14787248 8.0
14808946 4.0
14830061 8.0
14851733 24.0
14917425 4.0
15069489 8.0
15090521 8.0
15111848 8.0
15154902 8.0
15177410 12.0
15242784 8.0
15285389 12.0
15307311 12.0
15330145 4.0
15397419 8.0
15419960 4.0
15487899 4.0
Name: sales, dtype: float64
14787251 52.0
14808948 24.0
14830063 64.0
14851736 60.0
14873770 84.0
...
22506754 20.0
22532513 16.0
22556315 12.0
22579499 36.0
22603137 8.0
Name: sales, Length: 329, dtype: float64
14808945 4.0
14830060 16.0
14873769 4.0
14895354 12.0
14917424 28.0
14938590 12.0
14981139 4.0
15003041 8.0
15025788 8.0
15048052 8.0
15069488 28.0
15111847 4.0
15133043 4.0
15177409 8.0
15199768 8.0
15221416 28.0
15264227 20.0
15285388 4.0
15307310 8.0
15330144 8.0
15352806 12.0
15374943 4.0
Name: sales, dtype: float64
14830059 12.0
14873768 8.0
14917423 4.0
14938589 16.0
14981138 4.0
...
22506752 28.0
22532510 20.0
22556313 12.0
22579495 20.0
22603135 8.0
Name: sales, Length: 267, dtype: float64
14830067 4.0
14851740 4.0
14895361 4.0
14917432 8.0
14938597 4.0
...
22456729 4.0
22481031 8.0
22506762 16.0
22532521 8.0
22603144 4.0
Name: sales, Length: 116, dtype: float64
14851743 4.0
15003050 92.0
15025798 116.0
15048061 140.0
15069501 44.0
...
22506790 72.0
22532552 72.0
22556348 36.0
22579534 48.0
22603170 24.0
Name: sales, Length: 319, dtype: float64
14895103 36.0
14917189 16.0
14938343 36.0
14959792 36.0
14980885 24.0
...
22385613 8.0
22506493 28.0
22532266 36.0
22556071 20.0
22579244 16.0
Name: sales, Length: 283, dtype: float64
14895360 12.0
14917431 4.0
14938596 8.0
14960042 8.0
15003046 20.0
...
21827879 8.0
21853263 12.0
21877419 16.0
22579507 12.0
22603143 8.0
Name: sales, Length: 222, dtype: float64
15025688 8.0
15047950 40.0
15511040 48.0
21707034 44.0
21730254 4.0
21926584 44.0
21950334 4.0
22096599 16.0
22119406 32.0
Name: sales, dtype: float64
15048046 4.0
15069485 8.0
15090517 24.0
15111845 4.0
15133039 12.0
...
22506747 60.0
22532506 12.0
22556310 36.0
22579491 40.0
22603130 20.0
Name: sales, Length: 301, dtype: float64
15069500 4.0
15090532 8.0
15111858 12.0
15133052 4.0
15154913 12.0
...
22481039 12.0
22506770 36.0
22532531 4.0
22556328 8.0
22603151 8.0
Name: sales, Length: 285, dtype: float64
15090533 16.0
15111859 8.0
15133053 4.0
15154914 12.0
15177421 28.0
...
22456736 4.0
22506771 12.0
22556329 4.0
22579515 4.0
22603152 24.0
Name: sales, Length: 249, dtype: float64
15090534 4.0
15111860 4.0
15133054 8.0
15154915 8.0
15177422 4.0
...
22506772 40.0
22532532 4.0
22556330 4.0
22579516 16.0
22603153 12.0
Name: sales, Length: 304, dtype: float64
15111861 8.0
15154916 8.0
15177423 8.0
15199783 8.0
15221427 4.0
...
22506773 24.0
22532533 8.0
22556331 4.0
22579517 4.0
22603154 4.0
Name: sales, Length: 291, dtype: float64
15111862 12.0
15177424 12.0
15221428 12.0
15264241 4.0
15307326 4.0
...
22506774 4.0
22532534 4.0
22556332 12.0
22579518 12.0
22603155 8.0
Name: sales, Length: 279, dtype: float64
15133048 8.0
15154910 4.0
15177417 16.0
15330153 28.0
15352813 4.0
...
22506764 20.0
22532524 4.0
22556322 24.0
22579509 28.0
22603145 12.0
Name: sales, Length: 249, dtype: float64
15133055 8.0
15177426 4.0
15199785 24.0
15221430 24.0
15242799 32.0
...
22506778 64.0
22532539 64.0
22556337 24.0
22579522 20.0
22603159 32.0
Name: sales, Length: 312, dtype: float64
15154917 4.0
15177425 28.0
15199784 4.0
15221429 32.0
15242797 44.0
...
22506776 64.0
22532537 56.0
22556335 36.0
22579520 44.0
22603157 8.0
Name: sales, Length: 311, dtype: float64
15154918 8.0
15242798 4.0
15264243 56.0
15285403 72.0
15307328 68.0
...
22506777 44.0
22532538 56.0
22556336 12.0
22579521 20.0
22603158 4.0
Name: sales, Length: 306, dtype: float64
15177427 4.0
15221431 4.0
15242800 12.0
15264245 32.0
15285405 44.0
...
22506779 56.0
22532540 12.0
22556338 40.0
22579523 36.0
22603160 20.0
Name: sales, Length: 309, dtype: float64
15199770 4.0
15419962 4.0
15441952 4.0
15464429 4.0
15487901 8.0
...
22336913 4.0
22385864 4.0
22506755 4.0
22532514 8.0
22579500 4.0
Name: sales, Length: 76, dtype: float64
15199776 12.0
15264234 4.0
15374949 8.0
15397424 12.0
15419966 4.0
...
22481032 4.0
22506763 8.0
22532522 8.0
22556321 12.0
22579508 4.0
Name: sales, Length: 166, dtype: float64
15199786 64.0
15221432 60.0
15242802 72.0
15264247 44.0
15285407 60.0
...
21657299 104.0
21683092 36.0
21707148 48.0
21730376 52.0
21753901 28.0
Name: sales, Length: 258, dtype: float64
15242801 32.0
15264246 8.0
15285406 36.0
15307331 36.0
15330167 8.0
...
22506782 16.0
22532542 48.0
22556339 4.0
22579525 12.0
22603161 16.0
Name: sales, Length: 272, dtype: float64
15264248 36.0
15285408 84.0
15374964 32.0
15397439 56.0
15419983 12.0
...
22481052 40.0
22506784 44.0
22556342 4.0
22579527 48.0
22603164 16.0
Name: sales, Length: 255, dtype: float64
15307318 12.0
15330154 12.0
15352814 8.0
15374951 8.0
15397426 8.0
...
22506765 80.0
22532526 20.0
22556324 44.0
22579511 56.0
22603147 24.0
Name: sales, Length: 265, dtype: float64
15307333 8.0
15330169 4.0
15352828 4.0
15419982 8.0
15441970 4.0
...
22049799 4.0
22143235 4.0
22433240 4.0
22532543 4.0
22603162 4.0
Name: sales, Length: 118, dtype: float64
15374977 8.0
15397451 4.0
15619861 4.0
15665816 4.0
15751833 4.0
...
22506865 8.0
22532620 4.0
22556415 24.0
22579604 8.0
22603235 20.0
Name: sales, Length: 178, dtype: float64
15374978 308.956
15397452 354.792
15419996 214.612
15441989 218.144
15464467 274.880
...
22506869 183.936
22532624 4.496
22556418 80.944
22579609 288.704
22603238 146.140
Name: sales, Length: 298, dtype: float64
15374979 148.0
15397454 72.0
15419997 56.0
15441990 68.0
15464468 112.0
...
22506875 140.0
22532629 236.0
22556424 36.0
22579615 44.0
22603245 60.0
Name: sales, Length: 302, dtype: float64
15374980 116.0
15397455 184.0
15419998 24.0
15441991 116.0
15464469 188.0
...
22506876 52.0
22532630 36.0
22556425 4.0
22579616 8.0
22603246 40.0
Name: sales, Length: 299, dtype: float64
15374981 12.0
15397456 4.0
15419999 4.0
15441992 12.0
15464470 4.0
...
22311486 36.0
22337021 12.0
22481145 4.0
22556426 8.0
22579617 4.0
Name: sales, Length: 193, dtype: float64
15374982 84.0
15397457 108.0
15420000 208.0
15441993 56.0
15464471 212.0
...
22506877 96.0
22532631 208.0
22556427 76.0
22579618 28.0
22603247 68.0
Name: sales, Length: 302, dtype: float64
15374983 36.0
15397458 4.0
15420001 4.0
15441994 8.0
15464472 4.0
...
22481147 12.0
22506878 20.0
22532632 4.0
22556428 28.0
22579619 4.0
Name: sales, Length: 273, dtype: float64
15374984 208.0
15397459 120.0
15420002 76.0
15441995 84.0
15464473 160.0
...
22506879 224.0
22532633 124.0
22556429 80.0
22579620 56.0
22603248 44.0
Name: sales, Length: 302, dtype: float64
15374985 48.0
15397460 40.0
15420003 40.0
15441996 40.0
15464474 92.0
...
22506880 56.0
22532634 36.0
22556430 4.0
22579621 12.0
22603249 20.0
Name: sales, Length: 295, dtype: float64
15374986 148.0
15397461 184.0
15420004 140.0
15441997 136.0
15464475 280.0
...
22506881 168.0
22532635 328.0
22556431 132.0
22579622 72.0
22603250 132.0
Name: sales, Length: 302, dtype: float64
15374987 40.0
15397462 40.0
15420005 28.0
15441998 32.0
15464476 56.0
...
22506882 80.0
22532636 64.0
22556432 52.0
22579623 68.0
22603251 92.0
Name: sales, Length: 300, dtype: float64
15374988 32.0
15397463 28.0
15420006 16.0
15441999 8.0
15464477 36.0
...
22506883 56.0
22532637 8.0
22556433 8.0
22579624 24.0
22603252 12.0
Name: sales, Length: 301, dtype: float64
15374989 12.0
15397464 12.0
15420007 16.0
15464478 48.0
15487952 20.0
...
22119627 32.0
22143335 40.0
22168333 8.0
22193390 4.0
22216895 4.0
Name: sales, Length: 183, dtype: float64
15374990 48.0
15397465 48.0
15420008 60.0
15442000 48.0
15464479 152.0
...
22506884 84.0
22532638 24.0
22556434 36.0
22579625 24.0
22603253 36.0
Name: sales, Length: 300, dtype: float64
15374991 72.0
15397466 68.0
15420009 68.0
15442001 88.0
15464480 196.0
...
22506885 88.0
22532639 56.0
22556435 48.0
22579626 28.0
22603254 24.0
Name: sales, Length: 302, dtype: float64
15374992 24.0
15397467 24.0
15420010 28.0
15442002 12.0
15464481 36.0
...
22481155 8.0
22506886 8.0
22556436 8.0
22579627 8.0
22603255 12.0
Name: sales, Length: 291, dtype: float64
15374993 92.0
15397468 52.0
15420011 84.0
15442003 48.0
15464482 132.0
...
22506887 108.0
22532640 36.0
22556437 68.0
22579628 32.0
22603256 40.0
Name: sales, Length: 301, dtype: float64
15374994 316.0
15397469 152.0
15420012 132.0
15442004 108.0
15464483 368.0
...
22506888 448.0
22532641 540.0
22556438 128.0
22579629 72.0
22603257 140.0
Name: sales, Length: 302, dtype: float64
15374995 52.0
15397470 72.0
15420013 72.0
15442005 24.0
15464484 64.0
...
22506889 68.0
22532642 40.0
22556439 40.0
22579630 48.0
22603258 20.0
Name: sales, Length: 301, dtype: float64
15374996 8.0
15397471 12.0
15420014 8.0
15464485 60.0
15487959 8.0
...
22337035 16.0
22456856 36.0
22481159 24.0
22506890 8.0
22532643 4.0
Name: sales, Length: 183, dtype: float64
15374997 12.0
15397472 16.0
15442006 12.0
15464486 12.0
15487960 48.0
...
22481160 4.0
22506891 12.0
22532644 8.0
22556440 4.0
22579631 8.0
Name: sales, Length: 271, dtype: float64
15374998 8.0
15397473 56.0
15420015 24.0
15442007 16.0
15464487 84.0
...
22481161 36.0
22506892 52.0
22556441 36.0
22579632 48.0
22603259 48.0
Name: sales, Length: 300, dtype: float64
15374999 36.0
15397474 36.0
15420016 16.0
15442008 100.0
15464488 52.0
...
22506893 116.0
22532645 136.0
22556442 12.0
22579633 40.0
22603260 36.0
Name: sales, Length: 299, dtype: float64
15375000 152.0
15397475 136.0
15420017 108.0
15442009 96.0
15464489 200.0
...
22409598 44.0
22433344 56.0
22456860 60.0
22481163 124.0
22506894 100.0
Name: sales, Length: 298, dtype: float64
15375001 68.0
15397476 80.0
15420018 28.0
15442010 48.0
15464490 36.0
...
22456861 76.0
22481164 36.0
22506895 100.0
22532646 8.0
22556443 20.0
Name: sales, Length: 279, dtype: float64
15375002 124.0
15397477 56.0
15420019 52.0
15442011 76.0
15464491 184.0
...
22506896 36.0
22532647 72.0
22556444 16.0
22579634 40.0
22603261 12.0
Name: sales, Length: 299, dtype: float64
15397453 8.0
15487941 4.0
15533205 4.0
15643006 4.0
15773886 8.0
15929241 4.0
15952523 8.0
16018839 8.0
16138890 64.0
16255038 4.0
16279442 16.0
16370772 8.0
16416889 4.0
16604866 8.0
16674654 4.0
16697254 8.0
16840369 4.0
16864036 8.0
16960724 4.0
17006471 4.0
17074982 4.0
17124868 8.0
17266500 4.0
17314888 8.0
17407807 12.0
18141901 4.0
Name: sales, dtype: float64
15463138 4.0
15532008 4.0
15575289 8.0
15596551 4.0
15618544 12.0
...
22505521 36.0
22531352 32.0
22555194 36.0
22578326 16.0
22601995 8.0
Name: sales, Length: 284, dtype: float64
15463139 8.0
15486647 24.0
15509940 8.0
15532009 4.0
15641719 16.0
...
22505522 32.0
22531353 52.0
22555195 16.0
22578327 12.0
22601996 4.0
Name: sales, Length: 284, dtype: float64
15511151 40.0
15533186 72.0
15554722 40.0
15576486 36.0
15597754 40.0
...
22506786 112.0
22532548 44.0
22556344 52.0
22579530 68.0
22603166 92.0
Name: sales, Length: 296, dtype: float64
15511185 16.0
15554759 4.0
15576524 8.0
16088901 16.0
16604883 4.0
16719202 8.0
16742513 12.0
17266517 4.0
17314903 4.0
17603806 8.0
18912397 4.0
18938006 12.0
18962543 4.0
19010733 4.0
19566205 4.0
19665978 8.0
22049893 8.0
Name: sales, dtype: float64
15533187 16.0
15554723 4.0
15576487 20.0
15597755 32.0
15619839 20.0
...
22506787 36.0
22532549 28.0
22556345 4.0
22579531 12.0
22603167 12.0
Name: sales, Length: 275, dtype: float64
15533188 12.0
15554724 4.0
15576488 20.0
15597756 24.0
15619840 24.0
...
22506788 40.0
22532550 4.0
22556346 16.0
22579532 20.0
22603168 64.0
Name: sales, Length: 274, dtype: float64
15554621 16.0
15576387 12.0
15597651 16.0
22193186 8.0
22216697 12.0
22239823 16.0
22263450 4.0
22311281 8.0
22579409 28.0
22603058 28.0
Name: sales, dtype: float64
15554725 20.0
15576489 56.0
15597757 8.0
15619841 44.0
15642985 24.0
...
22506789 100.0
22532551 44.0
22556347 32.0
22579533 64.0
22603169 28.0
Name: sales, Length: 287, dtype: float64
15575241 16.0
15596500 4.0
15618494 16.0
15664554 4.0
15685941 8.0
...
22479742 8.0
22505470 32.0
22531305 16.0
22555152 8.0
22601947 24.0
Name: sales, Length: 246, dtype: float64
15619793 80.0
15708547 32.0
15730389 48.0
15773815 68.0
15797099 44.0
...
22433196 28.0
22506729 20.0
22532488 12.0
22556293 20.0
22579472 24.0
Name: sales, Length: 173, dtype: float64
15619836 8.0
15642980 12.0
15751810 4.0
15797143 4.0
15820305 4.0
...
22409494 16.0
22433242 4.0
22481051 44.0
22532545 4.0
22556341 4.0
Name: sales, Length: 119, dtype: float64
15619842 20.0
15642986 4.0
15665797 8.0
15687154 4.0
15708595 12.0
15730437 12.0
15751815 28.0
15773867 20.0
15797149 12.0
15820312 16.0
15842202 24.0
15863615 16.0
15885512 20.0
15906983 24.0
15929218 12.0
15952500 40.0
15975679 16.0
15997340 4.0
16040893 4.0
16303561 4.0
16742456 4.0
17029431 4.0
17074926 12.0
17099794 12.0
17124820 4.0
17148350 4.0
17171265 4.0
17457959 4.0
17506220 4.0
17530617 8.0
17700919 8.0
17724288 20.0
17748256 4.0
17773678 16.0
17798939 4.0
17822902 16.0
17944560 16.0
17994905 20.0
18019481 4.0
18044167 8.0
18093398 8.0
18117754 4.0
20373663 4.0
20397788 12.0
20423450 12.0
20450181 16.0
20476544 12.0
20549460 8.0
20573092 8.0
20597813 12.0
20623704 12.0
20673516 4.0
20697438 16.0
20721290 4.0
20744776 20.0
20769468 4.0
20795349 60.0
20821380 36.0
Name: sales, dtype: float64
15708584 4.0
15997324 4.0
16185060 4.0
16230545 4.0
16556739 4.0
...
22239929 4.0
22287079 4.0
22433233 4.0
22532535 4.0
22556333 4.0
Name: sales, Length: 92, dtype: float64
15730430 4.0
15751806 8.0
15773857 16.0
15797139 4.0
15842191 4.0
...
22433238 16.0
22481048 4.0
22506780 4.0
22532541 8.0
22579524 8.0
Name: sales, Length: 130, dtype: float64
15751794 4.0
15773845 24.0
15797126 8.0
15820289 12.0
15842177 16.0
...
22263541 4.0
22311375 4.0
22361828 4.0
22409475 4.0
22532523 4.0
Name: sales, Length: 168, dtype: float64
15751796 48.0
15885490 40.0
15906963 8.0
15952478 44.0
15975660 4.0
...
21657284 176.0
22532525 28.0
22556323 112.0
22579510 196.0
22603146 88.0
Name: sales, Length: 241, dtype: float64
15751809 8.0
15773860 48.0
15797142 40.0
15820304 12.0
15842195 20.0
...
22506783 36.0
22532544 24.0
22556340 8.0
22579526 24.0
22603163 28.0
Name: sales, Length: 275, dtype: float64
15771925 36.0
15795256 16.0
15818491 24.0
15840422 16.0
15861769 4.0
...
22504891 24.0
22530742 20.0
22554597 16.0
22577724 24.0
22601382 28.0
Name: sales, Length: 259, dtype: float64
15773861 4.0
15797144 20.0
15820307 12.0
15842197 16.0
15863609 4.0
...
22433244 16.0
22456748 4.0
22481053 8.0
22532546 12.0
22579528 4.0
Name: sales, Length: 196, dtype: float64
15773862 12.0
15797145 24.0
15820308 24.0
15842198 16.0
15863610 24.0
...
22506785 60.0
22532547 52.0
22556343 32.0
22579529 28.0
22603165 24.0
Name: sales, Length: 280, dtype: float64
15797178 12.0
15820341 4.0
21657395 12.0
Name: sales, dtype: float64
15863635 8.0
15885532 8.0
15907003 16.0
15929238 28.0
15952520 24.0
...
22506811 48.0
22532572 32.0
22556368 24.0
22579554 16.0
22603191 12.0
Name: sales, Length: 277, dtype: float64
15929195 56.0
15952479 40.0
15997317 108.0
16018795 68.0
16040871 44.0
...
22481035 16.0
22506766 8.0
22532527 8.0
22556325 12.0
22603148 12.0
Name: sales, Length: 230, dtype: float64
15929239 12.0
15952521 28.0
15975700 16.0
15997360 20.0
16018836 44.0
...
22456776 4.0
22481082 20.0
22506813 20.0
22532573 12.0
22603192 32.0
Name: sales, Length: 241, dtype: float64
15975701 412.0
15997361 332.0
16018837 820.0
16040915 860.0
16064699 960.0
...
22506816 820.0
22532576 380.0
22556371 672.0
22579557 996.0
22603195 624.0
Name: sales, Length: 267, dtype: float64
16040941 8.0
16064722 8.0
16088909 8.0
16114133 12.0
16138913 8.0
...
22433349 8.0
22481169 4.0
22506900 4.0
22579637 8.0
22603265 4.0
Name: sales, Length: 161, dtype: float64
16040942 32.0
16064723 68.0
16088910 100.0
16114134 84.0
16138914 72.0
...
22506901 100.0
22532650 100.0
22556448 24.0
22579638 104.0
22603266 36.0
Name: sales, Length: 270, dtype: float64
16040943 96.0
16064724 96.0
16088911 124.0
16114135 68.0
16138915 96.0
...
22506902 204.0
22532651 268.0
22556449 16.0
22579639 136.0
22603267 156.0
Name: sales, Length: 225, dtype: float64
16040944 4.0
16138916 44.0
16162278 36.0
16185122 16.0
16604895 16.0
16629467 72.0
16674679 8.0
16960749 32.0
16983795 44.0
17006498 16.0
17124899 20.0
17148427 60.0
17171347 112.0
17970161 96.0
18384858 96.0
18576889 32.0
18602030 64.0
18672421 64.0
18695339 32.0
18719277 40.0
18744683 56.0
18793172 92.0
18816337 88.0
18839740 12.0
18862559 40.0
18886651 56.0
18912413 68.0
18938022 44.0
18962556 28.0
18986609 8.0
Name: sales, dtype: float64
16040945 29.656
16064725 24.484
16088912 31.312
16114136 30.344
16138917 56.448
...
22506907 38.812
22532656 62.128
22556453 35.568
22579643 94.884
22603271 18.416
Name: sales, Length: 267, dtype: float64
16040946 8.0
16064727 20.0
16088915 24.0
16162281 12.0
16185124 8.0
...
22481182 20.0
22506914 24.0
22532663 12.0
22556460 8.0
22579650 4.0
Name: sales, Length: 202, dtype: float64
16040947 36.0
16064728 32.0
16088916 56.0
16114138 40.0
16138919 64.0
...
22506921 52.0
22532672 44.0
22556469 168.0
22579658 124.0
22603283 32.0
Name: sales, Length: 254, dtype: float64
16040948 32.0
16064729 12.0
16088917 108.0
16114139 144.0
16138920 56.0
...
22506926 32.0
22532676 84.0
22556474 20.0
22579663 20.0
22603287 8.0
Name: sales, Length: 235, dtype: float64
16040949 12.0
16088918 12.0
16114140 8.0
16138921 4.0
16162284 12.0
...
22506928 4.0
22532677 4.0
22556476 4.0
22579665 4.0
22603288 8.0
Name: sales, Length: 178, dtype: float64
16040950 48.0
16064730 28.0
16088919 80.0
16114141 88.0
16138922 48.0
...
22506940 48.0
22532688 36.0
22556486 24.0
22579674 48.0
22603299 20.0
Name: sales, Length: 248, dtype: float64
16040951 80.0
16064731 88.0
16088920 88.0
16114142 88.0
16138923 60.0
...
22506941 32.0
22532689 32.0
22556487 48.0
22579675 8.0
22603300 8.0
Name: sales, Length: 269, dtype: float64
16040952 20.0
16064732 36.0
16088921 20.0
16114143 48.0
16138924 8.0
...
22506942 36.0
22532690 40.0
22556488 24.0
22579676 40.0
22603301 8.0
Name: sales, Length: 261, dtype: float64
16040953 140.0
16064733 128.0
16088922 184.0
16114144 164.0
16138925 108.0
...
22481211 176.0
22506944 8.0
22556490 72.0
22579677 108.0
22603302 116.0
Name: sales, Length: 247, dtype: float64
16040954 76.0
16064734 176.0
16088923 268.0
16114145 328.0
16138926 164.0
...
22506945 244.0
22532691 136.0
22556491 84.0
22579678 156.0
22603303 112.0
Name: sales, Length: 265, dtype: float64
16040955 220.0
16064735 260.0
16088924 336.0
16114146 224.0
16138927 168.0
...
22506946 264.0
22532692 132.0
22556492 140.0
22579679 124.0
22603304 116.0
Name: sales, Length: 271, dtype: float64
16040956 4.0
16138928 8.0
16162291 4.0
16185134 12.0
16230620 8.0
...
22311556 8.0
22337089 12.0
22409648 4.0
22506948 4.0
22579681 4.0
Name: sales, Length: 103, dtype: float64
16040957 12.0
16064736 8.0
16088925 8.0
16114147 12.0
16138929 16.0
...
22287242 16.0
22456913 8.0
22481216 8.0
22506950 8.0
22532694 4.0
Name: sales, Length: 153, dtype: float64
16040958 8.0
16088926 4.0
16114148 16.0
16138930 4.0
16279484 12.0
...
22287243 4.0
22337090 4.0
22456914 4.0
22506951 4.0
22532695 4.0
Name: sales, Length: 100, dtype: float64
16040959 8.0
16064737 8.0
16138931 4.0
16185136 4.0
16255079 16.0
...
22193459 4.0
22240098 4.0
22481230 4.0
22556505 4.0
22603316 4.0
Name: sales, Length: 73, dtype: float64
16040960 4.0
16088927 4.0
16162292 4.0
16279486 20.0
16393373 4.0
...
22287256 8.0
22337103 4.0
22409658 4.0
22481231 4.0
22579694 8.0
Name: sales, Length: 77, dtype: float64
16040961 8.0
16064738 8.0
16088928 4.0
16114149 12.0
16208187 12.0
...
21828063 16.0
21877601 4.0
22193460 4.0
22337104 4.0
22506963 8.0
Name: sales, Length: 82, dtype: float64
16040962 8.0
16064739 8.0
16114150 8.0
16185137 16.0
16230622 4.0
...
22386046 4.0
22409659 4.0
22433405 4.0
22481232 4.0
22603318 4.0
Name: sales, Length: 109, dtype: float64
16040963 8.0
16064740 4.0
16208188 4.0
16255081 4.0
16303625 4.0
...
22096887 4.0
22143402 4.0
22481233 4.0
22532707 8.0
22579695 8.0
Name: sales, Length: 92, dtype: float64
16040964 8.0
16064741 12.0
16088929 20.0
16114151 48.0
16138932 32.0
...
22409660 16.0
22433406 8.0
22481234 12.0
22532708 4.0
22579696 8.0
Name: sales, Length: 153, dtype: float64
16040965 36.0
16064742 40.0
16088930 68.0
16114152 36.0
16138933 16.0
...
22506967 16.0
22532713 24.0
22556512 8.0
22579699 32.0
22603322 36.0
Name: sales, Length: 270, dtype: float64
16040966 8.0
16064744 24.0
16088931 8.0
16114153 4.0
16138935 24.0
...
22481240 16.0
22506968 24.0
22532714 12.0
22579700 20.0
22603324 12.0
Name: sales, Length: 238, dtype: float64
16040967 8.0
16064745 20.0
16088932 36.0
16114154 8.0
16162295 8.0
...
22506969 4.0
22532715 12.0
22556513 4.0
22579701 12.0
22603325 4.0
Name: sales, Length: 214, dtype: float64
16040968 16.0
16064746 16.0
16088933 60.0
16114155 64.0
16138936 12.0
...
22506970 20.0
22532716 8.0
22556514 16.0
22579702 16.0
22603326 16.0
Name: sales, Length: 248, dtype: float64
16040969 24.0
16088935 8.0
16114156 4.0
16138937 8.0
16208192 4.0
...
22362016 4.0
22386059 20.0
22532718 4.0
22579703 12.0
22603327 4.0
Name: sales, Length: 171, dtype: float64
16040970 56.0
16064747 36.0
16088936 68.0
16114157 56.0
16138938 20.0
...
22506972 32.0
22532719 20.0
22556515 16.0
22579704 48.0
22603328 44.0
Name: sales, Length: 271, dtype: float64
16040971 8.0
16064748 4.0
16088937 8.0
16138939 12.0
16185145 4.0
...
22409672 4.0
22506973 4.0
22532720 4.0
22579705 8.0
22603329 4.0
Name: sales, Length: 167, dtype: float64
16040972 44.0
16064749 40.0
16088938 88.0
16114158 84.0
16138940 52.0
...
22506974 44.0
22532721 40.0
22556516 16.0
22579706 32.0
22603330 28.0
Name: sales, Length: 272, dtype: float64
16040973 4.0
16064750 16.0
16088939 12.0
16114159 52.0
16138941 48.0
...
22506975 16.0
22532722 20.0
22556517 8.0
22579707 16.0
22603331 24.0
Name: sales, Length: 250, dtype: float64
16040974 8.0
16064751 28.0
16088940 4.0
16114160 12.0
16138942 20.0
...
22456939 8.0
22481245 8.0
22506976 4.0
22532723 4.0
22579708 8.0
Name: sales, Length: 210, dtype: float64
16040975 36.0
16064752 20.0
16088941 24.0
16114161 20.0
16138943 4.0
...
22481246 32.0
22506977 8.0
22556518 24.0
22579709 8.0
22603332 16.0
Name: sales, Length: 246, dtype: float64
16040976 4.0
16064753 28.0
16088942 32.0
16114162 24.0
16138944 4.0
...
22481247 20.0
22506978 8.0
22532724 8.0
22556519 4.0
22579710 16.0
Name: sales, Length: 260, dtype: float64
16040977 20.0
16064754 40.0
16088944 48.0
16114164 84.0
16138945 12.0
...
21386053 16.0
21410435 8.0
21434133 4.0
21458828 20.0
21484984 24.0
Name: sales, Length: 205, dtype: float64
16040978 36.0
16064755 68.0
16088945 164.0
16114165 244.0
16138946 52.0
...
21386054 36.0
21410436 16.0
21434134 16.0
21458829 36.0
21484985 28.0
Name: sales, Length: 214, dtype: float64
16040979 4.0
16064756 12.0
16088946 12.0
16114166 28.0
16138947 16.0
...
22507019 16.0
22532762 16.0
22556553 8.0
22579744 12.0
22603366 4.0
Name: sales, Length: 253, dtype: float64
16040980 8.0
16064757 48.0
16162305 4.0
16185152 4.0
16230638 4.0
...
22386101 12.0
22409721 16.0
22456978 8.0
22481293 4.0
22507020 20.0
Name: sales, Length: 183, dtype: float64
16040981 40.0
16064758 8.0
16088947 12.0
16138948 4.0
16208202 100.0
...
22507031 40.0
22532771 44.0
22556563 32.0
22579756 32.0
22603375 24.0
Name: sales, Length: 255, dtype: float64
16040982 40.0
16064759 48.0
16088948 84.0
16114167 76.0
16138949 80.0
...
22507033 52.0
22532773 56.0
22556565 60.0
22579758 56.0
22603377 60.0
Name: sales, Length: 261, dtype: float64
16040983 12.0
16064760 20.0
16088950 28.0
16114169 56.0
16138951 8.0
...
22481310 28.0
22507035 16.0
22532774 16.0
22556568 8.0
22579760 12.0
Name: sales, Length: 251, dtype: float64
16040984 4.0
16088951 8.0
16114170 12.0
16162307 8.0
16208206 4.0
...
22481311 12.0
22507036 16.0
22532775 4.0
22556569 4.0
22603378 4.0
Name: sales, Length: 178, dtype: float64
16040985 8.0
16064761 32.0
16088952 28.0
16114171 20.0
16138952 8.0
...
22409739 12.0
22433470 4.0
22456994 8.0
22481312 20.0
22507037 20.0
Name: sales, Length: 237, dtype: float64
16040986 4.0
16064762 16.0
16088953 20.0
16114172 16.0
16162309 12.0
...
22433472 8.0
22456996 12.0
22481314 32.0
22507039 8.0
22603379 8.0
Name: sales, Length: 192, dtype: float64
16040987 4.0
16064764 16.0
16088954 4.0
16114173 8.0
16138953 4.0
...
22481316 4.0
22507041 12.0
22532777 8.0
22579762 4.0
22603381 4.0
Name: sales, Length: 183, dtype: float64
16040988 16.0
16064765 16.0
16088955 72.0
16114174 32.0
16138954 16.0
...
22507042 32.0
22532778 24.0
22556572 12.0
22579763 12.0
22603382 16.0
Name: sales, Length: 257, dtype: float64
16040989 48.0
16064766 40.0
16088956 44.0
16114175 68.0
16138955 20.0
...
22507043 32.0
22532779 52.0
22556573 40.0
22579764 44.0
22603383 36.0
Name: sales, Length: 271, dtype: float64
16040990 36.0
16064767 36.0
16088957 80.0
16114176 104.0
16138956 52.0
...
22507044 88.0
22532780 76.0
22556574 20.0
22579765 76.0
22603384 60.0
Name: sales, Length: 262, dtype: float64
16040991 4.0
16064768 20.0
16088958 100.0
16114177 104.0
16138957 8.0
...
22507045 64.0
22532781 44.0
22556575 36.0
22579766 32.0
22603385 40.0
Name: sales, Length: 264, dtype: float64
16040992 8.0
16064770 8.0
16088961 36.0
16114179 52.0
16138959 20.0
...
22481322 64.0
22507048 52.0
22532784 8.0
22579769 16.0
22603388 4.0
Name: sales, Length: 263, dtype: float64
16040993 68.0
16064771 116.0
16088962 124.0
16114180 236.0
16138960 60.0
...
22507049 32.0
22532785 24.0
22556578 28.0
22579770 24.0
22603389 28.0
Name: sales, Length: 272, dtype: float64
16040994 4.0
16064772 20.0
16088963 44.0
16114181 8.0
16138961 12.0
...
21261931 16.0
21286897 20.0
21362278 4.0
21434155 8.0
21559206 4.0
Name: sales, Length: 95, dtype: float64
16040995 4.0
16162317 20.0
16185168 32.0
16208216 16.0
16230655 28.0
...
22507050 48.0
22532786 24.0
22556579 8.0
22579771 20.0
22603390 20.0
Name: sales, Length: 202, dtype: float64
16040996 20.0
16064773 8.0
16088964 20.0
16114182 12.0
16138962 12.0
...
22386124 16.0
22481325 20.0
22507051 4.0
22579772 4.0
22603391 4.0
Name: sales, Length: 219, dtype: float64
16040997 12.0
16064774 16.0
16088965 32.0
16114183 12.0
16138963 16.0
...
22507052 12.0
22532787 12.0
22556580 20.0
22579773 4.0
22603392 16.0
Name: sales, Length: 255, dtype: float64
16040998 40.0
16064776 20.0
16088967 44.0
16114185 32.0
16138965 28.0
...
22507054 28.0
22532789 16.0
22556582 12.0
22579775 16.0
22603394 4.0
Name: sales, Length: 238, dtype: float64
16040999 4.0
16064779 12.0
16088970 4.0
16114188 8.0
16138968 4.0
...
22240175 4.0
22287342 4.0
22311654 12.0
22337195 4.0
22362089 12.0
Name: sales, Length: 74, dtype: float64
16041000 8.0
16064780 28.0
16088971 28.0
16114189 24.0
16138969 12.0
...
22409753 24.0
22433487 20.0
22457011 4.0
22481331 80.0
22579777 20.0
Name: sales, Length: 237, dtype: float64
16041001 48.0
16064781 52.0
16088972 60.0
16114190 56.0
16138970 36.0
...
22507057 68.0
22532792 48.0
22556585 56.0
22579778 72.0
22603397 52.0
Name: sales, Length: 272, dtype: float64
16041002 4.0
16064783 16.0
16088973 48.0
16114192 56.0
16138971 16.0
...
22433489 4.0
22481334 12.0
22507059 56.0
22556587 12.0
22579779 20.0
Name: sales, Length: 208, dtype: float64
16041003 16.0
16064784 12.0
16088974 24.0
16114193 24.0
16138972 12.0
...
22507060 28.0
22532794 8.0
22556588 12.0
22579781 12.0
22603399 4.0
Name: sales, Length: 258, dtype: float64
16041004 28.0
16064785 40.0
16088975 84.0
16114194 40.0
16138973 12.0
...
22507061 20.0
22532795 12.0
22556589 12.0
22579782 4.0
22603400 8.0
Name: sales, Length: 267, dtype: float64
16041005 24.0
16064786 36.0
16088976 68.0
16114195 76.0
16138974 20.0
...
22507062 44.0
22532796 8.0
22556590 20.0
22579783 8.0
22603401 12.0
Name: sales, Length: 245, dtype: float64
16041006 120.0
16064789 72.0
16088979 80.0
16114198 76.0
16138977 52.0
...
22507065 44.0
22532799 52.0
22556593 68.0
22579785 16.0
22603404 28.0
Name: sales, Length: 269, dtype: float64
16041007 12.0
16064790 16.0
16088980 24.0
16114199 44.0
16138978 20.0
...
21950708 24.0
21975207 20.0
22000757 16.0
22026206 24.0
22050035 28.0
Name: sales, Length: 229, dtype: float64
16041008 88.0
16064792 28.0
16088982 36.0
16114201 76.0
16138980 44.0
...
22507068 40.0
22532801 36.0
22556595 24.0
22579787 16.0
22603406 20.0
Name: sales, Length: 272, dtype: float64
16041009 24.0
16064793 52.0
16088984 44.0
16114202 24.0
16138981 8.0
...
22507069 20.0
22532802 8.0
22556596 48.0
22579789 28.0
22603407 8.0
Name: sales, Length: 241, dtype: float64
16041010 16.0
16064794 20.0
16088985 76.0
16114203 44.0
16138982 4.0
...
22507070 28.0
22532803 20.0
22556597 20.0
22579790 24.0
22603408 20.0
Name: sales, Length: 264, dtype: float64
16041011 156.0
16064795 168.0
16088986 280.0
16114204 284.0
16138983 196.0
...
22507071 172.0
22532804 76.0
22556598 112.0
22579791 80.0
22603409 68.0
Name: sales, Length: 271, dtype: float64
16041012 52.0
16064796 68.0
16088988 8.0
16114205 108.0
16138985 52.0
...
22507073 68.0
22532805 16.0
22556599 16.0
22579793 8.0
22603410 36.0
Name: sales, Length: 258, dtype: float64
16041013 32.0
16064797 76.0
16088989 80.0
16114206 80.0
16138986 28.0
...
21213414 68.0
21237919 36.0
21261955 64.0
21286923 36.0
21313075 12.0
Name: sales, Length: 219, dtype: float64
16041014 48.0
16064799 68.0
16088991 104.0
16114208 96.0
16138988 72.0
...
22507075 88.0
22532807 72.0
22556600 48.0
22579794 56.0
22603412 68.0
Name: sales, Length: 272, dtype: float64
16041015 8.0
16064800 4.0
16088992 12.0
16114209 12.0
16138989 4.0
...
22507077 4.0
22532809 32.0
22556602 4.0
22579796 8.0
22603413 28.0
Name: sales, Length: 227, dtype: float64
16041016 44.0
16064801 64.0
16088993 92.0
16114210 84.0
16138990 32.0
...
22507078 4.0
22532811 36.0
22556603 32.0
22579798 16.0
22603414 28.0
Name: sales, Length: 267, dtype: float64
16041017 8.0
16064802 28.0
16088994 48.0
16114211 20.0
16279548 76.0
...
22507079 48.0
22532812 8.0
22556604 16.0
22579799 12.0
22603415 12.0
Name: sales, Length: 215, dtype: float64
16041018 16.0
16064803 52.0
16088995 48.0
16114212 20.0
16138991 12.0
...
22507080 24.0
22532813 36.0
22556605 60.0
22579800 8.0
22603416 20.0
Name: sales, Length: 252, dtype: float64
16041019 4.0
16138992 4.0
16162346 4.0
16208240 4.0
16230686 4.0
...
22263820 8.0
22311679 12.0
22337219 48.0
22481354 8.0
22507081 4.0
Name: sales, Length: 61, dtype: float64
16041020 20.0
16064805 8.0
16088998 28.0
16114213 28.0
16138993 12.0
...
22507083 36.0
22532815 12.0
22556606 12.0
22579802 4.0
22603417 16.0
Name: sales, Length: 265, dtype: float64
16041021 4.0
16064806 8.0
16088999 16.0
16138994 12.0
16185197 8.0
...
22481357 12.0
22507084 20.0
22532816 16.0
22556607 4.0
22579803 20.0
Name: sales, Length: 236, dtype: float64
16041022 44.0
16064807 40.0
16089000 88.0
16114214 68.0
16138995 40.0
...
22507085 48.0
22532817 28.0
22556608 64.0
22579804 16.0
22603418 12.0
Name: sales, Length: 272, dtype: float64
16041023 28.0
16064808 16.0
16089001 44.0
16114215 28.0
16138996 8.0
...
22507086 16.0
22532818 28.0
22556609 24.0
22579805 12.0
22603419 16.0
Name: sales, Length: 262, dtype: float64
16041024 20.0
16064809 52.0
16089002 4.0
18214858 4.0
18240329 40.0
...
22481360 20.0
22507087 24.0
22532819 8.0
22556610 8.0
22579806 8.0
Name: sales, Length: 165, dtype: float64
16041025 12.0
16089003 36.0
16114216 32.0
16138997 24.0
16162352 16.0
...
22507088 48.0
22532820 32.0
22556611 16.0
22579807 36.0
22603420 20.0
Name: sales, Length: 260, dtype: float64
16041026 4.0
16064810 8.0
16089004 8.0
16114217 8.0
16138998 28.0
...
22457039 4.0
22481362 16.0
22507089 12.0
22579808 16.0
22603421 4.0
Name: sales, Length: 227, dtype: float64
16041027 64.0
16064811 72.0
16089005 112.0
16114218 128.0
16138999 56.0
...
22507090 40.0
22532821 8.0
22556612 64.0
22579809 24.0
22603422 24.0
Name: sales, Length: 270, dtype: float64
16041028 24.0
16064812 32.0
16089006 28.0
16114219 36.0
16139000 12.0
...
21926964 16.0
21950730 16.0
21975230 20.0
22000782 12.0
22026227 4.0
Name: sales, Length: 247, dtype: float64
16041029 80.0
16064813 60.0
16089009 88.0
16114222 92.0
16139002 80.0
...
22507094 64.0
22532824 32.0
22556615 48.0
22579813 32.0
22603424 32.0
Name: sales, Length: 272, dtype: float64
16041030 8.0
16064814 12.0
16089010 12.0
16114223 20.0
16139003 4.0
...
22507096 40.0
22532826 24.0
22556617 16.0
22579815 16.0
22603426 16.0
Name: sales, Length: 261, dtype: float64
16041031 12.0
16064815 20.0
16089011 36.0
16114225 36.0
16139004 4.0
...
22507098 20.0
22532827 20.0
22556618 12.0
22579816 20.0
22603428 16.0
Name: sales, Length: 262, dtype: float64
16041032 12.0
16064816 24.0
16089012 52.0
16114226 12.0
16139005 16.0
...
22507099 44.0
22532828 16.0
22556619 36.0
22579817 32.0
22603429 16.0
Name: sales, Length: 259, dtype: float64
16041033 12.0
16064817 8.0
16089013 16.0
16114227 40.0
16139006 24.0
...
22507100 20.0
22532829 8.0
22556620 24.0
22579818 24.0
22603430 16.0
Name: sales, Length: 257, dtype: float64
16041034 4.0
16064818 4.0
16089014 4.0
16114228 20.0
16185211 4.0
...
21853542 8.0
21975240 4.0
22026237 4.0
22050067 8.0
22193578 4.0
Name: sales, Length: 86, dtype: float64
16041035 12.0
16064819 28.0
16089015 88.0
16114229 40.0
16139007 12.0
...
22481373 28.0
22507102 16.0
22532831 8.0
22556621 16.0
22603431 24.0
Name: sales, Length: 244, dtype: float64
16041036 32.0
16064820 44.0
16089016 60.0
16114230 152.0
16139008 40.0
...
22507103 48.0
22532832 16.0
22556622 24.0
22579820 28.0
22603432 36.0
Name: sales, Length: 272, dtype: float64
16041037 28.0
16064821 36.0
16089017 24.0
16114231 64.0
16139009 32.0
...
22507104 28.0
22532833 4.0
22556623 16.0
22579821 32.0
22603433 28.0
Name: sales, Length: 268, dtype: float64
16041038 68.0
16064822 56.0
16089018 100.0
16114232 80.0
16139010 64.0
...
22507105 44.0
22532834 40.0
22556624 16.0
22579822 20.0
22603434 16.0
Name: sales, Length: 262, dtype: float64
16041039 32.0
16064823 88.0
16089019 76.0
16114233 72.0
16139011 36.0
...
22507107 40.0
22532835 32.0
22556625 36.0
22579824 44.0
22603436 20.0
Name: sales, Length: 272, dtype: float64
16041040 52.0
16064824 68.0
16089020 72.0
16114234 120.0
16139012 40.0
...
22507108 56.0
22532836 32.0
22556626 20.0
22579825 40.0
22603437 28.0
Name: sales, Length: 272, dtype: float64
16041041 60.0
16064825 48.0
16089021 56.0
16114235 72.0
16139013 32.0
...
22507109 28.0
22532837 32.0
22556627 24.0
22579826 32.0
22603438 12.0
Name: sales, Length: 270, dtype: float64
16041042 44.0
16064826 48.0
16089022 48.0
16114236 52.0
16139014 48.0
...
22481381 52.0
22507110 12.0
22556628 16.0
22579827 36.0
22603439 32.0
Name: sales, Length: 271, dtype: float64
16041043 24.0
16064827 20.0
16089023 44.0
16114237 32.0
16139015 12.0
...
22507111 20.0
22532838 12.0
22556629 24.0
22579828 32.0
22603440 8.0
Name: sales, Length: 260, dtype: float64
16041044 188.0
16064828 132.0
16089024 160.0
16114238 224.0
16139016 140.0
...
22507112 144.0
22532839 100.0
22556630 28.0
22579829 60.0
22603441 44.0
Name: sales, Length: 272, dtype: float64
16041045 4.0
16064829 52.0
16089025 112.0
16114239 196.0
16139017 112.0
...
22481384 16.0
22507113 16.0
22532840 12.0
22556631 16.0
22603442 24.0
Name: sales, Length: 266, dtype: float64
16041046 300.0
16064830 152.0
16089026 216.0
16114240 252.0
16139018 64.0
...
22507114 108.0
22532841 48.0
22556632 60.0
22579830 40.0
22603443 24.0
Name: sales, Length: 272, dtype: float64
16041047 20.0
16064831 36.0
16089027 28.0
16114241 36.0
16139019 16.0
...
22507115 20.0
22532842 12.0
22556633 4.0
22579831 8.0
22603444 8.0
Name: sales, Length: 213, dtype: float64
16041048 28.0
16064832 12.0
16089028 68.0
16114242 68.0
16139020 32.0
...
22507117 12.0
22532844 8.0
22556635 4.0
22579833 4.0
22603446 12.0
Name: sales, Length: 255, dtype: float64
16041049 8.0
16064833 8.0
16089030 36.0
16114244 28.0
16139021 8.0
...
22457064 12.0
22481389 4.0
22507119 20.0
22579835 4.0
22603447 8.0
Name: sales, Length: 213, dtype: float64
16041050 48.0
16064835 80.0
16089031 40.0
16114246 124.0
16139023 52.0
...
22507125 88.0
22532850 32.0
22556641 92.0
22579840 68.0
22603451 76.0
Name: sales, Length: 265, dtype: float64
16064726 4.0
16088914 4.0
16162280 4.0
16230610 4.0
16255066 4.0
...
22119652 4.0
22193418 8.0
22311521 8.0
22456879 4.0
22481181 8.0
Name: sales, Length: 95, dtype: float64
16064743 4.0
16138934 4.0
16185140 8.0
16230624 36.0
16255083 8.0
...
22337113 8.0
22362010 8.0
22386054 4.0
22456930 4.0
22481239 8.0
Name: sales, Length: 132, dtype: float64
16064763 4.0
16162310 4.0
16185158 4.0
16230646 4.0
16255107 4.0
...
22000731 4.0
22050009 4.0
22143472 8.0
22168469 4.0
22240161 4.0
Name: sales, Length: 74, dtype: float64
16064769 12.0
16088959 8.0
16114178 4.0
16138958 8.0
16162314 8.0
...
22507046 16.0
22532782 20.0
22556576 4.0
22579767 8.0
22603386 4.0
Name: sales, Length: 212, dtype: float64
16064775 32.0
16088966 16.0
16114184 28.0
16138964 12.0
16162320 24.0
...
22507053 24.0
22532788 20.0
22556581 4.0
22579774 8.0
22603393 4.0
Name: sales, Length: 225, dtype: float64
16064777 20.0
16088968 36.0
16114186 12.0
16138966 8.0
16185171 8.0
...
22481329 12.0
22507055 32.0
22532790 4.0
22556583 4.0
22603395 20.0
Name: sales, Length: 244, dtype: float64
16064778 16.0
16088969 20.0
16114187 88.0
16138967 20.0
16162322 20.0
...
22507056 8.0
22532791 4.0
22556584 16.0
22579776 12.0
22603396 8.0
Name: sales, Length: 264, dtype: float64
16064782 4.0
16114191 8.0
16303665 4.0
16348078 20.0
16370845 16.0
...
22457013 4.0
22481333 8.0
22507058 12.0
22556586 4.0
22603398 16.0
Name: sales, Length: 133, dtype: float64
16064787 4.0
16088977 44.0
16114196 60.0
16138975 12.0
16162330 32.0
...
22507063 8.0
22532797 12.0
22556591 8.0
22579784 4.0
22603402 4.0
Name: sales, Length: 225, dtype: float64
16064788 20.0
16088978 44.0
16114197 84.0
16138976 28.0
16162331 20.0
...
22481339 20.0
22507064 32.0
22532798 24.0
22556592 4.0
22603403 12.0
Name: sales, Length: 221, dtype: float64
16064791 16.0
16088981 24.0
16114200 20.0
16138979 56.0
16162334 16.0
...
22507067 8.0
22532800 12.0
22556594 24.0
22579786 16.0
22603405 8.0
Name: sales, Length: 233, dtype: float64
16064798 8.0
16088990 4.0
16114207 4.0
16138987 4.0
16162341 8.0
...
22457025 4.0
22481348 16.0
22507074 4.0
22532806 12.0
22603411 8.0
Name: sales, Length: 182, dtype: float64
16064804 4.0
16088997 16.0
16162348 12.0
16185195 8.0
16255143 4.0
...
22457032 4.0
22481355 4.0
22507082 8.0
22532814 4.0
22579801 8.0
Name: sales, Length: 176, dtype: float64
16064834 8.0
16114245 4.0
16139022 4.0
16162379 4.0
16185227 8.0
...
21777582 4.0
21853565 4.0
22507124 4.0
22532849 8.0
22556640 4.0
Name: sales, Length: 144, dtype: float64
16088913 8.0
16114137 4.0
16326330 4.0
16416918 4.0
16441665 4.0
16466192 4.0
Name: sales, dtype: float64
16088934 4.0
16255087 4.0
16303631 4.0
16393381 4.0
16416941 8.0
...
22337118 8.0
22362015 16.0
22456935 4.0
22506971 4.0
22532717 4.0
Name: sales, Length: 88, dtype: float64
16088943 4.0
16114163 8.0
16185150 12.0
16208198 4.0
16255095 4.0
...
22409709 4.0
22433444 4.0
22481281 4.0
22532752 4.0
22556545 4.0
Name: sales, Length: 136, dtype: float64
16088949 16.0
16114168 16.0
16138950 12.0
16185154 4.0
16208204 4.0
...
22433468 8.0
22481309 8.0
22507034 8.0
22556567 4.0
22579759 4.0
Name: sales, Length: 172, dtype: float64
16088960 4.0
16185165 4.0
16489179 4.0
16604944 8.0
16629511 4.0
...
22507047 8.0
22532783 4.0
22556577 8.0
22579768 4.0
22603387 4.0
Name: sales, Length: 131, dtype: float64
16088983 37.904
16208230 40.100
16393424 42.436
16864123 79.320
16887233 74.004
...
22287357 79.100
22311667 38.464
22337208 41.820
22362101 37.856
22579788 79.356
Name: sales, Length: 76, dtype: float64
16088987 8.0
16138984 4.0
16162338 4.0
16185188 12.0
16208234 4.0
...
22409767 4.0
22433499 4.0
22481346 4.0
22507072 12.0
22579792 20.0
Name: sales, Length: 197, dtype: float64
16088996 8.0
16162347 4.0
16230687 4.0
16303687 16.0
16370867 4.0
...
22143510 4.0
22168510 8.0
22287368 8.0
22337220 8.0
22433506 8.0
Name: sales, Length: 79, dtype: float64
16089007 12.0
16114220 68.0
16208247 16.0
16230696 12.0
16255152 24.0
...
22457041 8.0
22481364 8.0
22507091 12.0
22556613 4.0
22579810 16.0
Name: sales, Length: 217, dtype: float64
16089008 28.0
16114221 12.0
16139001 4.0
16162356 24.0
16185204 8.0
...
22507092 52.0
22532822 16.0
22556614 8.0
22579811 24.0
22603423 20.0
Name: sales, Length: 222, dtype: float64
16089029 12.0
16114243 20.0
16162377 4.0
16208268 8.0
16230719 12.0
...
22481388 20.0
22507118 20.0
22532845 4.0
22556636 20.0
22579834 8.0
Name: sales, Length: 201, dtype: float64
16114074 4.0
16441599 4.0
16580115 4.0
16742444 4.0
16791382 4.0
16815673 4.0
16863980 4.0
17006414 4.0
17337933 12.0
17361319 4.0
17432768 4.0
17578287 12.0
17798929 4.0
17944549 4.0
17970042 4.0
18044159 4.0
18068426 4.0
18093388 8.0
18551410 4.0
18839620 4.0
18886522 4.0
19058831 8.0
19083931 4.0
19228589 4.0
19518879 4.0
19542014 4.0
19739348 4.0
19838647 4.0
19961424 4.0
19985166 4.0
20106569 12.0
20277256 8.0
20302491 4.0
20450169 4.0
20573081 8.0
20649505 4.0
20673505 8.0
20795336 8.0
20821369 20.0
20846344 4.0
21064464 8.0
21484762 12.0
21657298 8.0
21730374 8.0
21753899 8.0
21802813 8.0
21877437 4.0
21926710 4.0
21974942 4.0
22096727 8.0
22168233 8.0
22287086 8.0
22311391 4.0
22336936 4.0
22506781 12.0
Name: sales, dtype: float64
16114107 4.0
16138887 4.0
16162253 4.0
16208145 8.0
16230581 4.0
...
22506814 4.0
22532574 4.0
22556369 12.0
22579555 4.0
22603193 8.0
Name: sales, Length: 134, dtype: float64
16114224 4.0
16230700 4.0
16255156 8.0
16279564 4.0
16303701 4.0
...
22168526 4.0
22287383 12.0
22386165 8.0
22507097 4.0
22603427 24.0
Name: sales, Length: 88, dtype: float64
16138918 8.0
16185125 24.0
16208176 24.0
16279472 8.0
16326332 28.0
16370798 4.0
16416920 32.0
16466193 12.0
16511794 28.0
16556812 36.0
16629470 24.0
16652291 8.0
16674682 20.0
16697281 28.0
16767188 -16.0
16815758 4.0
17970167 8.0
18044269 4.0
18068542 4.0
18093501 24.0
18141931 36.0
18166379 24.0
18191032 20.0
18240245 4.0
19373785 24.0
19397790 4.0
19448307 24.0
19495349 12.0
19542146 16.0
19566235 8.0
19765420 16.0
19936063 8.0
20056739 28.0
20302616 32.0
20373782 4.0
20501094 16.0
20649641 16.0
20673638 24.0
20697564 8.0
20895019 16.0
20918708 12.0
20968673 16.0
21112025 4.0
21164340 4.0
21261839 4.0
21286798 12.0
21458742 24.0
21484900 20.0
21606861 16.0
21631541 20.0
22049921 24.0
22096853 4.0
22168364 12.0
22433366 8.0
22579655 16.0
Name: sales, dtype: float64
16162358 28.0
16185206 20.0
16208249 12.0
16230698 12.0
16255154 8.0
...
22507095 24.0
22532825 16.0
22556616 8.0
22579814 8.0
22603425 16.0
Name: sales, Length: 186, dtype: float64
16254148 20.0
16278544 16.0
16302746 4.0
16325483 4.0
16369953 4.0
...
20131085 8.0
20155042 12.0
22455939 8.0
22480182 4.0
22555535 4.0
Name: sales, Length: 115, dtype: float64
16255036 28.0
16279440 48.0
16303584 60.0
16326301 36.0
16347999 44.0
...
22506825 76.0
22532585 80.0
22556379 36.0
22579566 72.0
22603202 52.0
Name: sales, Length: 260, dtype: float64
16255068 16.0
16279471 48.0
16348027 4.0
16393362 4.0
16511793 28.0
16556811 12.0
16604897 4.0
16629469 4.0
16652290 4.0
16719214 4.0
16791467 8.0
16840398 8.0
16864065 24.0
16960752 4.0
17006502 8.0
17099882 4.0
17148429 4.0
17241409 8.0
17407840 12.0
17530716 8.0
17554253 8.0
17603824 8.0
17629160 8.0
17701016 4.0
17748360 16.0
17773785 8.0
17919060 16.0
17944668 8.0
20009007 8.0
20277397 4.0
20302615 12.0
20326468 8.0
20450315 4.0
20476666 8.0
20795482 24.0
20870618 4.0
20895017 8.0
20918706 4.0
20942955 4.0
20968671 4.0
21017619 4.0
21040937 32.0
21138181 4.0
21362190 8.0
Name: sales, dtype: float64
16279376 12.0
16393268 4.0
16416822 8.0
16441571 4.0
16674574 4.0
...
22119499 4.0
22456713 8.0
22481012 4.0
22506743 4.0
22579487 4.0
Name: sales, Length: 61, dtype: float64
16279503 56.0
16303642 8.0
16326356 4.0
16348054 8.0
16370823 12.0
...
22507030 32.0
22532770 12.0
22556562 8.0
22579755 12.0
22603374 4.0
Name: sales, Length: 159, dtype: float64
16279535 25.004
16303672 22.620
16441734 27.540
17432942 47.936
17482082 27.164
17530777 52.700
17554317 24.276
17578464 64.404
17603890 39.300
17629218 48.936
17653378 300.212
17677126 372.568
17701073 73.940
17724450 22.372
17799103 151.072
17823059 3017.224
17846914 180.204
17894908 261.600
17970233 514.656
19326920 26.180
19472033 26.704
20203940 25.804
20673720 24.900
21657551 28.064
21683337 22.344
22073317 27.384
22096965 26.776
22143497 27.844
22217043 54.104
22287354 52.580
22507066 24.404
Name: sales, dtype: float64
16303583 20.0
16326300 8.0
16347998 16.0
16370768 4.0
16393329 4.0
...
22506823 28.0
22532583 44.0
22556377 20.0
22579564 36.0
22603200 56.0
Name: sales, Length: 194, dtype: float64
16326426 8.0
16393463 4.0
16417032 4.0
16441778 12.0
16489240 8.0
...
21828199 4.0
21877737 4.0
21902670 8.0
21926992 4.0
21950756 4.0
Name: sales, Length: 92, dtype: float64
16370767 4.0
16393328 12.0
16416882 12.0
16441630 8.0
16466160 4.0
...
22506820 24.0
22532580 28.0
22556375 40.0
22579561 36.0
22603199 36.0
Name: sales, Length: 217, dtype: float64
16393331 4.0
16416886 4.0
16441635 4.0
16466164 8.0
16489112 8.0
...
18117792 4.0
18265369 4.0
18435112 4.0
19279073 4.0
19397703 4.0
Name: sales, Length: 61, dtype: float64
16416885 16.0
16441634 28.0
16466163 20.0
16489111 8.0
16511759 4.0
...
22506829 32.0
22532588 16.0
22556383 20.0
22579570 16.0
22603207 28.0
Name: sales, Length: 238, dtype: float64
16416997 96.044
16489204 50.244
16815837 46.996
16840472 44.700
16910913 90.124
16960821 46.604
17051685 52.596
17099955 47.356
17124972 48.560
17148498 48.820
17171426 47.520
17194811 91.476
17217595 95.136
17241484 140.072
17266613 44.376
17291564 47.640
17338108 96.808
17361491 48.404
17432952 97.120
17530789 96.544
17554330 50.280
17578475 53.516
17603902 191.916
17629231 51.760
17653390 136.296
17701084 77.564
17724462 124.964
17748440 142.924
17773860 308.764
17799116 229.396
17823069 271.560
17846927 48.424
17919137 95.640
17944750 1097.216
17970246 864.636
17995086 542.564
18019660 527.312
18044338 46.060
18068615 56.020
18093577 54.720
18117920 160.240
18166452 90.824
18191100 52.156
Name: sales, dtype: float64
16441633 8.0
16466162 8.0
16489110 4.0
16580153 8.0
16604861 8.0
...
22336977 12.0
22361884 8.0
22481096 8.0
22556381 4.0
22603205 4.0
Name: sales, Length: 132, dtype: float64
16441745 27.964
16489205 33.960
16674749 36.616
16719275 28.320
17029567 40.020
...
22119783 35.604
22311675 35.044
22409772 29.516
22532810 33.856
22579797 33.960
Name: sales, Length: 63, dtype: float64
16489109 12.0
16511758 16.0
16534555 4.0
16556778 20.0
16580152 64.0
...
22506826 32.0
22532586 32.0
22556380 16.0
22579567 16.0
22603203 20.0
Name: sales, Length: 250, dtype: float64
16489113 8.0
16511761 112.0
16534557 4.0
16652258 24.0
16674646 96.0
...
22456794 32.0
22481099 68.0
22506830 4.0
22556384 48.0
22579571 32.0
Name: sales, Length: 87, dtype: float64
16511756 20.0
16534552 12.0
16556775 32.0
16580148 24.0
16604856 16.0
...
22506819 44.0
22532579 8.0
22556374 16.0
22579560 40.0
22603198 4.0
Name: sales, Length: 223, dtype: float64
16534517 4.0
16556740 16.0
16580110 20.0
16604821 8.0
16629395 8.0
...
22506775 4.0
22532536 8.0
22556334 12.0
22579519 24.0
22603156 4.0
Name: sales, Length: 184, dtype: float64
16556840 20.0
16580218 84.0
16604933 16.0
17171384 48.0
17194770 72.0
...
22507032 48.0
22532772 84.0
22556564 64.0
22579757 60.0
22603376 16.0
Name: sales, Length: 199, dtype: float64
16556900 12.0
16580279 4.0
16604991 24.0
16652376 12.0
16674769 4.0
...
22433520 12.0
22481372 20.0
22507101 12.0
22532830 16.0
22579819 8.0
Name: sales, Length: 209, dtype: float64
16580088 64.0
16604800 32.0
16742417 52.0
16767086 60.0
16791356 48.0
...
22025931 88.0
22049767 28.0
22073050 36.0
22096697 4.0
22336904 4.0
Name: sales, Length: 204, dtype: float64
16580156 4.0
16604863 8.0
16652261 4.0
16674649 4.0
16742490 8.0
...
22409542 8.0
22456797 4.0
22481102 12.0
22506833 8.0
22532591 4.0
Name: sales, Length: 158, dtype: float64
16604860 4.0
16791423 4.0
16815715 4.0
16983752 4.0
17051570 8.0
17314859 4.0
17432815 4.0
17457992 4.0
17530649 4.0
17773712 4.0
17846782 4.0
17894781 8.0
17944593 8.0
18068472 12.0
18481564 4.0
18551457 4.0
18672358 4.0
18769662 4.0
18793098 4.0
19204516 4.0
19228634 4.0
19253954 4.0
19423031 4.0
19471895 4.0
19542059 4.0
19566139 4.0
19641223 4.0
19765322 4.0
19862611 4.0
20033174 4.0
20179399 4.0
20203770 4.0
20476577 4.0
20549498 8.0
20649549 8.0
20795390 4.0
20993968 4.0
21138086 4.0
21312867 4.0
21631453 4.0
21827936 8.0
21877478 4.0
21902415 4.0
22000532 4.0
22119574 8.0
22239978 8.0
22263597 4.0
22311435 4.0
22456791 4.0
22579568 4.0
Name: sales, dtype: float64
16629127 8.0
16651944 8.0
16674321 20.0
16791095 4.0
16815385 8.0
20572793 12.0
20597510 4.0
20623415 24.0
20673245 12.0
20721017 12.0
20744492 4.0
20769158 4.0
20795041 24.0
20870198 40.0
20894612 4.0
20918301 8.0
20942530 28.0
20968241 16.0
21361785 8.0
21385561 16.0
21458309 4.0
21484466 12.0
21902085 12.0
21926437 12.0
21950185 4.0
21974657 16.0
22000198 4.0
22025697 24.0
22049518 12.0
22072801 8.0
22096451 8.0
22142944 24.0
22167941 48.0
22193012 16.0
22239653 4.0
22263280 28.0
22286805 12.0
22311097 16.0
22336654 32.0
22361574 4.0
Name: sales, dtype: float64
16629438 32.0
16652259 4.0
16674647 48.0
16697250 8.0
16719180 32.0
...
22481100 8.0
22506831 12.0
22532589 24.0
22556385 12.0
22579572 144.0
Name: sales, Length: 234, dtype: float64
16629439 24.0
16652260 20.0
16674648 28.0
16697251 32.0
16719181 20.0
...
22481101 12.0
22506832 28.0
22532590 20.0
22556386 28.0
22579573 140.0
Name: sales, Length: 237, dtype: float64
16674650 4.0
16719182 32.0
16742491 8.0
16767155 20.0
16791432 24.0
...
22506834 12.0
22532592 16.0
22556387 16.0
22579574 20.0
22603208 16.0
Name: sales, Length: 243, dtype: float64
16674651 4.0
16697252 20.0
16719185 16.0
16742495 8.0
16767158 4.0
...
22506846 36.0
22532602 12.0
22556398 16.0
22579586 8.0
22603220 4.0
Name: sales, Length: 198, dtype: float64
16719183 24.0
16840363 4.0
16864029 12.0
16887140 4.0
16910803 32.0
...
22433295 8.0
22506841 4.0
22556394 12.0
22579581 8.0
22603215 4.0
Name: sales, Length: 126, dtype: float64
16719184 24.0
16742494 8.0
16767157 20.0
16791437 8.0
16815728 8.0
...
22481114 36.0
22506845 4.0
22532601 4.0
22579585 8.0
22603219 4.0
Name: sales, Length: 234, dtype: float64
16742492 4.0
16791433 16.0
16815724 4.0
16840361 8.0
16864027 36.0
...
22506835 40.0
22532593 40.0
22556388 16.0
22579575 24.0
22603209 24.0
Name: sales, Length: 239, dtype: float64
16742493 4.0
16767156 8.0
16791434 24.0
16815725 8.0
16840362 28.0
...
22481108 36.0
22506839 28.0
22556392 4.0
22579579 20.0
22603213 4.0
Name: sales, Length: 212, dtype: float64
16767143 4.0
17337964 4.0
17384044 4.0
17530639 20.0
17603747 16.0
17894770 8.0
17970077 8.0
18019504 36.0
18068459 8.0
18117778 12.0
18265354 8.0
18648667 4.0
18744592 4.0
18769650 4.0
18986523 8.0
19156910 4.0
19279057 52.0
19326763 4.0
19373692 16.0
19397688 12.0
19739382 4.0
19790945 12.0
19815026 8.0
19935962 4.0
19961456 48.0
20179387 4.0
20251799 20.0
20450208 12.0
20500997 4.0
20795378 8.0
20870521 4.0
20968566 12.0
21111918 4.0
21138075 16.0
21337727 16.0
21385887 36.0
21410264 12.0
21433956 56.0
21458638 12.0
21484794 40.0
21753937 28.0
21777310 16.0
21802847 4.0
22263588 48.0
Name: sales, dtype: float64
16767149 4.0
16815714 4.0
16840353 4.0
16864019 12.0
16887130 12.0
...
22361883 24.0
22409537 4.0
22456790 8.0
22506827 16.0
22603204 28.0
Name: sales, Length: 176, dtype: float64
16767150 20.0
16791425 20.0
16815717 12.0
16840355 12.0
16864020 16.0
...
21410274 16.0
21433971 20.0
21458650 28.0
21484809 4.0
21510924 4.0
Name: sales, Length: 184, dtype: float64
16791416 48.0
16815708 224.0
16840347 136.0
16864013 144.0
16887123 84.0
...
22506817 228.0
22532577 144.0
22556372 52.0
22579558 36.0
22603196 44.0
Name: sales, Length: 236, dtype: float64
16791417 48.0
16815709 140.0
16840348 136.0
16864014 140.0
16887124 4.0
...
22506818 112.0
22532578 100.0
22556373 108.0
22579559 68.0
22603197 116.0
Name: sales, Length: 236, dtype: float64
16791435 24.0
16815726 32.0
16840364 24.0
16864030 16.0
16887141 16.0
...
22506842 112.0
22532598 76.0
22556395 36.0
22579582 56.0
22603216 28.0
Name: sales, Length: 204, dtype: float64
16791436 12.0
16815727 32.0
16840365 20.0
16864031 16.0
16887142 8.0
...
22506843 100.0
22532599 80.0
22556396 40.0
22579583 48.0
22603217 68.0
Name: sales, Length: 215, dtype: float64
16840454 4.0
16960803 8.0
17075073 12.0
17099936 4.0
17241465 8.0
...
22263800 4.0
22287347 4.0
22386134 4.0
22532793 4.0
22579780 8.0
Name: sales, Length: 74, dtype: float64
16864032 36.0
16887143 8.0
16910806 32.0
16935958 60.0
16960719 20.0
...
22506844 40.0
22532600 36.0
22556397 44.0
22579584 28.0
22603218 44.0
Name: sales, Length: 222, dtype: float64
16864034 16.0
16887145 8.0
16910809 12.0
16935961 36.0
16960722 48.0
...
21975011 24.0
22000557 8.0
22073143 4.0
22336997 4.0
22603226 4.0
Name: sales, Length: 200, dtype: float64
16887131 8.0
16910794 32.0
16935945 4.0
16960710 4.0
16983754 4.0
...
22506828 8.0
22532587 4.0
22556382 8.0
22579569 12.0
22603206 8.0
Name: sales, Length: 184, dtype: float64
16910788 32.0
16935942 48.0
16960706 12.0
16983748 28.0
17006450 28.0
...
22481091 60.0
22506822 88.0
22532582 60.0
22556376 12.0
22579563 8.0
Name: sales, Length: 184, dtype: float64
16935953 4.0
17314868 4.0
17337985 8.0
17361368 8.0
17530660 8.0
...
22481105 36.0
22506836 12.0
22532594 8.0
22556389 12.0
22579576 8.0
Name: sales, Length: 141, dtype: float64
16983090 12.0
17005786 4.0
17028825 4.0
17050911 20.0
17074250 8.0
...
22506113 28.0
22531914 20.0
22555731 4.0
22578879 4.0
22602543 12.0
Name: sales, Length: 226, dtype: float64
16983767 16.0
17006469 56.0
17029479 40.0
17051592 16.0
17074980 8.0
17099848 20.0
17124866 8.0
Name: sales, dtype: float64
17006449 4.0
17051566 4.0
17074954 4.0
17099822 4.0
17124845 8.0
...
22433278 4.0
22481090 4.0
22506821 4.0
22532581 4.0
22579562 4.0
Name: sales, Length: 126, dtype: float64
17006463 40.0
17029471 12.0
17051581 20.0
17074969 32.0
17099837 24.0
...
22506840 76.0
22532597 48.0
22556393 32.0
22579580 36.0
22603214 36.0
Name: sales, Length: 215, dtype: float64
17006467 42.496
17029477 34.444
17051590 35.284
17074977 125.844
17099845 81.812
...
22506850 28.108
22532607 128.896
22556402 80.640
22579590 48.012
22603224 34.496
Name: sales, Length: 228, dtype: float64
17006468 188.0
17029478 40.0
17074979 32.0
17099847 36.0
17124865 24.0
...
22506852 204.0
22532609 168.0
22556404 156.0
22579592 208.0
22603227 132.0
Name: sales, Length: 164, dtype: float64
17029472 4.0
17051583 4.0
17171305 4.0
17337988 4.0
17361373 4.0
17407790 4.0
17724332 24.0
17822944 4.0
17846795 4.0
17894792 8.0
17970105 8.0
18019529 12.0
18044213 12.0
18068486 4.0
18190971 8.0
18265381 4.0
18337190 8.0
18384805 8.0
18481580 4.0
18527642 4.0
18625524 4.0
18839682 4.0
19034480 4.0
19058893 4.0
19204529 4.0
19228650 4.0
19279084 4.0
19397715 4.0
19518935 4.0
19641238 4.0
19739410 4.0
19790971 4.0
19910216 4.0
20056661 4.0
20081016 120.0
20131970 4.0
20155906 24.0
20179414 4.0
20203785 4.0
20894947 4.0
21087452 4.0
21111942 4.0
21261764 4.0
21433985 12.0
21902430 8.0
22143290 4.0
22311450 4.0
22481110 4.0
Name: sales, dtype: float64
17029476 20.756
17051589 12.784
17074976 21.708
17099844 18.932
17148394 14.140
...
22506849 6.680
22532606 26.644
22556401 12.388
22579589 13.408
22603223 15.428
Name: sales, Length: 217, dtype: float64
17029505 148.0
17051619 132.0
17075010 212.0
17099877 76.0
17124896 60.0
...
22433353 204.0
22456870 160.0
22481173 228.0
22506904 180.0
22532653 68.0
Name: sales, Length: 87, dtype: float64
17029533 4.0
17051646 8.0
17075047 8.0
17148456 8.0
17171381 16.0
...
22507029 4.0
22532769 12.0
22556561 4.0
22579754 12.0
22603373 20.0
Name: sales, Length: 197, dtype: float64
17050712 52.0
17074047 56.0
17098910 80.0
17553319 32.0
17577409 28.0
...
22505912 40.0
22531718 28.0
22555534 12.0
22578678 16.0
22602344 4.0
Name: sales, Length: 123, dtype: float64
17075011 24.0
17099878 76.0
17124897 20.0
17148425 32.0
17171345 64.0
...
22506905 24.0
22532654 48.0
22556451 60.0
22579641 52.0
22603269 16.0
Name: sales, Length: 226, dtype: float64
17075012 80.0
17099879 156.0
17124898 4.0
17148426 64.0
17171346 52.0
...
22506906 168.0
22532655 108.0
22556452 64.0
22579642 112.0
22603270 92.0
Name: sales, Length: 225, dtype: float64
17075014 40.0
17099881 164.0
17124901 36.0
17171349 120.0
17217523 16.0
...
22506908 8.0
22532657 84.0
22556454 52.0
22579644 64.0
22603272 40.0
Name: sales, Length: 211, dtype: float64
17075129 56.0
17099994 124.0
17125007 88.0
17148531 12.0
17171459 36.0
...
22507120 28.0
22532846 24.0
22556637 28.0
22579836 16.0
22603448 16.0
Name: sales, Length: 198, dtype: float64
17075130 48.0
17099995 72.0
17125008 108.0
17148532 48.0
17171460 20.0
...
22507121 136.0
22532847 88.0
22556638 92.0
22579837 132.0
22603449 96.0
Name: sales, Length: 223, dtype: float64
17075131 12.0
17099996 56.0
17125009 4.0
17148533 24.0
17171461 24.0
...
22481391 48.0
22507122 88.0
22532848 40.0
22556639 68.0
22579838 24.0
Name: sales, Length: 223, dtype: float64
17075132 32.0
17099997 128.0
17125010 148.0
17148534 8.0
17171462 40.0
...
22433541 92.0
22457068 108.0
22507123 80.0
22579839 80.0
22603450 16.0
Name: sales, Length: 205, dtype: float64
17099843 16.0
17124862 16.0
17148393 20.0
17171311 28.0
17194702 4.0
...
22481118 24.0
22532605 20.0
22556400 52.0
22579588 16.0
22603222 4.0
Name: sales, Length: 155, dtype: float64
17099876 56.0
17124895 64.0
17148423 96.0
17171343 64.0
17291483 40.0
...
22506903 40.0
22532652 20.0
22556450 16.0
22579640 32.0
22603268 36.0
Name: sales, Length: 197, dtype: float64
17194701 4.0
17217485 8.0
17266491 20.0
17291452 12.0
17314878 4.0
...
22456812 4.0
22481117 24.0
22506848 24.0
22532604 16.0
22603221 8.0
Name: sales, Length: 176, dtype: float64
17194705 4.0
17217489 4.0
17266495 4.0
17291456 8.0
17314882 4.0
...
22506851 4.0
22532608 8.0
22556403 8.0
22579591 12.0
22603225 4.0
Name: sales, Length: 174, dtype: float64
17194708 24.0
17217492 40.0
17241374 8.0
17266497 8.0
17291458 20.0
...
22481123 4.0
22506853 28.0
22532610 12.0
22556405 12.0
22579593 4.0
Name: sales, Length: 174, dtype: float64
17216640 7.824
17240507 15.576
17265630 26.080
17290644 14.088
17314077 14.684
...
22505971 61.248
22531778 81.720
22555594 24.228
22578737 32.088
22602404 24.976
Name: sales, Length: 214, dtype: float64
17217557 4.0
17266573 4.0
17291524 4.0
17384141 8.0
17407874 4.0
...
22433471 4.0
22456995 8.0
22481313 4.0
22507038 4.0
22556570 8.0
Name: sales, Length: 136, dtype: float64
17241368 20.0
17266490 24.0
17291451 20.0
17314877 4.0
17361379 8.0
...
22481116 8.0
22506847 8.0
22532603 8.0
22556399 12.0
22579587 8.0
Name: sales, Length: 139, dtype: float64
17266408 8.0
17314796 8.0
17337909 4.0
17383992 20.0
17506186 4.0
...
22336908 4.0
22361816 8.0
22385860 20.0
22409463 4.0
22481019 4.0
Name: sales, Length: 199, dtype: float64
17266640 20.0
17291589 16.0
17315013 4.0
17361515 8.0
17384201 8.0
...
22457053 8.0
22481377 16.0
22507106 8.0
22579823 8.0
22603435 4.0
Name: sales, Length: 159, dtype: float64
17291450 20.0
17314876 16.0
17337994 8.0
17384071 8.0
17407796 8.0
...
20993988 92.0
21017558 20.0
21064523 48.0
21087458 32.0
21111948 8.0
Name: sales, Length: 87, dtype: float64
17291599 8.0
17315024 4.0
17361526 16.0
17384212 4.0
17407952 12.0
...
21535539 4.0
21583400 12.0
21607027 8.0
21631722 16.0
21707431 4.0
Name: sales, Length: 104, dtype: float64
17314885 8.0
17338002 24.0
17361387 24.0
17384079 28.0
17407803 36.0
17432841 40.0
17458016 8.0
17481992 20.0
17506275 4.0
17629117 4.0
17798997 12.0
17822959 264.0
17846810 96.0
17870979 28.0
17894806 36.0
17919017 32.0
17944624 16.0
17970120 28.0
17994968 32.0
18019544 28.0
18044227 24.0
18117813 4.0
18141891 4.0
18190988 8.0
18265395 4.0
18337199 4.0
Name: sales, dtype: float64
17361369 32.0
17384062 12.0
17407786 40.0
17458000 8.0
17481977 4.0
...
22506838 44.0
22532596 36.0
22556391 36.0
22579578 48.0
22603211 24.0
Name: sales, Length: 201, dtype: float64
17361386 8.0
17384078 4.0
17407802 4.0
17458015 12.0
17481991 4.0
...
19495293 8.0
19641251 4.0
19665945 8.0
19690705 4.0
19714699 4.0
Name: sales, Length: 64, dtype: float64
17361388 8.0
17384080 40.0
17407804 36.0
17432843 84.0
17458019 20.0
...
22456824 4.0
22481128 8.0
22506858 40.0
22532615 4.0
22579598 24.0
Name: sales, Length: 203, dtype: float64
17406487 8.0
17431515 8.0
17504945 8.0
17529398 36.0
17602464 4.0
...
22505550 84.0
22531381 48.0
22555222 64.0
22578354 52.0
22602024 48.0
Name: sales, Length: 117, dtype: float64
17432803 12.0
17481960 4.0
18093423 8.0
18166298 4.0
18240164 16.0
18265355 4.0
18435096 8.0
18601949 4.0
18695253 4.0
18862472 8.0
18912320 8.0
18937932 8.0
19010670 12.0
19034453 4.0
19253943 4.0
19350624 4.0
19397689 4.0
19423019 4.0
19471883 16.0
19566127 12.0
19641211 12.0
19765310 4.0
20106606 16.0
20277292 4.0
20821408 16.0
20870522 8.0
21164243 4.0
21261739 4.0
21410265 8.0
21433958 64.0
21535290 4.0
21559016 68.0
21583143 12.0
21606763 12.0
21753939 16.0
21853313 24.0
21902405 32.0
21926745 8.0
21950497 16.0
22433272 24.0
22456779 24.0
Name: sales, dtype: float64
17432842 44.0
17458017 4.0
17481993 20.0
17506277 64.0
17530676 12.0
...
22506856 108.0
22532613 84.0
22556408 56.0
22579596 92.0
22603230 64.0
Name: sales, Length: 206, dtype: float64
17457981 4.0
17578322 8.0
17676997 8.0
17773700 12.0
17994930 8.0
18044188 4.0
18068460 8.0
18166297 4.0
18410109 4.0
18576807 8.0
18719191 4.0
18744593 4.0
18839657 8.0
18886562 4.0
18937931 4.0
19058869 4.0
19108050 4.0
19156911 16.0
19302994 4.0
19326764 4.0
19423018 32.0
19591666 4.0
19714660 4.0
19790946 4.0
19862598 24.0
19935963 4.0
19961457 12.0
20500998 4.0
20623730 4.0
20673542 4.0
20697463 8.0
20821407 16.0
20846377 16.0
20894923 4.0
20968567 4.0
20993957 24.0
21111919 8.0
21164242 16.0
21286689 4.0
21385888 32.0
21433957 16.0
21458639 32.0
21484795 16.0
21510913 4.0
21730409 8.0
21753938 36.0
21802848 4.0
Name: sales, dtype: float64
17458018 52.0
17481994 40.0
17506278 104.0
17530677 12.0
17554217 84.0
...
22506857 132.0
22532614 60.0
22556409 36.0
22579597 24.0
22603231 64.0
Name: sales, Length: 200, dtype: float64
17506276 28.0
17530675 24.0
17554215 28.0
17578362 8.0
17629118 8.0
...
22433309 8.0
22456821 8.0
22481125 8.0
22506855 24.0
22603229 20.0
Name: sales, Length: 121, dtype: float64
17506280 16.0
17530679 12.0
17554219 4.0
17578366 36.0
17603788 8.0
...
22481131 20.0
22506861 16.0
22556412 4.0
22579601 20.0
22603233 12.0
Name: sales, Length: 196, dtype: float64
17530646 24.0
17554184 12.0
17578331 8.0
17603755 16.0
17629088 12.0
...
22506824 108.0
22532584 52.0
22556378 28.0
22579565 60.0
22603201 48.0
Name: sales, Length: 143, dtype: float64
17576381 12.0
17601842 36.0
17627241 12.0
17651444 12.0
17675145 28.0
...
22455027 12.0
22479225 8.0
22504956 28.0
22530805 12.0
22554661 8.0
Name: sales, Length: 124, dtype: float64
17577673 4.0
17628475 4.0
17723700 4.0
17798351 4.0
17822327 4.0
17846164 4.0
17894173 12.0
17918336 24.0
17969455 12.0
17994318 8.0
18018878 16.0
18043592 12.0
18117170 16.0
18165662 8.0
18190349 12.0
18239525 4.0
18384136 4.0
18457821 4.0
19861996 4.0
19885314 -4.0
20276674 4.0
20572495 4.0
20648945 4.0
20794719 4.0
21261093 4.0
21286025 4.0
21409646 12.0
21433330 4.0
21484145 4.0
21510296 4.0
21776680 4.0
22072503 4.0
22167633 4.0
22531962 4.0
Name: sales, dtype: float64
17578346 4.0
17724330 4.0
17748299 4.0
17918998 8.0
17994954 4.0
...
22263606 4.0
22311447 4.0
22361894 4.0
22456803 4.0
22603212 4.0
Name: sales, Length: 93, dtype: float64
17578367 56.0
17603789 76.0
17629125 24.0
18625543 76.0
18648715 48.0
...
22506863 32.0
22532619 36.0
22556414 8.0
22579603 44.0
22603234 40.0
Name: sales, Length: 125, dtype: float64
17629122 8.0
17653287 8.0
17677034 4.0
17700979 28.0
17724352 8.0
...
22506859 40.0
22532616 16.0
22556410 16.0
22579599 32.0
22603232 20.0
Name: sales, Length: 164, dtype: float64
17629124 12.0
17653289 8.0
17677036 4.0
17700981 8.0
17748322 12.0
...
22481132 12.0
22506862 12.0
22532618 12.0
22556413 12.0
22579602 16.0
Name: sales, Length: 190, dtype: float64
17700982 12.0
17724354 40.0
17748323 140.0
17773748 108.0
17799004 196.0
17822967 20.0
17846819 344.0
17870987 72.0
17894813 20.0
Name: sales, dtype: float64
17701013 20.0
17724389 12.0
17748357 8.0
17822999 20.0
17846850 20.0
...
21975068 40.0
22073199 40.0
22433357 40.0
22532658 20.0
22556455 20.0
Name: sales, Length: 104, dtype: float64
17724347 12.0
17748315 12.0
17773741 40.0
17798996 12.0
17822958 12.0
...
22433308 16.0
22456820 16.0
22556407 20.0
22579595 40.0
22603228 24.0
Name: sales, Length: 169, dtype: float64
17724405 24.0
17748374 8.0
17773799 28.0
17799054 40.0
17823015 48.0
...
22386055 16.0
22409667 24.0
22433410 12.0
22456931 4.0
22603323 4.0
Name: sales, Length: 147, dtype: float64
17773699 20.0
17798961 12.0
17822925 8.0
17846772 4.0
17870949 16.0
...
22506815 20.0
22532575 12.0
22556370 12.0
22579556 16.0
22603194 4.0
Name: sales, Length: 79, dtype: float64
17773797 52.0
17799052 48.0
17823013 8.0
17846865 12.0
17871038 16.0
...
22386052 4.0
22532711 20.0
22556509 32.0
22579698 20.0
22603321 8.0
Name: sales, Length: 162, dtype: float64
17845553 4.0
17869724 4.0
17893547 28.0
17917681 16.0
17943302 28.0
...
22505549 40.0
22531380 100.0
22555221 68.0
22578353 16.0
22602023 96.0
Name: sales, Length: 121, dtype: float64
17846818 4.0
17919025 8.0
17970128 4.0
17994976 4.0
18044233 4.0
...
22409571 12.0
22433317 8.0
22456830 8.0
22481134 8.0
22506864 8.0
Name: sales, Length: 100, dtype: float64
17870346 4.0
17894174 168.0
17918337 48.0
17994319 36.0
18018879 120.0
18043593 48.0
18067812 72.0
18117171 24.0
18141234 68.0
21776681 48.0
21876852 4.0
21974336 8.0
22049226 12.0
22096169 8.0
22286500 48.0
22456186 48.0
22480444 24.0
Name: sales, dtype: float64
17918343 103.980
17943953 194.020
17969463 369.288
17994325 284.852
18018888 25.524
18043600 152.952
18067821 25.464
18092812 10.100
18117179 1.920
18141240 1.980
18288817 1.804
Name: sales, dtype: float64
17918996 92.0
17944604 120.0
17970100 136.0
17994952 164.0
18019525 132.0
...
22506837 116.0
22532595 64.0
22556390 76.0
22579577 84.0
22603210 48.0
Name: sales, Length: 192, dtype: float64
17944632 8.0
17994978 8.0
18019553 16.0
18044234 4.0
18093468 4.0
...
22263634 4.0
22361918 4.0
22433318 4.0
22456832 4.0
22579605 4.0
Name: sales, Length: 82, dtype: float64
17944633 8.0
17970130 52.0
17994979 96.0
18019554 112.0
18044235 56.0
...
22506867 72.0
22532622 76.0
22556417 60.0
22579607 28.0
22603237 24.0
Name: sales, Length: 192, dtype: float64
18018091 400.0
18042870 400.0
18238736 200.0
18526261 300.0
19639859 480.0
20941426 400.0
Name: sales, dtype: float64
18019542 4.0
18068498 4.0
18093459 12.0
18141889 4.0
18289466 8.0
...
22456818 4.0
22506854 8.0
22532611 4.0
22556406 12.0
22579594 4.0
Name: sales, Length: 108, dtype: float64
18067327 8.0
18092319 8.0
18140763 4.0
18165175 4.0
18213535 4.0
18336117 4.0
18383643 8.0
18408982 4.0
18457366 4.0
18575677 8.0
18600876 4.0
18647597 4.0
18718038 4.0
18743459 4.0
18911173 8.0
18961392 4.0
18985418 4.0
19057753 4.0
19082883 12.0
19106955 8.0
19155821 4.0
19301909 4.0
19325675 8.0
19396552 4.0
19421873 8.0
19494182 4.0
19616042 4.0
19738237 8.0
19764193 8.0
19789883 4.0
19813994 4.0
19837593 8.0
20007831 4.0
20055546 4.0
20079844 4.0
20105465 8.0
20178294 8.0
20449046 4.0
20524112 4.0
20548430 4.0
20648493 8.0
20720295 4.0
20794229 4.0
21016512 4.0
21136932 12.0
21163168 8.0
21336662 4.0
21384785 4.0
21656173 4.0
21682053 4.0
21706159 8.0
21776211 4.0
Name: sales, dtype: float64
18092043 400.0
18140469 400.0
18189621 320.0
18288058 320.0
18335848 400.0
...
22479688 320.0
22505418 280.0
22531256 280.0
22555102 320.0
22578229 400.0
Name: sales, Length: 157, dtype: float64
18166336 4.0
18190986 12.0
18240201 12.0
18265393 12.0
18289467 16.0
...
22409562 4.0
22433307 12.0
22456819 12.0
22481124 4.0
22532612 4.0
Name: sales, Length: 100, dtype: float64
18189622 400.0
18213235 400.0
18263972 520.0
18311846 400.0
18383350 480.0
18550014 480.0
18647314 320.0
18768308 200.0
18885111 400.0
18910885 400.0
18936526 400.0
19493898 480.0
19564696 200.0
19615766 320.0
21681789 400.0
Name: sales, dtype: float64
18191000 24.0
18240212 8.0
18337208 48.0
18719243 28.0
18839706 8.0
18912376 8.0
18986574 12.0
19034505 24.0
19326815 16.0
19350671 12.0
Name: sales, dtype: float64
18214847 20.0
18240319 20.0
18265511 8.0
18313376 32.0
18337305 12.0
...
22481350 24.0
22507076 36.0
22532808 20.0
22556601 24.0
22579795 12.0
Name: sales, Length: 134, dtype: float64
18265404 12.0
18962523 4.0
19518961 4.0
20277346 24.0
20721369 12.0
Name: sales, dtype: float64
18313334 4.0
18435194 12.0
18504815 4.0
18551555 4.0
18576922 4.0
18862584 16.0
19010775 4.0
19448331 8.0
19495370 8.0
19542174 4.0
19566267 36.0
19591797 4.0
19617206 8.0
19886038 12.0
19910331 8.0
20326520 4.0
20525338 8.0
20549636 24.0
20623898 8.0
20721477 12.0
20821567 48.0
20870688 96.0
21112102 24.0
21138257 28.0
21164406 12.0
21189070 8.0
21213367 12.0
21237873 16.0
21261909 4.0
21286870 8.0
21313028 20.0
21337895 24.0
21362258 16.0
21386052 28.0
21410434 4.0
21434130 4.0
21458826 4.0
21484983 4.0
21511086 4.0
21535456 12.0
21606941 12.0
21631627 28.0
21657506 64.0
21683294 4.0
21754098 4.0
21877646 4.0
21902577 4.0
21950671 20.0
21975162 40.0
22026162 4.0
22481279 4.0
22507008 4.0
22603361 4.0
Name: sales, dtype: float64
18360699 4.0
18410200 4.0
18435178 4.0
18576902 8.0
18602043 4.0
18648759 4.0
18744696 4.0
18816349 8.0
18839754 4.0
18912425 8.0
18938035 4.0
19010760 4.0
19228727 4.0
19303091 8.0
19448316 4.0
19471984 4.0
19495359 8.0
19591777 4.0
19690777 8.0
19739507 4.0
19765437 4.0
19838791 4.0
19862707 8.0
20081113 4.0
20251927 8.0
20277424 8.0
20423606 4.0
20450346 12.0
20476698 4.0
20501123 4.0
20597977 8.0
20623865 8.0
20697593 4.0
Name: sales, dtype: float64
18384755 140.0
18410085 148.0
18458396 12.0
18481530 72.0
18504695 44.0
...
22506791 152.0
22532553 100.0
22556349 40.0
22579535 52.0
22603171 48.0
Name: sales, Length: 167, dtype: float64
18384756 40.0
18410086 204.0
18435074 4.0
18458398 48.0
18481532 64.0
...
22506793 48.0
22532555 32.0
22556351 28.0
22579537 28.0
22603173 24.0
Name: sales, Length: 171, dtype: float64
18410108 264.0
18435095 60.0
18458421 72.0
18481553 40.0
18504717 64.0
18527614 40.0
18551444 192.0
18576806 164.0
18601948 96.0
18625500 48.0
18648666 88.0
18672346 32.0
18695252 284.0
18719190 232.0
18744591 188.0
18769649 32.0
18793090 32.0
18816249 44.0
18839656 8.0
18862471 116.0
18886561 212.0
18912319 132.0
18937930 184.0
18962473 124.0
18986522 212.0
19010669 664.0
19034452 800.0
19058868 852.0
19083968 464.0
19108049 240.0
19132368 120.0
19156909 8.0
Name: sales, dtype: float64
18435073 28.0
18458397 132.0
18481531 108.0
18504696 52.0
18527592 20.0
...
22506792 28.0
22532554 128.0
22556350 104.0
22579536 28.0
22603172 60.0
Name: sales, Length: 171, dtype: float64
18481463 404.416
18648573 467.220
18816167 693.612
18986433 354.388
19156819 263.220
19326675 336.780
19495164 499.220
19838595 266.804
20179306 641.612
20349713 167.220
20450106 3.168
20697377 592.780
20870425 144.000
21017440 45.612
21040756 428.780
21385792 328.000
21558925 262.388
21753847 216.000
21902309 502.388
22073024 329.612
22239876 189.612
22409431 165.612
22579463 487.220
Name: sales, dtype: float64
18527665 12.0
18551496 16.0
18576861 12.0
18602002 8.0
18839709 4.0
...
22506872 8.0
22532626 28.0
22556420 44.0
22579612 28.0
22603242 24.0
Name: sales, Length: 149, dtype: float64
18576860 28.0
18602001 28.0
18625549 4.0
18648719 20.0
18672393 16.0
...
22506871 24.0
22532625 24.0
22556419 12.0
22579611 12.0
22603241 20.0
Name: sales, Length: 148, dtype: float64
18601947 20.0
18625499 20.0
18648665 16.0
18672345 20.0
18695251 16.0
18719189 76.0
18744590 64.0
18769648 24.0
18793089 16.0
18816248 12.0
18839655 12.0
18862470 64.0
18886560 116.0
18912318 184.0
18937929 60.0
18962472 64.0
18986521 84.0
19010668 452.0
19034451 432.0
19058867 392.0
19083967 4.0
Name: sales, dtype: float64
18648720 4.0
18695310 4.0
18719246 24.0
18744651 12.0
18769701 16.0
...
22506873 20.0
22532627 4.0
22556421 8.0
22579613 12.0
22603243 4.0
Name: sales, Length: 131, dtype: float64
18719241 8.0
18816303 20.0
18886614 4.0
18937985 28.0
19181012 4.0
...
22361921 16.0
22385963 8.0
22506868 8.0
22532623 12.0
22579608 4.0
Name: sales, Length: 73, dtype: float64
18719244 4.0
18744649 4.0
18839707 4.0
19010717 4.0
19084019 4.0
19132417 4.0
19156960 4.0
19326816 4.0
19566183 8.0
19591721 16.0
19641269 4.0
19739441 4.0
19910246 4.0
19961511 8.0
19985254 12.0
20056692 4.0
20081044 4.0
20131997 4.0
20155933 8.0
20251854 4.0
20423528 4.0
20476618 4.0
20501048 4.0
20525240 4.0
20623788 4.0
20697518 4.0
20744850 4.0
20870575 8.0
20918662 4.0
21111973 8.0
21138133 4.0
21237763 4.0
21261790 4.0
21458690 12.0
21535336 4.0
21657380 4.0
21730454 4.0
21777360 4.0
21802896 8.0
21827975 4.0
22026040 4.0
22073160 8.0
22096809 4.0
22119616 4.0
22143323 8.0
22216882 8.0
22240016 8.0
22263638 4.0
22287172 16.0
22385965 12.0
22603240 8.0
Name: sales, dtype: float64
18744675 92.0
18769725 28.0
18793164 16.0
18816330 12.0
18839733 16.0
...
22506897 24.0
22532648 104.0
22556446 24.0
22579635 32.0
22603263 28.0
Name: sales, Length: 129, dtype: float64
18769702 4.0
18793141 24.0
18816306 24.0
18839711 32.0
18862527 44.0
...
22506874 60.0
22532628 28.0
22556422 36.0
22579614 112.0
22603244 36.0
Name: sales, Length: 156, dtype: float64
18937983 4.0
18986571 8.0
19034502 4.0
19108093 4.0
19132415 12.0
...
21707221 4.0
21730449 4.0
21753979 4.0
21777355 8.0
21802891 4.0
Name: sales, Length: 74, dtype: float64
18937990 8.0
18962527 12.0
18986578 4.0
19034509 8.0
19058921 8.0
...
22287176 8.0
22385969 8.0
22433326 4.0
22456840 4.0
22556423 4.0
Name: sales, Length: 66, dtype: float64
18961866 8.0
18985900 28.0
19010063 12.0
19033835 8.0
19058239 36.0
...
22506171 60.0
22531969 16.0
22555778 4.0
22578939 16.0
22602597 28.0
Name: sales, Length: 140, dtype: float64
19058944 4.0
19204585 4.0
19254025 20.0
19279139 8.0
19303071 8.0
...
21802925 4.0
22000604 12.0
22049903 8.0
22337042 8.0
22556445 8.0
Name: sales, Length: 79, dtype: float64
19084054 16.0
19108129 4.0
19132450 8.0
19157000 24.0
19181049 12.0
...
22506909 148.0
22532659 44.0
22556456 56.0
22579645 32.0
22603273 24.0
Name: sales, Length: 144, dtype: float64
19156988 8.0
19254024 12.0
19303070 8.0
19397775 8.0
19423102 12.0
...
22193403 8.0
22263662 12.0
22311507 8.0
22456863 16.0
22603262 4.0
Name: sales, Length: 63, dtype: float64
19156990 48.0
19181039 24.0
19204587 12.0
19228707 4.0
19254027 4.0
...
22506898 48.0
22532649 20.0
22556447 4.0
22579636 32.0
22603264 8.0
Name: sales, Length: 125, dtype: float64
19180510 4.0
19204050 8.0
19253469 8.0
19326303 4.0
19422534 8.0
19565653 12.0
19591192 16.0
19616661 4.0
19640769 4.0
19690216 8.0
19764845 24.0
19790512 8.0
19935487 16.0
19984757 4.0
20080512 4.0
20131499 4.0
20276842 4.0
20397341 4.0
20422982 4.0
20476099 4.0
20500548 4.0
20597358 4.0
20845920 4.0
20918153 4.0
21261264 4.0
21286200 4.0
21312399 4.0
21385411 8.0
21409817 4.0
21458159 12.0
21510455 4.0
21606299 4.0
21682670 4.0
21706753 4.0
21802384 8.0
21827458 12.0
21877012 4.0
21974506 4.0
22025552 8.0
22049375 4.0
22072659 8.0
22167791 4.0
22192867 4.0
22216395 4.0
22263144 8.0
22336511 4.0
22385469 8.0
22432826 8.0
22532123 12.0
22579096 8.0
Name: sales, dtype: float64
19326846 4.0
19566218 4.0
19641296 4.0
19690749 4.0
19961540 8.0
19985287 8.0
20033243 4.0
20081075 4.0
20132027 4.0
20179473 8.0
20277380 8.0
20302598 4.0
20397896 4.0
20450297 4.0
20501076 4.0
20525265 16.0
20549566 8.0
20573199 4.0
20649621 4.0
20870605 4.0
20942939 4.0
20994036 4.0
21017604 8.0
21164323 4.0
21188990 4.0
21213281 4.0
21312938 8.0
21510991 4.0
21559093 12.0
21707255 4.0
21802928 8.0
21877546 4.0
22049905 4.0
22073190 4.0
22168348 4.0
22240045 4.0
22385991 4.0
22409603 8.0
22456866 4.0
22481168 8.0
22506899 4.0
Name: sales, dtype: float64
19326856 8.0
19350707 40.0
19373782 60.0
19397786 68.0
19423115 64.0
...
22506911 104.0
22532660 64.0
22556457 28.0
22579647 52.0
22603274 16.0
Name: sales, Length: 134, dtype: float64
19350708 72.0
19373783 56.0
19397787 200.0
19423116 56.0
19448304 36.0
...
22506913 188.0
22532662 100.0
22556459 72.0
22579649 56.0
22603276 112.0
Name: sales, Length: 134, dtype: float64
19471931 4.0
19566178 8.0
19591716 8.0
19617133 12.0
19714711 4.0
...
22506866 12.0
22532621 4.0
22556416 12.0
22579606 24.0
22603236 24.0
Name: sales, Length: 96, dtype: float64
19471933 24.0
19495306 28.0
19518959 20.0
19566180 20.0
19591718 24.0
...
21213252 20.0
21237761 20.0
21261788 12.0
21286745 16.0
21362142 4.0
Name: sales, Length: 65, dtype: float64
19471975 8.0
19495348 44.0
19518999 44.0
19542145 40.0
19566234 24.0
...
22506918 328.0
22532667 16.0
22556464 32.0
22579654 120.0
22603280 72.0
Name: sales, Length: 117, dtype: float64
19542141 44.0
19566231 136.0
19591764 220.0
19617177 132.0
19641307 108.0
...
22506912 104.0
22532661 68.0
22556458 40.0
22579648 40.0
22603275 28.0
Name: sales, Length: 126, dtype: float64
19542147 12.0
19566236 20.0
19591766 28.0
19617180 12.0
19641311 20.0
...
22456884 16.0
22481187 24.0
22506919 8.0
22532668 8.0
22556465 12.0
Name: sales, Length: 101, dtype: float64
19542148 32.0
19566237 32.0
19591767 60.0
19617181 36.0
19641312 68.0
...
22433369 12.0
22532670 28.0
22556467 16.0
22579657 36.0
22603282 36.0
Name: sales, Length: 122, dtype: float64
19566229 4.0
19765411 4.0
19838768 4.0
19910286 4.0
19936056 4.0
19961549 4.0
19985295 4.0
20009000 8.0
20056731 4.0
20081085 4.0
20155973 12.0
20227428 4.0
20277390 4.0
20476659 8.0
20501085 4.0
20597937 4.0
20623828 4.0
20649631 4.0
20769598 4.0
20795474 4.0
20968664 4.0
21337814 4.0
21458731 4.0
21802938 4.0
21902489 4.0
Name: sales, dtype: float64
19591664 4.0
19617089 8.0
19641209 4.0
19665905 4.0
19690664 4.0
...
22311422 8.0
22409523 4.0
22433270 4.0
22481081 8.0
22506812 8.0
Name: sales, Length: 77, dtype: float64
19591720 4.0
19765369 12.0
19790999 4.0
19815076 20.0
19838731 4.0
19936017 4.0
19985253 8.0
20008966 4.0
20106660 16.0
20277347 8.0
20349860 4.0
20373732 4.0
20623787 4.0
20769556 4.0
21458689 4.0
21484848 4.0
21535335 8.0
21559064 4.0
21583191 28.0
21606816 8.0
21631496 8.0
21683173 16.0
21707225 4.0
21730453 8.0
21753983 4.0
21950545 8.0
21975029 8.0
22000574 4.0
22049874 24.0
22073159 4.0
22096808 8.0
22143322 12.0
22168318 8.0
22240015 8.0
22263637 4.0
22337015 4.0
22361923 4.0
22456836 12.0
22506870 28.0
22579610 8.0
22603239 32.0
Name: sales, dtype: float64
19617175 8.0
19641305 4.0
19666000 4.0
19765412 12.0
19910287 4.0
19985296 4.0
20009001 4.0
20106701 4.0
20423570 4.0
20450308 4.0
20649632 4.0
20795475 4.0
20846469 4.0
20968665 4.0
21017613 4.0
21040929 4.0
21064586 4.0
21087521 4.0
21112015 8.0
21138174 4.0
21312949 8.0
21458732 4.0
21484891 8.0
21583229 8.0
21657422 4.0
21683214 4.0
21777401 4.0
21802939 4.0
21877556 8.0
21950585 4.0
21975070 8.0
22143358 4.0
22506910 8.0
22579646 4.0
Name: sales, dtype: float64
19641310 28.0
19666005 8.0
19690762 24.0
19714758 20.0
19739487 20.0
...
22506915 52.0
22532664 12.0
22556461 24.0
22579651 4.0
22603277 16.0
Name: sales, Length: 120, dtype: float64
19641314 8.0
19666011 8.0
19690769 12.0
19714765 16.0
19739494 8.0
...
22433370 4.0
22481190 16.0
22506922 16.0
22556470 12.0
22579659 12.0
Name: sales, Length: 109, dtype: float64
19666009 4.0
19690767 8.0
19714763 4.0
19791045 12.0
19862692 4.0
19910296 12.0
19961557 16.0
19985304 16.0
20033259 4.0
20056742 8.0
20106709 28.0
20132046 4.0
20155983 4.0
20179491 4.0
20227439 16.0
20277402 4.0
20326473 4.0
20450320 4.0
20476671 12.0
20525284 8.0
20597949 4.0
20623840 4.0
20649645 4.0
20697568 8.0
20721416 4.0
20795487 8.0
20870622 4.0
20918711 4.0
20942960 12.0
20968677 8.0
21087533 4.0
21112028 4.0
21138186 8.0
21213302 4.0
21237810 12.0
21312961 4.0
21337825 4.0
21385981 4.0
21410364 4.0
21434060 8.0
21458746 4.0
21484903 4.0
21511010 4.0
21559114 4.0
21606865 4.0
21657433 16.0
21754031 12.0
21853411 16.0
21926832 4.0
21975080 4.0
22000625 12.0
22263682 4.0
22337063 8.0
22386009 4.0
22456886 4.0
22532671 8.0
22556468 4.0
Name: sales, dtype: float64
19690763 4.0
19714759 24.0
19739489 132.0
19765418 20.0
20033256 4.0
...
22506917 88.0
22532666 32.0
22556463 12.0
22579653 52.0
22603279 48.0
Name: sales, Length: 64, dtype: float64
19714766 4.0
19739495 36.0
19765425 8.0
19791048 12.0
19815123 8.0
...
22506923 116.0
22532673 56.0
22556471 80.0
22579660 48.0
22603284 28.0
Name: sales, Length: 79, dtype: float64
19714767 8.0
19739496 16.0
19765426 4.0
19791049 32.0
19815124 8.0
...
22506924 88.0
22532674 40.0
22556472 44.0
22579661 4.0
22603285 48.0
Name: sales, Length: 86, dtype: float64
19714768 16.0
19739497 8.0
19791050 24.0
19838779 8.0
19886012 8.0
...
22506925 100.0
22532675 40.0
22556473 72.0
22579662 28.0
22603286 44.0
Name: sales, Length: 73, dtype: float64
19714771 8.0
19739500 56.0
19765430 40.0
19791055 12.0
19815127 40.0
...
22506934 24.0
22532682 16.0
22556481 36.0
22579669 24.0
22603294 32.0
Name: sales, Length: 105, dtype: float64
19739488 32.0
19765417 24.0
19815117 24.0
19838772 4.0
19862689 4.0
...
22506916 28.0
22532665 20.0
22556462 44.0
22579652 24.0
22603278 36.0
Name: sales, Length: 89, dtype: float64
19765429 4.0
19791054 12.0
19815126 36.0
19838782 28.0
19862698 32.0
...
22506933 124.0
22532681 44.0
22556480 40.0
22579668 52.0
22603293 28.0
Name: sales, Length: 105, dtype: float64
19791053 36.0
19815125 60.0
19838781 40.0
19862697 40.0
19886013 36.0
...
22506932 124.0
22532680 44.0
22556479 52.0
22579667 104.0
22603292 72.0
Name: sales, Length: 112, dtype: float64
19838784 112.0
19862700 20.0
19910308 4.0
20033268 28.0
20056752 20.0
...
22481203 4.0
22506936 12.0
22532684 60.0
22579670 24.0
22603296 40.0
Name: sales, Length: 78, dtype: float64
19885818 30.728
19961355 4.000
20033065 22.692
20106499 29.600
20155784 9.344
20179294 21.380
20302431 39.236
Name: sales, dtype: float64
19909553 4.0
19935316 12.0
19960860 4.0
19984598 12.0
20008298 8.0
...
22506170 4.0
22531968 12.0
22555777 12.0
22578938 4.0
22602596 12.0
Name: sales, Length: 100, dtype: float64
19910304 4.0
20009015 4.0
20056749 4.0
20106719 4.0
20179500 20.0
20251914 4.0
20277409 4.0
20397925 8.0
20423588 16.0
20501107 8.0
20525290 8.0
20573223 8.0
20649651 4.0
20721427 8.0
20821516 4.0
20870632 4.0
20942972 4.0
20994055 4.0
21040950 8.0
21087544 4.0
21362202 8.0
21385991 4.0
21410373 4.0
21458754 4.0
21484914 12.0
21511021 4.0
21606873 4.0
21631554 4.0
21707276 4.0
21730503 44.0
21802954 8.0
21828030 16.0
21877573 12.0
21902506 16.0
21950603 4.0
21975086 8.0
22000632 20.0
22049929 4.0
22073217 8.0
22119664 12.0
22143374 8.0
22216932 4.0
22240069 20.0
22263687 8.0
22287224 4.0
22337073 8.0
22386018 4.0
22409631 28.0
22433376 4.0
22456895 16.0
22506931 4.0
22532679 4.0
22556478 4.0
22579666 4.0
22603290 32.0
Name: sales, dtype: float64
19910309 52.0
19936078 48.0
19961568 24.0
19985314 24.0
20009020 44.0
...
22481206 32.0
22506939 28.0
22532687 40.0
22556485 56.0
22579673 64.0
Name: sales, Length: 110, dtype: float64
19936072 16.0
20033263 8.0
20081099 4.0
20106716 24.0
20179496 20.0
20227445 4.0
20251910 4.0
20277407 4.0
20326480 4.0
20423585 20.0
20450326 28.0
20476678 4.0
20549591 16.0
20597957 4.0
20623847 4.0
20673647 4.0
20744904 8.0
20769617 16.0
21189015 4.0
21261848 4.0
21286807 20.0
21312968 16.0
21362199 4.0
21385987 4.0
21410370 4.0
21484910 4.0
21511016 12.0
21535389 4.0
21631551 4.0
21754034 4.0
21777415 4.0
21828027 12.0
21853415 8.0
21877570 8.0
21902503 16.0
21950599 8.0
22000629 8.0
22026089 8.0
22073213 4.0
22119662 28.0
22193428 4.0
22216929 16.0
22311534 12.0
22337070 8.0
22361974 4.0
22456892 8.0
22481195 12.0
22506927 4.0
22556475 12.0
22579664 4.0
Name: sales, dtype: float64
19936077 24.0
19961567 8.0
19985313 16.0
20009019 36.0
20033269 36.0
...
22361984 4.0
22386027 16.0
22409639 32.0
22433384 40.0
22456903 24.0
Name: sales, Length: 94, dtype: float64
20033274 4.0
20106728 12.0
20179508 4.0
20203874 4.0
20251923 4.0
20277420 4.0
20423601 8.0
20450341 4.0
20476693 4.0
20597972 4.0
20744922 4.0
20769634 4.0
20795511 4.0
20846496 4.0
20870645 16.0
20968696 4.0
21064615 4.0
21261862 8.0
21362211 4.0
21511032 4.0
21683241 12.0
21853430 8.0
21877586 4.0
21926851 4.0
21975099 4.0
22168385 4.0
22216945 8.0
22263700 4.0
22311551 4.0
22433389 4.0
22481210 4.0
22506943 4.0
22556489 16.0
Name: sales, dtype: float64
20056748 8.0
20081100 16.0
20106718 8.0
20132053 4.0
20155989 4.0
...
22433375 4.0
22456894 12.0
22532678 8.0
22556477 4.0
22603289 12.0
Name: sales, Length: 81, dtype: float64
20080935 4.0
20106550 8.0
20155831 4.0
20251746 4.0
20373636 8.0
20673489 4.0
20697412 4.0
20721261 4.0
20744747 4.0
20769435 8.0
20795316 12.0
20821347 4.0
20846322 4.0
20870463 20.0
20918552 16.0
20942792 12.0
20968511 16.0
21017478 4.0
21040792 4.0
21064444 12.0
21087383 4.0
21138016 12.0
21164185 4.0
21261685 4.0
21286633 4.0
21484740 4.0
21535237 12.0
21606707 8.0
21683074 4.0
21777258 4.0
21802795 8.0
21827877 4.0
21926694 4.0
21950446 4.0
21974923 4.0
22000470 4.0
22025946 4.0
22049782 4.0
22119510 4.0
22143214 8.0
22168215 4.0
22216790 8.0
22263537 4.0
22287066 4.0
22311371 12.0
22336917 8.0
22361824 4.0
22385869 8.0
22409471 12.0
22433222 4.0
22456727 8.0
22481029 4.0
22506760 12.0
22532519 4.0
22556319 4.0
22579505 4.0
22603141 8.0
Name: sales, dtype: float64
20081104 84.0
20106722 52.0
20132056 16.0
20155992 4.0
20302627 100.0
...
22506938 56.0
22532686 80.0
22556484 60.0
22579672 84.0
22603298 64.0
Name: sales, Length: 98, dtype: float64
20081118 8.0
20106733 24.0
20132069 8.0
20179521 4.0
20203888 8.0
20251939 4.0
20277434 12.0
20302645 4.0
21312997 12.0
21337858 20.0
21362228 16.0
21386020 8.0
21410401 8.0
21434094 4.0
21458784 4.0
21777446 8.0
21802983 12.0
21828062 24.0
21902535 8.0
21926866 8.0
21975116 12.0
22556506 12.0
22603317 8.0
Name: sales, dtype: float64
20081119 4.0
20179522 8.0
20203889 4.0
20227470 4.0
20251940 8.0
20277435 12.0
20349938 8.0
20373821 4.0
20397955 4.0
20423620 12.0
20450361 28.0
20549623 12.0
20573257 4.0
20597993 16.0
20623881 12.0
20769654 4.0
21112073 4.0
21138228 12.0
21164380 4.0
21213339 16.0
21261880 4.0
21312998 4.0
21337859 4.0
21777448 4.0
21802984 8.0
21828064 20.0
21877602 36.0
21902536 4.0
21950631 20.0
21975117 12.0
22000663 32.0
22119692 4.0
22240099 4.0
Name: sales, dtype: float64
20106731 16.0
20156003 8.0
20179514 4.0
20203880 12.0
20251929 12.0
...
22481215 8.0
22506949 16.0
22532693 4.0
22556494 16.0
22603306 8.0
Name: sales, Length: 66, dtype: float64
20130251 4.0
Name: sales, dtype: float64
20132044 8.0
20155981 16.0
20179490 24.0
20203860 12.0
20227437 12.0
...
22506920 12.0
22532669 16.0
22556466 16.0
22579656 12.0
22603281 28.0
Name: sales, Length: 95, dtype: float64
20132055 12.0
20155991 12.0
20179502 20.0
20227451 4.0
20251917 12.0
...
22506937 92.0
22532685 16.0
22556483 36.0
22579671 32.0
22603297 36.0
Name: sales, Length: 85, dtype: float64
20132065 24.0
20156001 4.0
20179512 20.0
20203878 8.0
20227460 20.0
20251926 16.0
20277423 8.0
20326496 16.0
20349925 20.0
20373806 8.0
20397939 16.0
20423605 16.0
20450345 16.0
20476697 4.0
20501122 12.0
20525305 8.0
20549608 20.0
20573240 12.0
20597976 16.0
20623864 16.0
20649665 12.0
20673664 20.0
20697592 20.0
20721443 4.0
20744926 20.0
20769638 32.0
20795514 4.0
20821530 32.0
20846500 20.0
20870649 8.0
20895046 16.0
21064619 4.0
21112055 4.0
21189031 4.0
21213326 12.0
21237832 4.0
21261866 8.0
21312982 8.0
21337843 16.0
22143390 8.0
22168389 36.0
22193446 12.0
22216949 12.0
22240086 24.0
22263704 8.0
22311555 20.0
22337088 24.0
22361992 8.0
22386035 24.0
22409647 8.0
22433393 8.0
22456911 12.0
22481214 20.0
22506947 20.0
22556493 8.0
22579680 28.0
22603305 4.0
Name: sales, dtype: float64
20132067 16.0
20156005 4.0
20179518 8.0
20203884 4.0
20227467 12.0
...
22506958 28.0
22532702 12.0
22556500 4.0
22579689 16.0
22603311 12.0
Name: sales, Length: 98, dtype: float64
20132068 8.0
20156006 8.0
20179519 8.0
20203885 8.0
20227468 12.0
...
22506959 28.0
22532703 8.0
22556501 20.0
22579690 16.0
22603312 8.0
Name: sales, Length: 100, dtype: float64
20156004 16.0
20227464 4.0
20251932 8.0
20277428 12.0
20302638 12.0
...
22456917 4.0
22481219 16.0
22532697 8.0
22556496 4.0
22579684 8.0
Name: sales, Length: 89, dtype: float64
20156007 4.0
20179520 12.0
20203886 4.0
20227469 20.0
20251938 12.0
...
22506962 12.0
22532706 4.0
22556504 12.0
22579693 4.0
22603315 4.0
Name: sales, Length: 94, dtype: float64
20179497 12.0
20203867 8.0
20227446 4.0
20302622 4.0
20326481 4.0
20397921 4.0
20423586 4.0
20450327 4.0
20476679 4.0
20501104 4.0
20549592 8.0
20623848 4.0
20673648 4.0
20697575 4.0
20721424 4.0
20744905 8.0
20769618 4.0
20795495 12.0
20821512 4.0
20846482 8.0
20870628 4.0
20895028 4.0
20942967 4.0
21040946 4.0
21087541 4.0
21112036 12.0
21138193 8.0
21164351 4.0
21213309 4.0
21286808 4.0
21312969 4.0
21337830 4.0
21511017 8.0
21535390 4.0
21583244 4.0
21631552 4.0
21853416 8.0
21877571 4.0
21926836 4.0
21975084 4.0
22049927 4.0
22073214 4.0
22216930 4.0
22287222 4.0
22311535 4.0
22337071 4.0
22409629 4.0
22456893 4.0
Name: sales, dtype: float64
20179516 16.0
20203882 24.0
20227465 12.0
20251933 4.0
20277429 64.0
20302640 24.0
20326500 28.0
20349930 8.0
20373812 4.0
20397946 24.0
20423611 24.0
20549614 4.0
20573248 8.0
20597985 44.0
20623872 36.0
20649667 24.0
20673668 4.0
20697599 16.0
20721448 8.0
20744934 16.0
20769645 52.0
20795522 20.0
20821536 16.0
20870655 12.0
20895050 24.0
20918740 48.0
20942994 28.0
20968705 28.0
20994073 20.0
21017646 12.0
21040969 8.0
21064624 16.0
21087561 24.0
21112063 28.0
21138216 88.0
21164371 24.0
21189036 28.0
21213330 40.0
21237840 144.0
21261872 36.0
21286826 140.0
21312989 8.0
21337848 44.0
21362220 40.0
21386010 12.0
21410394 44.0
21434086 44.0
21458775 24.0
21484932 24.0
21511043 24.0
21535411 24.0
21559137 64.0
21583268 132.0
21606894 28.0
21631574 32.0
21802975 4.0
Name: sales, dtype: float64
20179517 12.0
20203883 16.0
20227466 12.0
20251934 8.0
20277430 8.0
...
22481222 4.0
22506955 16.0
22556498 16.0
22579686 16.0
22603309 12.0
Name: sales, Length: 96, dtype: float64
20179565 4.0
20302685 4.0
20326542 4.0
20349979 4.0
20397999 4.0
20598040 4.0
20649719 4.0
20870715 16.0
21337924 4.0
21485015 4.0
21657538 4.0
21730598 4.0
22073307 4.0
Name: sales, dtype: float64
20203881 4.0
20227463 20.0
20251931 4.0
20397943 4.0
20476702 4.0
20501127 4.0
20525310 8.0
20573245 20.0
20597982 8.0
20623869 4.0
20744931 4.0
20795519 4.0
20942991 4.0
20968702 8.0
21040966 4.0
21112060 4.0
21237837 4.0
21386007 4.0
21458773 4.0
21484928 8.0
21511040 4.0
21535408 4.0
21583265 4.0
21683248 4.0
21707295 4.0
21730523 4.0
21754056 4.0
21777436 8.0
21828051 12.0
21877593 4.0
21902525 4.0
21975107 8.0
22000653 12.0
22026109 4.0
22073236 12.0
22240088 4.0
22287245 4.0
22337092 4.0
22361994 12.0
22386038 8.0
22456916 12.0
22481218 8.0
22579683 4.0
Name: sales, dtype: float64
20251912 4.0
20397923 4.0
20721426 4.0
20744907 8.0
20769620 12.0
20795497 12.0
20821514 4.0
20846484 4.0
20870630 4.0
20918719 16.0
20942969 16.0
20968684 16.0
21017630 4.0
21040947 12.0
21064604 4.0
21112038 4.0
21138195 4.0
21164353 16.0
21385988 4.0
21458752 4.0
21511019 4.0
21683226 4.0
21777417 4.0
21950601 4.0
22000630 4.0
22073215 4.0
22168371 4.0
22337072 4.0
22481197 4.0
22506929 4.0
Name: sales, dtype: float64
20251935 32.0
20277431 96.0
20302642 16.0
20326502 20.0
20349932 4.0
...
22481223 8.0
22506956 52.0
22532700 16.0
22579687 20.0
22603310 20.0
Name: sales, Length: 87, dtype: float64
20277413 64.0
20302626 44.0
20326485 36.0
20349915 20.0
20373795 36.0
...
22481202 92.0
22506935 80.0
22532683 12.0
22556482 4.0
22603295 20.0
Name: sales, Length: 90, dtype: float64
20302639 16.0
20326499 56.0
20349929 64.0
20373811 28.0
20397945 4.0
20573247 44.0
20597984 200.0
20623871 64.0
20649666 40.0
20673667 92.0
20697598 60.0
20721447 20.0
20744933 68.0
20769644 144.0
20795521 352.0
20821535 272.0
20846505 96.0
20870654 212.0
20895049 12.0
20918739 12.0
20942993 192.0
20968704 292.0
20994072 44.0
21040968 60.0
21064623 36.0
21112062 156.0
21138215 268.0
21164370 100.0
21189035 56.0
21213329 284.0
21237839 176.0
21261871 60.0
21286825 216.0
21312988 300.0
21337847 108.0
21362219 144.0
21386009 24.0
21410393 36.0
21434085 52.0
21458774 116.0
21484931 72.0
22216955 12.0
22240091 116.0
22263709 88.0
22287248 52.0
22311560 116.0
22337095 48.0
22361996 36.0
22433396 60.0
22456918 100.0
22481221 100.0
22506954 80.0
22532699 20.0
22556497 52.0
22579685 148.0
22603308 52.0
Name: sales, dtype: float64
20326504 12.0
20349935 8.0
20373816 16.0
20397951 20.0
20423616 36.0
...
22506960 36.0
22532704 16.0
22556502 4.0
22579691 20.0
22603313 4.0
Name: sales, Length: 63, dtype: float64
20326505 4.0
20349936 32.0
20373817 48.0
20397952 92.0
20423617 104.0
...
22506961 108.0
22532705 44.0
22556503 36.0
22579692 36.0
22603314 36.0
Name: sales, Length: 94, dtype: float64
20373822 8.0
20397957 12.0
20423622 40.0
20450364 8.0
20476712 8.0
20525323 24.0
20549625 8.0
20597996 8.0
20623885 8.0
20649679 12.0
20673678 8.0
20697611 8.0
20721460 4.0
20769658 20.0
20795535 20.0
20821547 52.0
20846517 12.0
20870668 4.0
20918753 12.0
21017659 12.0
21040982 84.0
21087574 8.0
21237850 20.0
21261884 36.0
21286838 28.0
21313003 4.0
21337864 8.0
21362232 24.0
21434100 16.0
21458790 4.0
21484948 20.0
21535422 8.0
21559150 4.0
21583279 4.0
21631587 16.0
21657468 28.0
21707308 8.0
21730533 80.0
21802987 4.0
21853441 32.0
21902538 8.0
22000668 8.0
22049958 4.0
22193465 12.0
22216965 28.0
22240102 24.0
22263717 4.0
22337107 4.0
22386050 16.0
22409662 12.0
Name: sales, dtype: float64
20397972 4.0
20450380 16.0
20476727 8.0
20501151 8.0
20525337 4.0
20573273 4.0
20598012 8.0
20697626 8.0
20795554 16.0
20943025 4.0
21112097 12.0
21213361 4.0
21237868 8.0
21261902 8.0
21286858 4.0
21313020 8.0
21337885 4.0
21362251 4.0
21386042 4.0
21434117 8.0
Name: sales, dtype: float64
20422687 4.0
20524469 4.0
20794614 4.0
20917899 4.0
21285907 4.0
21656569 4.0
21949779 4.0
21999763 4.0
22286392 4.0
22385212 4.0
22456084 4.0
22531859 4.0
Name: sales, dtype: float64
20423609 24.0
20450350 64.0
20476701 24.0
20501126 20.0
20525309 16.0
...
22506952 60.0
22532696 40.0
22556495 8.0
22579682 40.0
22603307 68.0
Name: sales, Length: 87, dtype: float64
20476675 28.0
20501100 164.0
20597953 76.0
20623844 20.0
20721420 48.0
20744900 156.0
20769613 356.0
20795491 152.0
20821508 4.0
21064599 160.0
21087537 116.0
21112032 100.0
21164347 4.0
Name: sales, dtype: float64
20476681 12.0
20573224 4.0
20744910 4.0
20769622 8.0
20870633 4.0
20895031 4.0
20968686 20.0
20994056 48.0
21164354 4.0
21261850 8.0
21385992 8.0
21410374 4.0
21458755 28.0
21511022 4.0
21583247 4.0
21683228 4.0
21730504 4.0
21777418 4.0
21802955 4.0
21828031 24.0
21877574 4.0
21950604 4.0
22000633 20.0
22026090 4.0
22049930 16.0
22073218 4.0
22096860 4.0
22119665 12.0
22240070 8.0
22386019 4.0
22456896 4.0
22481198 8.0
22603291 4.0
Name: sales, dtype: float64
20501131 8.0
20525314 36.0
20549617 64.0
20573250 12.0
20697602 8.0
20721450 36.0
20769648 4.0
20918743 44.0
20942997 80.0
20968708 28.0
20994076 32.0
21017649 44.0
21040971 44.0
21064626 20.0
21087564 28.0
21112066 56.0
21138219 88.0
22287251 12.0
22311563 12.0
22337098 16.0
22386040 28.0
22409653 12.0
22433399 8.0
22456921 20.0
22481224 8.0
22506957 28.0
22532701 8.0
22556499 24.0
22579688 4.0
Name: sales, dtype: float64
20597995 20.0
20623884 8.0
20649678 8.0
20673677 8.0
20697610 32.0
20721459 16.0
20744945 12.0
20769657 16.0
20795533 8.0
20821545 12.0
20918751 4.0
20968716 4.0
20994084 4.0
21017657 12.0
21040980 68.0
21064630 20.0
21087573 4.0
21112076 32.0
21138231 16.0
21189045 24.0
21213341 40.0
21237849 28.0
21261883 32.0
21286837 16.0
21313001 20.0
21337862 20.0
21362230 8.0
21434098 8.0
21458788 16.0
21484946 16.0
21631586 48.0
21657467 32.0
21683260 28.0
21707307 20.0
21754063 16.0
21777450 12.0
21828067 20.0
22000666 8.0
22143403 4.0
22193463 20.0
22216963 24.0
22240100 24.0
22263716 12.0
22337106 12.0
22362005 12.0
22386048 16.0
22409661 4.0
Name: sales, dtype: float64
20673679 12.0
20697612 8.0
20721461 32.0
20769659 16.0
20795536 8.0
...
22481236 4.0
22506965 20.0
22532710 4.0
22556508 24.0
22603320 16.0
Name: sales, Length: 66, dtype: float64
20697625 16.0
20721476 4.0
20744957 4.0
20769673 36.0
20795553 72.0
...
22506981 56.0
22532727 28.0
22556522 28.0
22579713 20.0
22603335 28.0
Name: sales, Length: 67, dtype: float64
20744909 4.0
20795499 4.0
20942971 8.0
21040949 4.0
21112040 4.0
21138197 12.0
21385990 12.0
21484913 4.0
21902505 8.0
22073216 4.0
22216931 4.0
22263686 12.0
22287223 4.0
22311538 8.0
22386017 4.0
22409630 4.0
22506930 4.0
Name: sales, dtype: float64
20745045 32.0
20769762 24.0
20795649 88.0
20821656 80.0
20846619 84.0
...
22507116 88.0
22532843 80.0
22556634 72.0
22579832 96.0
22603445 92.0
Name: sales, Length: 72, dtype: float64
20769013 16.0
20794892 8.0
20942385 4.0
20968094 4.0
21337286 20.0
21361649 24.0
21385416 32.0
21409820 20.0
21433502 12.0
21458165 28.0
21484320 52.0
21510461 32.0
21534840 12.0
21558557 20.0
21582707 20.0
21606304 12.0
21630987 36.0
21656861 52.0
21682674 24.0
21706758 20.0
21729965 12.0
21753500 16.0
21776852 24.0
21802389 16.0
21827462 24.0
21852855 12.0
21877016 8.0
21926296 20.0
21950042 16.0
21974512 8.0
22000051 40.0
22025557 28.0
22049380 20.0
22072664 20.0
22096318 20.0
22119123 12.0
22142805 16.0
22167796 16.0
22192871 20.0
22216400 32.0
22239516 24.0
22263150 20.0
22286663 32.0
22310957 28.0
22336515 36.0
22361432 12.0
22385473 12.0
Name: sales, dtype: float64
20795534 12.0
20821546 16.0
20846516 8.0
20870667 4.0
20895060 12.0
20918752 24.0
20943006 4.0
20968717 16.0
20994085 12.0
21017658 12.0
21040981 60.0
21138232 12.0
21313002 24.0
21337863 68.0
21362231 24.0
21410404 12.0
21434099 12.0
21458789 16.0
21484947 8.0
21535421 16.0
21559149 4.0
21583278 8.0
21606904 12.0
21950632 12.0
21975120 8.0
22000667 24.0
22026121 40.0
22096888 12.0
22119693 40.0
22143404 12.0
22168403 16.0
22193464 16.0
22216964 12.0
22240101 4.0
22386049 4.0
Name: sales, dtype: float64
20821566 4.0
21286869 4.0
21362257 4.0
21631624 4.0
21730567 4.0
21803024 4.0
21877644 12.0
21975160 8.0
22000708 4.0
22026160 4.0
22119730 4.0
22143446 4.0
22263759 8.0
22337153 4.0
Name: sales, dtype: float64
20846534 16.0
20895077 4.0
20918769 4.0
21040999 4.0
21087590 24.0
21112094 8.0
21164400 16.0
21189064 4.0
21261899 4.0
21286855 8.0
21337882 4.0
21362249 12.0
21434115 8.0
21458811 4.0
21484964 4.0
21511068 8.0
21631607 4.0
21707326 8.0
21730554 24.0
21754080 12.0
21777465 8.0
21803006 16.0
21877625 12.0
21902557 8.0
21926884 4.0
21950652 12.0
21975141 8.0
22000689 8.0
22073262 12.0
22143423 16.0
22168423 24.0
22193486 4.0
22216983 4.0
22240119 4.0
22287276 4.0
22311589 20.0
22409681 16.0
22481251 8.0
22506982 8.0
Name: sales, dtype: float64
20846535 104.0
20870687 136.0
20895078 156.0
20918770 148.0
20943026 328.0
...
22506988 332.0
22532732 156.0
22556527 148.0
22579718 128.0
22603341 120.0
Name: sales, Length: 73, dtype: float64
20869391 32.0
20893802 4.0
20917500 4.0
20941679 20.0
20967406 28.0
20992858 16.0
21016471 4.0
21039750 20.0
21063442 8.0
21086329 28.0
21110736 12.0
21136888 40.0
21163122 8.0
21187782 4.0
21212069 12.0
21236603 4.0
21260576 12.0
21285476 4.0
21311712 8.0
21336615 24.0
21409151 4.0
21432827 16.0
21483601 20.0
21509801 8.0
21534175 24.0
21557896 8.0
21605626 16.0
21630271 36.0
21729318 4.0
21752885 4.0
21801698 8.0
21826760 4.0
21901271 8.0
21949384 4.0
22024910 8.0
22048750 8.0
22095697 12.0
22118478 12.0
22142130 8.0
22455689 4.0
22479911 12.0
22505638 4.0
22531462 4.0
Name: sales, dtype: float64
20943009 48.0
20968720 4.0
21017662 8.0
21087577 8.0
21112078 8.0
21138235 32.0
21189049 8.0
21213345 16.0
21237853 20.0
21286841 36.0
21337868 16.0
21362236 4.0
21386025 4.0
21410408 12.0
21458794 4.0
21484952 44.0
21511055 20.0
21535425 16.0
21559155 52.0
21583284 8.0
21606909 4.0
21631592 24.0
21657473 36.0
21683263 44.0
21707311 16.0
21730537 8.0
21754067 12.0
21802991 24.0
21828071 84.0
21853445 76.0
21877608 20.0
21902542 40.0
21950636 8.0
21975124 52.0
22000672 24.0
22049962 16.0
22073249 4.0
22096892 16.0
22119697 12.0
22168407 44.0
22193469 16.0
22216968 36.0
22240104 32.0
22263720 4.0
22287261 20.0
22311572 64.0
22337111 36.0
22362008 28.0
22409665 24.0
22481237 16.0
22506966 36.0
22532712 16.0
22556510 12.0
Name: sales, dtype: float64
20943024 4.0
20968730 8.0
21017673 4.0
21041000 4.0
21112096 8.0
21138252 4.0
21189066 12.0
21213360 8.0
21237867 8.0
21261901 8.0
21286857 12.0
21313019 4.0
21337884 4.0
21386041 4.0
21410424 8.0
21434116 4.0
21458813 16.0
21484966 20.0
21511070 4.0
21535441 8.0
21583301 4.0
21606923 4.0
21631609 24.0
21657489 4.0
21683277 4.0
21803007 8.0
21828089 4.0
21877627 8.0
21902559 8.0
21926886 4.0
21950654 12.0
21975143 12.0
22000691 20.0
22026141 4.0
22049978 4.0
22119710 8.0
22143425 8.0
22168425 4.0
22193488 4.0
22287278 8.0
22311591 16.0
22337129 16.0
22362025 8.0
22386069 16.0
22433420 8.0
22456945 4.0
22481253 4.0
22506984 8.0
22532729 4.0
22579714 4.0
22603337 8.0
Name: sales, dtype: float64
20943027 16.0
20968732 16.0
20994099 12.0
21017675 12.0
21041003 12.0
...
22506995 8.0
22532739 12.0
22556534 28.0
22579725 24.0
22603349 20.0
Name: sales, Length: 65, dtype: float64
20994098 4.0
21041002 8.0
21064647 4.0
21112099 8.0
21138254 20.0
21164403 4.0
21583306 4.0
21606928 4.0
21631614 4.0
21657494 8.0
21683282 12.0
21707333 12.0
21777472 12.0
21803013 8.0
21828095 8.0
22096913 12.0
22119718 4.0
22143433 12.0
22168433 4.0
22193496 4.0
22216991 12.0
22263744 12.0
22311599 12.0
22337137 4.0
22362033 8.0
22386077 8.0
22456952 28.0
22481261 20.0
22506991 4.0
22532736 12.0
22556531 12.0
Name: sales, dtype: float64
21112095 28.0
21138251 28.0
21164401 8.0
21189065 16.0
21213359 8.0
21237866 4.0
21261900 8.0
21286856 40.0
21313018 8.0
21337883 8.0
21362250 40.0
21386040 32.0
21410423 8.0
21458812 20.0
21484965 32.0
21511069 32.0
21535440 4.0
21559170 8.0
21583300 4.0
21606922 24.0
21631608 20.0
21657488 20.0
21683276 12.0
21707327 16.0
21730555 4.0
21754081 8.0
21828088 20.0
21853458 20.0
21877626 8.0
21902558 16.0
21926885 28.0
21950653 44.0
21975142 12.0
22000690 48.0
22026140 4.0
22119709 4.0
22143424 16.0
22168424 8.0
22193487 4.0
22240120 16.0
22263736 4.0
22287277 16.0
22311590 12.0
22337128 12.0
22362024 8.0
22409682 20.0
22481252 36.0
22506983 12.0
22532728 8.0
22556523 8.0
22603336 8.0
Name: sales, dtype: float64
21112101 16.0
21138256 16.0
21164405 8.0
21189069 8.0
21213365 16.0
21261907 4.0
21313025 12.0
21337891 4.0
21386048 4.0
21410430 8.0
21434123 4.0
21458820 20.0
21484976 8.0
21511079 4.0
21535450 8.0
21559178 8.0
21583310 12.0
21606933 4.0
21631620 12.0
21657499 24.0
21683286 12.0
21707338 28.0
21730563 12.0
21754093 8.0
21777479 44.0
21803019 28.0
21828102 32.0
21853471 36.0
21877639 36.0
21902572 20.0
21926897 20.0
21950665 24.0
21975154 32.0
22000702 32.0
22026152 24.0
22049988 24.0
22073273 16.0
22096918 8.0
22119725 16.0
22143439 24.0
22168439 40.0
22193502 12.0
22216998 12.0
22263751 8.0
22287292 8.0
22311606 24.0
22337144 44.0
22362039 12.0
22386083 16.0
22409696 28.0
22433434 4.0
22456958 8.0
22481268 48.0
22506997 40.0
22532741 32.0
22556536 12.0
22579727 16.0
22603351 32.0
Name: sales, dtype: float64
21164383 20.0
21189046 20.0
21213342 48.0
21237851 4.0
21286839 40.0
21313004 40.0
21337865 40.0
21362233 32.0
21386023 20.0
21410405 40.0
21434101 24.0
21458791 28.0
21484949 60.0
21511052 36.0
21535423 24.0
21559151 32.0
21583280 36.0
21606905 32.0
21631588 60.0
21657469 60.0
21683261 44.0
21707309 48.0
21730534 60.0
21754064 28.0
21777451 44.0
21802988 80.0
21828068 48.0
21853442 36.0
21877605 44.0
21902539 24.0
21926868 28.0
21950633 32.0
21975121 52.0
22000669 48.0
22026122 32.0
22049959 16.0
22073247 8.0
22096889 32.0
22119694 60.0
22143405 36.0
22168404 56.0
22193466 4.0
22216966 24.0
22240103 16.0
22263718 56.0
22287258 44.0
22311569 56.0
22337108 48.0
22362006 40.0
22386051 32.0
22409663 16.0
22433407 48.0
22456927 36.0
22481235 48.0
22506964 92.0
22532709 24.0
22556507 72.0
22579697 48.0
22603319 36.0
Name: sales, dtype: float64
21188829 4.0
21261653 20.0
21312775 16.0
21362018 4.0
21535205 4.0
21606679 4.0
21974889 4.0
22143184 8.0
22311339 12.0
Name: sales, dtype: float64
21213364 4.0
21313024 4.0
21362256 4.0
21484975 4.0
21511078 4.0
21535449 4.0
21606932 4.0
21657498 12.0
21754092 8.0
21777478 4.0
21803018 4.0
21828101 4.0
21877638 8.0
21902571 8.0
21950664 4.0
21975153 12.0
22000701 4.0
22026151 4.0
22073272 4.0
22119724 8.0
22193501 4.0
22216997 12.0
22240132 4.0
22263750 4.0
22287291 8.0
22311605 8.0
22337143 20.0
22362038 8.0
22386082 8.0
22409695 16.0
22433433 4.0
22456957 8.0
22481267 8.0
22506996 12.0
22532740 12.0
22556535 4.0
22579726 12.0
22603350 8.0
Name: sales, dtype: float64
21213366 4.0
21286866 20.0
21313026 12.0
21337892 4.0
21386049 8.0
21434125 16.0
21484978 8.0
21606937 4.0
21631621 16.0
21683290 4.0
21707341 4.0
21730564 24.0
21754094 4.0
21828104 4.0
21853473 4.0
21877640 8.0
21975156 4.0
22000703 4.0
22026155 8.0
22049989 12.0
22096920 4.0
22143442 4.0
22217000 4.0
22240133 4.0
22263753 8.0
22287293 36.0
22311608 4.0
22337146 4.0
22362040 16.0
22386084 4.0
22409699 8.0
22456959 4.0
22579728 12.0
22603354 4.0
Name: sales, dtype: float64
21237871 4.0
21511080 4.0
21559179 4.0
21583311 4.0
21606934 4.0
21657500 12.0
21683287 4.0
21707339 8.0
22026153 4.0
22143440 4.0
22311607 4.0
22409697 4.0
22433435 12.0
22481269 8.0
22532742 4.0
22603352 12.0
Name: sales, dtype: float64
21237872 8.0
21286867 4.0
21337893 4.0
21386050 4.0
21410431 8.0
21434126 4.0
21458822 4.0
21484979 4.0
21511082 8.0
21535452 4.0
21559180 4.0
21583313 4.0
21631622 8.0
21657501 12.0
21683291 8.0
21730565 28.0
21754095 8.0
21803022 4.0
21828105 8.0
21853474 20.0
21877641 8.0
21902573 8.0
21926899 4.0
21950667 8.0
21975157 4.0
22000704 4.0
22026156 12.0
22049990 12.0
22073274 12.0
22096921 12.0
22143443 8.0
22168442 4.0
22193504 8.0
22217001 20.0
22240134 12.0
22263754 8.0
22287294 16.0
22311609 8.0
22337147 8.0
22362041 24.0
22386085 12.0
22409700 24.0
22433437 8.0
22456960 8.0
22506999 4.0
22532743 12.0
22556537 4.0
22579729 4.0
22603355 4.0
Name: sales, dtype: float64
21261903 16.0
21286859 16.0
21313021 20.0
21337886 28.0
21362252 20.0
21386043 20.0
21410425 8.0
21434118 4.0
21458814 32.0
21484967 68.0
21511071 20.0
21535442 24.0
21559171 24.0
21583302 8.0
21606924 20.0
21631610 16.0
21657490 44.0
21683278 32.0
21707328 12.0
21730556 28.0
21754082 20.0
21777466 28.0
21803008 52.0
21828090 32.0
21853459 24.0
21877628 48.0
21902560 16.0
21926887 28.0
21950655 24.0
21975144 40.0
22000692 56.0
22026142 24.0
22049979 28.0
22073263 28.0
22096907 16.0
22119711 24.0
22143426 36.0
22168426 76.0
22193489 24.0
22216984 32.0
22240121 16.0
22263737 20.0
22287279 32.0
22311592 40.0
22337130 52.0
22362026 28.0
22386070 24.0
22409683 16.0
22433421 16.0
22456946 8.0
22481254 60.0
22506985 56.0
22532730 28.0
22556524 28.0
22579715 16.0
22603338 20.0
Name: sales, dtype: float64
21261904 4.0
21286861 28.0
21337888 4.0
21362254 8.0
21386045 16.0
21410427 8.0
21434120 4.0
21458816 28.0
21484969 36.0
21511073 24.0
21535444 8.0
21559173 16.0
21583304 8.0
21606926 12.0
21631612 28.0
21657492 48.0
21683280 20.0
21707330 8.0
21730558 16.0
21754084 16.0
21777468 20.0
21803010 52.0
21828092 32.0
21853461 12.0
21877630 24.0
21902562 8.0
21926889 28.0
21950657 24.0
21975146 56.0
22000694 36.0
22026144 28.0
22049981 8.0
22073265 20.0
22096909 32.0
22119713 4.0
22143428 24.0
22168428 36.0
22193491 16.0
22216986 16.0
22240123 24.0
22263739 20.0
22287281 12.0
22311594 32.0
22337132 36.0
22362028 28.0
22386072 12.0
22409685 28.0
22433423 20.0
22456948 12.0
22481256 36.0
22506987 24.0
22556526 24.0
22579717 24.0
22603340 24.0
Name: sales, dtype: float64
21261908 12.0
21286868 8.0
21313027 4.0
21337894 4.0
21386051 4.0
21410432 8.0
21434128 16.0
21458824 20.0
21511084 20.0
21535454 8.0
21559182 28.0
21583315 16.0
21606938 8.0
21631623 4.0
21657503 12.0
21707343 20.0
21730566 16.0
21754097 8.0
21777481 28.0
21803023 12.0
21828107 20.0
21877643 8.0
21902575 16.0
21926901 4.0
21950669 12.0
21975159 36.0
22000706 20.0
22026158 8.0
22073275 12.0
22096922 4.0
22168444 24.0
22217002 8.0
22240135 4.0
22263755 8.0
22287295 16.0
22337149 16.0
22362043 24.0
22386086 8.0
22409702 16.0
22433438 16.0
22456962 8.0
22507002 24.0
22532745 4.0
22603356 4.0
Name: sales, dtype: float64
21286860 28.0
21313022 12.0
21337887 24.0
21362253 24.0
21386044 36.0
21410426 20.0
21434119 28.0
21458815 32.0
21484968 44.0
21511072 32.0
21535443 28.0
21559172 32.0
21583303 12.0
21606925 16.0
21631611 60.0
21657491 80.0
21683279 20.0
21707329 16.0
21730557 36.0
21754083 16.0
21777467 28.0
21803009 60.0
21828091 60.0
21853460 40.0
21877629 40.0
21902561 12.0
21926888 40.0
21950656 28.0
21975145 52.0
22000693 56.0
22026143 32.0
22049980 40.0
22073264 20.0
22096908 12.0
22119712 24.0
22143427 36.0
22168427 64.0
22193490 20.0
22216985 24.0
22240122 28.0
22263738 36.0
22287280 20.0
22311593 40.0
22337131 60.0
22362027 32.0
22386071 28.0
22409684 16.0
22433422 20.0
22456947 36.0
22481255 52.0
22506986 40.0
22532731 32.0
22556525 36.0
22579716 32.0
22603339 28.0
Name: sales, dtype: float64
21286864 4.0
21434124 4.0
21458821 4.0
21511081 4.0
21606935 4.0
21683288 4.0
21803020 4.0
21828103 8.0
21975155 4.0
22026154 8.0
22096919 4.0
22119726 4.0
22168440 4.0
22216999 4.0
22263752 4.0
22409698 4.0
22433436 4.0
22481270 4.0
Name: sales, dtype: float64
21286865 4.0
21484977 8.0
21535451 4.0
21583312 8.0
21606936 4.0
21683289 4.0
21707340 12.0
21803021 8.0
21853472 12.0
21926898 4.0
21950666 4.0
22143441 4.0
22337145 4.0
22481271 12.0
22506998 8.0
22603353 4.0
Name: sales, dtype: float64
21311792 55.708
21336700 32.384
21361058 32.476
21384825 10.296
21409231 6.288
Name: sales, dtype: float64
21361044 8.0
21384808 4.0
21409214 16.0
21432894 24.0
21457523 40.0
21483671 12.0
21509866 28.0
21534244 8.0
21557964 24.0
21582112 12.0
21605695 8.0
21630334 24.0
21656199 8.0
21682078 24.0
21706181 24.0
21729381 8.0
21752944 16.0
21776235 48.0
21801765 16.0
21826825 16.0
21852266 12.0
21876398 20.0
21901337 12.0
21925705 4.0
21949450 8.0
21973877 12.0
21999412 52.0
22024976 36.0
22048807 36.0
22095758 8.0
22118543 8.0
Name: sales, dtype: float64
21362322 4.0
21631696 4.0
21683365 8.0
21730633 4.0
21777554 4.0
21902646 4.0
21926967 4.0
22026230 4.0
22119797 4.0
22168522 8.0
22240210 4.0
22287380 4.0
22362123 4.0
22409787 4.0
22457043 4.0
22507093 4.0
22532823 4.0
22579812 4.0
Name: sales, dtype: float64
21410433 100.0
21434129 128.0
21458825 84.0
21484981 84.0
22000707 200.0
22026159 172.0
22049991 132.0
22073276 64.0
22096923 112.0
22119729 36.0
22143445 164.0
22168445 172.0
22193505 180.0
22217003 168.0
22240138 272.0
22263758 152.0
22287298 184.0
22311612 156.0
22337152 180.0
22362046 176.0
22386088 192.0
22409705 120.0
22433441 52.0
22456965 128.0
22481276 164.0
22507005 196.0
22532748 60.0
22556542 112.0
22579733 92.0
22603359 68.0
Name: sales, dtype: float64
21434127 36.0
21458823 20.0
21484980 20.0
21511083 28.0
21535453 4.0
21559181 4.0
22481272 24.0
22507000 28.0
22532744 4.0
22556538 32.0
22579730 60.0
Name: sales, dtype: float64
21434131 236.0
21458827 12.0
21511087 40.0
21535457 180.0
21559184 164.0
21583317 152.0
21606942 200.0
21631628 36.0
21657507 32.0
21683295 108.0
21730569 96.0
21754099 100.0
21777483 164.0
21803026 92.0
21828109 24.0
21853476 172.0
21877647 240.0
21902578 108.0
21926903 48.0
21950672 48.0
21975163 44.0
22000711 4.0
22026163 96.0
22049993 4.0
22073278 44.0
22096926 16.0
22119733 32.0
22143449 148.0
22193507 76.0
22217004 68.0
22240140 144.0
22287301 96.0
22311614 16.0
22337155 24.0
22362049 56.0
22386090 48.0
22409707 96.0
22481280 96.0
22507009 92.0
22532751 84.0
22579735 144.0
Name: sales, dtype: float64
21458809 4.0
21484963 12.0
21511066 8.0
21535438 8.0
21559168 12.0
21583299 4.0
21606920 4.0
21683275 4.0
21707324 4.0
21828085 60.0
21877623 24.0
21902555 12.0
21926882 32.0
21950649 60.0
21975139 32.0
22000687 120.0
22026137 56.0
22049976 12.0
22096904 36.0
22119708 8.0
22143420 28.0
22168421 168.0
22193484 8.0
22216980 60.0
22240116 56.0
22263733 8.0
22287273 284.0
22311586 20.0
22409678 28.0
22433418 16.0
22456942 16.0
22481248 12.0
22506979 4.0
22532725 20.0
22556520 24.0
22579711 12.0
22603333 12.0
Name: sales, dtype: float64
21458818 28.0
21484973 16.0
21511076 12.0
21583307 48.0
21606929 4.0
21631616 16.0
21657496 28.0
21683284 8.0
21707334 24.0
21754088 24.0
21777475 40.0
21803015 16.0
21828097 4.0
21853467 28.0
21877635 100.0
21902566 8.0
21926893 104.0
21975150 4.0
22000698 8.0
22026148 76.0
22049985 12.0
22096915 32.0
22119721 160.0
22143436 240.0
22168436 20.0
22216994 12.0
22240129 80.0
22263747 140.0
22287288 28.0
22311602 72.0
22337140 24.0
22362036 20.0
22386079 4.0
22409692 12.0
22433430 8.0
22456954 100.0
22481264 44.0
22506993 44.0
22532738 32.0
22556533 20.0
22579723 8.0
22603347 28.0
Name: sales, dtype: float64
21484930 24.0
21511042 16.0
21535410 12.0
21583267 12.0
21606893 16.0
21631573 44.0
21657457 40.0
21683250 24.0
21707297 12.0
21730525 4.0
21754058 20.0
21777438 56.0
21802974 16.0
21828053 24.0
21853436 24.0
21877594 20.0
21902527 12.0
21926859 24.0
21950624 20.0
21975109 16.0
22000655 24.0
22026111 20.0
22049951 16.0
22073238 24.0
22096880 20.0
22119685 24.0
22143395 36.0
22168394 48.0
22193452 16.0
22216954 16.0
22240090 12.0
22263708 24.0
22287247 4.0
22311559 24.0
22337094 24.0
22481220 20.0
22506953 20.0
22532698 16.0
Name: sales, dtype: float64
21484971 28.0
21511075 12.0
21535446 8.0
21707332 24.0
21777470 24.0
21853463 48.0
22119716 16.0
22143431 116.0
22168431 164.0
22193494 120.0
22216989 136.0
22240125 156.0
22263742 120.0
22287284 260.0
22311597 308.0
22337135 84.0
22362031 40.0
22386075 72.0
22409688 32.0
22433426 68.0
22456951 104.0
22481259 164.0
22506990 120.0
22532734 168.0
22556529 136.0
22579720 112.0
22603343 88.0
Name: sales, dtype: float64
21484972 24.0
21535447 12.0
21559175 8.0
21631615 24.0
21657495 4.0
21683283 24.0
21777474 24.0
21853466 24.0
21877634 24.0
22119720 4.0
22143435 72.0
22168435 156.0
22193498 100.0
22216993 132.0
22240128 188.0
22263746 92.0
22287287 124.0
22311601 240.0
22337139 112.0
22362035 124.0
22386078 64.0
22409691 84.0
22433429 80.0
22456953 84.0
22481263 112.0
22506992 188.0
22532737 80.0
22556532 28.0
22579722 16.0
22603346 8.0
Name: sales, dtype: float64
21484982 32.0
21511085 168.0
21559183 104.0
21583316 128.0
21606939 176.0
21631625 208.0
21657504 260.0
21683292 116.0
22000709 200.0
22026161 136.0
22049992 148.0
22073277 188.0
22096924 64.0
22119731 88.0
22143447 40.0
22168446 20.0
22263760 92.0
22287299 40.0
22311613 264.0
22337154 140.0
22362047 112.0
22386089 136.0
22409706 108.0
22433442 92.0
22456966 112.0
22481277 112.0
22507006 224.0
22532749 80.0
Name: sales, dtype: float64
21535455 8.0
21606940 12.0
21631626 16.0
21657505 4.0
21683293 8.0
21707344 24.0
21730568 12.0
21777482 4.0
21803025 20.0
21828108 8.0
21853475 4.0
21877645 8.0
21902576 16.0
21926902 16.0
21950670 8.0
21975161 8.0
22000710 20.0
22096925 4.0
22119732 12.0
22143448 24.0
22168447 16.0
22193506 4.0
22240139 8.0
22263761 36.0
22287300 24.0
22362048 4.0
22433443 16.0
22481278 24.0
22507007 4.0
22532750 4.0
22556543 12.0
22579734 16.0
22603360 16.0
Name: sales, dtype: float64
21559152 24.0
21583281 4.0
21606906 8.0
21631589 8.0
21657470 52.0
Name: sales, dtype: float64
21559177 28.0
21583309 8.0
21606931 8.0
21631619 20.0
21683285 20.0
21707337 8.0
21730562 8.0
21754091 48.0
21777477 4.0
21902570 8.0
21926896 16.0
21950663 16.0
Name: sales, dtype: float64
21583314 4.0
21657502 4.0
21707342 4.0
21754096 12.0
21777480 20.0
21828106 8.0
21877642 12.0
21902574 16.0
21926900 4.0
21950668 4.0
21975158 16.0
22000705 16.0
22026157 4.0
22119728 8.0
22143444 8.0
22168443 4.0
22337148 4.0
22362042 16.0
22409701 4.0
22456961 4.0
22481273 20.0
22507001 8.0
22556539 12.0
Name: sales, dtype: float64
21606944 12.0
21631629 4.0
21657508 28.0
21683297 4.0
21730570 8.0
21754100 8.0
21777484 8.0
21828110 16.0
21877648 8.0
21926904 16.0
21950674 4.0
21975165 20.0
22000713 20.0
22096928 4.0
22119734 12.0
22168448 12.0
22217005 8.0
22240143 8.0
22263764 24.0
22287303 4.0
22311616 4.0
22386091 4.0
22409710 4.0
22433445 8.0
22456968 8.0
22481282 8.0
22507010 8.0
22532753 16.0
22579736 4.0
Name: sales, dtype: float64
21631617 8.0
21754089 64.0
21803016 28.0
21828099 24.0
21853469 52.0
21877636 20.0
21902568 28.0
21926894 64.0
21950661 12.0
21975151 8.0
22000699 32.0
22026149 12.0
22049986 4.0
22073270 36.0
22096916 36.0
22119722 28.0
22143437 36.0
22168437 44.0
22193499 12.0
22216995 16.0
22240130 28.0
22263748 16.0
22287289 28.0
22311603 68.0
22337141 20.0
22362037 12.0
22386080 44.0
22409693 20.0
22433431 12.0
22456955 8.0
22481265 64.0
22506994 48.0
22579724 12.0
22603348 28.0
Name: sales, dtype: float64
21631637 4.0
21657516 4.0
21730578 4.0
21777493 8.0
21853483 8.0
22000723 8.0
22050004 4.0
22073288 4.0
22217018 4.0
22240157 4.0
22263779 4.0
22287320 4.0
22337172 4.0
22409735 8.0
22456992 4.0
22481308 12.0
22556566 4.0
Name: sales, dtype: float64
21631643 8.0
21657523 20.0
21683309 4.0
21707357 8.0
21730582 8.0
21754111 16.0
21777498 28.0
21803040 24.0
21828125 8.0
21853488 4.0
21877661 12.0
21902591 20.0
21926916 12.0
21950685 12.0
21975180 8.0
22000730 4.0
22026180 8.0
22050008 4.0
22073295 4.0
22096943 4.0
22119750 12.0
22143471 8.0
22168468 4.0
22193525 4.0
22240160 4.0
22263784 44.0
22287326 4.0
22311638 52.0
22337179 16.0
22362073 12.0
22409741 16.0
22433473 8.0
22481315 20.0
22507040 12.0
22532776 4.0
22556571 8.0
22579761 12.0
22603380 8.0
Name: sales, dtype: float64
21683298 4.0
21730571 4.0
21754101 28.0
21777485 4.0
21950675 8.0
21975166 12.0
22000714 28.0
22026164 4.0
22049995 4.0
22073279 4.0
22119736 24.0
22143452 8.0
22168450 16.0
22193510 20.0
22240145 4.0
22263766 24.0
22287305 4.0
22362052 8.0
22386093 8.0
22409712 8.0
22433447 16.0
22456970 4.0
22481284 16.0
22507012 12.0
22532755 4.0
22556547 12.0
Name: sales, dtype: float64
21707335 4.0
21828098 4.0
21853468 20.0
21902567 12.0
Name: sales, dtype: float64
21730552 56.0
21754079 4.0
21828086 60.0
21877624 48.0
21902556 12.0
21926883 40.0
21950650 80.0
22000688 72.0
22026138 156.0
22073260 4.0
22096905 48.0
22143421 124.0
22216981 236.0
22240117 340.0
22263734 440.0
22287274 176.0
22311587 80.0
22337126 32.0
22362022 96.0
22386067 44.0
22409679 12.0
22456943 8.0
22481249 4.0
22506980 16.0
22532726 4.0
22556521 20.0
22579712 4.0
22603334 24.0
Name: sales, dtype: float64
21730560 4.0
21754086 8.0
21777471 36.0
21803012 20.0
21828094 16.0
21853464 16.0
21877632 28.0
21902564 24.0
21926891 12.0
21950659 56.0
21975148 60.0
22000696 40.0
22026146 48.0
22049983 24.0
22073268 12.0
22096912 44.0
22119717 44.0
22143432 56.0
22168432 20.0
22193495 24.0
22216990 12.0
22240126 20.0
22263743 36.0
22287285 40.0
22311598 28.0
22337136 4.0
22362032 12.0
22386076 4.0
22409689 8.0
22433427 24.0
22481260 16.0
22532735 8.0
22556530 36.0
22579721 8.0
22603344 4.0
Name: sales, dtype: float64
21730572 28.0
21777486 16.0
21803028 48.0
21828111 16.0
21975167 64.0
22000716 96.0
22026166 72.0
22049996 8.0
22362057 12.0
22386099 16.0
22409718 64.0
22433453 36.0
22456976 36.0
22481290 40.0
22507017 52.0
22532760 40.0
22556551 24.0
22603365 32.0
Name: sales, dtype: float64
21753974 32.0
21777350 16.0
21802885 60.0
21827966 28.0
21853352 28.0
21877508 740.0
22143312 60.0
22216874 4.0
22240008 20.0
22263629 12.0
22287163 144.0
22311471 20.0
22337007 12.0
22361912 32.0
22409568 4.0
22433314 8.0
22456826 4.0
22481130 8.0
22506860 8.0
22532617 24.0
22556411 16.0
22579600 36.0
Name: sales, dtype: float64
21754087 4.0
21777473 16.0
21803014 8.0
21828096 8.0
21853465 4.0
21877633 8.0
21902565 4.0
21926892 96.0
21950660 64.0
21975149 128.0
22000697 40.0
22026147 4.0
22049984 4.0
22073269 32.0
22096914 8.0
22119719 48.0
22143434 60.0
22168434 24.0
22193497 4.0
22216992 12.0
22240127 8.0
22263745 36.0
22287286 60.0
22311600 4.0
22337138 4.0
22362034 4.0
22409690 4.0
22433428 12.0
22481262 8.0
22603345 4.0
Name: sales, dtype: float64
21926905 4.0
Name: sales, dtype: float64
22000715 24.0
22026165 64.0
22073280 16.0
22143454 60.0
22168452 48.0
22263768 76.0
22287307 12.0
22311619 20.0
22337160 12.0
22362055 36.0
22386097 20.0
22409716 8.0
22433451 4.0
22456974 16.0
22481288 4.0
22507015 16.0
22532759 24.0
22579741 20.0
Name: sales, dtype: float64
22049963 4.0
22556511 4.0
Name: sales, dtype: float64
22072504 8.0
22310788 4.0
22385314 4.0
22578933 4.0
Name: sales, dtype: float64
22073267 8.0
22096911 28.0
22119715 88.0
22143430 72.0
22168430 72.0
22193493 8.0
22216988 20.0
22263741 12.0
22287283 36.0
22311596 52.0
22337134 48.0
22362030 8.0
22386074 4.0
22409687 32.0
22433425 24.0
22456950 28.0
22481258 64.0
22506989 32.0
22532733 16.0
22556528 8.0
22579719 12.0
22603342 20.0
Name: sales, dtype: float64
22073283 4.0
22096932 12.0
22119739 68.0
22143458 44.0
22168456 36.0
22217012 8.0
22240152 28.0
22263773 56.0
22287313 88.0
22311625 148.0
22337165 112.0
22362062 4.0
22386106 4.0
22409725 28.0
22433459 16.0
22456983 24.0
22481298 40.0
22507025 12.0
22532766 4.0
22556556 8.0
22579749 32.0
22603370 24.0
Name: sales, dtype: float64
22096929 16.0
22119735 20.0
22143451 56.0
22168449 76.0
22193509 28.0
22217006 72.0
22240144 108.0
22263765 48.0
22287304 64.0
22311617 92.0
22337157 104.0
22362051 72.0
22386092 72.0
22409711 80.0
22433446 56.0
22456969 76.0
22481283 108.0
22507011 172.0
22532754 68.0
22556546 80.0
22579737 76.0
22603362 56.0
Name: sales, dtype: float64
22119727 60.0
Name: sales, dtype: float64
22142129 4.0
Name: sales, dtype: float64
22143453 25.292
22168451 92.580
22193512 107.484
22217008 6.968
22240146 87.808
22287306 70.580
22311618 78.644
22386095 63.936
22409714 76.840
22433449 58.776
22456972 23.292
22481286 160.260
22507013 110.968
22532757 151.420
22556549 58.776
22579739 99.032
Name: sales, dtype: float64
22143455 19.856
22168453 63.952
22193514 48.240
22240148 76.868
22263769 28.580
22311620 144.964
22362056 29.640
22386098 47.324
22409717 49.300
22433452 48.580
22456975 52.384
22481289 98.508
22507016 49.108
22579742 67.372
Name: sales, dtype: float64
22143459 4.0
22287314 4.0
22311626 8.0
22386107 12.0
22409726 20.0
22433460 4.0
22456984 8.0
22481299 8.0
22532767 12.0
22556557 4.0
22579750 4.0
22603371 4.0
Name: sales, dtype: float64
22168441 40.0
22193503 16.0
Name: sales, dtype: float64
22193511 56.0
22217007 8.0
22337158 8.0
22362053 24.0
22386094 16.0
22409713 16.0
22433448 28.0
22456971 16.0
22481285 24.0
22532756 4.0
22556548 16.0
22579738 32.0
22603363 40.0
Name: sales, dtype: float64
22193513 12.0
22217009 12.0
22240147 20.0
22263767 4.0
22337159 16.0
22362054 20.0
22386096 24.0
22409715 20.0
22433450 28.0
22456973 8.0
22481287 52.0
22507014 24.0
22532758 28.0
22556550 16.0
22579740 20.0
22603364 20.0
Name: sales, dtype: float64
22240136 20.0
22263756 24.0
22287296 28.0
22311610 28.0
22337150 24.0
22362044 20.0
22409703 24.0
22433439 32.0
22456963 20.0
22481274 32.0
22507003 20.0
22532746 16.0
22603357 8.0
Name: sales, dtype: float64
22240137 4.0
22263757 4.0
22287297 4.0
22311611 20.0
22337151 12.0
22362045 8.0
22386087 12.0
22409704 8.0
22433440 20.0
22456964 8.0
22481275 8.0
22507004 16.0
22532747 8.0
22556541 8.0
22579732 12.0
Name: sales, dtype: float64
22240141 4.0
22263762 4.0
22287302 4.0
22311615 8.0
22409708 8.0
22456967 4.0
22556544 4.0
Name: sales, dtype: float64
22240151 4.0
22263771 16.0
22287311 8.0
22311623 4.0
22337163 12.0
22362060 8.0
22386102 4.0
22409722 12.0
22433456 4.0
22456980 12.0
22481294 20.0
22507021 32.0
22532763 8.0
22556554 20.0
22603367 24.0
Name: sales, dtype: float64
22263772 32.0
22287312 -4.0
22311624 8.0
22337164 12.0
22362061 8.0
22386104 16.0
22481296 12.0
22507023 12.0
22532765 8.0
22579747 8.0
Name: sales, dtype: float64
22263774 59.988
22287315 9.108
22311627 38.584
22456985 71.032
22481301 82.852
22507027 111.400
22532768 83.848
22556559 9.924
22579752 100.396
22603372 48.664
Name: sales, dtype: float64
22287310 4.0
22311622 4.0
22337162 4.0
22362059 4.0
22456979 8.0
22579745 8.0
Name: sales, dtype: float64
22337166 8.0
22362063 12.0
22386108 4.0
22409727 8.0
22433461 12.0
22481300 8.0
22507026 12.0
22556558 4.0
22579751 4.0
Name: sales, dtype: float64
22386103 16.0
22409723 4.0
22433457 4.0
22456981 16.0
22481295 24.0
22507022 16.0
22532764 12.0
22556555 16.0
22579746 24.0
22603368 28.0
Name: sales, dtype: float64
22386105 20.0
22409724 4.0
22433458 8.0
22456982 4.0
22481297 32.0
22507024 32.0
22579748 4.0
22603369 12.0
Name: sales, dtype: float64
22409719 8.0
22433454 8.0
22481291 8.0
22507018 24.0
22532761 36.0
22556552 20.0
22579743 4.0
Name: sales, dtype: float64
22409728 8.0
22456986 8.0
22481302 16.0
22556560 16.0
22579753 8.0
Name: sales, dtype: float64
22409729 4.0
22433462 4.0
22507028 4.0
Name: sales, dtype: float64
22480243 34.448
22505974 12.056
22531781 6.260
Name: sales, dtype: float64
22556540 4.0
22579731 8.0
22603358 4.0
Name: sales, dtype: float64
from statsmodels.tsa.arima_model import ARIMA
from sklearn.metrics import mean_squared_error
d=[]
for m in city1['medicine'].unique():
train=city1.loc[city1['medicine']==m,'sales']
X = train.values
size = int(len(X) * 0.66)
train1, test1 = X[0:size], X[size:len(X)]
history = [x for x in train1]
predictions = list()
for t in range(len(test1)):
model = ARIMA(history, order=(5,1,0))
model_fit = model.fit(disp=0)
output = model_fit.forecast()
yhat = output[0]
predictions.append(yhat)
obs = test1[t]
history.append(obs)
print('predicted=%f, expected=%f' % (yhat, obs))
error = mean_squared_error(test1, predictions)
print('Test MSE: %.3f' % error)
# plot
pyplot.plot(test1)
pyplot.plot(predictions, color='red')
pyplot.show()
d.append(yhat)
print(d)
predicted=18.796296, expected=12.000000 predicted=19.269547, expected=28.000000 predicted=23.476566, expected=12.000000 predicted=20.931292, expected=12.000000 predicted=25.731208, expected=24.000000 predicted=17.071995, expected=12.000000 predicted=15.338263, expected=48.000000 predicted=27.284492, expected=24.000000 predicted=21.221522, expected=8.000000 predicted=17.149198, expected=16.000000 predicted=20.767196, expected=36.000000 predicted=24.673556, expected=32.000000 predicted=31.229841, expected=16.000000 predicted=20.774106, expected=32.000000 predicted=22.173435, expected=16.000000 predicted=22.243037, expected=8.000000 predicted=22.263132, expected=8.000000 predicted=18.516088, expected=40.000000 predicted=22.882208, expected=40.000000 predicted=28.089591, expected=16.000000 predicted=19.131865, expected=16.000000 predicted=17.879110, expected=12.000000 predicted=18.497081, expected=24.000000 predicted=26.832615, expected=28.000000 predicted=26.028022, expected=8.000000 predicted=15.327381, expected=24.000000 predicted=18.695327, expected=36.000000 predicted=23.155295, expected=12.000000 predicted=20.555691, expected=16.000000 predicted=20.283633, expected=12.000000 predicted=15.652288, expected=52.000000 predicted=29.667031, expected=60.000000 predicted=36.985106, expected=4.000000 predicted=19.626832, expected=20.000000 predicted=23.622912, expected=12.000000 predicted=23.061834, expected=24.000000 predicted=31.534666, expected=48.000000 predicted=35.519183, expected=56.000000 predicted=28.746902, expected=16.000000 predicted=24.990739, expected=12.000000 predicted=22.255924, expected=32.000000 predicted=31.011096, expected=4.000000 predicted=27.484661, expected=44.000000 predicted=33.780096, expected=24.000000 predicted=21.604259, expected=16.000000 predicted=19.179043, expected=24.000000 predicted=24.607395, expected=24.000000 predicted=20.621337, expected=8.000000 predicted=23.652643, expected=16.000000 predicted=18.659492, expected=16.000000 predicted=17.062869, expected=40.000000 predicted=24.810242, expected=32.000000 predicted=24.188275, expected=8.000000 predicted=15.683935, expected=16.000000 predicted=19.212710, expected=4.000000 predicted=16.789666, expected=36.000000 predicted=27.508347, expected=56.000000 predicted=31.385573, expected=20.000000 predicted=20.034450, expected=12.000000 predicted=19.581062, expected=16.000000 predicted=19.996394, expected=36.000000 predicted=32.322522, expected=36.000000 predicted=34.203379, expected=60.000000 predicted=32.861006, expected=28.000000 predicted=27.355619, expected=24.000000 predicted=28.599630, expected=24.000000 predicted=33.203796, expected=28.000000 predicted=33.620671, expected=8.000000 predicted=29.823088, expected=48.000000 predicted=30.183164, expected=20.000000 predicted=24.535120, expected=64.000000 predicted=35.339837, expected=24.000000 predicted=30.057913, expected=16.000000 predicted=23.813393, expected=32.000000 predicted=35.538329, expected=16.000000 predicted=26.441523, expected=8.000000 predicted=28.861591, expected=24.000000 predicted=21.032813, expected=12.000000 predicted=17.162700, expected=24.000000 predicted=21.619698, expected=8.000000 predicted=14.031764, expected=24.000000 predicted=16.364095, expected=4.000000 predicted=15.243803, expected=8.000000 predicted=12.031612, expected=36.000000 predicted=21.207124, expected=36.000000 predicted=20.709441, expected=28.000000 predicted=22.944340, expected=8.000000 predicted=14.887121, expected=4.000000 predicted=15.585170, expected=4.000000 predicted=19.746476, expected=24.000000 predicted=21.605160, expected=20.000000 predicted=17.541203, expected=44.000000 predicted=19.719778, expected=20.000000 predicted=16.763836, expected=12.000000 predicted=16.057965, expected=8.000000 predicted=19.304545, expected=8.000000 predicted=17.682397, expected=16.000000 predicted=21.717695, expected=8.000000 predicted=12.511935, expected=28.000000 predicted=15.170136, expected=4.000000 predicted=10.036107, expected=36.000000 predicted=17.953605, expected=16.000000 predicted=17.525606, expected=12.000000 predicted=14.684556, expected=12.000000 predicted=17.995254, expected=24.000000 predicted=16.816749, expected=8.000000 predicted=19.123632, expected=8.000000 predicted=12.332687, expected=12.000000 predicted=12.346660, expected=8.000000 predicted=11.572759, expected=36.000000 predicted=20.175971, expected=16.000000 predicted=13.951318, expected=12.000000 predicted=12.911666, expected=24.000000 predicted=17.645059, expected=16.000000 predicted=17.153155, expected=16.000000 predicted=21.390959, expected=8.000000 predicted=13.970675, expected=20.000000 predicted=16.029646, expected=44.000000 predicted=25.525150, expected=16.000000 predicted=18.746583, expected=12.000000 predicted=16.543142, expected=20.000000 predicted=18.084545, expected=24.000000 predicted=23.174953, expected=16.000000 predicted=24.085550, expected=4.000000 predicted=13.123853, expected=32.000000 predicted=19.252275, expected=44.000000 predicted=26.670734, expected=16.000000 predicted=21.357753, expected=24.000000 predicted=20.762356, expected=12.000000 predicted=18.035621, expected=52.000000 predicted=34.133539, expected=72.000000 predicted=43.597466, expected=56.000000 predicted=37.578087, expected=20.000000 predicted=32.189673, expected=32.000000 predicted=34.913539, expected=12.000000 predicted=38.966847, expected=4.000000 predicted=34.010285, expected=8.000000 predicted=24.466252, expected=60.000000 predicted=29.181626, expected=8.000000 predicted=20.436400, expected=8.000000 predicted=12.908401, expected=16.000000 predicted=15.131658, expected=12.000000 predicted=16.929998, expected=8.000000 predicted=22.682661, expected=24.000000 predicted=13.648696, expected=24.000000 predicted=15.779245, expected=32.000000 predicted=20.580332, expected=20.000000 predicted=18.404049, expected=12.000000 predicted=16.510348, expected=20.000000 predicted=21.919643, expected=4.000000 predicted=17.275467, expected=12.000000 predicted=17.923908, expected=4.000000 predicted=11.885488, expected=12.000000 predicted=11.028049, expected=8.000000 predicted=11.022209, expected=12.000000 predicted=8.339797, expected=12.000000 predicted=10.420402, expected=4.000000 predicted=7.009353, expected=8.000000 predicted=9.220121, expected=16.000000 predicted=10.750865, expected=32.000000 predicted=16.727110, expected=28.000000 predicted=17.598032, expected=4.000000 predicted=11.047837, expected=12.000000 predicted=14.138593, expected=12.000000 predicted=16.741292, expected=8.000000 predicted=17.146355, expected=24.000000 predicted=17.909195, expected=24.000000 predicted=14.229988, expected=32.000000 predicted=19.571797, expected=4.000000 predicted=13.844146, expected=12.000000 predicted=14.611137, expected=40.000000 predicted=26.200958, expected=4.000000 predicted=17.779584, expected=12.000000 predicted=17.589544, expected=16.000000 predicted=13.425387, expected=24.000000 predicted=18.549404, expected=8.000000 predicted=18.716787, expected=4.000000 predicted=8.581049, expected=24.000000 predicted=15.915471, expected=28.000000 predicted=19.243382, expected=8.000000 predicted=15.278926, expected=24.000000 predicted=15.564322, expected=16.000000 predicted=15.441465, expected=4.000000 predicted=15.926615, expected=12.000000 predicted=16.335752, expected=20.000000 predicted=14.417586, expected=28.000000 predicted=20.026269, expected=32.000000 predicted=20.094180, expected=28.000000 predicted=19.049220, expected=20.000000 predicted=20.761385, expected=12.000000 predicted=20.803511, expected=60.000000 predicted=34.941125, expected=40.000000 predicted=33.629695, expected=24.000000 predicted=28.104683, expected=4.000000 predicted=21.325897, expected=4.000000 predicted=19.565132, expected=12.000000 predicted=27.922251, expected=12.000000 predicted=19.031927, expected=28.000000 predicted=17.530528, expected=28.000000 predicted=15.137254, expected=32.000000 predicted=18.816213, expected=4.000000 predicted=15.167719, expected=24.000000 predicted=20.184364, expected=4.000000 predicted=18.913502, expected=12.000000 predicted=17.859591, expected=8.000000 predicted=15.554610, expected=20.000000 predicted=12.236878, expected=24.000000 predicted=17.935096, expected=48.000000 predicted=21.776299, expected=16.000000 predicted=18.690819, expected=28.000000 predicted=21.497650, expected=16.000000 predicted=23.177372, expected=24.000000 predicted=25.495508, expected=28.000000 predicted=30.032059, expected=32.000000 predicted=24.152307, expected=8.000000 predicted=20.592484, expected=8.000000 predicted=16.490488, expected=4.000000 predicted=16.345975, expected=44.000000 predicted=26.100217, expected=16.000000 predicted=20.321550, expected=24.000000 predicted=15.943352, expected=12.000000 predicted=15.379851, expected=16.000000 predicted=16.606195, expected=16.000000 predicted=23.832384, expected=4.000000 predicted=13.007584, expected=12.000000 predicted=14.851740, expected=60.000000 predicted=25.908883, expected=56.000000 predicted=30.794750, expected=20.000000 predicted=23.290323, expected=16.000000 predicted=21.392302, expected=28.000000 predicted=29.323160, expected=24.000000 predicted=36.784892, expected=12.000000 predicted=27.560216, expected=20.000000 predicted=19.787073, expected=20.000000 predicted=19.688652, expected=8.000000 predicted=17.990405, expected=12.000000 predicted=16.189912, expected=8.000000 predicted=12.369759, expected=12.000000 predicted=14.005673, expected=8.000000 predicted=11.900707, expected=16.000000 predicted=11.032515, expected=12.000000 predicted=11.454906, expected=8.000000 predicted=9.505956, expected=4.000000 predicted=9.050792, expected=20.000000 predicted=12.405846, expected=24.000000 predicted=16.115922, expected=64.000000 predicted=27.636198, expected=16.000000 predicted=18.946587, expected=20.000000 predicted=19.481318, expected=20.000000 predicted=25.527771, expected=8.000000 predicted=22.636024, expected=28.000000 predicted=31.724237, expected=48.000000 predicted=26.886619, expected=20.000000 predicted=22.318276, expected=20.000000 predicted=21.700275, expected=12.000000 predicted=18.851664, expected=4.000000 predicted=20.040734, expected=12.000000 predicted=22.387584, expected=24.000000 predicted=17.811736, expected=32.000000 predicted=20.216174, expected=20.000000 predicted=16.466335, expected=8.000000 predicted=12.631599, expected=8.000000 predicted=14.865987, expected=4.000000 predicted=15.430600, expected=20.000000 predicted=18.773611, expected=12.000000 predicted=13.209875, expected=24.000000 predicted=13.506271, expected=20.000000 predicted=14.445043, expected=44.000000 predicted=22.079767, expected=12.000000 predicted=19.786958, expected=4.000000 predicted=14.703092, expected=28.000000 predicted=23.656805, expected=24.000000 predicted=22.741566, expected=32.000000 predicted=27.875256, expected=12.000000 predicted=16.051228, expected=4.000000 predicted=12.646218, expected=4.000000 predicted=16.781547, expected=12.000000 predicted=16.035992, expected=28.000000 predicted=20.163446, expected=4.000000 predicted=9.337733, expected=20.000000 predicted=11.468537, expected=8.000000 predicted=10.782058, expected=24.000000 predicted=16.689249, expected=24.000000 predicted=20.501175, expected=20.000000 predicted=15.053552, expected=4.000000 predicted=14.464472, expected=12.000000 predicted=13.588996, expected=20.000000 predicted=19.218651, expected=12.000000 predicted=15.999712, expected=8.000000 predicted=12.398858, expected=8.000000 predicted=9.122628, expected=20.000000 predicted=14.457778, expected=48.000000 predicted=24.565256, expected=20.000000 predicted=17.946850, expected=32.000000 predicted=20.993887, expected=20.000000 predicted=21.549051, expected=12.000000 predicted=22.253759, expected=4.000000 predicted=23.050873, expected=8.000000 predicted=15.434780, expected=36.000000 predicted=24.035674, expected=36.000000 predicted=22.453807, expected=8.000000 predicted=13.851896, expected=4.000000 predicted=11.327033, expected=24.000000 predicted=19.224353, expected=8.000000 predicted=20.320450, expected=32.000000 predicted=23.010053, expected=32.000000 predicted=19.000126, expected=8.000000 predicted=13.628253, expected=20.000000 predicted=20.428794, expected=20.000000 predicted=18.784887, expected=16.000000 predicted=22.016030, expected=56.000000 predicted=31.469764, expected=40.000000 predicted=26.300200, expected=16.000000 predicted=23.511694, expected=36.000000 predicted=29.512662, expected=8.000000 predicted=23.982068, expected=12.000000 predicted=29.306273, expected=12.000000 predicted=22.219238, expected=4.000000 predicted=13.318357, expected=28.000000 predicted=21.373312, expected=12.000000 predicted=11.973457, expected=16.000000 predicted=13.478783, expected=24.000000 predicted=16.578266, expected=12.000000 predicted=13.662861, expected=8.000000 predicted=16.371349, expected=28.000000 predicted=17.983105, expected=24.000000 predicted=19.514718, expected=36.000000 predicted=24.302316, expected=32.000000 predicted=22.776030, expected=12.000000 predicted=18.694690, expected=8.000000 predicted=20.954126, expected=20.000000 predicted=22.414883, expected=4.000000 predicted=19.092436, expected=8.000000 predicted=15.257306, expected=28.000000 predicted=15.770368, expected=12.000000 predicted=12.465430, expected=12.000000 predicted=13.837956, expected=4.000000 predicted=8.700083, expected=12.000000 predicted=12.050243, expected=4.000000 predicted=13.041102, expected=8.000000 predicted=8.875758, expected=12.000000 predicted=9.649427, expected=4.000000 predicted=6.178095, expected=4.000000 predicted=7.089504, expected=12.000000 predicted=7.626555, expected=8.000000 predicted=8.050649, expected=24.000000 predicted=12.945236, expected=12.000000 predicted=9.727986, expected=12.000000 predicted=10.355028, expected=8.000000 predicted=11.521180, expected=4.000000 predicted=9.630747, expected=16.000000 predicted=14.924897, expected=12.000000 predicted=11.187573, expected=40.000000 predicted=18.962234, expected=44.000000 predicted=22.830460, expected=40.000000 predicted=24.676746, expected=20.000000 predicted=24.370208, expected=12.000000 predicted=22.483035, expected=12.000000 predicted=27.285900, expected=8.000000 predicted=23.673725, expected=28.000000 predicted=24.564636, expected=36.000000 predicted=22.615148, expected=32.000000 predicted=21.502746, expected=16.000000 predicted=18.615542, expected=12.000000 predicted=17.726653, expected=36.000000 predicted=28.959637, expected=4.000000 predicted=21.691344, expected=28.000000 predicted=23.492130, expected=12.000000 predicted=16.780386, expected=12.000000 predicted=15.544027, expected=12.000000 predicted=18.872153, expected=8.000000 predicted=10.739683, expected=8.000000 predicted=14.410344, expected=12.000000 predicted=11.066851, expected=28.000000 predicted=15.830715, expected=40.000000 predicted=21.087007, expected=20.000000 predicted=17.282625, expected=12.000000 predicted=15.861579, expected=16.000000 predicted=18.952464, expected=12.000000 predicted=21.157189, expected=24.000000 predicted=24.180923, expected=4.000000 predicted=13.435165, expected=8.000000 predicted=11.293282, expected=24.000000 predicted=16.654880, expected=12.000000 predicted=13.675462, expected=12.000000 predicted=14.504019, expected=8.000000 predicted=9.383896, expected=24.000000 predicted=15.540067, expected=8.000000 predicted=14.881689, expected=12.000000 predicted=11.977678, expected=4.000000 predicted=9.959566, expected=32.000000 predicted=16.974134, expected=44.000000 predicted=25.628688, expected=20.000000 predicted=17.717240, expected=12.000000 predicted=16.629064, expected=20.000000 predicted=19.117432, expected=12.000000 predicted=23.202112, expected=12.000000 predicted=21.939894, expected=8.000000 predicted=13.648697, expected=16.000000 predicted=13.676726, expected=36.000000 predicted=21.227115, expected=24.000000 predicted=18.121012, expected=24.000000 predicted=18.774452, expected=32.000000 predicted=22.427353, expected=4.000000 predicted=18.420356, expected=8.000000 predicted=20.616130, expected=24.000000 predicted=21.246970, expected=16.000000 predicted=19.027968, expected=48.000000 predicted=27.764360, expected=12.000000 predicted=15.116121, expected=12.000000 predicted=15.949667, expected=4.000000 predicted=17.107924, expected=4.000000 predicted=14.512899, expected=12.000000 predicted=19.617961, expected=12.000000 predicted=10.340236, expected=32.000000 predicted=15.877383, expected=4.000000 predicted=8.690747, expected=20.000000 predicted=12.899969, expected=28.000000 Test MSE: 185.397
[array([12.89996944])] predicted=91.710266, expected=60.000000 predicted=81.039198, expected=104.000000 predicted=97.961814, expected=116.000000 predicted=104.012487, expected=132.000000 predicted=109.989020, expected=96.000000 predicted=93.211503, expected=100.000000 predicted=97.682560, expected=88.000000 predicted=98.536826, expected=100.000000 predicted=102.620138, expected=44.000000 predicted=80.588585, expected=56.000000 predicted=74.500418, expected=92.000000 predicted=84.267728, expected=52.000000 predicted=62.969164, expected=108.000000 predicted=93.207734, expected=28.000000 predicted=48.171920, expected=148.000000 predicted=101.066754, expected=68.000000 predicted=77.815823, expected=56.000000 predicted=67.885197, expected=116.000000 predicted=103.501589, expected=108.000000 predicted=79.844654, expected=112.000000 predicted=113.099200, expected=80.000000 predicted=87.666245, expected=80.000000 predicted=83.599708, expected=56.000000 predicted=81.199453, expected=68.000000 predicted=79.336959, expected=68.000000 predicted=76.737581, expected=68.000000 predicted=69.337715, expected=60.000000 predicted=66.679260, expected=60.000000 predicted=61.221841, expected=100.000000 predicted=79.582071, expected=40.000000 predicted=56.469915, expected=80.000000 predicted=74.553127, expected=100.000000 predicted=79.570421, expected=112.000000 predicted=87.153908, expected=92.000000 predicted=94.149041, expected=80.000000 predicted=79.615522, expected=96.000000 predicted=92.407885, expected=80.000000 predicted=87.353115, expected=60.000000 predicted=80.779947, expected=80.000000 predicted=82.403636, expected=104.000000 predicted=87.314103, expected=112.000000 predicted=96.748946, expected=64.000000 predicted=79.015876, expected=80.000000 predicted=81.955254, expected=56.000000 predicted=71.075180, expected=92.000000 predicted=86.971714, expected=68.000000 predicted=78.388765, expected=96.000000 predicted=81.574517, expected=84.000000 predicted=81.865413, expected=64.000000 predicted=69.815597, expected=96.000000 predicted=89.911889, expected=68.000000 predicted=71.920700, expected=64.000000 predicted=76.257568, expected=144.000000 predicted=105.989837, expected=64.000000 predicted=71.797678, expected=88.000000 predicted=93.316095, expected=104.000000 predicted=91.973256, expected=84.000000 predicted=81.407646, expected=92.000000 predicted=102.869263, expected=72.000000 predicted=77.551124, expected=84.000000 predicted=85.462472, expected=108.000000 predicted=97.079458, expected=44.000000 predicted=68.090139, expected=80.000000 predicted=83.886456, expected=120.000000 predicted=92.278312, expected=96.000000 predicted=87.861414, expected=104.000000 predicted=102.559265, expected=140.000000 predicted=106.418305, expected=92.000000 predicted=96.579762, expected=68.000000 predicted=96.715543, expected=32.000000 predicted=70.554747, expected=124.000000 predicted=100.197061, expected=40.000000 predicted=70.869286, expected=112.000000 predicted=93.634296, expected=32.000000 predicted=58.081284, expected=92.000000 predicted=71.467456, expected=80.000000 predicted=85.605346, expected=72.000000 predicted=65.484339, expected=68.000000 predicted=81.055380, expected=80.000000 predicted=67.775552, expected=136.000000 predicted=102.772998, expected=124.000000 predicted=101.904388, expected=132.000000 predicted=112.275529, expected=136.000000 predicted=118.541043, expected=56.000000 predicted=89.385700, expected=112.000000 predicted=117.699812, expected=56.000000 predicted=85.930573, expected=60.000000 predicted=83.661544, expected=48.000000 predicted=75.311673, expected=44.000000 predicted=52.038201, expected=68.000000 predicted=70.130490, expected=68.000000 predicted=59.397456, expected=124.000000 predicted=86.398585, expected=100.000000 predicted=82.109139, expected=76.000000 predicted=78.039676, expected=108.000000 predicted=96.085033, expected=64.000000 predicted=76.306144, expected=116.000000 predicted=106.419135, expected=92.000000 predicted=92.954795, expected=116.000000 predicted=99.746144, expected=64.000000 predicted=87.889959, expected=68.000000 predicted=77.737887, expected=76.000000 predicted=85.986417, expected=88.000000 predicted=82.671870, expected=92.000000 predicted=90.601440, expected=24.000000 predicted=55.217478, expected=64.000000 predicted=67.645082, expected=64.000000 predicted=63.876464, expected=140.000000 predicted=96.460497, expected=260.000000 predicted=158.286114, expected=156.000000 predicted=125.315305, expected=124.000000 predicted=134.844807, expected=104.000000 predicted=122.294472, expected=100.000000 predicted=123.051185, expected=84.000000 predicted=130.604017, expected=100.000000 predicted=110.775964, expected=116.000000 predicted=109.374885, expected=76.000000 predicted=90.612751, expected=64.000000 predicted=84.082296, expected=80.000000 predicted=82.684301, expected=72.000000 predicted=78.910012, expected=36.000000 predicted=65.915107, expected=28.000000 predicted=50.846848, expected=52.000000 predicted=52.281983, expected=84.000000 predicted=66.546371, expected=12.000000 predicted=39.088918, expected=24.000000 predicted=36.699179, expected=12.000000 predicted=24.570996, expected=24.000000 predicted=28.721706, expected=16.000000 predicted=30.127110, expected=4.000000 predicted=10.808337, expected=48.000000 predicted=30.360623, expected=104.000000 predicted=54.150219, expected=84.000000 predicted=58.618023, expected=164.000000 predicted=102.079339, expected=60.000000 predicted=67.025710, expected=108.000000 predicted=96.636138, expected=144.000000 predicted=120.252795, expected=180.000000 predicted=134.707465, expected=112.000000 predicted=131.999164, expected=128.000000 predicted=121.717180, expected=120.000000 predicted=124.237110, expected=176.000000 predicted=150.574001, expected=188.000000 predicted=167.159147, expected=336.000000 predicted=227.025198, expected=376.000000 predicted=273.955565, expected=280.000000 predicted=256.366576, expected=212.000000 predicted=245.986082, expected=288.000000 predicted=270.099137, expected=280.000000 predicted=284.509360, expected=272.000000 predicted=289.602705, expected=504.000000 predicted=379.573349, expected=508.000000 predicted=391.870261, expected=268.000000 predicted=327.223569, expected=248.000000 predicted=318.952348, expected=196.000000 predicted=258.631713, expected=120.000000 predicted=245.165368, expected=60.000000 predicted=192.851944, expected=76.000000 predicted=125.617040, expected=68.000000 predicted=104.607893, expected=20.000000 predicted=67.299141, expected=24.000000 predicted=51.252482, expected=48.000000 predicted=44.700548, expected=12.000000 predicted=28.507208, expected=28.000000 predicted=36.549923, expected=56.000000 predicted=39.881170, expected=40.000000 predicted=34.218965, expected=56.000000 predicted=51.497662, expected=24.000000 predicted=29.293244, expected=48.000000 predicted=42.174037, expected=16.000000 predicted=30.145570, expected=48.000000 predicted=41.201341, expected=64.000000 predicted=53.266136, expected=24.000000 predicted=30.096180, expected=44.000000 predicted=46.388886, expected=16.000000 predicted=22.733060, expected=36.000000 predicted=35.867170, expected=16.000000 predicted=28.673548, expected=32.000000 predicted=27.862979, expected=36.000000 predicted=34.302290, expected=32.000000 predicted=27.874652, expected=28.000000 predicted=31.341865, expected=44.000000 predicted=34.840630, expected=40.000000 predicted=36.381065, expected=20.000000 predicted=28.618569, expected=64.000000 predicted=49.140860, expected=28.000000 predicted=30.754089, expected=80.000000 predicted=61.742091, expected=40.000000 predicted=44.242605, expected=40.000000 predicted=40.560449, expected=40.000000 predicted=47.578205, expected=68.000000 predicted=51.119095, expected=100.000000 predicted=80.645591, expected=148.000000 predicted=105.099308, expected=124.000000 predicted=104.400416, expected=120.000000 predicted=108.896680, expected=80.000000 predicted=92.778179, expected=92.000000 predicted=97.705132, expected=44.000000 predicted=77.670030, expected=80.000000 predicted=85.516763, expected=72.000000 predicted=79.123047, expected=88.000000 predicted=80.196993, expected=124.000000 predicted=105.093946, expected=56.000000 predicted=65.839323, expected=204.000000 predicted=147.452409, expected=32.000000 predicted=68.436683, expected=24.000000 predicted=63.284077, expected=76.000000 predicted=82.530078, expected=108.000000 predicted=75.582780, expected=92.000000 predicted=107.851632, expected=108.000000 predicted=90.747301, expected=116.000000 predicted=94.536174, expected=52.000000 predicted=73.459362, expected=52.000000 predicted=75.127758, expected=80.000000 predicted=77.469453, expected=108.000000 predicted=92.661932, expected=92.000000 predicted=93.939073, expected=80.000000 predicted=80.285130, expected=72.000000 predicted=74.459307, expected=56.000000 predicted=67.495402, expected=44.000000 predicted=63.160150, expected=64.000000 predicted=66.250365, expected=112.000000 predicted=87.537049, expected=64.000000 predicted=69.030778, expected=80.000000 predicted=77.503325, expected=132.000000 predicted=99.673502, expected=80.000000 predicted=80.716273, expected=56.000000 predicted=81.611006, expected=60.000000 predicted=68.214357, expected=76.000000 predicted=71.591368, expected=112.000000 predicted=100.718979, expected=88.000000 predicted=85.485610, expected=104.000000 predicted=92.866105, expected=28.000000 predicted=56.110317, expected=96.000000 predicted=85.255673, expected=72.000000 predicted=78.031302, expected=92.000000 predicted=84.461881, expected=84.000000 predicted=88.517354, expected=124.000000 predicted=93.346943, expected=36.000000 predicted=67.385056, expected=48.000000 predicted=63.890990, expected=104.000000 predicted=87.981365, expected=100.000000 predicted=84.534408, expected=120.000000 predicted=111.954317, expected=56.000000 predicted=68.939134, expected=88.000000 predicted=82.166941, expected=96.000000 predicted=92.857730, expected=60.000000 predicted=74.145732, expected=136.000000 predicted=116.297386, expected=80.000000 predicted=79.842613, expected=40.000000 predicted=67.795591, expected=88.000000 predicted=87.044631, expected=44.000000 predicted=52.977560, expected=56.000000 predicted=72.747813, expected=60.000000 predicted=63.105055, expected=100.000000 predicted=73.952244, expected=64.000000 predicted=71.280143, expected=52.000000 predicted=59.062116, expected=88.000000 predicted=75.738613, expected=48.000000 predicted=55.776978, expected=80.000000 predicted=79.315768, expected=112.000000 predicted=88.969737, expected=56.000000 predicted=63.822650, expected=64.000000 predicted=75.738740, expected=56.000000 predicted=59.185531, expected=32.000000 predicted=49.241053, expected=56.000000 predicted=64.326754, expected=64.000000 predicted=56.285395, expected=92.000000 predicted=74.308564, expected=104.000000 predicted=84.870023, expected=64.000000 predicted=66.279166, expected=64.000000 predicted=70.153224, expected=68.000000 predicted=68.575303, expected=52.000000 predicted=63.374665, expected=72.000000 predicted=74.625637, expected=84.000000 predicted=73.203544, expected=36.000000 predicted=52.434139, expected=60.000000 predicted=63.141707, expected=76.000000 predicted=64.444160, expected=64.000000 predicted=63.968014, expected=64.000000 predicted=69.249103, expected=68.000000 predicted=61.461168, expected=60.000000 predicted=61.495580, expected=64.000000 predicted=66.273830, expected=84.000000 predicted=73.479315, expected=88.000000 predicted=77.606787, expected=100.000000 predicted=87.977137, expected=56.000000 predicted=67.946903, expected=64.000000 predicted=69.821371, expected=88.000000 predicted=80.806549, expected=68.000000 predicted=72.181035, expected=72.000000 predicted=78.563385, expected=68.000000 predicted=67.505976, expected=64.000000 predicted=65.620958, expected=48.000000 predicted=61.590538, expected=80.000000 predicted=71.058511, expected=104.000000 predicted=84.563582, expected=68.000000 predicted=72.073418, expected=128.000000 predicted=103.007857, expected=104.000000 predicted=90.910126, expected=116.000000 predicted=106.312778, expected=104.000000 predicted=107.183203, expected=92.000000 predicted=92.890111, expected=104.000000 predicted=107.996999, expected=112.000000 predicted=106.115823, expected=112.000000 predicted=110.188420, expected=60.000000 predicted=84.293437, expected=52.000000 predicted=72.923238, expected=68.000000 predicted=74.640905, expected=96.000000 predicted=86.900709, expected=72.000000 predicted=80.000471, expected=68.000000 predicted=70.949164, expected=56.000000 predicted=61.546077, expected=72.000000 predicted=68.731463, expected=76.000000 predicted=75.740949, expected=24.000000 predicted=47.418761, expected=32.000000 predicted=46.804825, expected=52.000000 predicted=48.024527, expected=88.000000 predicted=68.374298, expected=108.000000 predicted=86.594217, expected=64.000000 predicted=63.817611, expected=144.000000 predicted=105.754568, expected=68.000000 predicted=75.533649, expected=36.000000 predicted=66.428342, expected=56.000000 predicted=71.347905, expected=76.000000 predicted=64.900749, expected=28.000000 predicted=59.097642, expected=80.000000 predicted=69.942516, expected=92.000000 predicted=69.842027, expected=84.000000 predicted=74.975313, expected=92.000000 predicted=87.577909, expected=68.000000 predicted=66.968801, expected=112.000000 predicted=96.398805, expected=88.000000 predicted=88.684552, expected=48.000000 predicted=69.479856, expected=64.000000 predicted=74.267852, expected=48.000000 predicted=55.869663, expected=76.000000 predicted=75.747357, expected=64.000000 predicted=67.353138, expected=48.000000 predicted=53.623709, expected=92.000000 predicted=76.855997, expected=32.000000 predicted=45.841507, expected=76.000000 predicted=71.420535, expected=80.000000 predicted=70.387778, expected=68.000000 predicted=64.129117, expected=56.000000 predicted=68.792841, expected=676.000000 predicted=357.062564, expected=32.000000 predicted=149.008951, expected=496.000000 predicted=283.924011, expected=160.000000 predicted=282.928178, expected=348.000000 predicted=194.282789, expected=128.000000 predicted=368.487649, expected=112.000000 predicted=126.523884, expected=44.000000 predicted=181.819944, expected=100.000000 predicted=94.381090, expected=24.000000 predicted=110.299539, expected=12.000000 predicted=42.754889, expected=44.000000 predicted=49.321794, expected=16.000000 predicted=27.937076, expected=8.000000 predicted=27.798515, expected=16.000000 predicted=17.688882, expected=4.000000 predicted=9.642794, expected=24.000000 predicted=18.578380, expected=76.000000 predicted=39.357477, expected=104.000000 predicted=64.522483, expected=112.000000 predicted=83.940286, expected=40.000000 predicted=65.271318, expected=84.000000 predicted=65.612014, expected=104.000000 predicted=89.188955, expected=108.000000 predicted=96.738164, expected=76.000000 predicted=94.945962, expected=84.000000 predicted=78.750397, expected=44.000000 predicted=70.828528, expected=92.000000 predicted=76.603562, expected=80.000000 predicted=85.558579, expected=32.000000 predicted=58.592763, expected=88.000000 predicted=70.762628, expected=56.000000 predicted=63.822850, expected=92.000000 predicted=74.314575, expected=84.000000 predicted=84.654410, expected=64.000000 predicted=66.046470, expected=64.000000 predicted=72.377103, expected=44.000000 predicted=57.060867, expected=88.000000 predicted=70.681298, expected=60.000000 predicted=71.198960, expected=72.000000 predicted=65.369970, expected=72.000000 predicted=71.792669, expected=88.000000 predicted=71.909571, expected=72.000000 predicted=79.408806, expected=124.000000 predicted=90.408436, expected=96.000000 predicted=98.277771, expected=64.000000 predicted=80.251867, expected=92.000000 predicted=86.867175, expected=68.000000 predicted=77.744905, expected=60.000000 predicted=74.802613, expected=56.000000 predicted=68.044605, expected=64.000000 predicted=61.158967, expected=56.000000 predicted=64.151860, expected=36.000000 predicted=50.975102, expected=48.000000 predicted=48.323250, expected=44.000000 predicted=47.279218, expected=76.000000 predicted=57.982093, expected=60.000000 predicted=61.857504, expected=32.000000 predicted=45.609606, expected=76.000000 predicted=57.314117, expected=88.000000 predicted=70.022825, expected=80.000000 predicted=76.467243, expected=16.000000 predicted=54.201410, expected=56.000000 predicted=45.233019, expected=44.000000 predicted=53.480849, expected=104.000000 predicted=70.053285, expected=56.000000 predicted=73.683214, expected=40.000000 predicted=46.391357, expected=64.000000 predicted=59.411630, expected=64.000000 predicted=57.491674, expected=56.000000 predicted=64.522827, expected=48.000000 predicted=54.664650, expected=88.000000 predicted=63.513090, expected=92.000000 predicted=79.224423, expected=44.000000 Test MSE: 3206.069
[array([12.89996944]), array([79.22442274])] predicted=70.220567, expected=48.000000 predicted=51.201801, expected=84.000000 predicted=59.651105, expected=76.000000 predicted=59.800698, expected=84.000000 predicted=61.667331, expected=56.000000 predicted=63.775229, expected=20.000000 predicted=46.965975, expected=60.000000 predicted=67.606772, expected=52.000000 predicted=56.088654, expected=120.000000 predicted=83.797840, expected=116.000000 predicted=81.190965, expected=72.000000 predicted=62.599166, expected=36.000000 predicted=66.902202, expected=24.000000 predicted=52.076400, expected=28.000000 predicted=63.436220, expected=44.000000 predicted=61.759435, expected=52.000000 predicted=50.755693, expected=64.000000 predicted=47.106380, expected=100.000000 predicted=60.488422, expected=40.000000 predicted=44.446044, expected=48.000000 predicted=55.355066, expected=28.000000 predicted=47.170528, expected=60.000000 predicted=55.641177, expected=108.000000 predicted=83.944546, expected=96.000000 predicted=65.795786, expected=36.000000 predicted=55.651882, expected=64.000000 predicted=60.935851, expected=72.000000 predicted=66.229997, expected=64.000000 predicted=74.966545, expected=48.000000 predicted=68.767736, expected=72.000000 predicted=58.348683, expected=132.000000 predicted=87.397894, expected=72.000000 predicted=72.336441, expected=36.000000 predicted=64.270945, expected=36.000000 predicted=56.752268, expected=28.000000 predicted=49.498896, expected=68.000000 predicted=77.276698, expected=104.000000 predicted=72.790640, expected=132.000000 predicted=78.562027, expected=96.000000 predicted=76.441184, expected=40.000000 predicted=59.708478, expected=108.000000 predicted=93.314021, expected=68.000000 predicted=81.668483, expected=84.000000 predicted=96.076100, expected=148.000000 predicted=111.614436, expected=196.000000 predicted=113.797119, expected=76.000000 predicted=103.140780, expected=92.000000 predicted=104.651115, expected=120.000000 predicted=111.004386, expected=60.000000 predicted=98.148815, expected=84.000000 predicted=123.750808, expected=92.000000 predicted=85.632138, expected=148.000000 predicted=108.127669, expected=96.000000 predicted=104.061748, expected=76.000000 predicted=84.003859, expected=104.000000 predicted=100.603837, expected=52.000000 predicted=76.656704, expected=76.000000 predicted=101.168811, expected=116.000000 predicted=97.162840, expected=96.000000 predicted=82.927836, expected=112.000000 predicted=104.464416, expected=88.000000 predicted=82.511498, expected=100.000000 predicted=93.334823, expected=84.000000 predicted=98.901228, expected=52.000000 predicted=78.856513, expected=56.000000 predicted=82.568901, expected=148.000000 predicted=103.302825, expected=68.000000 predicted=78.794113, expected=92.000000 predicted=91.315277, expected=80.000000 predicted=78.318214, expected=48.000000 predicted=61.625380, expected=100.000000 predicted=108.114485, expected=160.000000 predicted=102.605591, expected=152.000000 predicted=113.682958, expected=84.000000 predicted=98.329117, expected=64.000000 predicted=83.983749, expected=112.000000 predicted=107.513517, expected=88.000000 predicted=108.704109, expected=68.000000 predicted=100.926581, expected=88.000000 predicted=88.443549, expected=92.000000 predicted=79.582691, expected=64.000000 predicted=84.394380, expected=28.000000 predicted=64.871208, expected=68.000000 predicted=68.530990, expected=76.000000 predicted=71.394436, expected=56.000000 predicted=66.462276, expected=104.000000 predicted=80.215280, expected=96.000000 predicted=67.111370, expected=56.000000 predicted=68.583729, expected=88.000000 predicted=85.436385, expected=36.000000 predicted=55.496485, expected=36.000000 predicted=67.292769, expected=56.000000 predicted=68.407865, expected=64.000000 predicted=54.073747, expected=80.000000 predicted=72.615374, expected=88.000000 predicted=63.774560, expected=68.000000 predicted=60.139315, expected=124.000000 predicted=89.291728, expected=12.000000 predicted=51.513530, expected=64.000000 predicted=75.229478, expected=96.000000 predicted=83.219355, expected=128.000000 predicted=84.964199, expected=80.000000 predicted=95.808057, expected=64.000000 predicted=61.373264, expected=76.000000 predicted=78.777077, expected=80.000000 predicted=83.144240, expected=112.000000 predicted=104.259277, expected=92.000000 predicted=85.452100, expected=140.000000 predicted=102.278353, expected=192.000000 predicted=129.135853, expected=144.000000 predicted=119.861375, expected=168.000000 predicted=148.968985, expected=80.000000 predicted=111.449884, expected=144.000000 predicted=143.413681, expected=192.000000 predicted=170.849243, expected=160.000000 predicted=145.413051, expected=44.000000 predicted=121.175320, expected=64.000000 predicted=97.949330, expected=64.000000 predicted=99.293488, expected=36.000000 predicted=91.320085, expected=56.000000 predicted=88.492466, expected=56.000000 predicted=50.615999, expected=120.000000 predicted=80.105138, expected=36.000000 predicted=54.055216, expected=28.000000 predicted=47.177407, expected=52.000000 predicted=58.069663, expected=52.000000 predicted=48.708222, expected=52.000000 predicted=69.342207, expected=68.000000 predicted=52.811916, expected=84.000000 predicted=57.556387, expected=80.000000 predicted=66.364125, expected=64.000000 predicted=64.309547, expected=72.000000 predicted=68.080700, expected=48.000000 predicted=61.794987, expected=100.000000 predicted=83.989776, expected=68.000000 predicted=70.995739, expected=112.000000 predicted=85.270854, expected=72.000000 predicted=76.783295, expected=68.000000 predicted=68.599467, expected=84.000000 predicted=89.599811, expected=48.000000 predicted=62.431256, expected=56.000000 predicted=77.928366, expected=48.000000 predicted=60.243310, expected=72.000000 predicted=64.512754, expected=88.000000 predicted=76.036271, expected=28.000000 predicted=46.027416, expected=64.000000 predicted=63.684814, expected=40.000000 predicted=48.281020, expected=48.000000 predicted=55.020945, expected=88.000000 predicted=75.440305, expected=64.000000 predicted=49.366907, expected=72.000000 predicted=67.980483, expected=36.000000 predicted=49.429210, expected=40.000000 predicted=50.145130, expected=32.000000 predicted=55.002192, expected=44.000000 predicted=48.153410, expected=60.000000 predicted=56.032415, expected=88.000000 predicted=57.350158, expected=28.000000 predicted=41.174874, expected=32.000000 predicted=42.928079, expected=60.000000 predicted=52.616907, expected=48.000000 predicted=48.172237, expected=104.000000 predicted=80.250689, expected=104.000000 predicted=67.119240, expected=192.000000 predicted=108.292814, expected=68.000000 predicted=81.688852, expected=80.000000 predicted=88.179254, expected=92.000000 predicted=104.047728, expected=80.000000 predicted=88.151547, expected=148.000000 predicted=140.383524, expected=88.000000 predicted=84.851717, expected=60.000000 predicted=82.572671, expected=32.000000 predicted=73.745765, expected=32.000000 predicted=58.867443, expected=48.000000 predicted=76.771752, expected=32.000000 predicted=49.924240, expected=60.000000 predicted=52.830237, expected=68.000000 predicted=48.909232, expected=72.000000 predicted=53.110151, expected=68.000000 predicted=60.675217, expected=28.000000 predicted=42.721802, expected=36.000000 predicted=51.740400, expected=40.000000 predicted=50.254199, expected=40.000000 predicted=47.960339, expected=80.000000 predicted=62.499026, expected=60.000000 predicted=46.128667, expected=48.000000 predicted=48.323242, expected=12.000000 predicted=37.277409, expected=68.000000 predicted=52.980735, expected=36.000000 predicted=49.479848, expected=28.000000 predicted=41.735158, expected=72.000000 predicted=55.755907, expected=56.000000 predicted=37.926347, expected=72.000000 predicted=63.978105, expected=84.000000 predicted=62.794880, expected=48.000000 predicted=48.826792, expected=40.000000 predicted=59.906303, expected=36.000000 predicted=50.020647, expected=88.000000 predicted=68.960588, expected=88.000000 predicted=73.371333, expected=32.000000 predicted=48.129904, expected=52.000000 predicted=56.026441, expected=52.000000 predicted=49.482431, expected=56.000000 predicted=62.487960, expected=48.000000 predicted=60.892028, expected=40.000000 predicted=41.858966, expected=72.000000 predicted=58.656966, expected=52.000000 predicted=51.092890, expected=36.000000 predicted=48.356816, expected=68.000000 predicted=57.916840, expected=40.000000 predicted=43.098253, expected=48.000000 predicted=55.942614, expected=48.000000 predicted=50.111207, expected=56.000000 predicted=46.876231, expected=52.000000 predicted=55.616578, expected=48.000000 predicted=46.899480, expected=32.000000 predicted=43.432180, expected=40.000000 predicted=44.644836, expected=40.000000 predicted=44.731792, expected=52.000000 predicted=47.164218, expected=88.000000 predicted=60.758900, expected=152.000000 predicted=84.079946, expected=76.000000 predicted=67.880910, expected=76.000000 predicted=76.632487, expected=328.000000 predicted=172.758790, expected=80.000000 predicted=97.747321, expected=72.000000 predicted=134.535084, expected=76.000000 predicted=106.196782, expected=984.000000 predicted=391.688775, expected=44.000000 predicted=232.239626, expected=96.000000 predicted=205.640136, expected=60.000000 predicted=313.992838, expected=76.000000 predicted=76.005827, expected=76.000000 predicted=369.634531, expected=68.000000 predicted=63.315891, expected=48.000000 predicted=71.302845, expected=48.000000 predicted=60.282005, expected=36.000000 predicted=56.286218, expected=56.000000 predicted=56.591504, expected=788.000000 predicted=270.453722, expected=100.000000 predicted=132.490909, expected=120.000000 predicted=174.270573, expected=104.000000 predicted=234.495956, expected=40.000000 predicted=116.750783, expected=56.000000 predicted=267.662206, expected=104.000000 predicted=90.022860, expected=52.000000 predicted=74.871992, expected=56.000000 predicted=72.535822, expected=48.000000 predicted=58.420227, expected=32.000000 predicted=50.364368, expected=76.000000 predicted=68.820910, expected=36.000000 predicted=46.872232, expected=104.000000 predicted=64.847043, expected=52.000000 predicted=57.913257, expected=68.000000 predicted=57.193239, expected=64.000000 predicted=71.481032, expected=20.000000 predicted=45.857512, expected=48.000000 predicted=64.111559, expected=48.000000 predicted=49.141512, expected=92.000000 predicted=60.483219, expected=124.000000 predicted=76.007325, expected=52.000000 predicted=56.931612, expected=56.000000 predicted=69.216062, expected=36.000000 predicted=62.724118, expected=36.000000 predicted=59.852946, expected=36.000000 predicted=61.159884, expected=88.000000 predicted=55.228893, expected=108.000000 predicted=66.351854, expected=72.000000 predicted=60.972195, expected=48.000000 predicted=62.678644, expected=84.000000 predicted=71.829397, expected=52.000000 predicted=70.323029, expected=60.000000 predicted=72.124767, expected=64.000000 predicted=66.566238, expected=60.000000 predicted=57.487661, expected=28.000000 predicted=56.812561, expected=56.000000 predicted=54.182822, expected=52.000000 predicted=53.151936, expected=44.000000 predicted=49.102346, expected=60.000000 predicted=54.535909, expected=64.000000 predicted=49.652514, expected=140.000000 predicted=78.307055, expected=84.000000 predicted=73.263322, expected=68.000000 predicted=72.787558, expected=76.000000 predicted=83.645049, expected=44.000000 predicted=68.357841, expected=104.000000 predicted=94.257665, expected=56.000000 predicted=70.607314, expected=48.000000 predicted=62.075070, expected=60.000000 predicted=69.026626, expected=64.000000 predicted=57.525341, expected=60.000000 predicted=68.255816, expected=36.000000 predicted=52.215028, expected=60.000000 predicted=55.240270, expected=128.000000 predicted=75.810712, expected=116.000000 predicted=79.590679, expected=72.000000 predicted=77.409601, expected=84.000000 predicted=82.636923, expected=60.000000 predicted=78.599276, expected=48.000000 predicted=81.292988, expected=104.000000 predicted=89.139450, expected=104.000000 predicted=79.655067, expected=68.000000 predicted=76.489552, expected=24.000000 predicted=64.258053, expected=68.000000 predicted=67.243016, expected=32.000000 predicted=62.483101, expected=40.000000 predicted=56.527601, expected=48.000000 predicted=51.848643, expected=68.000000 predicted=44.999307, expected=116.000000 predicted=71.405487, expected=80.000000 predicted=62.906341, expected=84.000000 predicted=72.653233, expected=60.000000 predicted=73.341165, expected=24.000000 predicted=61.991548, expected=80.000000 predicted=80.277207, expected=80.000000 predicted=68.937307, expected=60.000000 predicted=63.913064, expected=44.000000 predicted=59.804718, expected=56.000000 predicted=53.520940, expected=44.000000 predicted=58.722469, expected=52.000000 predicted=57.160167, expected=64.000000 predicted=56.350119, expected=56.000000 predicted=51.280510, expected=104.000000 predicted=69.035561, expected=24.000000 predicted=50.768578, expected=56.000000 predicted=58.509958, expected=24.000000 predicted=53.382921, expected=48.000000 predicted=47.109127, expected=28.000000 predicted=52.261515, expected=64.000000 predicted=40.603831, expected=88.000000 predicted=58.627285, expected=132.000000 predicted=68.783352, expected=28.000000 predicted=58.888624, expected=48.000000 predicted=60.720930, expected=32.000000 predicted=62.324467, expected=44.000000 predicted=55.635651, expected=68.000000 predicted=69.492085, expected=60.000000 predicted=45.340353, expected=60.000000 predicted=53.662642, expected=40.000000 predicted=48.342292, expected=60.000000 predicted=54.462381, expected=56.000000 predicted=58.026914, expected=64.000000 predicted=56.970444, expected=92.000000 predicted=67.653687, expected=112.000000 predicted=73.204415, expected=80.000000 predicted=76.181855, expected=64.000000 predicted=75.507754, expected=116.000000 predicted=91.156427, expected=92.000000 predicted=89.895197, expected=76.000000 predicted=89.682061, expected=88.000000 predicted=89.138969, expected=132.000000 predicted=95.474196, expected=76.000000 predicted=94.160533, expected=20.000000 predicted=73.892753, expected=84.000000 predicted=83.126361, expected=60.000000 predicted=70.841815, expected=96.000000 predicted=83.731354, expected=64.000000 predicted=70.927671, expected=252.000000 predicted=110.910187, expected=160.000000 predicted=122.396266, expected=144.000000 predicted=123.460175, expected=148.000000 predicted=151.873810, expected=136.000000 predicted=132.665449, expected=16.000000 predicted=134.024624, expected=72.000000 predicted=112.738440, expected=136.000000 predicted=115.253233, expected=76.000000 predicted=91.105690, expected=60.000000 predicted=89.949291, expected=100.000000 predicted=77.877670, expected=56.000000 predicted=72.913353, expected=116.000000 predicted=99.541784, expected=104.000000 predicted=89.308277, expected=172.000000 predicted=105.676036, expected=72.000000 predicted=101.537462, expected=92.000000 predicted=95.663272, expected=76.000000 predicted=105.873076, expected=48.000000 predicted=80.945799, expected=56.000000 predicted=92.460044, expected=80.000000 predicted=70.950681, expected=12.000000 predicted=54.133040, expected=84.000000 predicted=66.493572, expected=40.000000 predicted=51.156405, expected=60.000000 predicted=52.187474, expected=68.000000 predicted=66.211140, expected=32.000000 predicted=39.240045, expected=76.000000 predicted=66.995930, expected=88.000000 predicted=62.696724, expected=72.000000 predicted=64.024793, expected=32.000000 predicted=60.601405, expected=64.000000 predicted=58.967177, expected=44.000000 predicted=59.450724, expected=68.000000 predicted=62.991961, expected=108.000000 predicted=74.431373, expected=100.000000 predicted=68.575899, expected=56.000000 predicted=71.512210, expected=52.000000 predicted=68.148488, expected=52.000000 predicted=67.909727, expected=32.000000 predicted=62.593233, expected=92.000000 predicted=72.541732, expected=92.000000 predicted=66.072094, expected=88.000000 predicted=68.501255, expected=36.000000 predicted=63.215539, expected=92.000000 predicted=71.028751, expected=88.000000 predicted=82.584026, expected=52.000000 predicted=69.776302, expected=84.000000 predicted=80.933118, expected=84.000000 predicted=69.516921, expected=100.000000 predicted=84.797431, expected=68.000000 predicted=80.622757, expected=40.000000 predicted=64.393380, expected=52.000000 predicted=70.728599, expected=56.000000 predicted=64.358470, expected=40.000000 predicted=58.880637, expected=56.000000 predicted=55.421514, expected=64.000000 predicted=52.098265, expected=56.000000 predicted=52.997481, expected=80.000000 predicted=63.062482, expected=44.000000 predicted=52.983295, expected=40.000000 predicted=53.732534, expected=104.000000 predicted=72.422017, expected=80.000000 predicted=65.050513, expected=44.000000 predicted=63.916038, expected=68.000000 predicted=66.461179, expected=56.000000 predicted=58.761041, expected=48.000000 predicted=65.639691, expected=44.000000 predicted=58.877103, expected=36.000000 predicted=45.624887, expected=144.000000 predicted=78.391474, expected=84.000000 predicted=68.499153, expected=80.000000 predicted=71.803395, expected=72.000000 predicted=79.325010, expected=68.000000 predicted=69.422265, expected=64.000000 Test MSE: 5188.922
[array([12.89996944]), array([79.22442274]), array([69.42226475])] predicted=34.398556, expected=40.000000 predicted=34.075221, expected=36.000000 predicted=33.174468, expected=28.000000 predicted=32.512519, expected=20.000000 predicted=30.946468, expected=28.000000 predicted=30.889708, expected=40.000000 predicted=33.290566, expected=16.000000 predicted=26.455040, expected=20.000000 predicted=24.106001, expected=8.000000 predicted=21.758774, expected=16.000000 predicted=20.832341, expected=28.000000 predicted=22.400963, expected=24.000000 predicted=18.891788, expected=36.000000 predicted=22.616139, expected=12.000000 predicted=19.910297, expected=16.000000 predicted=20.844036, expected=12.000000 predicted=21.453636, expected=20.000000 predicted=20.108513, expected=8.000000 predicted=16.407941, expected=8.000000 predicted=11.750128, expected=24.000000 predicted=16.030608, expected=12.000000 predicted=13.947909, expected=16.000000 predicted=13.826308, expected=4.000000 predicted=11.585688, expected=16.000000 predicted=13.527059, expected=20.000000 predicted=16.233858, expected=20.000000 predicted=14.688825, expected=28.000000 predicted=17.932942, expected=12.000000 predicted=16.237816, expected=12.000000 predicted=16.933369, expected=20.000000 predicted=19.471740, expected=12.000000 predicted=17.021760, expected=24.000000 predicted=17.990168, expected=8.000000 predicted=14.307341, expected=36.000000 predicted=19.763182, expected=36.000000 predicted=24.676433, expected=4.000000 predicted=17.363326, expected=16.000000 predicted=19.647835, expected=16.000000 predicted=20.863230, expected=48.000000 predicted=27.860168, expected=12.000000 predicted=20.507584, expected=20.000000 predicted=17.768408, expected=12.000000 predicted=21.507459, expected=8.000000 predicted=18.682576, expected=4.000000 predicted=15.834479, expected=16.000000 predicted=12.670902, expected=16.000000 predicted=13.090456, expected=16.000000 predicted=11.669583, expected=20.000000 predicted=13.746961, expected=12.000000 predicted=13.925403, expected=8.000000 predicted=13.728549, expected=8.000000 predicted=13.108559, expected=32.000000 predicted=17.807673, expected=20.000000 predicted=16.946878, expected=32.000000 predicted=18.541851, expected=20.000000 predicted=20.416457, expected=12.000000 predicted=19.525775, expected=12.000000 predicted=20.733410, expected=4.000000 predicted=16.048646, expected=28.000000 predicted=18.834389, expected=48.000000 predicted=23.823034, expected=8.000000 predicted=16.402220, expected=8.000000 predicted=15.371133, expected=4.000000 predicted=17.534949, expected=8.000000 predicted=17.345701, expected=8.000000 predicted=13.347402, expected=20.000000 predicted=10.159982, expected=8.000000 predicted=9.033419, expected=12.000000 predicted=9.423070, expected=16.000000 predicted=12.777803, expected=24.000000 predicted=15.592246, expected=16.000000 predicted=15.600370, expected=8.000000 predicted=12.807679, expected=8.000000 predicted=13.656346, expected=24.000000 predicted=17.408719, expected=8.000000 predicted=14.069726, expected=20.000000 predicted=13.551073, expected=24.000000 predicted=16.753733, expected=24.000000 predicted=18.222781, expected=4.000000 predicted=15.470303, expected=8.000000 predicted=13.911586, expected=16.000000 predicted=17.145965, expected=20.000000 predicted=16.478530, expected=4.000000 predicted=11.108535, expected=24.000000 predicted=13.361270, expected=28.000000 predicted=18.618529, expected=24.000000 predicted=18.858119, expected=24.000000 predicted=20.372041, expected=28.000000 predicted=22.830479, expected=8.000000 predicted=21.235737, expected=8.000000 predicted=18.526541, expected=36.000000 predicted=23.893616, expected=16.000000 predicted=19.812997, expected=4.000000 predicted=13.828101, expected=4.000000 predicted=12.546274, expected=8.000000 predicted=13.180444, expected=20.000000 predicted=15.294825, expected=4.000000 predicted=8.373078, expected=32.000000 predicted=13.217117, expected=24.000000 predicted=16.828514, expected=16.000000 predicted=15.851895, expected=8.000000 predicted=16.401723, expected=20.000000 predicted=18.225409, expected=8.000000 predicted=17.460798, expected=16.000000 predicted=14.796881, expected=4.000000 predicted=11.622271, expected=8.000000 predicted=10.068618, expected=8.000000 predicted=10.871039, expected=4.000000 predicted=7.445075, expected=8.000000 predicted=7.844172, expected=4.000000 predicted=5.930235, expected=8.000000 predicted=6.542538, expected=16.000000 predicted=8.887645, expected=8.000000 predicted=7.733543, expected=24.000000 predicted=12.061340, expected=12.000000 predicted=12.279758, expected=44.000000 predicted=20.436889, expected=20.000000 predicted=21.120641, expected=12.000000 predicted=17.611970, expected=12.000000 predicted=20.683532, expected=20.000000 predicted=20.806330, expected=20.000000 predicted=21.138014, expected=20.000000 predicted=17.083019, expected=24.000000 predicted=18.497227, expected=16.000000 predicted=18.399242, expected=8.000000 predicted=16.706424, expected=8.000000 predicted=15.511719, expected=36.000000 predicted=20.955030, expected=24.000000 predicted=19.814329, expected=8.000000 predicted=14.111148, expected=32.000000 predicted=20.992682, expected=24.000000 predicted=23.216005, expected=8.000000 predicted=19.422751, expected=8.000000 predicted=16.603362, expected=8.000000 predicted=14.948885, expected=4.000000 predicted=13.000249, expected=12.000000 predicted=10.699236, expected=12.000000 predicted=9.124341, expected=20.000000 predicted=11.178518, expected=28.000000 predicted=15.345898, expected=20.000000 predicted=15.975703, expected=36.000000 predicted=22.456339, expected=16.000000 predicted=21.738397, expected=8.000000 predicted=19.169381, expected=8.000000 predicted=18.951398, expected=12.000000 predicted=16.692653, expected=28.000000 predicted=19.053104, expected=24.000000 predicted=16.594232, expected=8.000000 predicted=13.007241, expected=16.000000 predicted=16.046204, expected=12.000000 predicted=17.019855, expected=28.000000 predicted=19.965618, expected=16.000000 predicted=17.212244, expected=24.000000 predicted=17.230606, expected=8.000000 predicted=16.766292, expected=12.000000 predicted=15.856406, expected=36.000000 predicted=23.000579, expected=8.000000 predicted=16.293038, expected=8.000000 predicted=13.800098, expected=36.000000 predicted=21.021466, expected=52.000000 predicted=28.374123, expected=12.000000 predicted=22.130599, expected=16.000000 predicted=20.661325, expected=24.000000 predicted=26.822165, expected=44.000000 predicted=32.050185, expected=12.000000 predicted=24.156512, expected=28.000000 predicted=22.427526, expected=8.000000 predicted=22.301651, expected=8.000000 predicted=18.747294, expected=8.000000 predicted=17.897185, expected=4.000000 predicted=10.569062, expected=24.000000 predicted=14.286985, expected=4.000000 predicted=8.782402, expected=20.000000 predicted=11.203078, expected=8.000000 predicted=11.903392, expected=24.000000 predicted=14.319215, expected=12.000000 predicted=15.369121, expected=4.000000 predicted=10.447609, expected=52.000000 predicted=23.692916, expected=12.000000 predicted=18.411637, expected=16.000000 predicted=17.201173, expected=20.000000 predicted=21.303539, expected=12.000000 predicted=19.040808, expected=20.000000 predicted=21.058523, expected=24.000000 predicted=18.330255, expected=12.000000 predicted=16.434125, expected=24.000000 predicted=18.893462, expected=20.000000 predicted=19.377936, expected=16.000000 predicted=18.489935, expected=4.000000 predicted=15.473591, expected=12.000000 predicted=14.770381, expected=16.000000 predicted=15.831229, expected=4.000000 predicted=10.705953, expected=16.000000 predicted=11.422706, expected=36.000000 predicted=17.269284, expected=32.000000 predicted=19.916999, expected=56.000000 predicted=28.731751, expected=28.000000 predicted=29.022533, expected=4.000000 predicted=25.331551, expected=8.000000 predicted=26.593656, expected=8.000000 predicted=22.460002, expected=12.000000 predicted=18.111233, expected=4.000000 predicted=9.545249, expected=32.000000 predicted=13.463480, expected=12.000000 predicted=12.910335, expected=16.000000 predicted=13.020089, expected=8.000000 predicted=14.060885, expected=4.000000 predicted=11.723792, expected=4.000000 predicted=11.771179, expected=16.000000 predicted=10.812379, expected=12.000000 predicted=10.121114, expected=8.000000 predicted=7.980402, expected=12.000000 predicted=9.720813, expected=28.000000 predicted=15.218726, expected=16.000000 predicted=15.186608, expected=24.000000 predicted=16.749980, expected=4.000000 predicted=14.574081, expected=16.000000 predicted=16.289535, expected=4.000000 predicted=14.798946, expected=4.000000 predicted=9.941845, expected=4.000000 predicted=8.980030, expected=12.000000 predicted=7.867406, expected=80.000000 predicted=26.916251, expected=20.000000 predicted=20.463430, expected=20.000000 predicted=19.845405, expected=12.000000 predicted=25.785045, expected=28.000000 predicted=29.473437, expected=28.000000 predicted=30.761875, expected=8.000000 predicted=17.312987, expected=8.000000 predicted=16.026706, expected=24.000000 predicted=19.815750, expected=16.000000 predicted=18.313589, expected=12.000000 predicted=14.410448, expected=16.000000 predicted=14.573662, expected=32.000000 predicted=20.029281, expected=12.000000 predicted=17.575042, expected=8.000000 predicted=14.261452, expected=20.000000 predicted=18.022985, expected=8.000000 predicted=15.425948, expected=8.000000 predicted=12.931673, expected=44.000000 predicted=20.194817, expected=36.000000 predicted=22.532834, expected=16.000000 predicted=19.571883, expected=24.000000 predicted=23.337270, expected=12.000000 predicted=23.300879, expected=20.000000 predicted=24.241197, expected=20.000000 predicted=21.413742, expected=24.000000 predicted=19.577763, expected=20.000000 predicted=19.837527, expected=4.000000 predicted=15.096198, expected=12.000000 predicted=16.281030, expected=12.000000 predicted=15.614687, expected=8.000000 predicted=12.227678, expected=16.000000 predicted=12.221943, expected=4.000000 predicted=8.919900, expected=8.000000 predicted=9.368723, expected=4.000000 predicted=8.516186, expected=24.000000 predicted=12.060670, expected=12.000000 predicted=11.364233, expected=8.000000 predicted=8.910590, expected=12.000000 predicted=11.856784, expected=40.000000 predicted=19.732984, expected=28.000000 predicted=21.099218, expected=12.000000 predicted=16.612453, expected=28.000000 predicted=22.859888, expected=16.000000 predicted=22.871622, expected=16.000000 predicted=21.572432, expected=24.000000 predicted=21.377566, expected=8.000000 predicted=16.381113, expected=12.000000 predicted=16.208962, expected=8.000000 predicted=13.929399, expected=16.000000 predicted=14.068871, expected=8.000000 predicted=11.995872, expected=4.000000 predicted=8.377188, expected=36.000000 predicted=16.799599, expected=100.000000 predicted=38.244458, expected=180.000000 predicted=83.982691, expected=44.000000 predicted=55.075829, expected=40.000000 predicted=58.823312, expected=20.000000 predicted=69.227457, expected=12.000000 predicted=59.388894, expected=32.000000 predicted=53.325093, expected=48.000000 predicted=37.192554, expected=8.000000 predicted=22.280485, expected=44.000000 predicted=29.488601, expected=32.000000 predicted=31.401649, expected=8.000000 predicted=23.247697, expected=4.000000 predicted=19.907550, expected=80.000000 predicted=40.388901, expected=48.000000 predicted=39.620476, expected=24.000000 predicted=27.909550, expected=32.000000 predicted=33.013490, expected=16.000000 predicted=29.884007, expected=8.000000 predicted=30.162795, expected=20.000000 predicted=24.958033, expected=4.000000 predicted=14.762506, expected=8.000000 predicted=13.241458, expected=20.000000 predicted=14.914888, expected=8.000000 predicted=10.310020, expected=16.000000 predicted=13.241879, expected=12.000000 predicted=11.607198, expected=28.000000 predicted=17.583808, expected=12.000000 predicted=15.481163, expected=4.000000 predicted=10.439845, expected=16.000000 predicted=15.426219, expected=20.000000 predicted=16.447504, expected=8.000000 predicted=13.245566, expected=8.000000 predicted=10.440782, expected=16.000000 predicted=12.926724, expected=12.000000 predicted=13.056924, expected=8.000000 predicted=11.085055, expected=16.000000 predicted=12.349681, expected=12.000000 predicted=11.943678, expected=12.000000 predicted=12.321573, expected=12.000000 predicted=12.108845, expected=20.000000 predicted=14.576550, expected=8.000000 predicted=12.233327, expected=16.000000 predicted=13.553387, expected=8.000000 predicted=11.977413, expected=12.000000 predicted=12.103153, expected=12.000000 predicted=13.017548, expected=12.000000 predicted=11.157166, expected=12.000000 predicted=12.116352, expected=16.000000 predicted=12.708865, expected=12.000000 predicted=12.473859, expected=16.000000 predicted=13.707812, expected=36.000000 predicted=21.461972, expected=4.000000 predicted=13.156954, expected=4.000000 predicted=11.618961, expected=16.000000 predicted=15.810136, expected=8.000000 predicted=12.546571, expected=12.000000 predicted=13.448976, expected=4.000000 predicted=7.219808, expected=24.000000 predicted=13.644308, expected=4.000000 predicted=10.179612, expected=24.000000 predicted=14.236833, expected=8.000000 predicted=12.400883, expected=8.000000 predicted=10.019109, expected=32.000000 predicted=20.744312, expected=12.000000 predicted=13.788236, expected=4.000000 predicted=11.890246, expected=4.000000 predicted=10.173422, expected=28.000000 predicted=17.409282, expected=12.000000 predicted=15.174170, expected=12.000000 predicted=11.234340, expected=4.000000 Test MSE: 249.521
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047])] predicted=8.889723, expected=20.000000 predicted=12.715683, expected=12.000000 predicted=10.179203, expected=36.000000 predicted=19.069031, expected=16.000000 predicted=17.263588, expected=4.000000 predicted=14.054623, expected=4.000000 predicted=12.044274, expected=16.000000 predicted=15.402960, expected=4.000000 predicted=13.906949, expected=8.000000 predicted=9.024223, expected=4.000000 predicted=5.406219, expected=4.000000 predicted=6.248056, expected=16.000000 predicted=10.501492, expected=8.000000 predicted=7.524421, expected=4.000000 predicted=6.676761, expected=16.000000 predicted=9.180624, expected=4.000000 predicted=7.764029, expected=16.000000 predicted=12.200373, expected=8.000000 predicted=8.575474, expected=8.000000 predicted=9.088897, expected=4.000000 predicted=8.218666, expected=32.000000 predicted=15.440580, expected=20.000000 predicted=16.300661, expected=12.000000 predicted=13.356367, expected=4.000000 predicted=9.888760, expected=4.000000 predicted=10.453769, expected=12.000000 predicted=15.279007, expected=4.000000 predicted=9.451525, expected=16.000000 predicted=10.277474, expected=4.000000 predicted=6.263487, expected=8.000000 predicted=7.813260, expected=12.000000 predicted=9.580842, expected=12.000000 predicted=9.959817, expected=24.000000 predicted=15.025851, expected=4.000000 predicted=8.945382, expected=12.000000 predicted=11.401476, expected=12.000000 predicted=12.025454, expected=4.000000 predicted=10.797417, expected=16.000000 predicted=13.115608, expected=16.000000 predicted=11.356992, expected=12.000000 predicted=12.417335, expected=20.000000 predicted=13.955053, expected=28.000000 predicted=17.604790, expected=8.000000 predicted=15.344602, expected=12.000000 predicted=14.661537, expected=4.000000 predicted=11.454293, expected=36.000000 predicted=22.195348, expected=16.000000 predicted=18.329941, expected=16.000000 predicted=14.989601, expected=8.000000 predicted=12.500066, expected=16.000000 predicted=15.722025, expected=24.000000 predicted=21.491279, expected=8.000000 predicted=13.990242, expected=28.000000 predicted=18.025739, expected=8.000000 predicted=13.695325, expected=4.000000 predicted=13.182661, expected=12.000000 predicted=13.296856, expected=8.000000 predicted=11.538666, expected=28.000000 predicted=17.895268, expected=12.000000 predicted=11.793298, expected=12.000000 predicted=11.906402, expected=12.000000 predicted=12.560007, expected=12.000000 predicted=14.107790, expected=12.000000 predicted=14.944224, expected=12.000000 predicted=11.985378, expected=4.000000 predicted=9.561283, expected=20.000000 predicted=13.187387, expected=8.000000 predicted=11.138956, expected=8.000000 predicted=10.398370, expected=20.000000 predicted=12.540525, expected=16.000000 predicted=13.577727, expected=32.000000 predicted=19.912130, expected=8.000000 predicted=13.494900, expected=32.000000 predicted=20.424119, expected=4.000000 predicted=16.479114, expected=20.000000 predicted=18.926692, expected=4.000000 predicted=15.106119, expected=8.000000 predicted=12.339264, expected=16.000000 predicted=14.546237, expected=12.000000 predicted=11.598800, expected=16.000000 predicted=13.177298, expected=8.000000 predicted=9.715030, expected=24.000000 predicted=15.142553, expected=12.000000 predicted=14.763127, expected=16.000000 predicted=14.666488, expected=16.000000 predicted=14.864663, expected=32.000000 predicted=20.234846, expected=20.000000 predicted=20.676524, expected=8.000000 predicted=15.238214, expected=8.000000 predicted=14.166876, expected=12.000000 predicted=15.958843, expected=8.000000 predicted=15.038002, expected=20.000000 predicted=13.959011, expected=8.000000 predicted=10.425047, expected=12.000000 predicted=10.971316, expected=24.000000 predicted=15.054866, expected=8.000000 predicted=13.303674, expected=8.000000 predicted=12.039102, expected=16.000000 predicted=12.398175, expected=20.000000 predicted=16.347260, expected=16.000000 predicted=15.957935, expected=16.000000 predicted=13.555329, expected=36.000000 predicted=20.737551, expected=4.000000 predicted=16.791704, expected=4.000000 predicted=13.348664, expected=8.000000 predicted=12.297483, expected=12.000000 predicted=14.675661, expected=20.000000 predicted=16.030087, expected=12.000000 predicted=10.128941, expected=4.000000 predicted=8.357741, expected=4.000000 predicted=8.363065, expected=20.000000 predicted=13.581155, expected=8.000000 predicted=12.045039, expected=4.000000 predicted=7.662631, expected=8.000000 predicted=7.029256, expected=12.000000 predicted=10.137232, expected=20.000000 predicted=13.782038, expected=20.000000 predicted=13.087385, expected=20.000000 predicted=14.314333, expected=12.000000 predicted=14.172224, expected=24.000000 predicted=18.445624, expected=24.000000 predicted=21.026308, expected=4.000000 predicted=15.729028, expected=28.000000 predicted=18.996449, expected=28.000000 predicted=21.583583, expected=12.000000 predicted=19.836993, expected=12.000000 predicted=15.993374, expected=16.000000 predicted=16.088432, expected=20.000000 predicted=20.538594, expected=24.000000 predicted=19.932217, expected=36.000000 predicted=22.047872, expected=8.000000 predicted=17.452672, expected=8.000000 predicted=16.103797, expected=20.000000 predicted=19.098189, expected=12.000000 predicted=18.847772, expected=24.000000 predicted=19.555007, expected=12.000000 predicted=13.193464, expected=20.000000 predicted=16.279317, expected=4.000000 predicted=13.619711, expected=4.000000 predicted=11.455546, expected=4.000000 predicted=10.487479, expected=4.000000 predicted=8.230353, expected=24.000000 predicted=12.506993, expected=4.000000 predicted=7.191083, expected=8.000000 predicted=7.219342, expected=16.000000 predicted=9.818359, expected=12.000000 predicted=12.228718, expected=20.000000 predicted=14.943065, expected=16.000000 predicted=12.635654, expected=20.000000 predicted=15.811622, expected=8.000000 predicted=14.029668, expected=20.000000 predicted=16.283023, expected=8.000000 predicted=14.636845, expected=8.000000 predicted=12.862369, expected=8.000000 predicted=11.189207, expected=20.000000 predicted=13.514078, expected=24.000000 predicted=16.567859, expected=28.000000 predicted=17.552902, expected=4.000000 predicted=12.883117, expected=8.000000 predicted=13.081484, expected=4.000000 predicted=13.370590, expected=4.000000 predicted=12.312829, expected=12.000000 predicted=10.919824, expected=12.000000 predicted=8.280493, expected=20.000000 predicted=11.398409, expected=20.000000 predicted=12.739633, expected=20.000000 predicted=15.021619, expected=12.000000 predicted=14.837733, expected=8.000000 predicted=13.784338, expected=8.000000 predicted=13.738973, expected=12.000000 predicted=13.792572, expected=16.000000 predicted=13.834457, expected=8.000000 predicted=10.416883, expected=4.000000 predicted=7.967906, expected=4.000000 predicted=7.574074, expected=4.000000 predicted=7.899750, expected=8.000000 predicted=7.986889, expected=4.000000 predicted=5.331158, expected=8.000000 predicted=5.522300, expected=4.000000 predicted=4.972066, expected=8.000000 predicted=6.241515, expected=12.000000 predicted=8.013629, expected=16.000000 predicted=9.906521, expected=4.000000 predicted=7.812378, expected=12.000000 predicted=8.911071, expected=4.000000 predicted=8.505316, expected=24.000000 predicted=14.105250, expected=4.000000 predicted=10.241093, expected=8.000000 predicted=8.490770, expected=12.000000 predicted=10.182820, expected=16.000000 predicted=12.715619, expected=8.000000 predicted=11.871989, expected=4.000000 predicted=7.275791, expected=8.000000 predicted=8.773257, expected=4.000000 predicted=8.569140, expected=4.000000 predicted=7.190022, expected=20.000000 predicted=9.635609, expected=4.000000 predicted=7.360029, expected=8.000000 predicted=7.406938, expected=4.000000 predicted=6.123993, expected=12.000000 predicted=9.480147, expected=8.000000 predicted=9.694207, expected=20.000000 predicted=10.669323, expected=4.000000 predicted=8.556409, expected=4.000000 predicted=7.302839, expected=4.000000 predicted=7.649115, expected=8.000000 predicted=8.648731, expected=4.000000 predicted=7.556047, expected=4.000000 predicted=4.343321, expected=8.000000 predicted=5.478034, expected=8.000000 predicted=6.474634, expected=4.000000 predicted=5.748146, expected=4.000000 predicted=4.729967, expected=32.000000 predicted=12.991877, expected=8.000000 predicted=11.246303, expected=16.000000 predicted=11.482239, expected=12.000000 predicted=11.372258, expected=8.000000 predicted=12.925802, expected=4.000000 predicted=12.428797, expected=16.000000 predicted=11.298629, expected=12.000000 predicted=12.237527, expected=12.000000 predicted=10.916428, expected=16.000000 predicted=11.388856, expected=4.000000 predicted=9.628184, expected=4.000000 predicted=9.516611, expected=12.000000 predicted=10.221467, expected=8.000000 predicted=9.992747, expected=8.000000 predicted=8.795612, expected=24.000000 predicted=11.406377, expected=8.000000 predicted=10.613410, expected=8.000000 predicted=10.347152, expected=12.000000 predicted=10.597334, expected=8.000000 predicted=11.368998, expected=4.000000 predicted=10.308846, expected=4.000000 predicted=6.550354, expected=4.000000 predicted=6.439226, expected=8.000000 predicted=7.268411, expected=20.000000 predicted=9.894877, expected=40.000000 predicted=17.405320, expected=4.000000 predicted=11.956798, expected=24.000000 predicted=15.336207, expected=4.000000 predicted=14.269425, expected=8.000000 predicted=16.207678, expected=8.000000 predicted=14.598481, expected=8.000000 predicted=9.518000, expected=20.000000 predicted=13.687556, expected=4.000000 predicted=8.250830, expected=8.000000 predicted=8.437767, expected=12.000000 predicted=9.763406, expected=12.000000 predicted=11.497599, expected=8.000000 predicted=10.647588, expected=20.000000 predicted=11.309847, expected=4.000000 predicted=10.046077, expected=12.000000 predicted=10.989026, expected=12.000000 predicted=11.232345, expected=8.000000 predicted=10.770164, expected=20.000000 predicted=13.623457, expected=12.000000 predicted=11.509513, expected=28.000000 predicted=16.839389, expected=16.000000 predicted=16.016699, expected=4.000000 predicted=12.732796, expected=12.000000 predicted=13.841600, expected=8.000000 predicted=13.224684, expected=4.000000 predicted=12.065461, expected=4.000000 predicted=7.281433, expected=8.000000 predicted=6.792608, expected=4.000000 predicted=6.857049, expected=4.000000 predicted=5.106427, expected=12.000000 predicted=6.529624, expected=36.000000 predicted=15.078161, expected=40.000000 predicted=21.677637, expected=8.000000 predicted=15.236911, expected=8.000000 predicted=13.492982, expected=16.000000 predicted=18.741325, expected=16.000000 predicted=22.340353, expected=12.000000 predicted=17.129654, expected=16.000000 predicted=12.507321, expected=8.000000 predicted=11.835500, expected=4.000000 predicted=10.788669, expected=8.000000 predicted=10.150201, expected=4.000000 predicted=8.495484, expected=4.000000 predicted=7.215237, expected=16.000000 predicted=8.535733, expected=4.000000 predicted=6.701501, expected=36.000000 predicted=15.078638, expected=4.000000 predicted=10.782540, expected=20.000000 predicted=13.577876, expected=28.000000 predicted=18.592816, expected=8.000000 predicted=16.661451, expected=8.000000 predicted=15.492878, expected=12.000000 predicted=12.157082, expected=16.000000 predicted=16.552869, expected=12.000000 predicted=14.541209, expected=8.000000 predicted=9.871590, expected=4.000000 predicted=8.643433, expected=16.000000 predicted=11.971235, expected=20.000000 predicted=14.500273, expected=8.000000 predicted=11.282977, expected=8.000000 predicted=9.244975, expected=12.000000 predicted=10.858808, expected=8.000000 predicted=12.170697, expected=4.000000 predicted=9.385090, expected=12.000000 predicted=8.764919, expected=8.000000 predicted=8.944092, expected=16.000000 predicted=11.012429, expected=16.000000 predicted=11.327557, expected=16.000000 predicted=12.474190, expected=4.000000 predicted=10.516231, expected=4.000000 predicted=9.049766, expected=16.000000 predicted=12.651322, expected=16.000000 predicted=13.672966, expected=20.000000 predicted=13.996522, expected=20.000000 predicted=13.635442, expected=16.000000 predicted=14.974069, expected=8.000000 predicted=14.485447, expected=12.000000 predicted=14.498529, expected=20.000000 predicted=17.030286, expected=4.000000 predicted=12.875425, expected=16.000000 predicted=12.592715, expected=16.000000 predicted=12.973825, expected=12.000000 predicted=13.767946, expected=12.000000 predicted=12.841823, expected=4.000000 predicted=9.322562, expected=8.000000 predicted=10.853866, expected=8.000000 predicted=10.027241, expected=8.000000 predicted=9.025312, expected=4.000000 predicted=6.864734, expected=24.000000 predicted=11.095000, expected=4.000000 predicted=9.252597, expected=8.000000 predicted=8.601881, expected=16.000000 predicted=10.528723, expected=12.000000 predicted=12.150205, expected=8.000000 predicted=11.757805, expected=16.000000 predicted=10.641721, expected=24.000000 predicted=15.599368, expected=12.000000 predicted=14.875453, expected=8.000000 predicted=11.848805, expected=8.000000 predicted=11.200680, expected=12.000000 predicted=13.606733, expected=4.000000 Test MSE: 71.884
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297])] predicted=17.890933, expected=8.000000 predicted=13.789944, expected=28.000000 predicted=19.867436, expected=8.000000 predicted=15.862647, expected=16.000000 predicted=15.405099, expected=16.000000 predicted=17.009895, expected=8.000000 predicted=12.035870, expected=12.000000 predicted=13.483271, expected=16.000000 predicted=13.477613, expected=20.000000 predicted=15.327794, expected=496.000000 predicted=194.007475, expected=160.000000 predicted=153.280941, expected=16.000000 predicted=113.510866, expected=12.000000 predicted=142.852265, expected=8.000000 predicted=139.178891, expected=44.000000 predicted=186.463216, expected=16.000000 predicted=33.572318, expected=36.000000 predicted=26.181910, expected=4.000000 predicted=14.307076, expected=4.000000 predicted=15.518302, expected=4.000000 predicted=14.315321, expected=8.000000 predicted=11.581870, expected=4.000000 predicted=7.984806, expected=20.000000 predicted=11.036314, expected=4.000000 predicted=5.610199, expected=32.000000 predicted=18.055784, expected=28.000000 predicted=18.567264, expected=20.000000 predicted=18.140431, expected=28.000000 predicted=23.428939, expected=20.000000 predicted=21.369447, expected=4.000000 predicted=16.804962, expected=20.000000 predicted=20.607175, expected=4.000000 predicted=12.448382, expected=12.000000 predicted=14.322671, expected=8.000000 predicted=10.043507, expected=16.000000 predicted=12.454660, expected=4.000000 predicted=8.214553, expected=36.000000 predicted=20.282975, expected=48.000000 predicted=27.849993, expected=48.000000 predicted=31.921683, expected=8.000000 predicted=19.720596, expected=20.000000 predicted=26.126276, expected=4.000000 predicted=21.162897, expected=16.000000 predicted=22.850474, expected=4.000000 predicted=12.737472, expected=4.000000 predicted=8.003158, expected=12.000000 predicted=10.639176, expected=80.000000 predicted=38.123876, expected=92.000000 predicted=49.927817, expected=40.000000 predicted=35.866854, expected=76.000000 predicted=58.459939, expected=12.000000 predicted=39.552471, expected=56.000000 predicted=60.679604, expected=24.000000 predicted=42.293461, expected=4.000000 predicted=27.006179, expected=24.000000 predicted=30.196073, expected=12.000000 predicted=19.806795, expected=16.000000 predicted=20.723972, expected=28.000000 predicted=20.657687, expected=32.000000 predicted=23.121319, expected=20.000000 predicted=20.805269, expected=24.000000 predicted=22.489540, expected=44.000000 predicted=32.582168, expected=4.000000 predicted=18.448331, expected=24.000000 predicted=24.815978, expected=40.000000 predicted=30.223798, expected=20.000000 predicted=24.249206, expected=44.000000 predicted=33.347561, expected=8.000000 predicted=18.179774, expected=20.000000 predicted=25.031375, expected=8.000000 predicted=18.506014, expected=12.000000 predicted=17.557241, expected=12.000000 predicted=15.378817, expected=28.000000 predicted=18.878216, expected=36.000000 predicted=23.845310, expected=12.000000 predicted=15.567519, expected=52.000000 predicted=33.371089, expected=40.000000 predicted=32.524981, expected=28.000000 predicted=31.283364, expected=28.000000 predicted=30.729823, expected=28.000000 predicted=31.021452, expected=12.000000 predicted=25.688468, expected=16.000000 predicted=22.769557, expected=28.000000 predicted=24.949735, expected=16.000000 predicted=19.675242, expected=36.000000 predicted=26.549005, expected=20.000000 predicted=20.415114, expected=20.000000 predicted=22.081154, expected=16.000000 predicted=20.414145, expected=44.000000 predicted=31.472783, expected=28.000000 predicted=26.935424, expected=24.000000 predicted=24.754159, expected=12.000000 predicted=20.100140, expected=28.000000 predicted=26.899042, expected=32.000000 predicted=29.137702, expected=28.000000 predicted=25.932151, expected=12.000000 predicted=18.992193, expected=24.000000 predicted=23.429877, expected=20.000000 predicted=22.937147, expected=40.000000 predicted=30.372236, expected=48.000000 predicted=33.828295, expected=16.000000 predicted=22.909836, expected=24.000000 predicted=27.299558, expected=8.000000 predicted=20.944377, expected=4.000000 predicted=18.411572, expected=32.000000 predicted=25.152579, expected=44.000000 predicted=28.023590, expected=36.000000 predicted=27.225233, expected=72.000000 predicted=43.844917, expected=84.000000 predicted=56.494947, expected=60.000000 predicted=55.676403, expected=48.000000 predicted=53.989446, expected=16.000000 predicted=41.827464, expected=32.000000 predicted=47.416399, expected=52.000000 predicted=50.446217, expected=60.000000 predicted=49.592685, expected=36.000000 predicted=38.191704, expected=8.000000 predicted=25.694260, expected=52.000000 predicted=44.808302, expected=32.000000 predicted=37.827872, expected=56.000000 predicted=45.565968, expected=52.000000 predicted=41.968803, expected=44.000000 predicted=41.850338, expected=36.000000 predicted=42.095051, expected=12.000000 predicted=30.925907, expected=48.000000 predicted=44.358801, expected=68.000000 predicted=51.000907, expected=96.000000 predicted=64.235891, expected=80.000000 predicted=61.826636, expected=28.000000 predicted=45.673266, expected=52.000000 predicted=59.760496, expected=40.000000 predicted=55.785537, expected=68.000000 predicted=64.516370, expected=84.000000 predicted=65.579844, expected=56.000000 predicted=54.370990, expected=16.000000 predicted=40.410113, expected=24.000000 predicted=41.764646, expected=36.000000 predicted=46.072383, expected=8.000000 predicted=29.171032, expected=16.000000 predicted=22.947112, expected=52.000000 predicted=33.873538, expected=28.000000 predicted=27.320543, expected=68.000000 predicted=44.512207, expected=44.000000 predicted=36.874651, expected=20.000000 predicted=32.577888, expected=32.000000 predicted=37.791312, expected=52.000000 predicted=45.391992, expected=76.000000 predicted=57.534105, expected=36.000000 predicted=39.414621, expected=36.000000 predicted=39.631207, expected=16.000000 predicted=33.643425, expected=16.000000 predicted=33.596355, expected=32.000000 predicted=35.100293, expected=96.000000 predicted=57.248363, expected=80.000000 predicted=54.723944, expected=64.000000 predicted=52.362236, expected=28.000000 predicted=42.653062, expected=20.000000 predicted=44.344524, expected=16.000000 predicted=42.283834, expected=28.000000 predicted=38.138092, expected=24.000000 predicted=28.776055, expected=16.000000 predicted=19.958937, expected=76.000000 predicted=44.702675, expected=52.000000 predicted=39.527327, expected=40.000000 predicted=38.448492, expected=36.000000 predicted=37.593088, expected=24.000000 predicted=36.165598, expected=64.000000 predicted=55.024751, expected=24.000000 predicted=34.645777, expected=40.000000 predicted=38.809431, expected=56.000000 predicted=44.818156, expected=68.000000 predicted=53.675810, expected=56.000000 predicted=51.695858, expected=32.000000 predicted=40.486828, expected=36.000000 predicted=44.492883, expected=24.000000 predicted=39.699963, expected=32.000000 predicted=39.745057, expected=68.000000 predicted=50.298054, expected=68.000000 predicted=50.727964, expected=40.000000 predicted=41.578560, expected=40.000000 predicted=42.472102, expected=92.000000 predicted=68.882429, expected=44.000000 predicted=53.973155, expected=48.000000 predicted=52.827763, expected=84.000000 predicted=65.542285, expected=112.000000 predicted=84.061596, expected=104.000000 predicted=86.682392, expected=64.000000 predicted=69.765765, expected=84.000000 predicted=83.263221, expected=40.000000 predicted=69.044313, expected=64.000000 predicted=76.015062, expected=48.000000 predicted=61.649450, expected=84.000000 predicted=71.777697, expected=76.000000 predicted=68.543566, expected=40.000000 predicted=52.061966, expected=24.000000 predicted=45.500692, expected=28.000000 predicted=44.621566, expected=12.000000 predicted=35.685873, expected=32.000000 predicted=35.627225, expected=36.000000 predicted=31.159859, expected=52.000000 predicted=37.515996, expected=56.000000 predicted=41.400569, expected=28.000000 predicted=32.264257, expected=28.000000 predicted=34.941377, expected=28.000000 predicted=35.354052, expected=24.000000 predicted=33.262161, expected=28.000000 predicted=31.130769, expected=28.000000 predicted=27.578119, expected=12.000000 predicted=20.485796, expected=88.000000 predicted=52.411479, expected=72.000000 predicted=50.585365, expected=64.000000 predicted=52.212443, expected=84.000000 predicted=64.275629, expected=104.000000 predicted=81.583084, expected=56.000000 predicted=70.285848, expected=40.000000 predicted=59.945450, expected=44.000000 predicted=59.165974, expected=64.000000 predicted=67.093242, expected=64.000000 predicted=63.423159, expected=40.000000 predicted=46.954829, expected=76.000000 predicted=61.678329, expected=40.000000 predicted=49.518448, expected=36.000000 predicted=48.284503, expected=20.000000 predicted=37.487608, expected=36.000000 predicted=40.995153, expected=20.000000 predicted=32.709217, expected=8.000000 predicted=20.837361, expected=268.000000 predicted=131.326200, expected=216.000000 predicted=130.530752, expected=200.000000 predicted=148.100606, expected=68.000000 predicted=97.447613, expected=52.000000 predicted=105.507575, expected=84.000000 predicted=136.063768, expected=4.000000 predicted=71.825695, expected=56.000000 predicted=70.084135, expected=40.000000 predicted=47.293448, expected=32.000000 predicted=41.662078, expected=88.000000 predicted=63.450033, expected=72.000000 predicted=58.821100, expected=28.000000 predicted=42.074204, expected=32.000000 predicted=40.146165, expected=68.000000 predicted=60.882811, expected=60.000000 predicted=60.537853, expected=116.000000 predicted=82.946843, expected=56.000000 predicted=56.866561, expected=84.000000 predicted=74.053410, expected=68.000000 predicted=71.632074, expected=68.000000 predicted=74.472717, expected=24.000000 predicted=51.245348, expected=84.000000 predicted=72.227332, expected=76.000000 predicted=72.190647, expected=32.000000 predicted=48.761078, expected=44.000000 predicted=48.622531, expected=64.000000 predicted=58.933237, expected=48.000000 predicted=55.728420, expected=40.000000 predicted=45.969111, expected=56.000000 predicted=50.256763, expected=76.000000 predicted=63.658963, expected=48.000000 predicted=52.542818, expected=36.000000 predicted=44.046799, expected=68.000000 predicted=59.343113, expected=40.000000 predicted=49.753422, expected=52.000000 predicted=52.883872, expected=44.000000 predicted=46.003135, expected=44.000000 predicted=46.653291, expected=72.000000 predicted=60.522930, expected=80.000000 predicted=65.092649, expected=108.000000 predicted=82.234766, expected=44.000000 predicted=55.824077, expected=32.000000 predicted=50.240382, expected=76.000000 predicted=72.154941, expected=32.000000 predicted=53.058590, expected=56.000000 predicted=57.359948, expected=48.000000 predicted=47.252160, expected=72.000000 predicted=61.108975, expected=40.000000 predicted=48.201776, expected=32.000000 predicted=40.757579, expected=60.000000 predicted=54.577506, expected=56.000000 predicted=54.393285, expected=56.000000 predicted=53.845067, expected=56.000000 predicted=51.410516, expected=32.000000 predicted=42.329770, expected=16.000000 predicted=34.592110, expected=36.000000 predicted=40.324468, expected=44.000000 predicted=42.817869, expected=48.000000 predicted=42.564173, expected=32.000000 predicted=32.742076, expected=48.000000 predicted=40.967739, expected=32.000000 predicted=37.065675, expected=44.000000 predicted=42.652006, expected=28.000000 predicted=34.410361, expected=24.000000 predicted=30.860795, expected=20.000000 Test MSE: 1861.105
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457])] predicted=47.645741, expected=88.000000 predicted=74.946169, expected=48.000000 predicted=55.272606, expected=64.000000 predicted=67.111375, expected=60.000000 predicted=65.652509, expected=48.000000 predicted=51.630468, expected=92.000000 predicted=82.413980, expected=68.000000 predicted=62.350032, expected=88.000000 predicted=78.584603, expected=28.000000 predicted=44.873791, expected=76.000000 predicted=68.483245, expected=116.000000 predicted=97.473035, expected=120.000000 predicted=98.888167, expected=152.000000 predicted=123.325235, expected=108.000000 predicted=92.547634, expected=108.000000 predicted=105.597300, expected=72.000000 predicted=92.247913, expected=88.000000 predicted=99.942015, expected=68.000000 predicted=91.173956, expected=100.000000 predicted=98.035293, expected=152.000000 predicted=125.835832, expected=120.000000 predicted=105.699165, expected=60.000000 predicted=78.325609, expected=40.000000 predicted=61.300911, expected=52.000000 predicted=70.876444, expected=52.000000 predicted=76.610007, expected=96.000000 predicted=90.914978, expected=76.000000 predicted=68.327027, expected=88.000000 predicted=73.700650, expected=40.000000 predicted=50.615265, expected=52.000000 predicted=57.287397, expected=40.000000 predicted=56.650592, expected=44.000000 predicted=53.290616, expected=120.000000 predicted=95.281251, expected=124.000000 predicted=91.619256, expected=104.000000 predicted=88.444905, expected=76.000000 predicted=72.811182, expected=72.000000 predicted=73.191729, expected=60.000000 predicted=80.247175, expected=60.000000 predicted=77.821589, expected=76.000000 predicted=79.703822, expected=52.000000 predicted=60.239976, expected=36.000000 predicted=49.631904, expected=32.000000 predicted=42.828235, expected=48.000000 predicted=50.326999, expected=40.000000 predicted=47.797252, expected=52.000000 predicted=48.945405, expected=76.000000 predicted=59.375870, expected=76.000000 predicted=61.239540, expected=84.000000 predicted=71.050673, expected=72.000000 predicted=64.691571, expected=76.000000 predicted=70.903752, expected=64.000000 predicted=69.059844, expected=40.000000 predicted=55.214954, expected=64.000000 predicted=67.758425, expected=52.000000 predicted=57.633438, expected=84.000000 predicted=75.885266, expected=40.000000 predicted=49.096423, expected=48.000000 predicted=49.166051, expected=44.000000 predicted=50.067364, expected=88.000000 predicted=72.350959, expected=72.000000 predicted=70.341769, expected=68.000000 predicted=61.047423, expected=64.000000 predicted=60.929887, expected=64.000000 predicted=61.357621, expected=60.000000 predicted=67.328453, expected=28.000000 predicted=45.309423, expected=44.000000 predicted=51.136011, expected=72.000000 predicted=64.348070, expected=64.000000 predicted=60.865305, expected=56.000000 predicted=55.979906, expected=56.000000 predicted=50.195617, expected=24.000000 predicted=36.428977, expected=52.000000 predicted=55.652444, expected=56.000000 predicted=54.909204, expected=48.000000 predicted=49.502766, expected=100.000000 predicted=77.778438, expected=88.000000 predicted=68.162887, expected=60.000000 predicted=61.620173, expected=96.000000 predicted=81.955452, expected=88.000000 predicted=78.146984, expected=64.000000 predicted=76.465221, expected=80.000000 predicted=80.772107, expected=88.000000 predicted=79.922453, expected=140.000000 predicted=117.034682, expected=44.000000 predicted=64.488935, expected=52.000000 predicted=63.564651, expected=88.000000 predicted=83.097459, expected=88.000000 predicted=86.202200, expected=48.000000 predicted=72.733299, expected=88.000000 predicted=74.145787, expected=88.000000 predicted=76.867229, expected=44.000000 predicted=61.529679, expected=20.000000 predicted=45.612319, expected=84.000000 predicted=69.951384, expected=56.000000 predicted=62.332626, expected=116.000000 predicted=95.815272, expected=104.000000 predicted=82.249803, expected=100.000000 predicted=80.659163, expected=64.000000 predicted=75.212046, expected=100.000000 predicted=89.100554, expected=72.000000 predicted=85.450550, expected=120.000000 predicted=108.434622, expected=80.000000 predicted=86.243061, expected=64.000000 predicted=70.855944, expected=44.000000 predicted=65.183196, expected=196.000000 predicted=140.140930, expected=320.000000 predicted=226.659298, expected=144.000000 predicted=130.210048, expected=52.000000 predicted=85.488786, expected=92.000000 predicted=105.076456, expected=112.000000 predicted=139.099906, expected=192.000000 predicted=199.331369, expected=212.000000 predicted=171.754679, expected=80.000000 predicted=87.062620, expected=60.000000 predicted=90.503244, expected=100.000000 predicted=114.387096, expected=68.000000 predicted=105.717428, expected=92.000000 predicted=115.784433, expected=60.000000 predicted=67.673755, expected=80.000000 predicted=76.729314, expected=104.000000 predicted=95.889291, expected=68.000000 predicted=70.491770, expected=28.000000 predicted=53.392997, expected=48.000000 predicted=57.382456, expected=88.000000 predicted=80.756044, expected=68.000000 predicted=71.519372, expected=28.000000 predicted=42.624079, expected=112.000000 predicted=83.249677, expected=100.000000 predicted=80.075829, expected=60.000000 predicted=68.869295, expected=56.000000 predicted=63.767948, expected=96.000000 predicted=79.218197, expected=68.000000 predicted=78.054985, expected=104.000000 predicted=95.768853, expected=32.000000 predicted=47.549355, expected=68.000000 predicted=69.381942, expected=64.000000 predicted=71.226218, expected=20.000000 predicted=40.917106, expected=64.000000 predicted=69.639587, expected=40.000000 predicted=40.274040, expected=56.000000 predicted=56.795091, expected=84.000000 predicted=69.564117, expected=100.000000 predicted=72.541512, expected=56.000000 predicted=59.240953, expected=44.000000 predicted=51.078532, expected=68.000000 predicted=67.135433, expected=36.000000 predicted=52.810443, expected=92.000000 predicted=84.936336, expected=64.000000 predicted=59.054945, expected=76.000000 predicted=66.831100, expected=52.000000 predicted=58.025680, expected=100.000000 predicted=80.353657, expected=76.000000 predicted=76.930559, expected=56.000000 predicted=62.414512, expected=68.000000 predicted=70.942985, expected=80.000000 predicted=72.795526, expected=88.000000 predicted=85.588858, expected=52.000000 predicted=61.072120, expected=68.000000 predicted=67.338829, expected=60.000000 predicted=64.275274, expected=100.000000 predicted=88.119874, expected=80.000000 predicted=77.497275, expected=76.000000 predicted=70.967855, expected=80.000000 predicted=77.177784, expected=64.000000 predicted=67.804757, expected=36.000000 predicted=59.125292, expected=76.000000 predicted=75.199350, expected=72.000000 predicted=69.832934, expected=80.000000 predicted=75.129642, expected=72.000000 predicted=67.996503, expected=76.000000 predicted=67.210412, expected=40.000000 predicted=55.593460, expected=64.000000 predicted=67.581958, expected=88.000000 predicted=79.920411, expected=36.000000 predicted=49.624419, expected=104.000000 predicted=87.940216, expected=52.000000 predicted=52.400405, expected=72.000000 predicted=70.720874, expected=52.000000 predicted=62.408667, expected=28.000000 predicted=40.499326, expected=72.000000 predicted=74.362641, expected=64.000000 predicted=58.375995, expected=68.000000 predicted=64.931448, expected=76.000000 predicted=65.694950, expected=48.000000 predicted=48.639017, expected=60.000000 predicted=64.039202, expected=68.000000 predicted=65.660494, expected=76.000000 predicted=70.789901, expected=48.000000 predicted=56.663888, expected=72.000000 predicted=65.238130, expected=52.000000 predicted=56.405257, expected=56.000000 predicted=60.375548, expected=52.000000 predicted=57.902314, expected=32.000000 predicted=41.774459, expected=64.000000 predicted=62.191015, expected=68.000000 predicted=59.480880, expected=28.000000 predicted=39.499792, expected=80.000000 predicted=66.835602, expected=56.000000 predicted=50.469279, expected=48.000000 predicted=54.088638, expected=84.000000 predicted=72.600776, expected=52.000000 predicted=49.659888, expected=36.000000 predicted=51.586074, expected=56.000000 predicted=55.981593, expected=84.000000 predicted=69.543435, expected=76.000000 predicted=71.650153, expected=56.000000 predicted=56.120271, expected=36.000000 predicted=44.044205, expected=32.000000 predicted=45.616801, expected=56.000000 predicted=60.956191, expected=76.000000 predicted=67.604805, expected=76.000000 predicted=64.009959, expected=40.000000 predicted=43.015207, expected=76.000000 predicted=64.034740, expected=32.000000 predicted=44.791885, expected=72.000000 predicted=70.088070, expected=24.000000 predicted=41.321577, expected=92.000000 predicted=71.796551, expected=100.000000 predicted=81.579697, expected=84.000000 predicted=68.963451, expected=24.000000 predicted=46.095195, expected=52.000000 predicted=53.666985, expected=64.000000 predicted=70.462792, expected=40.000000 predicted=56.254680, expected=48.000000 predicted=54.836192, expected=80.000000 predicted=60.647913, expected=108.000000 predicted=82.554449, expected=28.000000 predicted=43.892164, expected=48.000000 predicted=52.377658, expected=44.000000 predicted=50.656569, expected=40.000000 predicted=53.068602, expected=96.000000 predicted=84.329313, expected=64.000000 predicted=52.553856, expected=72.000000 predicted=63.954564, expected=76.000000 predicted=66.565396, expected=44.000000 predicted=51.366639, expected=32.000000 predicted=54.234669, expected=88.000000 predicted=75.588573, expected=104.000000 predicted=84.711208, expected=128.000000 predicted=100.137903, expected=60.000000 predicted=61.400755, expected=56.000000 predicted=62.025188, expected=88.000000 predicted=88.820935, expected=36.000000 predicted=62.008125, expected=52.000000 predicted=71.167260, expected=36.000000 predicted=46.300955, expected=96.000000 predicted=77.414893, expected=60.000000 predicted=62.524448, expected=88.000000 predicted=70.066034, expected=36.000000 predicted=46.904012, expected=64.000000 predicted=60.726760, expected=36.000000 predicted=55.097115, expected=68.000000 predicted=63.745524, expected=76.000000 predicted=71.355289, expected=124.000000 predicted=88.399041, expected=64.000000 predicted=65.037150, expected=52.000000 predicted=56.702980, expected=52.000000 predicted=63.222666, expected=40.000000 predicted=56.624404, expected=64.000000 predicted=74.174187, expected=80.000000 predicted=68.852623, expected=80.000000 predicted=67.609804, expected=60.000000 predicted=58.961885, expected=116.000000 predicted=88.489367, expected=88.000000 predicted=80.490042, expected=60.000000 predicted=70.500206, expected=100.000000 predicted=91.578769, expected=72.000000 predicted=73.660744, expected=92.000000 predicted=94.286639, expected=52.000000 predicted=66.548371, expected=52.000000 predicted=61.305719, expected=52.000000 predicted=66.500083, expected=48.000000 predicted=56.843974, expected=84.000000 predicted=77.221210, expected=80.000000 predicted=67.539941, expected=80.000000 predicted=69.665477, expected=56.000000 predicted=58.924735, expected=56.000000 predicted=59.557882, expected=48.000000 predicted=61.049667, expected=68.000000 predicted=68.788422, expected=96.000000 predicted=82.108255, expected=88.000000 predicted=74.531537, expected=72.000000 predicted=68.539345, expected=24.000000 predicted=43.590070, expected=76.000000 predicted=74.272253, expected=88.000000 predicted=83.478691, expected=44.000000 predicted=57.675818, expected=36.000000 predicted=49.487281, expected=120.000000 predicted=85.140072, expected=24.000000 predicted=45.444776, expected=108.000000 predicted=90.961912, expected=96.000000 predicted=77.157788, expected=36.000000 predicted=48.902726, expected=44.000000 Test MSE: 948.872
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257])] predicted=25.749635, expected=24.000000 predicted=26.430677, expected=24.000000 predicted=21.296251, expected=36.000000 predicted=24.307223, expected=36.000000 predicted=30.865427, expected=36.000000 predicted=26.222633, expected=20.000000 predicted=26.761378, expected=20.000000 predicted=26.308297, expected=44.000000 predicted=35.570804, expected=36.000000 predicted=32.381941, expected=48.000000 predicted=37.393819, expected=48.000000 predicted=36.953229, expected=24.000000 predicted=30.783374, expected=36.000000 predicted=40.263150, expected=12.000000 predicted=29.268828, expected=40.000000 predicted=37.520070, expected=40.000000 predicted=37.138956, expected=28.000000 predicted=27.555032, expected=40.000000 predicted=35.908971, expected=12.000000 predicted=22.310937, expected=16.000000 predicted=28.026986, expected=28.000000 predicted=29.912055, expected=16.000000 predicted=21.281900, expected=12.000000 predicted=21.752007, expected=60.000000 predicted=30.771775, expected=44.000000 predicted=29.213807, expected=16.000000 predicted=25.885407, expected=24.000000 predicted=27.918565, expected=12.000000 predicted=21.464112, expected=16.000000 predicted=30.049857, expected=48.000000 predicted=34.508717, expected=24.000000 predicted=21.148838, expected=20.000000 predicted=23.467767, expected=28.000000 predicted=24.530477, expected=36.000000 predicted=27.497327, expected=28.000000 predicted=32.384632, expected=24.000000 predicted=25.959839, expected=52.000000 predicted=34.636794, expected=44.000000 predicted=35.249965, expected=24.000000 predicted=32.296964, expected=48.000000 predicted=39.293224, expected=24.000000 predicted=30.730093, expected=20.000000 predicted=34.407467, expected=32.000000 predicted=34.811498, expected=40.000000 predicted=31.146153, expected=24.000000 predicted=31.896481, expected=12.000000 predicted=22.789159, expected=40.000000 predicted=30.124016, expected=32.000000 predicted=29.565866, expected=16.000000 predicted=26.396165, expected=20.000000 predicted=24.437517, expected=36.000000 predicted=25.803134, expected=40.000000 predicted=33.196675, expected=28.000000 predicted=28.858205, expected=48.000000 predicted=33.563050, expected=24.000000 predicted=28.373018, expected=12.000000 predicted=27.878354, expected=32.000000 predicted=33.573512, expected=40.000000 predicted=31.069224, expected=40.000000 predicted=35.952608, expected=4.000000 predicted=20.791615, expected=48.000000 predicted=32.175294, expected=32.000000 predicted=31.362340, expected=28.000000 predicted=31.276529, expected=20.000000 predicted=30.207541, expected=40.000000 predicted=27.096237, expected=28.000000 predicted=33.287520, expected=28.000000 predicted=29.328733, expected=28.000000 predicted=29.213347, expected=32.000000 predicted=28.058187, expected=36.000000 predicted=33.961380, expected=16.000000 predicted=25.163389, expected=36.000000 predicted=31.303817, expected=60.000000 predicted=38.932399, expected=48.000000 predicted=37.615593, expected=40.000000 predicted=39.826833, expected=44.000000 predicted=38.945398, expected=16.000000 predicted=34.015741, expected=20.000000 predicted=37.971819, expected=36.000000 predicted=36.871490, expected=28.000000 predicted=29.962718, expected=40.000000 predicted=35.079969, expected=4.000000 predicted=18.537695, expected=20.000000 predicted=23.641632, expected=8.000000 predicted=21.654772, expected=24.000000 predicted=21.450208, expected=40.000000 predicted=29.249434, expected=20.000000 predicted=16.093715, expected=28.000000 predicted=24.762731, expected=32.000000 predicted=24.611572, expected=20.000000 predicted=24.383015, expected=28.000000 predicted=30.343205, expected=28.000000 predicted=25.496034, expected=28.000000 predicted=27.119751, expected=32.000000 predicted=29.698259, expected=24.000000 predicted=24.936468, expected=36.000000 predicted=30.787996, expected=36.000000 predicted=31.259730, expected=24.000000 predicted=28.025004, expected=28.000000 predicted=30.562328, expected=48.000000 predicted=34.721327, expected=20.000000 predicted=28.951125, expected=24.000000 predicted=30.401551, expected=20.000000 predicted=25.926872, expected=48.000000 predicted=33.664835, expected=28.000000 predicted=32.396250, expected=36.000000 predicted=29.571432, expected=20.000000 predicted=27.364952, expected=20.000000 predicted=25.220277, expected=20.000000 predicted=30.076332, expected=16.000000 predicted=21.873144, expected=12.000000 predicted=21.111098, expected=28.000000 predicted=21.423905, expected=24.000000 predicted=20.264332, expected=28.000000 predicted=22.387380, expected=36.000000 predicted=25.845080, expected=36.000000 predicted=26.540754, expected=12.000000 predicted=24.105742, expected=16.000000 predicted=24.003533, expected=24.000000 predicted=25.499934, expected=48.000000 predicted=32.959772, expected=28.000000 predicted=28.082990, expected=48.000000 predicted=31.393297, expected=28.000000 predicted=29.137060, expected=28.000000 predicted=30.844036, expected=32.000000 predicted=37.387729, expected=20.000000 predicted=27.146950, expected=32.000000 predicted=34.258838, expected=36.000000 predicted=30.481209, expected=44.000000 predicted=33.420912, expected=16.000000 predicted=27.366800, expected=32.000000 predicted=29.723933, expected=28.000000 predicted=30.792701, expected=28.000000 predicted=29.907172, expected=32.000000 predicted=33.094001, expected=36.000000 predicted=28.092096, expected=56.000000 predicted=39.219009, expected=24.000000 predicted=30.497747, expected=24.000000 predicted=31.312591, expected=16.000000 predicted=29.048418, expected=16.000000 predicted=26.154441, expected=28.000000 predicted=31.820452, expected=32.000000 predicted=24.732391, expected=20.000000 predicted=22.026368, expected=32.000000 predicted=25.170924, expected=16.000000 predicted=20.942668, expected=8.000000 predicted=20.147426, expected=32.000000 predicted=27.211967, expected=32.000000 predicted=23.618554, expected=32.000000 predicted=27.312518, expected=24.000000 predicted=23.489003, expected=20.000000 predicted=21.301828, expected=16.000000 predicted=24.868322, expected=28.000000 predicted=26.798323, expected=28.000000 predicted=26.078332, expected=28.000000 predicted=24.606079, expected=48.000000 predicted=31.518442, expected=52.000000 predicted=34.325800, expected=16.000000 predicted=28.405511, expected=16.000000 predicted=28.980740, expected=16.000000 predicted=26.601144, expected=32.000000 predicted=32.140250, expected=24.000000 predicted=29.095619, expected=48.000000 predicted=28.944800, expected=52.000000 predicted=33.555747, expected=20.000000 predicted=26.214803, expected=20.000000 predicted=31.282119, expected=8.000000 predicted=23.635283, expected=20.000000 predicted=28.678940, expected=16.000000 predicted=25.523200, expected=12.000000 predicted=15.280363, expected=28.000000 predicted=20.611523, expected=12.000000 predicted=13.310594, expected=36.000000 predicted=24.113913, expected=16.000000 predicted=18.495233, expected=12.000000 predicted=16.324942, expected=32.000000 predicted=26.458402, expected=32.000000 predicted=22.470145, expected=60.000000 predicted=38.217469, expected=40.000000 predicted=31.305281, expected=32.000000 predicted=30.913540, expected=24.000000 predicted=34.198073, expected=12.000000 predicted=27.993360, expected=48.000000 predicted=42.466268, expected=56.000000 predicted=39.810053, expected=28.000000 predicted=31.090716, expected=24.000000 predicted=30.409683, expected=16.000000 predicted=25.092191, expected=28.000000 predicted=34.027685, expected=4.000000 predicted=25.184383, expected=40.000000 predicted=27.984517, expected=20.000000 predicted=21.554578, expected=24.000000 predicted=20.989827, expected=24.000000 predicted=25.132175, expected=40.000000 predicted=24.776826, expected=32.000000 predicted=31.704668, expected=8.000000 predicted=20.212660, expected=32.000000 predicted=28.457102, expected=24.000000 predicted=25.150271, expected=36.000000 predicted=31.306857, expected=24.000000 predicted=26.824453, expected=32.000000 predicted=24.560483, expected=20.000000 predicted=27.060693, expected=20.000000 predicted=24.220924, expected=40.000000 predicted=32.566681, expected=36.000000 predicted=28.842686, expected=40.000000 predicted=33.210905, expected=16.000000 predicted=24.989090, expected=28.000000 predicted=28.451674, expected=16.000000 predicted=28.086068, expected=24.000000 predicted=26.976722, expected=32.000000 predicted=29.629709, expected=24.000000 predicted=21.819198, expected=36.000000 predicted=29.154049, expected=4.000000 predicted=17.593245, expected=28.000000 predicted=25.576479, expected=20.000000 predicted=24.447189, expected=20.000000 predicted=20.986174, expected=52.000000 predicted=34.042203, expected=12.000000 predicted=16.920667, expected=48.000000 predicted=33.810357, expected=20.000000 predicted=26.084854, expected=16.000000 predicted=23.810952, expected=36.000000 predicted=35.543910, expected=24.000000 predicted=22.999406, expected=28.000000 predicted=31.079856, expected=24.000000 predicted=24.177231, expected=36.000000 predicted=27.438992, expected=16.000000 predicted=26.061654, expected=8.000000 predicted=19.931653, expected=52.000000 predicted=32.910842, expected=20.000000 predicted=23.565828, expected=36.000000 predicted=30.679140, expected=56.000000 predicted=34.740613, expected=28.000000 predicted=28.042707, expected=44.000000 predicted=42.474572, expected=28.000000 predicted=31.983158, expected=24.000000 predicted=33.495021, expected=16.000000 predicted=32.678620, expected=36.000000 predicted=30.423351, expected=36.000000 predicted=33.196017, expected=60.000000 predicted=37.825844, expected=64.000000 predicted=42.306771, expected=44.000000 predicted=39.269698, expected=80.000000 predicted=57.146958, expected=36.000000 predicted=47.380708, expected=44.000000 predicted=53.463744, expected=28.000000 predicted=47.334198, expected=16.000000 predicted=36.121334, expected=4.000000 predicted=34.085179, expected=88.000000 predicted=46.417454, expected=32.000000 predicted=35.276235, expected=24.000000 predicted=30.322078, expected=52.000000 predicted=37.604949, expected=20.000000 predicted=27.583609, expected=36.000000 predicted=47.588628, expected=24.000000 predicted=30.001894, expected=4.000000 predicted=21.656135, expected=32.000000 predicted=32.105212, expected=20.000000 predicted=21.271682, expected=68.000000 predicted=38.656270, expected=44.000000 predicted=33.277334, expected=24.000000 predicted=27.220713, expected=36.000000 predicted=36.644401, expected=16.000000 predicted=28.837824, expected=36.000000 predicted=41.048089, expected=24.000000 predicted=30.387585, expected=32.000000 predicted=28.362400, expected=24.000000 predicted=28.178371, expected=8.000000 predicted=19.496321, expected=16.000000 predicted=23.448514, expected=20.000000 predicted=20.711421, expected=28.000000 predicted=23.881909, expected=36.000000 predicted=24.954221, expected=20.000000 predicted=19.448802, expected=20.000000 predicted=21.888247, expected=16.000000 predicted=21.365852, expected=24.000000 predicted=24.426088, expected=20.000000 predicted=23.704502, expected=20.000000 predicted=20.018767, expected=32.000000 predicted=23.638098, expected=28.000000 predicted=23.255394, expected=36.000000 predicted=28.231819, expected=28.000000 predicted=26.527464, expected=24.000000 predicted=26.300549, expected=16.000000 predicted=25.656530, expected=20.000000 predicted=24.557892, expected=12.000000 predicted=22.104480, expected=28.000000 predicted=23.429419, expected=16.000000 predicted=19.138152, expected=40.000000 predicted=24.815369, expected=24.000000 predicted=22.967704, expected=44.000000 predicted=28.778284, expected=32.000000 predicted=30.581418, expected=28.000000 predicted=28.433518, expected=12.000000 predicted=27.744452, expected=20.000000 predicted=24.890406, expected=40.000000 predicted=33.055064, expected=28.000000 predicted=27.565817, expected=40.000000 predicted=30.500580, expected=40.000000 predicted=29.690721, expected=24.000000 predicted=29.012857, expected=44.000000 predicted=38.066512, expected=4.000000 predicted=24.671732, expected=28.000000 predicted=30.851567, expected=16.000000 predicted=25.535144, expected=44.000000 predicted=29.575209, expected=32.000000 predicted=30.838085, expected=32.000000 predicted=24.563545, expected=36.000000 predicted=31.798900, expected=36.000000 predicted=31.247675, expected=24.000000 predicted=33.357916, expected=40.000000 predicted=34.379643, expected=36.000000 predicted=34.099815, expected=40.000000 predicted=36.383227, expected=20.000000 predicted=30.737769, expected=32.000000 predicted=30.917504, expected=40.000000 predicted=36.216843, expected=8.000000 predicted=26.179983, expected=12.000000 predicted=24.547066, expected=68.000000 predicted=35.610714, expected=52.000000 predicted=37.948513, expected=24.000000 predicted=33.326922, expected=24.000000 predicted=27.379151, expected=16.000000 predicted=26.655310, expected=36.000000 predicted=40.315857, expected=40.000000 predicted=35.888595, expected=24.000000 predicted=26.322313, expected=44.000000 predicted=32.505750, expected=8.000000 predicted=22.670001, expected=20.000000 predicted=28.039044, expected=16.000000 predicted=25.183078, expected=36.000000 predicted=26.629320, expected=36.000000 predicted=30.509997, expected=32.000000 predicted=24.064769, expected=32.000000 predicted=28.273302, expected=24.000000 predicted=26.671575, expected=20.000000 predicted=28.824277, expected=16.000000 predicted=25.718949, expected=8.000000 predicted=20.467032, expected=20.000000 predicted=21.376254, expected=24.000000 predicted=20.231293, expected=60.000000 predicted=30.884521, expected=52.000000 predicted=32.654563, expected=32.000000 predicted=29.693274, expected=28.000000 predicted=32.466854, expected=12.000000 predicted=28.762302, expected=16.000000 predicted=33.169082, expected=32.000000 predicted=32.148058, expected=60.000000 predicted=36.282747, expected=28.000000 predicted=29.016219, expected=12.000000 predicted=21.920547, expected=28.000000 predicted=27.234755, expected=12.000000 predicted=25.712971, expected=24.000000 predicted=30.966430, expected=36.000000 predicted=26.343730, expected=40.000000 predicted=26.552465, expected=32.000000 predicted=29.299638, expected=16.000000 predicted=22.600767, expected=28.000000 predicted=28.314602, expected=16.000000 predicted=26.566718, expected=32.000000 predicted=29.951946, expected=40.000000 predicted=30.398965, expected=40.000000 predicted=29.342783, expected=32.000000 predicted=31.049718, expected=16.000000 predicted=24.869277, expected=24.000000 predicted=29.448868, expected=24.000000 predicted=29.606074, expected=24.000000 predicted=27.922674, expected=24.000000 predicted=25.013551, expected=48.000000 predicted=29.516399, expected=28.000000 predicted=27.931969, expected=24.000000 predicted=27.190894, expected=40.000000 predicted=31.969368, expected=8.000000 predicted=23.927185, expected=32.000000 predicted=32.821908, expected=40.000000 predicted=30.601833, expected=24.000000 predicted=26.891719, expected=24.000000 predicted=28.792750, expected=20.000000 predicted=21.379793, expected=20.000000 predicted=26.060422, expected=24.000000 predicted=26.961952, expected=24.000000 predicted=23.088581, expected=36.000000 predicted=26.829413, expected=32.000000 predicted=26.381463, expected=36.000000 predicted=29.041856, expected=20.000000 predicted=26.262260, expected=40.000000 predicted=32.073379, expected=8.000000 predicted=25.499525, expected=12.000000 predicted=23.189592, expected=32.000000 predicted=27.329354, expected=60.000000 predicted=33.808976, expected=16.000000 predicted=27.375541, expected=16.000000 predicted=20.367606, expected=24.000000 predicted=23.964106, expected=12.000000 predicted=24.458737, expected=28.000000 predicted=31.041435, expected=44.000000 predicted=26.309553, expected=44.000000 predicted=29.608365, expected=40.000000 predicted=32.596553, expected=24.000000 predicted=27.624703, expected=28.000000 predicted=32.394619, expected=16.000000 predicted=30.784519, expected=48.000000 predicted=37.769712, expected=24.000000 predicted=30.154636, expected=32.000000 predicted=28.808637, expected=20.000000 predicted=26.294759, expected=20.000000 predicted=23.872546, expected=52.000000 predicted=38.495886, expected=20.000000 predicted=25.946317, expected=24.000000 predicted=27.869995, expected=24.000000 predicted=24.992991, expected=52.000000 predicted=34.355422, expected=32.000000 predicted=36.025912, expected=28.000000 predicted=28.341489, expected=8.000000 predicted=23.458975, expected=40.000000 predicted=31.600034, expected=56.000000 predicted=41.991056, expected=52.000000 predicted=38.589612, expected=44.000000 predicted=37.713263, expected=12.000000 predicted=27.033130, expected=4.000000 predicted=29.426724, expected=40.000000 predicted=38.903603, expected=24.000000 predicted=31.517177, expected=12.000000 predicted=23.397803, expected=20.000000 predicted=17.880528, expected=28.000000 predicted=20.389386, expected=16.000000 predicted=24.087021, expected=20.000000 predicted=20.483059, expected=28.000000 predicted=20.902006, expected=24.000000 Test MSE: 196.785
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623])] predicted=14.068519, expected=12.000000 predicted=13.011748, expected=8.000000 predicted=9.441420, expected=12.000000 predicted=9.318453, expected=8.000000 predicted=10.778512, expected=12.000000 predicted=11.929437, expected=8.000000 predicted=9.796166, expected=16.000000 predicted=11.190908, expected=4.000000 predicted=9.723303, expected=12.000000 predicted=9.875141, expected=4.000000 predicted=8.682045, expected=12.000000 predicted=9.647850, expected=12.000000 predicted=10.108854, expected=4.000000 predicted=8.248391, expected=4.000000 predicted=6.927180, expected=12.000000 predicted=8.036507, expected=16.000000 predicted=11.162077, expected=4.000000 predicted=8.814971, expected=12.000000 predicted=8.279175, expected=4.000000 predicted=8.267381, expected=8.000000 predicted=9.271803, expected=16.000000 predicted=10.158916, expected=28.000000 predicted=14.308473, expected=8.000000 predicted=13.301204, expected=8.000000 predicted=10.844102, expected=16.000000 predicted=13.235271, expected=12.000000 predicted=15.329472, expected=12.000000 predicted=13.827325, expected=8.000000 predicted=10.182578, expected=8.000000 predicted=10.332997, expected=12.000000 predicted=11.196166, expected=4.000000 predicted=9.171683, expected=8.000000 predicted=8.262964, expected=24.000000 predicted=11.657205, expected=4.000000 predicted=10.774434, expected=4.000000 predicted=8.352162, expected=4.000000 predicted=6.640081, expected=4.000000 predicted=8.062686, expected=8.000000 predicted=7.832949, expected=8.000000 predicted=5.776714, expected=8.000000 predicted=6.334830, expected=12.000000 predicted=7.678088, expected=4.000000 predicted=7.312855, expected=12.000000 predicted=8.662335, expected=16.000000 predicted=10.574622, expected=8.000000 predicted=10.566347, expected=8.000000 predicted=9.390712, expected=4.000000 predicted=7.941449, expected=8.000000 predicted=9.144053, expected=4.000000 predicted=7.639294, expected=40.000000 predicted=14.283237, expected=4.000000 predicted=12.723987, expected=20.000000 predicted=13.156143, expected=8.000000 predicted=12.609544, expected=4.000000 predicted=13.383138, expected=8.000000 predicted=12.568255, expected=4.000000 predicted=8.057197, expected=4.000000 predicted=7.638143, expected=4.000000 predicted=4.951813, expected=12.000000 predicted=6.503832, expected=8.000000 predicted=7.290632, expected=8.000000 predicted=6.867860, expected=12.000000 predicted=7.990966, expected=8.000000 predicted=8.992571, expected=4.000000 predicted=8.230280, expected=8.000000 predicted=7.476107, expected=8.000000 predicted=8.152275, expected=4.000000 predicted=7.317627, expected=4.000000 predicted=5.498634, expected=8.000000 predicted=5.960607, expected=12.000000 predicted=8.001368, expected=12.000000 predicted=8.748281, expected=4.000000 predicted=7.220021, expected=4.000000 predicted=6.504671, expected=4.000000 predicted=6.722208, expected=4.000000 predicted=6.574081, expected=4.000000 predicted=5.183726, expected=12.000000 predicted=5.822300, expected=4.000000 predicted=5.764883, expected=8.000000 predicted=5.976417, expected=16.000000 predicted=8.373475, expected=8.000000 predicted=9.496882, expected=4.000000 predicted=8.093111, expected=4.000000 predicted=6.332300, expected=12.000000 predicted=8.873463, expected=4.000000 predicted=8.250908, expected=4.000000 predicted=5.676478, expected=8.000000 predicted=5.664219, expected=4.000000 predicted=6.235402, expected=8.000000 predicted=6.651419, expected=4.000000 predicted=5.247293, expected=8.000000 predicted=6.135317, expected=8.000000 predicted=6.765369, expected=12.000000 predicted=7.940555, expected=8.000000 predicted=8.201820, expected=8.000000 predicted=7.948906, expected=8.000000 predicted=8.382172, expected=4.000000 predicted=7.766378, expected=4.000000 predicted=6.791711, expected=12.000000 predicted=7.488150, expected=8.000000 predicted=7.957659, expected=12.000000 predicted=8.404003, expected=4.000000 predicted=7.060673, expected=4.000000 predicted=6.823965, expected=8.000000 predicted=7.553062, expected=12.000000 predicted=8.685565, expected=24.000000 predicted=12.125719, expected=8.000000 predicted=10.765706, expected=4.000000 predicted=8.988017, expected=4.000000 predicted=8.413934, expected=12.000000 predicted=10.957088, expected=4.000000 predicted=9.471234, expected=12.000000 predicted=7.497463, expected=16.000000 predicted=9.267083, expected=4.000000 predicted=9.059655, expected=8.000000 predicted=8.507124, expected=4.000000 predicted=7.379784, expected=12.000000 predicted=9.674257, expected=8.000000 predicted=8.872829, expected=12.000000 predicted=8.452949, expected=8.000000 predicted=8.564860, expected=4.000000 predicted=7.692086, expected=4.000000 predicted=7.202683, expected=8.000000 predicted=7.293452, expected=4.000000 predicted=6.786642, expected=40.000000 predicted=13.338930, expected=4.000000 predicted=12.383042, expected=4.000000 predicted=9.473481, expected=12.000000 predicted=9.794184, expected=20.000000 predicted=15.527304, expected=12.000000 predicted=16.018199, expected=12.000000 predicted=10.443042, expected=16.000000 predicted=12.492312, expected=12.000000 predicted=14.248458, expected=4.000000 predicted=12.043071, expected=12.000000 predicted=10.742779, expected=8.000000 predicted=10.722914, expected=12.000000 predicted=10.956350, expected=16.000000 predicted=10.997919, expected=24.000000 predicted=13.872306, expected=4.000000 predicted=12.661486, expected=8.000000 predicted=10.841416, expected=8.000000 predicted=11.155232, expected=8.000000 predicted=11.574737, expected=8.000000 predicted=9.905949, expected=4.000000 predicted=6.470625, expected=12.000000 predicted=8.044654, expected=12.000000 predicted=9.202042, expected=12.000000 predicted=9.861552, expected=20.000000 predicted=11.834004, expected=12.000000 predicted=12.456502, expected=8.000000 predicted=12.205809, expected=8.000000 predicted=11.106277, expected=4.000000 predicted=10.170350, expected=4.000000 predicted=8.817415, expected=4.000000 predicted=6.325063, expected=12.000000 predicted=7.102552, expected=4.000000 predicted=6.325010, expected=8.000000 predicted=5.971084, expected=8.000000 predicted=6.571201, expected=16.000000 predicted=9.432069, expected=4.000000 predicted=8.780636, expected=16.000000 predicted=9.380549, expected=8.000000 predicted=10.030297, expected=4.000000 predicted=9.088806, expected=12.000000 predicted=9.484184, expected=8.000000 predicted=9.005017, expected=4.000000 predicted=8.514785, expected=12.000000 predicted=7.793102, expected=4.000000 predicted=7.434486, expected=28.000000 predicted=12.334937, expected=8.000000 predicted=11.573007, expected=16.000000 predicted=12.065888, expected=16.000000 predicted=13.545239, expected=20.000000 predicted=16.170066, expected=4.000000 predicted=14.931076, expected=4.000000 predicted=10.025362, expected=4.000000 predicted=9.549063, expected=8.000000 predicted=9.375777, expected=4.000000 predicted=7.376850, expected=8.000000 predicted=5.414644, expected=8.000000 predicted=6.190267, expected=4.000000 predicted=6.048508, expected=4.000000 predicted=5.580077, expected=4.000000 predicted=5.058485, expected=4.000000 predicted=5.257782, expected=4.000000 predicted=4.612577, expected=4.000000 predicted=3.984012, expected=4.000000 predicted=3.984032, expected=8.000000 predicted=4.879370, expected=8.000000 predicted=5.761798, expected=8.000000 predicted=6.299743, expected=4.000000 predicted=5.831178, expected=8.000000 predicted=6.490871, expected=16.000000 predicted=9.257686, expected=16.000000 predicted=11.131738, expected=4.000000 predicted=9.276243, expected=8.000000 predicted=8.443585, expected=4.000000 predicted=8.729140, expected=8.000000 predicted=9.244373, expected=8.000000 predicted=8.076608, expected=16.000000 predicted=8.734761, expected=4.000000 predicted=8.215424, expected=4.000000 predicted=6.652534, expected=12.000000 predicted=8.360571, expected=8.000000 predicted=9.192531, expected=4.000000 predicted=7.832611, expected=12.000000 predicted=7.184080, expected=8.000000 predicted=8.331384, expected=4.000000 predicted=7.850965, expected=12.000000 predicted=7.823526, expected=4.000000 predicted=7.431715, expected=16.000000 predicted=9.650739, expected=4.000000 predicted=8.123694, expected=4.000000 predicted=6.894643, expected=12.000000 predicted=8.321232, expected=16.000000 predicted=10.314351, expected=4.000000 predicted=9.596821, expected=4.000000 predicted=6.504926, expected=8.000000 predicted=7.490451, expected=8.000000 predicted=8.928116, expected=12.000000 predicted=9.072682, expected=4.000000 predicted=6.698586, expected=20.000000 predicted=9.689977, expected=4.000000 predicted=9.648470, expected=4.000000 predicted=8.092839, expected=12.000000 predicted=8.787257, expected=4.000000 predicted=8.308475, expected=8.000000 predicted=8.497635, expected=4.000000 predicted=5.739396, expected=20.000000 predicted=9.316722, expected=28.000000 predicted=14.469305, expected=12.000000 predicted=13.780252, expected=8.000000 predicted=12.270882, expected=4.000000 predicted=11.234397, expected=4.000000 predicted=11.872208, expected=8.000000 predicted=10.400435, expected=8.000000 predicted=7.653807, expected=8.000000 predicted=6.911074, expected=8.000000 predicted=6.721232, expected=8.000000 predicted=7.376840, expected=12.000000 predicted=8.906087, expected=4.000000 predicted=7.958567, expected=8.000000 predicted=7.676176, expected=12.000000 predicted=8.799860, expected=8.000000 predicted=9.082030, expected=12.000000 predicted=9.409148, expected=12.000000 predicted=9.574348, expected=8.000000 predicted=10.056576, expected=4.000000 predicted=8.693501, expected=4.000000 predicted=7.320927, expected=4.000000 predicted=6.971754, expected=20.000000 predicted=9.522013, expected=4.000000 predicted=8.052537, expected=8.000000 predicted=7.028227, expected=8.000000 predicted=7.476948, expected=8.000000 predicted=8.915967, expected=8.000000 predicted=9.226056, expected=20.000000 predicted=10.052062, expected=24.000000 predicted=14.213096, expected=4.000000 predicted=12.113452, expected=4.000000 predicted=9.703425, expected=4.000000 predicted=9.438526, expected=4.000000 predicted=9.829378, expected=4.000000 predicted=7.170440, expected=4.000000 predicted=3.985459, expected=8.000000 predicted=4.903898, expected=4.000000 predicted=4.835973, expected=4.000000 predicted=4.518650, expected=8.000000 predicted=5.335866, expected=4.000000 predicted=5.484483, expected=4.000000 predicted=5.152526, expected=8.000000 predicted=5.334733, expected=4.000000 predicted=5.483285, expected=8.000000 predicted=6.070462, expected=4.000000 predicted=5.267789, expected=4.000000 predicted=5.170113, expected=4.000000 predicted=5.049742, expected=12.000000 predicted=6.465090, expected=4.000000 predicted=6.321095, expected=4.000000 predicted=5.055579, expected=12.000000 predicted=6.679409, expected=8.000000 predicted=7.887942, expected=4.000000 predicted=7.181995, expected=4.000000 predicted=5.397527, expected=8.000000 predicted=6.628926, expected=8.000000 predicted=7.655479, expected=4.000000 predicted=6.000699, expected=4.000000 predicted=4.965572, expected=4.000000 predicted=5.071639, expected=16.000000 predicted=8.006406, expected=28.000000 predicted=12.708837, expected=12.000000 predicted=12.451601, expected=4.000000 predicted=10.127615, expected=8.000000 predicted=10.594735, expected=4.000000 predicted=11.535166, expected=4.000000 predicted=9.640829, expected=4.000000 predicted=5.681015, expected=12.000000 predicted=6.510853, expected=4.000000 predicted=6.282057, expected=8.000000 predicted=5.985936, expected=4.000000 predicted=5.693176, expected=8.000000 predicted=6.736680, expected=4.000000 predicted=6.528760, expected=4.000000 predicted=5.156118, expected=8.000000 predicted=5.996154, expected=4.000000 Test MSE: 37.672
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384])] predicted=15.975123, expected=4.000000 predicted=9.065395, expected=16.000000 predicted=13.272717, expected=4.000000 predicted=5.928874, expected=24.000000 predicted=17.465079, expected=8.000000 predicted=13.820190, expected=16.000000 predicted=11.555783, expected=8.000000 predicted=11.254384, expected=12.000000 predicted=10.294785, expected=16.000000 predicted=17.061864, expected=12.000000 predicted=10.983738, expected=4.000000 predicted=10.090092, expected=8.000000 predicted=8.695802, expected=20.000000 predicted=14.597651, expected=40.000000 predicted=24.055708, expected=28.000000 predicted=19.240795, expected=16.000000 predicted=13.570142, expected=20.000000 predicted=16.943084, expected=4.000000 predicted=15.665945, expected=8.000000 predicted=22.058678, expected=12.000000 predicted=17.302749, expected=16.000000 predicted=15.076828, expected=24.000000 predicted=18.652616, expected=8.000000 predicted=8.082423, expected=8.000000 predicted=9.840509, expected=8.000000 predicted=10.643709, expected=4.000000 predicted=10.718561, expected=12.000000 predicted=14.799838, expected=40.000000 predicted=20.349384, expected=8.000000 predicted=9.674314, expected=12.000000 predicted=11.733715, expected=8.000000 predicted=8.195795, expected=4.000000 predicted=11.283873, expected=8.000000 predicted=18.987065, expected=20.000000 predicted=12.673721, expected=12.000000 predicted=11.327199, expected=4.000000 predicted=7.079039, expected=4.000000 predicted=5.455594, expected=16.000000 predicted=11.852987, expected=16.000000 predicted=15.554389, expected=8.000000 predicted=9.776332, expected=8.000000 predicted=7.011376, expected=36.000000 predicted=18.547903, expected=20.000000 predicted=17.543519, expected=8.000000 predicted=13.513567, expected=4.000000 predicted=8.314760, expected=12.000000 predicted=12.522835, expected=8.000000 predicted=18.696969, expected=24.000000 predicted=18.510825, expected=60.000000 predicted=28.877327, expected=52.000000 predicted=28.066551, expected=4.000000 predicted=14.301325, expected=28.000000 predicted=22.677571, expected=16.000000 predicted=23.841437, expected=4.000000 predicted=30.694497, expected=8.000000 predicted=24.153116, expected=20.000000 predicted=13.084403, expected=12.000000 predicted=17.587918, expected=16.000000 predicted=14.690152, expected=16.000000 predicted=10.825699, expected=20.000000 predicted=14.953576, expected=24.000000 predicted=20.325342, expected=16.000000 predicted=15.227923, expected=12.000000 predicted=15.151428, expected=12.000000 predicted=14.822709, expected=8.000000 predicted=14.353263, expected=20.000000 predicted=19.475245, expected=16.000000 predicted=14.925344, expected=8.000000 predicted=11.017826, expected=20.000000 predicted=15.186970, expected=32.000000 predicted=19.405327, expected=12.000000 predicted=16.466389, expected=16.000000 predicted=16.529582, expected=20.000000 predicted=15.362354, expected=12.000000 predicted=17.214350, expected=36.000000 predicted=29.259948, expected=12.000000 predicted=13.663010, expected=20.000000 predicted=19.249379, expected=16.000000 predicted=17.528029, expected=24.000000 predicted=19.759865, expected=4.000000 predicted=18.320225, expected=52.000000 predicted=29.065166, expected=24.000000 predicted=21.606501, expected=24.000000 predicted=22.617220, expected=8.000000 predicted=17.139955, expected=4.000000 predicted=10.773745, expected=20.000000 predicted=29.964424, expected=12.000000 predicted=16.825388, expected=20.000000 predicted=19.198250, expected=4.000000 predicted=7.381755, expected=8.000000 predicted=8.531870, expected=4.000000 predicted=11.049818, expected=4.000000 predicted=8.478939, expected=4.000000 predicted=9.613185, expected=24.000000 predicted=12.079942, expected=24.000000 predicted=14.161812, expected=32.000000 predicted=17.514158, expected=4.000000 predicted=7.717189, expected=4.000000 predicted=8.704954, expected=4.000000 predicted=13.838154, expected=24.000000 predicted=21.308121, expected=12.000000 predicted=17.877013, expected=8.000000 predicted=7.415284, expected=8.000000 predicted=7.115477, expected=4.000000 predicted=6.581307, expected=16.000000 predicted=16.772198, expected=8.000000 predicted=9.407750, expected=20.000000 predicted=13.045116, expected=16.000000 predicted=11.631063, expected=16.000000 predicted=11.731880, expected=20.000000 predicted=16.919587, expected=24.000000 predicted=16.870788, expected=16.000000 predicted=18.058436, expected=8.000000 predicted=13.581175, expected=8.000000 predicted=13.078453, expected=16.000000 predicted=17.031404, expected=20.000000 predicted=19.335782, expected=8.000000 predicted=11.928822, expected=16.000000 predicted=12.298365, expected=16.000000 predicted=12.707790, expected=8.000000 predicted=12.837495, expected=20.000000 predicted=17.723092, expected=20.000000 predicted=14.311748, expected=16.000000 predicted=16.123229, expected=8.000000 predicted=12.534479, expected=28.000000 predicted=17.963813, expected=24.000000 predicted=20.833605, expected=8.000000 predicted=15.206875, expected=24.000000 predicted=19.045523, expected=20.000000 predicted=15.943895, expected=12.000000 predicted=19.787648, expected=20.000000 predicted=19.991710, expected=8.000000 predicted=10.830561, expected=8.000000 predicted=15.695382, expected=32.000000 predicted=22.314380, expected=48.000000 predicted=27.307801, expected=8.000000 predicted=15.997985, expected=12.000000 predicted=13.707571, expected=16.000000 predicted=15.144238, expected=12.000000 predicted=22.229384, expected=16.000000 predicted=26.030328, expected=20.000000 predicted=14.024101, expected=32.000000 predicted=20.832239, expected=24.000000 predicted=19.808173, expected=12.000000 predicted=14.828623, expected=8.000000 predicted=14.312367, expected=12.000000 predicted=16.863786, expected=12.000000 predicted=19.657199, expected=48.000000 predicted=30.049551, expected=48.000000 predicted=27.433687, expected=28.000000 predicted=21.368968, expected=12.000000 predicted=17.013965, expected=8.000000 predicted=16.400777, expected=8.000000 predicted=26.765311, expected=4.000000 predicted=22.276495, expected=8.000000 predicted=15.037871, expected=32.000000 predicted=18.535517, expected=12.000000 predicted=10.470013, expected=12.000000 predicted=11.231529, expected=16.000000 predicted=11.180979, expected=4.000000 predicted=9.322140, expected=24.000000 predicted=23.594173, expected=32.000000 predicted=19.940425, expected=80.000000 predicted=41.067224, expected=28.000000 predicted=24.384503, expected=12.000000 predicted=16.973308, expected=24.000000 predicted=26.791793, expected=32.000000 predicted=34.246983, expected=8.000000 predicted=37.430428, expected=16.000000 predicted=21.038033, expected=4.000000 predicted=10.559672, expected=12.000000 predicted=17.541499, expected=24.000000 predicted=22.831957, expected=36.000000 predicted=20.684915, expected=12.000000 predicted=14.667071, expected=36.000000 predicted=21.172337, expected=4.000000 predicted=12.081329, expected=8.000000 predicted=18.004136, expected=4.000000 predicted=17.441092, expected=16.000000 predicted=14.432229, expected=8.000000 predicted=17.441163, expected=16.000000 predicted=10.115489, expected=8.000000 predicted=8.373427, expected=16.000000 predicted=10.962072, expected=8.000000 predicted=11.498582, expected=12.000000 predicted=10.761661, expected=24.000000 predicted=17.652160, expected=20.000000 predicted=14.463681, expected=4.000000 predicted=11.121322, expected=24.000000 predicted=16.081648, expected=8.000000 predicted=11.717058, expected=24.000000 predicted=21.829131, expected=32.000000 predicted=22.873242, expected=20.000000 predicted=15.055372, expected=4.000000 predicted=15.127713, expected=4.000000 predicted=9.502412, expected=48.000000 predicted=31.448334, expected=12.000000 predicted=20.377168, expected=4.000000 predicted=13.302572, expected=4.000000 predicted=6.815752, expected=8.000000 predicted=9.579980, expected=12.000000 predicted=23.171592, expected=24.000000 predicted=15.268437, expected=12.000000 predicted=8.853819, expected=4.000000 predicted=6.579698, expected=8.000000 predicted=9.204680, expected=8.000000 predicted=10.550188, expected=12.000000 predicted=15.167190, expected=12.000000 predicted=10.734589, expected=16.000000 predicted=10.187421, expected=52.000000 predicted=26.244391, expected=16.000000 predicted=14.385118, expected=12.000000 predicted=15.435865, expected=20.000000 predicted=17.812425, expected=4.000000 predicted=14.160864, expected=20.000000 predicted=29.505582, expected=16.000000 predicted=15.046904, expected=20.000000 predicted=16.202970, expected=16.000000 predicted=16.672537, expected=16.000000 predicted=12.475712, expected=20.000000 predicted=19.090807, expected=20.000000 predicted=18.067524, expected=12.000000 predicted=16.255118, expected=8.000000 predicted=13.103449, expected=24.000000 predicted=18.929922, expected=24.000000 predicted=20.383896, expected=4.000000 predicted=12.863965, expected=8.000000 predicted=11.174172, expected=32.000000 predicted=19.258827, expected=16.000000 predicted=18.881289, expected=16.000000 predicted=18.532454, expected=8.000000 predicted=8.818262, expected=4.000000 predicted=9.483155, expected=12.000000 predicted=18.645204, expected=12.000000 predicted=12.802383, expected=24.000000 predicted=17.262811, expected=12.000000 predicted=10.433783, expected=12.000000 predicted=10.143666, expected=28.000000 predicted=18.844231, expected=20.000000 predicted=16.899253, expected=24.000000 predicted=22.423637, expected=20.000000 predicted=17.120662, expected=52.000000 predicted=30.840691, expected=12.000000 predicted=21.393776, expected=8.000000 predicted=17.778715, expected=12.000000 predicted=18.694312, expected=8.000000 predicted=16.257695, expected=20.000000 predicted=28.332949, expected=24.000000 predicted=16.365071, expected=24.000000 predicted=16.306181, expected=20.000000 predicted=16.692302, expected=8.000000 predicted=11.674308, expected=16.000000 predicted=18.354094, expected=8.000000 predicted=15.801222, expected=20.000000 predicted=19.779699, expected=12.000000 predicted=14.597676, expected=20.000000 predicted=14.481514, expected=36.000000 predicted=23.186014, expected=16.000000 predicted=14.694609, expected=20.000000 predicted=20.324994, expected=4.000000 predicted=11.466205, expected=12.000000 predicted=17.229095, expected=20.000000 predicted=23.360596, expected=20.000000 predicted=17.148495, expected=16.000000 predicted=16.535781, expected=28.000000 predicted=16.738066, expected=20.000000 predicted=17.331887, expected=8.000000 predicted=15.679759, expected=12.000000 predicted=16.260356, expected=16.000000 predicted=16.381939, expected=64.000000 predicted=38.514234, expected=48.000000 predicted=31.360995, expected=4.000000 predicted=13.397940, expected=4.000000 predicted=14.353639, expected=16.000000 predicted=20.672342, expected=12.000000 predicted=32.079264, expected=16.000000 predicted=24.848637, expected=4.000000 predicted=5.741006, expected=16.000000 predicted=11.165518, expected=12.000000 predicted=13.034425, expected=4.000000 predicted=9.017663, expected=16.000000 predicted=13.968820, expected=4.000000 predicted=6.007487, expected=28.000000 predicted=19.092385, expected=12.000000 predicted=11.515137, expected=4.000000 predicted=7.328511, expected=16.000000 predicted=14.577153, expected=12.000000 predicted=10.331696, expected=12.000000 predicted=17.152429, expected=20.000000 predicted=14.537170, expected=20.000000 predicted=13.171078, expected=8.000000 predicted=12.704750, expected=8.000000 predicted=11.248507, expected=8.000000 predicted=11.040978, expected=12.000000 predicted=14.639230, expected=28.000000 predicted=19.993916, expected=36.000000 predicted=20.216921, expected=16.000000 predicted=14.165992, expected=8.000000 predicted=11.970909, expected=24.000000 predicted=19.628360, expected=16.000000 predicted=21.563355, expected=12.000000 predicted=21.270293, expected=28.000000 predicted=20.181473, expected=12.000000 predicted=12.655484, expected=4.000000 predicted=14.490698, expected=12.000000 predicted=13.774297, expected=4.000000 predicted=9.628710, expected=16.000000 predicted=18.089239, expected=8.000000 predicted=9.124195, expected=24.000000 predicted=13.699353, expected=12.000000 predicted=11.619342, expected=8.000000 predicted=8.823099, expected=4.000000 predicted=10.204423, expected=4.000000 predicted=7.889490, expected=20.000000 predicted=17.870774, expected=8.000000 predicted=9.270110, expected=16.000000 predicted=11.446266, expected=8.000000 predicted=7.214425, expected=4.000000 predicted=6.809706, expected=12.000000 predicted=13.736359, expected=12.000000 predicted=10.125192, expected=12.000000 predicted=12.462044, expected=16.000000 predicted=11.403917, expected=8.000000 predicted=7.878644, expected=16.000000 predicted=13.644848, expected=12.000000 predicted=12.007990, expected=20.000000 predicted=15.575223, expected=8.000000 predicted=11.902400, expected=32.000000 predicted=19.269763, expected=16.000000 predicted=15.910286, expected=12.000000 predicted=14.281966, expected=8.000000 predicted=14.059908, expected=8.000000 predicted=10.966099, expected=20.000000 predicted=21.619312, expected=12.000000 predicted=13.118136, expected=28.000000 predicted=18.238009, expected=8.000000 predicted=9.865667, expected=20.000000 predicted=15.560509, expected=12.000000 predicted=15.556019, expected=12.000000 predicted=13.895819, expected=16.000000 predicted=18.871969, expected=36.000000 predicted=20.931454, expected=16.000000 predicted=17.685358, expected=16.000000 predicted=15.800379, expected=8.000000 predicted=12.583377, expected=12.000000 predicted=15.900374, expected=8.000000 predicted=18.702965, expected=32.000000 predicted=21.027192, expected=8.000000 predicted=12.063634, expected=24.000000 predicted=16.344785, expected=16.000000 predicted=14.547277, expected=4.000000 predicted=10.294644, expected=12.000000 predicted=18.837824, expected=20.000000 predicted=14.425805, expected=24.000000 predicted=20.986597, expected=28.000000 predicted=19.971749, expected=16.000000 predicted=12.984190, expected=20.000000 predicted=17.897294, expected=24.000000 predicted=22.020512, expected=16.000000 predicted=20.505366, expected=12.000000 predicted=19.264282, expected=4.000000 predicted=11.893463, expected=20.000000 predicted=18.676238, expected=4.000000 predicted=13.041146, expected=8.000000 predicted=11.484544, expected=4.000000 predicted=7.685968, expected=12.000000 predicted=8.843152, expected=20.000000 predicted=16.120031, expected=36.000000 predicted=18.191821, expected=8.000000 predicted=10.155843, expected=4.000000 predicted=8.210154, expected=16.000000 predicted=14.861798, expected=16.000000 predicted=17.820241, expected=12.000000 predicted=19.682187, expected=16.000000 predicted=11.927136, expected=20.000000 predicted=13.171820, expected=16.000000 predicted=15.929388, expected=20.000000 predicted=17.435678, expected=4.000000 predicted=10.380536, expected=12.000000 predicted=14.463177, expected=12.000000 predicted=14.831234, expected=20.000000 predicted=16.687708, expected=24.000000 predicted=18.935164, expected=24.000000 predicted=15.152891, expected=8.000000 predicted=12.373247, expected=8.000000 predicted=12.526935, expected=8.000000 predicted=14.365671, expected=16.000000 predicted=17.919738, expected=60.000000 predicted=33.947609, expected=36.000000 predicted=22.054509, expected=4.000000 predicted=12.130676, expected=4.000000 predicted=11.964031, expected=28.000000 predicted=24.549113, expected=8.000000 predicted=28.556715, expected=16.000000 predicted=21.435497, expected=8.000000 predicted=7.780865, expected=20.000000 predicted=13.734228, expected=8.000000 predicted=15.705075, expected=8.000000 predicted=9.593066, expected=20.000000 predicted=16.007767, expected=24.000000 predicted=15.841795, expected=32.000000 predicted=22.980625, expected=28.000000 predicted=18.820179, expected=12.000000 predicted=14.358382, expected=8.000000 predicted=16.611125, expected=12.000000 predicted=18.610596, expected=4.000000 predicted=16.697467, expected=12.000000 predicted=16.678439, expected=40.000000 predicted=21.905819, expected=44.000000 predicted=23.994305, expected=12.000000 predicted=14.785331, expected=8.000000 predicted=11.802842, expected=12.000000 predicted=16.279693, expected=4.000000 Test MSE: 131.855
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273])] predicted=30.953098, expected=20.000000 predicted=25.464860, expected=16.000000 predicted=23.000956, expected=24.000000 predicted=20.041513, expected=20.000000 predicted=18.589704, expected=8.000000 predicted=20.491182, expected=28.000000 predicted=21.850866, expected=40.000000 predicted=25.835335, expected=24.000000 predicted=23.878568, expected=20.000000 predicted=21.613550, expected=24.000000 predicted=21.304520, expected=24.000000 predicted=26.535307, expected=16.000000 predicted=24.518105, expected=24.000000 predicted=22.905509, expected=20.000000 predicted=20.358473, expected=32.000000 predicted=26.208607, expected=28.000000 predicted=24.228854, expected=28.000000 predicted=24.549464, expected=12.000000 predicted=20.095479, expected=24.000000 predicted=24.116649, expected=12.000000 predicted=20.533099, expected=20.000000 predicted=22.496448, expected=24.000000 predicted=21.414942, expected=40.000000 predicted=25.727505, expected=40.000000 predicted=29.011677, expected=12.000000 predicted=18.976065, expected=8.000000 predicted=19.303374, expected=40.000000 predicted=30.612433, expected=32.000000 predicted=30.949407, expected=36.000000 predicted=32.229449, expected=24.000000 predicted=21.517068, expected=8.000000 predicted=18.322119, expected=16.000000 predicted=25.779539, expected=28.000000 predicted=26.486676, expected=76.000000 predicted=44.660336, expected=48.000000 predicted=33.379289, expected=24.000000 predicted=26.882788, expected=28.000000 predicted=30.299308, expected=20.000000 predicted=32.501015, expected=12.000000 predicted=35.910115, expected=28.000000 predicted=30.456396, expected=16.000000 predicted=19.834530, expected=12.000000 predicted=19.170078, expected=32.000000 predicted=22.874326, expected=24.000000 predicted=19.894575, expected=12.000000 predicted=19.574249, expected=12.000000 predicted=15.580179, expected=16.000000 predicted=16.865069, expected=28.000000 predicted=24.720307, expected=16.000000 predicted=17.623038, expected=20.000000 predicted=17.439537, expected=8.000000 predicted=12.767895, expected=20.000000 predicted=19.195144, expected=24.000000 predicted=21.238019, expected=28.000000 predicted=21.440794, expected=16.000000 predicted=17.614077, expected=12.000000 predicted=15.001906, expected=8.000000 predicted=15.456606, expected=4.000000 predicted=14.025385, expected=8.000000 predicted=13.886137, expected=24.000000 predicted=15.947314, expected=44.000000 predicted=23.172718, expected=16.000000 predicted=14.147076, expected=36.000000 predicted=23.523501, expected=16.000000 predicted=17.717532, expected=20.000000 predicted=25.791587, expected=32.000000 predicted=30.204897, expected=16.000000 predicted=20.077955, expected=12.000000 predicted=21.541832, expected=32.000000 predicted=23.210454, expected=16.000000 predicted=19.425362, expected=24.000000 predicted=24.693448, expected=32.000000 predicted=22.691246, expected=28.000000 predicted=23.569426, expected=60.000000 predicted=39.648274, expected=16.000000 predicted=21.948484, expected=28.000000 predicted=31.000615, expected=40.000000 predicted=33.533824, expected=20.000000 predicted=29.684254, expected=48.000000 predicted=42.413564, expected=48.000000 predicted=33.149453, expected=24.000000 predicted=31.686057, expected=8.000000 predicted=25.617370, expected=36.000000 predicted=31.315209, expected=16.000000 predicted=28.838940, expected=16.000000 predicted=27.176856, expected=16.000000 predicted=17.709072, expected=52.000000 predicted=30.160307, expected=16.000000 predicted=22.874082, expected=12.000000 predicted=19.243220, expected=28.000000 predicted=22.182957, expected=20.000000 predicted=22.489722, expected=16.000000 predicted=26.371820, expected=28.000000 predicted=21.020320, expected=28.000000 predicted=21.881536, expected=8.000000 predicted=18.720958, expected=28.000000 predicted=23.232327, expected=24.000000 predicted=20.713818, expected=4.000000 predicted=17.701524, expected=4.000000 predicted=14.500965, expected=36.000000 predicted=21.074254, expected=60.000000 predicted=35.008662, expected=24.000000 predicted=23.280329, expected=12.000000 predicted=17.496675, expected=8.000000 predicted=16.382537, expected=8.000000 predicted=23.497695, expected=32.000000 predicted=32.230855, expected=28.000000 predicted=20.927115, expected=44.000000 predicted=26.510351, expected=20.000000 predicted=18.170371, expected=24.000000 predicted=23.784927, expected=20.000000 predicted=25.661046, expected=8.000000 predicted=21.264074, expected=16.000000 predicted=24.022048, expected=52.000000 predicted=30.629430, expected=28.000000 predicted=24.101388, expected=4.000000 predicted=16.716361, expected=12.000000 predicted=15.730510, expected=4.000000 predicted=15.277229, expected=4.000000 predicted=20.342466, expected=28.000000 predicted=19.433492, expected=28.000000 predicted=14.961271, expected=12.000000 predicted=13.159812, expected=12.000000 predicted=11.864330, expected=12.000000 predicted=12.938672, expected=20.000000 predicted=21.132287, expected=20.000000 predicted=19.292196, expected=4.000000 predicted=10.285486, expected=20.000000 predicted=16.109389, expected=4.000000 predicted=9.700462, expected=24.000000 predicted=19.727471, expected=16.000000 predicted=14.244900, expected=60.000000 predicted=29.997834, expected=28.000000 predicted=22.432377, expected=20.000000 predicted=21.650846, expected=20.000000 predicted=24.014913, expected=16.000000 predicted=23.229305, expected=16.000000 predicted=29.582212, expected=32.000000 predicted=25.725740, expected=16.000000 predicted=18.223845, expected=32.000000 predicted=24.937997, expected=12.000000 predicted=16.231359, expected=16.000000 predicted=19.861607, expected=8.000000 predicted=17.580601, expected=20.000000 predicted=18.796088, expected=32.000000 predicted=24.607646, expected=24.000000 predicted=18.632966, expected=16.000000 predicted=17.530651, expected=16.000000 predicted=16.392079, expected=20.000000 predicted=21.038280, expected=20.000000 predicted=22.766296, expected=32.000000 predicted=24.600265, expected=32.000000 predicted=23.393332, expected=24.000000 predicted=22.483963, expected=48.000000 predicted=32.790721, expected=20.000000 predicted=24.218050, expected=40.000000 predicted=35.771359, expected=16.000000 predicted=25.010270, expected=8.000000 predicted=22.574679, expected=4.000000 predicted=21.326028, expected=28.000000 predicted=22.832219, expected=4.000000 predicted=16.387659, expected=24.000000 predicted=17.805820, expected=24.000000 predicted=14.956567, expected=24.000000 predicted=17.887871, expected=72.000000 predicted=40.045475, expected=20.000000 predicted=20.267071, expected=24.000000 predicted=29.759861, expected=12.000000 predicted=22.004747, expected=24.000000 predicted=29.410656, expected=4.000000 predicted=27.048046, expected=8.000000 predicted=14.946526, expected=16.000000 predicted=15.907138, expected=20.000000 predicted=15.633473, expected=8.000000 predicted=13.164303, expected=8.000000 predicted=8.851800, expected=12.000000 predicted=11.160130, expected=16.000000 predicted=14.645106, expected=8.000000 predicted=11.907877, expected=16.000000 predicted=12.049914, expected=16.000000 predicted=12.368760, expected=16.000000 predicted=14.355784, expected=12.000000 predicted=13.388573, expected=16.000000 predicted=13.612285, expected=16.000000 predicted=15.401931, expected=44.000000 predicted=25.912015, expected=12.000000 predicted=15.765312, expected=8.000000 predicted=15.135180, expected=16.000000 predicted=16.757684, expected=20.000000 predicted=19.737827, expected=12.000000 predicted=20.729680, expected=8.000000 predicted=11.158870, expected=28.000000 predicted=17.539111, expected=20.000000 predicted=17.377583, expected=8.000000 predicted=14.652622, expected=24.000000 predicted=17.600630, expected=16.000000 predicted=15.204628, expected=32.000000 predicted=25.713858, expected=12.000000 predicted=16.006953, expected=4.000000 predicted=12.285568, expected=4.000000 predicted=13.356880, expected=20.000000 predicted=16.907762, expected=16.000000 predicted=17.329064, expected=12.000000 predicted=11.522587, expected=20.000000 predicted=12.820005, expected=24.000000 predicted=16.098849, expected=20.000000 predicted=19.084007, expected=4.000000 predicted=12.515760, expected=28.000000 predicted=20.091365, expected=8.000000 predicted=14.598231, expected=16.000000 predicted=18.520738, expected=20.000000 predicted=16.669573, expected=8.000000 predicted=11.242781, expected=24.000000 predicted=20.716750, expected=16.000000 predicted=13.716768, expected=8.000000 predicted=13.963063, expected=8.000000 predicted=12.969565, expected=4.000000 predicted=9.075018, expected=8.000000 predicted=12.637780, expected=36.000000 predicted=19.546967, expected=32.000000 predicted=18.160981, expected=24.000000 predicted=18.212155, expected=16.000000 predicted=15.701547, expected=24.000000 predicted=21.533939, expected=4.000000 predicted=19.693929, expected=12.000000 predicted=19.686187, expected=48.000000 predicted=28.378930, expected=32.000000 predicted=23.484039, expected=12.000000 predicted=19.646586, expected=44.000000 predicted=26.496869, expected=12.000000 predicted=19.833846, expected=24.000000 predicted=32.091488, expected=36.000000 predicted=28.509758, expected=4.000000 predicted=16.327531, expected=8.000000 predicted=21.997577, expected=12.000000 predicted=13.643590, expected=24.000000 predicted=21.393030, expected=4.000000 predicted=14.554598, expected=4.000000 predicted=7.515354, expected=20.000000 predicted=12.994301, expected=4.000000 predicted=9.497769, expected=16.000000 predicted=15.334428, expected=40.000000 predicted=18.630473, expected=12.000000 predicted=12.684676, expected=16.000000 predicted=18.314309, expected=12.000000 predicted=12.382693, expected=28.000000 predicted=22.838931, expected=28.000000 predicted=25.978926, expected=20.000000 predicted=18.427527, expected=24.000000 predicted=20.872919, expected=12.000000 predicted=16.839202, expected=8.000000 predicted=18.679922, expected=28.000000 predicted=23.246286, expected=4.000000 predicted=13.102360, expected=20.000000 predicted=19.142000, expected=12.000000 predicted=11.824268, expected=4.000000 predicted=10.716943, expected=12.000000 predicted=14.816544, expected=20.000000 predicted=12.738300, expected=36.000000 predicted=22.538302, expected=40.000000 predicted=23.535515, expected=4.000000 predicted=12.446586, expected=20.000000 predicted=20.527359, expected=48.000000 predicted=31.217391, expected=32.000000 predicted=31.602677, expected=20.000000 predicted=27.281733, expected=12.000000 predicted=16.519138, expected=8.000000 predicted=19.698773, expected=12.000000 predicted=23.812547, expected=20.000000 predicted=20.282211, expected=16.000000 predicted=15.539657, expected=24.000000 predicted=17.004130, expected=8.000000 predicted=11.229125, expected=4.000000 predicted=11.715829, expected=8.000000 predicted=12.719850, expected=44.000000 predicted=24.482794, expected=20.000000 predicted=18.059937, expected=12.000000 predicted=14.301580, expected=24.000000 predicted=16.864715, expected=8.000000 predicted=15.004853, expected=4.000000 predicted=19.493426, expected=32.000000 predicted=20.854577, expected=4.000000 predicted=10.463226, expected=8.000000 predicted=14.722992, expected=28.000000 predicted=15.435522, expected=20.000000 predicted=15.264502, expected=16.000000 predicted=19.735579, expected=4.000000 predicted=8.825463, expected=44.000000 predicted=25.059899, expected=12.000000 predicted=18.042385, expected=32.000000 predicted=25.343306, expected=20.000000 predicted=18.077630, expected=16.000000 predicted=18.751873, expected=12.000000 predicted=22.663218, expected=48.000000 predicted=28.224998, expected=56.000000 predicted=36.093522, expected=36.000000 predicted=30.451243, expected=32.000000 predicted=29.847021, expected=8.000000 predicted=22.579662, expected=20.000000 predicted=33.776962, expected=16.000000 predicted=28.960078, expected=16.000000 predicted=23.054442, expected=12.000000 predicted=17.726782, expected=8.000000 predicted=11.306648, expected=20.000000 predicted=17.307373, expected=36.000000 predicted=21.991727, expected=12.000000 predicted=15.177788, expected=8.000000 predicted=13.683228, expected=44.000000 predicted=24.751233, expected=40.000000 predicted=28.404484, expected=16.000000 predicted=25.059151, expected=4.000000 predicted=14.807609, expected=24.000000 predicted=21.519506, expected=24.000000 predicted=27.676447, expected=24.000000 predicted=25.392010, expected=12.000000 predicted=15.029163, expected=24.000000 predicted=18.322779, expected=8.000000 predicted=16.560867, expected=20.000000 predicted=20.694771, expected=20.000000 predicted=18.545755, expected=28.000000 predicted=20.409088, expected=32.000000 predicted=24.115013, expected=16.000000 predicted=17.273819, expected=20.000000 predicted=21.917069, expected=24.000000 predicted=22.748404, expected=12.000000 predicted=20.522087, expected=12.000000 predicted=19.592587, expected=16.000000 predicted=16.251642, expected=12.000000 predicted=15.655499, expected=24.000000 predicted=19.714437, expected=12.000000 predicted=12.874527, expected=16.000000 predicted=15.482520, expected=20.000000 predicted=16.868994, expected=12.000000 predicted=14.462035, expected=56.000000 predicted=31.962567, expected=28.000000 predicted=21.284315, expected=20.000000 predicted=23.738194, expected=4.000000 predicted=16.898539, expected=40.000000 predicted=29.434482, expected=24.000000 predicted=30.353441, expected=28.000000 predicted=26.361475, expected=20.000000 predicted=20.455020, expected=4.000000 predicted=14.297856, expected=28.000000 predicted=27.876670, expected=20.000000 predicted=20.311431, expected=16.000000 predicted=20.289816, expected=24.000000 predicted=19.583827, expected=28.000000 predicted=19.589309, expected=28.000000 predicted=25.408652, expected=12.000000 predicted=18.413480, expected=12.000000 predicted=17.867933, expected=16.000000 predicted=19.633718, expected=8.000000 predicted=16.751884, expected=16.000000 predicted=17.518840, expected=40.000000 predicted=21.836539, expected=12.000000 predicted=14.300499, expected=8.000000 predicted=15.023440, expected=12.000000 predicted=13.391351, expected=8.000000 predicted=14.646861, expected=24.000000 predicted=22.486136, expected=32.000000 predicted=18.599149, expected=20.000000 predicted=16.203467, expected=24.000000 predicted=19.682062, expected=16.000000 predicted=17.224108, expected=12.000000 predicted=19.984786, expected=24.000000 predicted=23.601430, expected=16.000000 predicted=17.896571, expected=16.000000 predicted=18.659277, expected=12.000000 predicted=14.562511, expected=12.000000 predicted=14.348821, expected=4.000000 predicted=12.861190, expected=4.000000 predicted=10.113812, expected=24.000000 predicted=15.594297, expected=16.000000 predicted=12.331525, expected=24.000000 predicted=16.324250, expected=12.000000 predicted=10.999628, expected=24.000000 predicted=17.689146, expected=16.000000 predicted=18.432855, expected=40.000000 predicted=26.201807, expected=16.000000 predicted=19.450088, expected=12.000000 predicted=17.756846, expected=32.000000 predicted=25.121231, expected=16.000000 predicted=19.552589, expected=8.000000 predicted=20.877500, expected=12.000000 predicted=14.717683, expected=16.000000 predicted=15.740063, expected=24.000000 predicted=21.513441, expected=8.000000 predicted=12.189126, expected=12.000000 predicted=12.607909, expected=4.000000 predicted=10.008080, expected=12.000000 predicted=13.698213, expected=8.000000 predicted=11.825159, expected=24.000000 predicted=14.276225, expected=12.000000 predicted=11.030104, expected=12.000000 predicted=11.222239, expected=24.000000 predicted=16.520905, expected=28.000000 predicted=18.875638, expected=8.000000 predicted=16.015495, expected=4.000000 predicted=11.932796, expected=28.000000 predicted=19.381756, expected=16.000000 predicted=17.915180, expected=12.000000 predicted=17.066587, expected=20.000000 predicted=14.491610, expected=12.000000 predicted=12.834720, expected=8.000000 Test MSE: 156.755
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019])] predicted=34.732613, expected=24.000000 predicted=33.023906, expected=12.000000 predicted=24.743051, expected=24.000000 predicted=26.278237, expected=16.000000 predicted=27.344403, expected=20.000000 predicted=23.333862, expected=8.000000 predicted=16.133304, expected=16.000000 predicted=14.867255, expected=12.000000 predicted=15.473839, expected=8.000000 predicted=12.561574, expected=8.000000 predicted=11.038816, expected=8.000000 predicted=9.192037, expected=28.000000 predicted=15.305111, expected=16.000000 predicted=15.456183, expected=24.000000 predicted=16.740203, expected=16.000000 predicted=16.564497, expected=32.000000 predicted=21.538854, expected=16.000000 predicted=22.332902, expected=40.000000 predicted=25.518777, expected=36.000000 predicted=29.882888, expected=52.000000 predicted=35.568540, expected=24.000000 predicted=33.878192, expected=40.000000 predicted=33.351558, expected=32.000000 predicted=36.503827, expected=28.000000 predicted=34.055986, expected=44.000000 predicted=37.444891, expected=40.000000 predicted=36.217717, expected=60.000000 predicted=44.151327, expected=12.000000 predicted=34.797068, expected=8.000000 predicted=25.308611, expected=28.000000 predicted=28.271373, expected=12.000000 predicted=25.497310, expected=20.000000 predicted=23.479053, expected=28.000000 predicted=19.199691, expected=24.000000 predicted=21.300718, expected=28.000000 predicted=24.479750, expected=16.000000 predicted=20.605107, expected=12.000000 predicted=18.999480, expected=24.000000 predicted=21.135126, expected=20.000000 predicted=21.193602, expected=4.000000 predicted=16.076684, expected=16.000000 predicted=13.800178, expected=4.000000 predicted=11.732280, expected=16.000000 predicted=13.838810, expected=32.000000 predicted=18.197749, expected=16.000000 predicted=16.791891, expected=4.000000 predicted=13.093595, expected=16.000000 predicted=12.510544, expected=12.000000 predicted=15.240864, expected=20.000000 predicted=17.734725, expected=4.000000 predicted=11.587083, expected=12.000000 predicted=10.217508, expected=8.000000 predicted=11.152181, expected=4.000000 predicted=9.021583, expected=32.000000 predicted=15.467928, expected=8.000000 predicted=12.915473, expected=12.000000 predicted=12.306619, expected=4.000000 predicted=9.261611, expected=20.000000 predicted=13.073470, expected=28.000000 predicted=19.978124, expected=24.000000 predicted=18.684109, expected=16.000000 predicted=17.480486, expected=4.000000 predicted=13.143892, expected=16.000000 predicted=15.968983, expected=16.000000 predicted=17.427868, expected=20.000000 predicted=17.317178, expected=24.000000 predicted=17.601913, expected=20.000000 predicted=17.483363, expected=20.000000 predicted=19.291086, expected=60.000000 predicted=30.851992, expected=40.000000 predicted=35.424525, expected=52.000000 predicted=39.145398, expected=56.000000 predicted=43.495242, expected=44.000000 predicted=45.745049, expected=4.000000 predicted=36.891585, expected=12.000000 predicted=26.588502, expected=32.000000 predicted=31.118956, expected=8.000000 predicted=25.437411, expected=36.000000 predicted=24.663684, expected=80.000000 predicted=37.174395, expected=28.000000 predicted=37.099515, expected=4.000000 predicted=26.868191, expected=24.000000 predicted=23.048285, expected=12.000000 predicted=26.170537, expected=44.000000 predicted=36.329270, expected=28.000000 predicted=26.483689, expected=24.000000 predicted=22.896663, expected=12.000000 predicted=21.120995, expected=12.000000 predicted=18.247096, expected=24.000000 predicted=23.899344, expected=12.000000 predicted=18.745817, expected=8.000000 predicted=14.348936, expected=16.000000 predicted=13.152931, expected=12.000000 predicted=13.672333, expected=8.000000 predicted=13.052856, expected=16.000000 predicted=12.088472, expected=24.000000 predicted=15.591907, expected=24.000000 predicted=18.986566, expected=12.000000 predicted=15.885979, expected=24.000000 predicted=17.651313, expected=8.000000 predicted=16.349315, expected=12.000000 predicted=16.028635, expected=4.000000 predicted=12.099557, expected=20.000000 predicted=13.575275, expected=8.000000 predicted=13.185077, expected=8.000000 predicted=9.544953, expected=16.000000 predicted=11.459354, expected=16.000000 predicted=12.661961, expected=8.000000 predicted=12.777563, expected=8.000000 predicted=9.541158, expected=20.000000 predicted=12.973349, expected=8.000000 predicted=12.831811, expected=8.000000 predicted=10.830898, expected=44.000000 predicted=19.421299, expected=44.000000 predicted=27.720350, expected=20.000000 predicted=25.882554, expected=24.000000 predicted=22.703104, expected=32.000000 predicted=26.818723, expected=32.000000 predicted=33.374796, expected=16.000000 predicted=27.350072, expected=12.000000 predicted=19.709052, expected=8.000000 predicted=17.130299, expected=16.000000 predicted=18.199642, expected=8.000000 predicted=14.902196, expected=8.000000 predicted=10.732673, expected=36.000000 predicted=17.684192, expected=60.000000 predicted=30.610533, expected=44.000000 predicted=34.909801, expected=12.000000 predicted=25.436836, expected=24.000000 predicted=25.701177, expected=12.000000 predicted=26.388272, expected=28.000000 predicted=30.089690, expected=24.000000 predicted=25.468795, expected=40.000000 predicted=26.316905, expected=24.000000 predicted=26.379210, expected=36.000000 predicted=27.951966, expected=4.000000 predicted=22.422733, expected=16.000000 predicted=20.391567, expected=52.000000 predicted=32.336950, expected=28.000000 predicted=29.581880, expected=12.000000 predicted=23.858502, expected=8.000000 predicted=15.235276, expected=32.000000 predicted=23.803211, expected=36.000000 predicted=31.434485, expected=32.000000 predicted=27.645531, expected=36.000000 predicted=27.648715, expected=56.000000 predicted=36.583154, expected=56.000000 predicted=45.246161, expected=12.000000 predicted=34.536865, expected=24.000000 predicted=31.304185, expected=52.000000 predicted=39.840601, expected=32.000000 predicted=39.396665, expected=16.000000 predicted=30.637375, expected=28.000000 predicted=25.713383, expected=16.000000 predicted=24.942376, expected=28.000000 predicted=28.840281, expected=16.000000 predicted=22.083500, expected=24.000000 predicted=21.248175, expected=4.000000 predicted=16.962822, expected=12.000000 predicted=14.672774, expected=40.000000 predicted=23.888403, expected=20.000000 predicted=20.823309, expected=36.000000 predicted=25.636822, expected=36.000000 predicted=26.596507, expected=8.000000 predicted=22.219220, expected=12.000000 predicted=22.198151, expected=40.000000 predicted=26.362189, expected=36.000000 predicted=30.756350, expected=28.000000 predicted=28.652685, expected=28.000000 predicted=25.242453, expected=28.000000 predicted=27.402129, expected=24.000000 predicted=29.582508, expected=16.000000 predicted=24.828364, expected=24.000000 predicted=23.977799, expected=44.000000 predicted=30.243016, expected=36.000000 predicted=31.260460, expected=16.000000 predicted=25.473982, expected=8.000000 predicted=19.821534, expected=24.000000 predicted=23.419430, expected=16.000000 predicted=23.130291, expected=28.000000 predicted=23.253543, expected=24.000000 predicted=20.631595, expected=8.000000 predicted=15.985007, expected=36.000000 predicted=24.337240, expected=24.000000 predicted=23.154784, expected=8.000000 predicted=19.621712, expected=4.000000 predicted=14.376903, expected=8.000000 predicted=11.872072, expected=28.000000 predicted=20.018004, expected=12.000000 predicted=14.975930, expected=8.000000 predicted=10.847317, expected=20.000000 predicted=13.665304, expected=4.000000 predicted=11.457185, expected=12.000000 predicted=13.759251, expected=48.000000 predicted=22.448252, expected=20.000000 predicted=20.209661, expected=12.000000 predicted=18.716755, expected=4.000000 predicted=12.932771, expected=4.000000 predicted=12.841147, expected=8.000000 predicted=15.136735, expected=20.000000 predicted=13.206437, expected=40.000000 predicted=19.934463, expected=8.000000 predicted=14.001411, expected=44.000000 predicted=23.879683, expected=32.000000 predicted=26.402883, expected=28.000000 predicted=28.793145, expected=16.000000 predicted=26.305246, expected=16.000000 predicted=20.860040, expected=20.000000 predicted=24.863479, expected=12.000000 predicted=19.388164, expected=20.000000 predicted=19.011220, expected=16.000000 predicted=16.548009, expected=12.000000 predicted=15.259645, expected=28.000000 predicted=19.612550, expected=12.000000 predicted=16.114302, expected=20.000000 predicted=18.335006, expected=28.000000 predicted=20.647683, expected=4.000000 predicted=15.189779, expected=12.000000 predicted=16.114165, expected=16.000000 predicted=14.566306, expected=4.000000 predicted=12.478639, expected=24.000000 predicted=16.552506, expected=16.000000 predicted=13.318841, expected=24.000000 predicted=17.682717, expected=24.000000 predicted=19.339390, expected=16.000000 predicted=17.382383, expected=8.000000 predicted=16.658280, expected=20.000000 predicted=17.401146, expected=16.000000 predicted=17.820950, expected=12.000000 predicted=15.815795, expected=12.000000 predicted=13.486781, expected=24.000000 predicted=16.268749, expected=8.000000 predicted=14.659385, expected=20.000000 predicted=15.994303, expected=36.000000 predicted=21.457908, expected=12.000000 predicted=18.310941, expected=4.000000 predicted=15.143345, expected=8.000000 predicted=11.798642, expected=24.000000 predicted=17.836979, expected=4.000000 predicted=14.296929, expected=12.000000 predicted=10.900787, expected=8.000000 predicted=9.025846, expected=28.000000 predicted=15.983697, expected=20.000000 predicted=17.884277, expected=4.000000 predicted=11.349533, expected=20.000000 predicted=15.287247, expected=8.000000 predicted=12.930973, expected=20.000000 predicted=17.508911, expected=4.000000 predicted=11.622989, expected=20.000000 predicted=13.194922, expected=44.000000 predicted=23.840712, expected=48.000000 predicted=29.430625, expected=32.000000 predicted=30.243589, expected=16.000000 predicted=24.449843, expected=24.000000 predicted=27.680172, expected=4.000000 predicted=23.349086, expected=8.000000 predicted=19.324234, expected=4.000000 predicted=12.465662, expected=12.000000 predicted=11.083108, expected=4.000000 predicted=9.001870, expected=4.000000 predicted=5.426365, expected=16.000000 predicted=9.183039, expected=16.000000 predicted=10.759719, expected=8.000000 predicted=10.270762, expected=8.000000 predicted=8.752588, expected=12.000000 predicted=10.224200, expected=4.000000 predicted=9.520182, expected=8.000000 predicted=9.039837, expected=4.000000 predicted=6.521040, expected=12.000000 predicted=8.500088, expected=4.000000 predicted=7.059672, expected=8.000000 predicted=6.698829, expected=4.000000 predicted=6.100523, expected=8.000000 predicted=6.581095, expected=16.000000 predicted=10.150182, expected=4.000000 predicted=7.059010, expected=8.000000 predicted=7.864639, expected=20.000000 predicted=11.366928, expected=20.000000 predicted=14.356602, expected=8.000000 predicted=12.583321, expected=32.000000 predicted=17.762522, expected=28.000000 predicted=21.101182, expected=44.000000 predicted=29.482174, expected=16.000000 predicted=24.130441, expected=4.000000 predicted=17.562407, expected=20.000000 predicted=21.792453, expected=4.000000 predicted=16.135617, expected=12.000000 predicted=16.269616, expected=8.000000 predicted=10.157670, expected=16.000000 predicted=11.277933, expected=8.000000 predicted=11.258600, expected=44.000000 predicted=20.259500, expected=4.000000 predicted=14.792015, expected=20.000000 predicted=16.631159, expected=16.000000 predicted=17.139660, expected=20.000000 predicted=18.139684, expected=16.000000 predicted=20.364725, expected=8.000000 predicted=12.488357, expected=20.000000 predicted=16.771883, expected=4.000000 predicted=12.277591, expected=20.000000 predicted=15.300642, expected=28.000000 predicted=18.423518, expected=16.000000 predicted=16.656594, expected=16.000000 predicted=17.339295, expected=20.000000 predicted=16.972739, expected=28.000000 predicted=22.379773, expected=24.000000 predicted=23.130854, expected=24.000000 predicted=21.991582, expected=4.000000 predicted=16.413051, expected=20.000000 predicted=18.796020, expected=8.000000 predicted=16.165726, expected=8.000000 predicted=13.348922, expected=8.000000 predicted=11.270435, expected=8.000000 predicted=8.579634, expected=8.000000 predicted=9.816274, expected=12.000000 predicted=9.192575, expected=16.000000 predicted=11.201158, expected=4.000000 predicted=8.709940, expected=4.000000 predicted=7.416019, expected=8.000000 predicted=7.904366, expected=4.000000 predicted=7.200442, expected=8.000000 predicted=7.605077, expected=4.000000 predicted=5.086451, expected=16.000000 predicted=8.658847, expected=20.000000 predicted=12.250693, expected=8.000000 predicted=10.210353, expected=44.000000 predicted=21.264696, expected=28.000000 predicted=22.473576, expected=28.000000 predicted=25.406409, expected=4.000000 predicted=18.739319, expected=16.000000 predicted=18.254508, expected=32.000000 predicted=26.277662, expected=4.000000 predicted=17.072559, expected=12.000000 predicted=15.142077, expected=20.000000 predicted=14.677789, expected=4.000000 predicted=12.866966, expected=8.000000 predicted=12.486881, expected=12.000000 predicted=9.705184, expected=116.000000 predicted=44.265946, expected=176.000000 predicted=92.083612, expected=60.000000 predicted=66.408603, expected=108.000000 predicted=86.507218, expected=40.000000 predicted=70.930114, expected=32.000000 predicted=74.371749, expected=32.000000 predicted=64.006677, expected=48.000000 predicted=50.215759, expected=24.000000 predicted=44.600126, expected=24.000000 predicted=30.499394, expected=16.000000 predicted=24.524977, expected=48.000000 predicted=34.819410, expected=48.000000 predicted=40.357129, expected=40.000000 predicted=36.975325, expected=28.000000 predicted=32.404427, expected=32.000000 predicted=32.432474, expected=24.000000 predicted=32.924295, expected=44.000000 predicted=37.801225, expected=28.000000 predicted=32.733864, expected=16.000000 predicted=25.402120, expected=4.000000 predicted=17.933895, expected=48.000000 predicted=30.349922, expected=8.000000 predicted=23.145188, expected=28.000000 predicted=23.439683, expected=72.000000 predicted=39.471028, expected=44.000000 predicted=39.177220, expected=16.000000 predicted=33.403167, expected=16.000000 predicted=23.397214, expected=48.000000 predicted=36.917592, expected=20.000000 predicted=34.293736, expected=40.000000 predicted=33.938348, expected=40.000000 predicted=32.495163, expected=24.000000 predicted=29.430775, expected=12.000000 predicted=26.156304, expected=12.000000 predicted=19.197299, expected=36.000000 predicted=28.569183, expected=16.000000 predicted=23.205539, expected=32.000000 predicted=24.999836, expected=32.000000 predicted=25.597463, expected=40.000000 predicted=30.965408, expected=16.000000 predicted=26.837460, expected=24.000000 predicted=24.522941, expected=44.000000 predicted=33.664843, expected=20.000000 predicted=28.096207, expected=12.000000 predicted=23.079547, expected=40.000000 predicted=27.639973, expected=48.000000 predicted=35.611320, expected=16.000000 predicted=29.173336, expected=20.000000 predicted=23.980116, expected=28.000000 predicted=25.211980, expected=20.000000 predicted=26.304769, expected=20.000000 predicted=25.002709, expected=40.000000 predicted=27.519801, expected=24.000000 predicted=25.678540, expected=12.000000 predicted=21.567220, expected=4.000000 predicted=14.806087, expected=28.000000 predicted=20.923827, expected=24.000000 predicted=23.514188, expected=8.000000 predicted=15.816774, expected=20.000000 predicted=16.633322, expected=8.000000 predicted=12.413209, expected=8.000000 predicted=13.818871, expected=16.000000 predicted=14.464827, expected=16.000000 predicted=13.268428, expected=16.000000 predicted=15.262712, expected=36.000000 predicted=21.594849, expected=36.000000 predicted=25.790314, expected=4.000000 predicted=17.653105, expected=16.000000 predicted=18.254207, expected=24.000000 Test MSE: 266.382
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688])] predicted=23.868413, expected=40.000000 predicted=34.156058, expected=68.000000 predicted=41.055683, expected=28.000000 predicted=32.732379, expected=16.000000 predicted=38.030666, expected=24.000000 predicted=30.705887, expected=52.000000 predicted=33.300914, expected=28.000000 predicted=34.300353, expected=44.000000 predicted=36.723527, expected=40.000000 predicted=36.544987, expected=84.000000 predicted=48.396830, expected=32.000000 predicted=47.379000, expected=24.000000 predicted=42.332542, expected=36.000000 predicted=43.628953, expected=20.000000 predicted=29.059158, expected=28.000000 predicted=35.618877, expected=40.000000 predicted=31.468158, expected=32.000000 predicted=28.884661, expected=12.000000 predicted=27.863953, expected=16.000000 predicted=24.011674, expected=44.000000 predicted=27.672278, expected=16.000000 predicted=23.141569, expected=24.000000 predicted=26.532098, expected=8.000000 predicted=19.774378, expected=60.000000 predicted=28.514961, expected=36.000000 predicted=32.194393, expected=40.000000 predicted=33.824784, expected=28.000000 predicted=37.162218, expected=16.000000 predicted=26.266615, expected=36.000000 predicted=35.076261, expected=40.000000 predicted=31.088204, expected=64.000000 predicted=40.797330, expected=16.000000 predicted=34.472461, expected=16.000000 predicted=31.259316, expected=48.000000 predicted=37.175209, expected=52.000000 predicted=34.814882, expected=40.000000 predicted=41.806309, expected=56.000000 predicted=44.695302, expected=76.000000 predicted=51.440740, expected=40.000000 predicted=50.407668, expected=24.000000 predicted=48.305881, expected=40.000000 predicted=44.760117, expected=8.000000 predicted=30.222759, expected=20.000000 predicted=31.305728, expected=56.000000 predicted=34.014008, expected=56.000000 predicted=33.925880, expected=20.000000 predicted=36.141990, expected=12.000000 predicted=30.736810, expected=20.000000 predicted=26.057535, expected=4.000000 predicted=19.310100, expected=32.000000 predicted=24.634685, expected=20.000000 predicted=18.148786, expected=36.000000 predicted=22.615996, expected=24.000000 predicted=25.607060, expected=28.000000 predicted=23.865143, expected=36.000000 predicted=31.315198, expected=16.000000 predicted=23.877537, expected=28.000000 predicted=28.893005, expected=12.000000 predicted=21.762156, expected=24.000000 predicted=22.038028, expected=24.000000 predicted=23.735094, expected=24.000000 predicted=20.406292, expected=36.000000 predicted=27.669912, expected=4.000000 predicted=18.393956, expected=24.000000 predicted=23.329005, expected=20.000000 predicted=20.740346, expected=40.000000 predicted=23.966753, expected=20.000000 predicted=25.920273, expected=4.000000 predicted=17.420204, expected=36.000000 predicted=26.243243, expected=28.000000 predicted=21.390468, expected=48.000000 predicted=32.096732, expected=20.000000 predicted=28.803449, expected=48.000000 predicted=33.075390, expected=24.000000 predicted=33.322295, expected=16.000000 predicted=26.982943, expected=36.000000 predicted=33.966332, expected=8.000000 predicted=19.506462, expected=16.000000 predicted=23.598324, expected=40.000000 predicted=25.689122, expected=12.000000 predicted=17.371221, expected=28.000000 predicted=26.430893, expected=28.000000 predicted=23.592662, expected=24.000000 predicted=22.225058, expected=16.000000 predicted=25.400317, expected=40.000000 predicted=26.061011, expected=32.000000 predicted=27.500685, expected=40.000000 predicted=32.040297, expected=24.000000 predicted=31.082577, expected=32.000000 predicted=30.177025, expected=36.000000 predicted=33.936437, expected=16.000000 predicted=26.771186, expected=32.000000 predicted=31.215768, expected=36.000000 predicted=29.111428, expected=40.000000 predicted=31.720670, expected=28.000000 predicted=33.234700, expected=40.000000 predicted=33.643329, expected=20.000000 predicted=30.636049, expected=16.000000 predicted=27.296912, expected=44.000000 predicted=32.624340, expected=40.000000 predicted=29.759639, expected=56.000000 predicted=40.224162, expected=32.000000 predicted=37.697508, expected=32.000000 predicted=36.511209, expected=60.000000 predicted=45.986132, expected=32.000000 predicted=37.990416, expected=20.000000 predicted=38.192681, expected=16.000000 predicted=30.971568, expected=32.000000 predicted=27.314926, expected=20.000000 predicted=26.811274, expected=20.000000 predicted=23.401094, expected=28.000000 predicted=24.269463, expected=8.000000 predicted=17.517837, expected=28.000000 predicted=23.571228, expected=36.000000 predicted=24.404066, expected=44.000000 predicted=28.579991, expected=8.000000 predicted=26.302468, expected=64.000000 predicted=36.594119, expected=36.000000 predicted=34.715887, expected=24.000000 predicted=33.542222, expected=32.000000 predicted=38.971594, expected=24.000000 predicted=25.933669, expected=48.000000 predicted=37.958946, expected=24.000000 predicted=30.952022, expected=16.000000 predicted=27.168655, expected=52.000000 predicted=35.820478, expected=32.000000 predicted=29.283525, expected=32.000000 predicted=35.279748, expected=28.000000 predicted=33.197541, expected=72.000000 predicted=40.195378, expected=32.000000 predicted=40.211828, expected=56.000000 predicted=46.323598, expected=56.000000 predicted=49.916472, expected=28.000000 predicted=40.368765, expected=44.000000 predicted=49.925051, expected=60.000000 predicted=45.516505, expected=40.000000 predicted=44.292522, expected=48.000000 predicted=49.258740, expected=32.000000 predicted=41.369406, expected=32.000000 predicted=39.282140, expected=36.000000 predicted=40.095441, expected=32.000000 predicted=34.004916, expected=32.000000 predicted=35.004443, expected=52.000000 predicted=37.981197, expected=28.000000 predicted=34.164320, expected=20.000000 predicted=33.089072, expected=24.000000 predicted=30.773815, expected=16.000000 predicted=23.336834, expected=28.000000 predicted=26.876014, expected=16.000000 predicted=21.074932, expected=60.000000 predicted=30.924930, expected=20.000000 predicted=27.528920, expected=36.000000 predicted=31.796297, expected=28.000000 predicted=33.323992, expected=20.000000 predicted=25.064542, expected=48.000000 predicted=37.573372, expected=24.000000 predicted=27.471065, expected=32.000000 predicted=32.304798, expected=8.000000 predicted=26.032967, expected=16.000000 predicted=20.977839, expected=56.000000 predicted=32.146933, expected=36.000000 predicted=27.680282, expected=28.000000 predicted=33.097440, expected=68.000000 predicted=42.393382, expected=32.000000 predicted=36.149754, expected=12.000000 predicted=37.497268, expected=28.000000 predicted=34.812546, expected=40.000000 predicted=29.228671, expected=8.000000 predicted=27.231099, expected=24.000000 predicted=26.490410, expected=32.000000 predicted=23.792218, expected=52.000000 predicted=30.419827, expected=12.000000 predicted=28.926222, expected=16.000000 predicted=25.508045, expected=28.000000 predicted=26.500111, expected=12.000000 predicted=19.033204, expected=16.000000 predicted=22.782169, expected=60.000000 predicted=28.198042, expected=64.000000 predicted=35.119202, expected=16.000000 predicted=34.997113, expected=28.000000 predicted=37.801314, expected=48.000000 predicted=36.400527, expected=20.000000 predicted=31.847698, expected=8.000000 predicted=30.756828, expected=28.000000 predicted=25.133523, expected=40.000000 predicted=25.301487, expected=12.000000 predicted=24.247998, expected=36.000000 predicted=28.820142, expected=52.000000 predicted=31.342870, expected=16.000000 predicted=27.351437, expected=20.000000 predicted=32.498426, expected=52.000000 predicted=32.755113, expected=28.000000 predicted=28.835364, expected=32.000000 predicted=36.236579, expected=56.000000 predicted=38.737959, expected=72.000000 predicted=43.992614, expected=24.000000 predicted=44.303295, expected=28.000000 predicted=43.172934, expected=56.000000 predicted=44.000286, expected=24.000000 predicted=34.749720, expected=44.000000 predicted=44.396603, expected=36.000000 predicted=36.404297, expected=48.000000 predicted=37.718652, expected=12.000000 predicted=35.734369, expected=36.000000 predicted=33.450673, expected=36.000000 predicted=33.792059, expected=36.000000 predicted=31.279346, expected=28.000000 predicted=35.268835, expected=32.000000 predicted=30.219302, expected=24.000000 predicted=30.265097, expected=12.000000 predicted=25.226634, expected=40.000000 predicted=29.619363, expected=44.000000 predicted=29.415807, expected=32.000000 predicted=31.543847, expected=44.000000 predicted=38.120068, expected=20.000000 predicted=30.141647, expected=40.000000 predicted=36.290079, expected=20.000000 predicted=31.259828, expected=20.000000 predicted=26.561522, expected=36.000000 predicted=31.448622, expected=64.000000 predicted=34.118369, expected=40.000000 predicted=38.447163, expected=20.000000 predicted=36.335898, expected=56.000000 predicted=43.005347, expected=24.000000 predicted=33.140199, expected=32.000000 predicted=38.685794, expected=44.000000 predicted=38.916943, expected=64.000000 predicted=39.037617, expected=28.000000 predicted=41.924460, expected=36.000000 predicted=41.111608, expected=40.000000 predicted=40.175530, expected=12.000000 predicted=30.069633, expected=40.000000 predicted=38.306000, expected=40.000000 predicted=31.514731, expected=24.000000 predicted=29.635471, expected=20.000000 predicted=32.005017, expected=32.000000 predicted=26.945208, expected=32.000000 predicted=28.737645, expected=44.000000 predicted=33.770019, expected=48.000000 predicted=36.610454, expected=24.000000 predicted=33.261891, expected=56.000000 predicted=43.126031, expected=72.000000 predicted=47.378570, expected=24.000000 predicted=41.841218, expected=48.000000 predicted=51.447744, expected=20.000000 predicted=36.269555, expected=32.000000 predicted=36.335024, expected=20.000000 predicted=34.821291, expected=8.000000 predicted=20.499018, expected=40.000000 predicted=29.590312, expected=60.000000 predicted=30.670831, expected=16.000000 predicted=28.986498, expected=20.000000 predicted=32.595343, expected=60.000000 predicted=35.727267, expected=68.000000 predicted=40.870837, expected=28.000000 predicted=44.230798, expected=36.000000 predicted=44.264246, expected=16.000000 predicted=33.172074, expected=20.000000 predicted=31.058427, expected=32.000000 predicted=32.291873, expected=52.000000 predicted=30.636494, expected=16.000000 predicted=28.605450, expected=12.000000 predicted=26.585857, expected=56.000000 predicted=33.773016, expected=8.000000 predicted=21.369433, expected=44.000000 predicted=35.992938, expected=48.000000 predicted=34.145274, expected=36.000000 predicted=30.820130, expected=16.000000 predicted=37.802862, expected=24.000000 predicted=28.266403, expected=48.000000 predicted=33.846772, expected=16.000000 predicted=27.335691, expected=28.000000 predicted=31.179989, expected=24.000000 predicted=26.162617, expected=60.000000 predicted=32.873238, expected=28.000000 predicted=34.317682, expected=16.000000 predicted=29.960727, expected=56.000000 predicted=39.770252, expected=20.000000 predicted=26.926870, expected=40.000000 predicted=38.716736, expected=96.000000 predicted=50.433069, expected=36.000000 predicted=39.770784, expected=28.000000 predicted=52.177504, expected=44.000000 predicted=46.340627, expected=60.000000 predicted=42.788115, expected=28.000000 predicted=46.410734, expected=20.000000 predicted=38.115761, expected=40.000000 predicted=36.529796, expected=28.000000 predicted=30.380846, expected=20.000000 predicted=31.780849, expected=44.000000 predicted=33.159282, expected=44.000000 predicted=31.277590, expected=28.000000 predicted=34.229232, expected=52.000000 predicted=41.116175, expected=32.000000 predicted=34.562307, expected=36.000000 predicted=39.006559, expected=32.000000 predicted=38.138008, expected=16.000000 predicted=28.531854, expected=28.000000 predicted=32.295180, expected=60.000000 predicted=34.601636, expected=44.000000 predicted=35.290744, expected=16.000000 predicted=35.384006, expected=36.000000 predicted=36.937394, expected=44.000000 predicted=33.797383, expected=52.000000 predicted=40.693592, expected=48.000000 predicted=44.011961, expected=12.000000 predicted=34.095991, expected=40.000000 predicted=40.009107, expected=28.000000 predicted=32.337841, expected=12.000000 predicted=27.392522, expected=40.000000 predicted=33.745757, expected=56.000000 predicted=30.596052, expected=100.000000 predicted=51.995100, expected=20.000000 predicted=44.679694, expected=28.000000 predicted=48.135127, expected=72.000000 predicted=54.052620, expected=48.000000 predicted=42.761335, expected=16.000000 predicted=48.505342, expected=12.000000 predicted=35.192500, expected=32.000000 predicted=28.914516, expected=48.000000 predicted=33.537079, expected=28.000000 predicted=30.588741, expected=48.000000 predicted=36.882650, expected=28.000000 predicted=32.569103, expected=36.000000 predicted=35.950634, expected=16.000000 predicted=32.717899, expected=68.000000 predicted=38.953822, expected=28.000000 predicted=34.676260, expected=68.000000 predicted=45.482492, expected=32.000000 predicted=43.681694, expected=56.000000 predicted=44.330983, expected=20.000000 predicted=44.915016, expected=36.000000 predicted=37.121944, expected=36.000000 predicted=40.733759, expected=60.000000 predicted=38.321472, expected=36.000000 predicted=41.821895, expected=28.000000 predicted=37.408631, expected=28.000000 predicted=37.933597, expected=16.000000 predicted=28.273176, expected=24.000000 predicted=29.910185, expected=36.000000 predicted=27.638561, expected=24.000000 predicted=24.492739, expected=56.000000 predicted=35.276675, expected=32.000000 predicted=31.763325, expected=44.000000 predicted=37.920058, expected=32.000000 predicted=39.109418, expected=40.000000 predicted=36.076947, expected=44.000000 predicted=42.002666, expected=16.000000 predicted=31.711117, expected=40.000000 predicted=37.930616, expected=64.000000 predicted=39.923889, expected=36.000000 predicted=37.257531, expected=20.000000 predicted=40.244544, expected=52.000000 predicted=40.945932, expected=64.000000 predicted=42.363188, expected=40.000000 predicted=45.108732, expected=36.000000 predicted=46.383749, expected=64.000000 predicted=48.026042, expected=80.000000 predicted=54.396297, expected=48.000000 predicted=55.602516, expected=60.000000 predicted=60.920227, expected=104.000000 predicted=69.338168, expected=40.000000 predicted=59.178377, expected=36.000000 predicted=64.770338, expected=32.000000 predicted=52.749314, expected=44.000000 predicted=42.615446, expected=44.000000 predicted=47.422913, expected=32.000000 predicted=37.615925, expected=60.000000 predicted=45.114738, expected=20.000000 predicted=35.505618, expected=64.000000 predicted=46.946018, expected=36.000000 predicted=42.155267, expected=64.000000 predicted=46.045044, expected=48.000000 predicted=51.950128, expected=28.000000 predicted=40.818252, expected=56.000000 predicted=52.514546, expected=64.000000 predicted=46.881671, expected=44.000000 predicted=48.886155, expected=36.000000 predicted=49.694421, expected=40.000000 predicted=44.345041, expected=36.000000 predicted=41.415941, expected=32.000000 predicted=39.752464, expected=52.000000 predicted=41.303737, expected=16.000000 predicted=32.272937, expected=32.000000 predicted=35.719836, expected=24.000000 predicted=30.920614, expected=12.000000 predicted=22.720844, expected=24.000000 predicted=27.500226, expected=32.000000 predicted=22.047657, expected=48.000000 predicted=29.453851, expected=20.000000 predicted=27.958813, expected=40.000000 predicted=33.350458, expected=16.000000 predicted=28.570083, expected=28.000000 predicted=28.320861, expected=28.000000 predicted=30.090739, expected=12.000000 predicted=20.514541, expected=48.000000 predicted=31.914882, expected=32.000000 predicted=26.231864, expected=32.000000 predicted=30.885203, expected=48.000000 predicted=38.380492, expected=16.000000 predicted=27.982861, expected=32.000000 predicted=35.667379, expected=52.000000 predicted=36.349404, expected=48.000000 predicted=35.611296, expected=36.000000 predicted=41.794076, expected=36.000000 predicted=39.602333, expected=60.000000 predicted=44.301349, expected=72.000000 predicted=50.566016, expected=44.000000 predicted=50.382720, expected=24.000000 predicted=48.091117, expected=44.000000 predicted=46.634212, expected=40.000000 predicted=40.819654, expected=40.000000 predicted=41.687796, expected=28.000000 predicted=37.944837, expected=28.000000 predicted=33.340908, expected=40.000000 predicted=35.849419, expected=44.000000 predicted=35.385893, expected=44.000000 predicted=38.574813, expected=28.000000 predicted=36.638770, expected=60.000000 predicted=43.554392, expected=20.000000 predicted=35.828354, expected=36.000000 predicted=39.052493, expected=44.000000 predicted=40.029612, expected=16.000000 predicted=28.262032, expected=52.000000 predicted=41.625930, expected=28.000000 predicted=31.001285, expected=44.000000 predicted=36.596280, expected=16.000000 predicted=34.147102, expected=56.000000 predicted=36.033258, expected=40.000000 predicted=38.415624, expected=44.000000 predicted=38.163013, expected=48.000000 predicted=45.788248, expected=32.000000 Test MSE: 295.717
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781])] predicted=134.033640, expected=151.232000 predicted=151.623276, expected=153.232000 predicted=163.225378, expected=120.108000 predicted=155.654870, expected=81.000000 predicted=168.939309, expected=392.892000 predicted=179.900566, expected=10.364000 predicted=130.650072, expected=122.144000 predicted=152.324189, expected=58.176000 predicted=140.723059, expected=163.472000 predicted=121.758778, expected=56.912000 predicted=138.368652, expected=76.672000 predicted=77.042503, expected=88.416000 predicted=98.661195, expected=78.592000 predicted=79.235903, expected=129.584000 predicted=101.539977, expected=165.836000 predicted=98.231216, expected=114.988000 predicted=104.042981, expected=171.428000 predicted=127.726459, expected=152.232000 predicted=133.369317, expected=27.936000 predicted=118.818492, expected=158.328000 predicted=140.026835, expected=225.836000 predicted=139.962657, expected=134.892000 predicted=134.029209, expected=68.548000 predicted=131.919739, expected=39.352000 predicted=109.165359, expected=86.076000 predicted=116.067744, expected=59.880000 predicted=98.705412, expected=106.176000 predicted=82.514009, expected=118.856000 predicted=80.164118, expected=149.924000 predicted=90.449113, expected=185.352000 predicted=118.843190, expected=117.912000 predicted=118.008031, expected=127.352000 predicted=134.931200, expected=69.240000 predicted=125.983783, expected=166.496000 predicted=136.010887, expected=224.540000 predicted=149.477396, expected=19.648000 predicted=108.208176, expected=37.988000 predicted=114.225098, expected=224.880000 predicted=131.098353, expected=75.936000 predicted=106.546295, expected=109.704000 predicted=120.055041, expected=113.056000 predicted=102.624647, expected=243.080000 predicted=128.352499, expected=168.240000 predicted=152.995797, expected=118.164000 predicted=134.620638, expected=132.340000 predicted=153.024198, expected=80.672000 predicted=135.118958, expected=248.944000 predicted=169.899052, expected=115.892000 predicted=136.831711, expected=184.944000 predicted=146.446355, expected=38.628000 predicted=134.401622, expected=58.032000 predicted=115.269255, expected=86.824000 predicted=127.622087, expected=39.240000 predicted=77.182346, expected=255.264000 predicted=119.587954, expected=175.484000 predicted=101.892980, expected=97.748000 predicted=111.740414, expected=29.056000 predicted=120.735287, expected=67.980000 predicted=106.892121, expected=104.780000 predicted=120.366532, expected=118.484000 predicted=95.674040, expected=125.056000 predicted=90.901376, expected=130.680000 predicted=95.023623, expected=257.936000 predicted=136.897156, expected=12.196000 predicted=112.832025, expected=105.540000 predicted=129.980883, expected=52.496000 predicted=116.256262, expected=347.100000 predicted=148.749293, expected=198.780000 predicted=158.337126, expected=157.328000 predicted=138.271162, expected=68.352000 predicted=164.247661, expected=29.936000 predicted=132.514839, expected=180.824000 predicted=170.913508, expected=52.592000 predicted=104.533123, expected=155.220000 predicted=109.686295, expected=125.988000 predicted=105.074430, expected=81.020000 predicted=94.017843, expected=144.076000 predicted=130.474069, expected=20.988000 predicted=88.196335, expected=134.044000 predicted=112.908712, expected=41.020000 predicted=89.044376, expected=161.352000 predicted=94.740108, expected=179.132000 predicted=117.097996, expected=121.672000 predicted=99.813169, expected=96.108000 predicted=125.996612, expected=52.848000 predicted=105.981577, expected=74.824000 predicted=112.782310, expected=40.548000 predicted=91.868306, expected=228.264000 predicted=106.394164, expected=135.760000 predicted=98.725923, expected=112.208000 predicted=102.776728, expected=156.188000 predicted=132.795472, expected=59.364000 predicted=111.443765, expected=79.396000 predicted=129.726725, expected=94.328000 predicted=108.018223, expected=256.880000 predicted=126.186099, expected=167.584000 predicted=130.390788, expected=54.120000 predicted=112.885240, expected=193.296000 predicted=152.336922, expected=80.220000 predicted=130.082535, expected=128.792000 predicted=145.205412, expected=85.848000 predicted=122.280454, expected=191.132000 predicted=118.798599, expected=94.748000 predicted=126.551050, expected=109.428000 predicted=112.322911, expected=102.572000 predicted=122.234443, expected=109.504000 predicted=109.788718, expected=144.408000 predicted=127.006233, expected=10.528000 predicted=88.353846, expected=143.792000 predicted=108.482115, expected=66.264000 predicted=92.821764, expected=175.100000 predicted=105.122757, expected=102.320000 predicted=108.644421, expected=83.980000 predicted=90.408127, expected=101.496000 predicted=117.249926, expected=101.628000 predicted=99.927630, expected=195.484000 predicted=128.536013, expected=101.912000 predicted=109.283969, expected=84.716000 predicted=109.726406, expected=94.956000 predicted=116.945099, expected=46.936000 predicted=97.331796, expected=102.188000 predicted=106.291966, expected=69.308000 predicted=81.138345, expected=167.660000 predicted=94.129281, expected=124.636000 predicted=99.288259, expected=207.372000 predicted=118.507122, expected=58.188000 predicted=118.257159, expected=20.592000 predicted=104.160413, expected=112.912000 predicted=122.889726, expected=121.716000 predicted=99.768834, expected=260.592000 predicted=132.827752, expected=110.452000 predicted=108.590683, expected=147.352000 predicted=128.239893, expected=113.408000 predicted=147.773395, expected=59.440000 predicted=126.266786, expected=100.868000 predicted=136.844108, expected=112.284000 predicted=104.923064, expected=146.176000 predicted=111.125050, expected=158.000000 predicted=115.325988, expected=57.968000 predicted=100.288863, expected=156.944000 predicted=126.262797, expected=108.692000 predicted=120.231477, expected=97.416000 predicted=115.530914, expected=142.516000 predicted=125.626465, expected=185.076000 predicted=121.392985, expected=126.220000 predicted=132.025838, expected=182.384000 predicted=142.794078, expected=119.188000 predicted=139.441343, expected=89.440000 predicted=136.622794, expected=89.924000 predicted=134.812425, expected=99.616000 predicted=114.634730, expected=203.320000 predicted=132.615514, expected=117.760000 predicted=114.410473, expected=127.956000 predicted=120.560158, expected=92.628000 predicted=123.453322, expected=37.824000 predicted=106.684998, expected=51.252000 predicted=107.303036, expected=196.548000 predicted=106.775710, expected=174.120000 predicted=107.677852, expected=237.812000 predicted=131.916553, expected=225.032000 predicted=155.442293, expected=38.584000 predicted=142.947570, expected=36.692000 predicted=155.616625, expected=152.056000 predicted=148.273496, expected=82.924000 predicted=118.724121, expected=155.736000 predicted=118.855664, expected=76.540000 predicted=89.427365, expected=160.880000 predicted=108.688245, expected=60.760000 predicted=113.265294, expected=73.320000 predicted=97.771934, expected=63.220000 predicted=101.697071, expected=41.548000 predicted=73.142015, expected=43.012000 predicted=74.941723, expected=281.584000 predicted=100.257021, expected=172.680000 predicted=103.468889, expected=84.888000 predicted=108.765262, expected=125.440000 predicted=134.380532, expected=73.100000 predicted=120.763943, expected=107.616000 predicted=140.788899, expected=145.892000 predicted=121.220048, expected=61.416000 predicted=92.384755, expected=184.120000 predicted=121.706504, expected=163.384000 predicted=120.390269, expected=20.328000 predicted=103.413906, expected=85.704000 predicted=118.408303, expected=74.100000 predicted=94.860373, expected=187.352000 predicted=117.621798, expected=149.020000 predicted=113.346352, expected=108.560000 predicted=98.941913, expected=118.220000 predicted=123.925986, expected=177.980000 predicted=134.203485, expected=102.912000 predicted=135.566125, expected=148.240000 predicted=135.770323, expected=152.088000 predicted=135.414202, expected=31.540000 predicted=112.899054, expected=201.812000 predicted=144.629687, expected=72.384000 predicted=111.094734, expected=64.032000 predicted=106.646166, expected=64.308000 predicted=104.991252, expected=56.276000 predicted=74.015487, expected=238.416000 predicted=123.028622, expected=217.824000 predicted=114.263542, expected=159.252000 predicted=127.587821, expected=78.100000 predicted=137.659959, expected=47.604000 predicted=129.235356, expected=56.264000 predicted=132.814076, expected=98.824000 predicted=109.339864, expected=239.584000 predicted=116.900235, expected=114.924000 predicted=98.268783, expected=154.284000 predicted=119.216276, expected=122.976000 predicted=132.720000, expected=51.440000 predicted=121.111102, expected=64.364000 predicted=128.742588, expected=63.812000 predicted=93.440140, expected=278.308000 predicted=127.518867, expected=171.628000 predicted=119.014964, expected=118.264000 predicted=119.506684, expected=118.792000 predicted=142.033154, expected=19.176000 predicted=118.096842, expected=154.856000 predicted=149.556685, expected=48.056000 predicted=100.840795, expected=238.692000 predicted=118.781994, expected=30.132000 predicted=97.253363, expected=164.264000 predicted=107.278361, expected=188.604000 predicted=144.747554, expected=49.504000 predicted=103.584543, expected=32.648000 predicted=124.111221, expected=31.484000 predicted=81.956913, expected=202.220000 predicted=112.821775, expected=128.680000 predicted=101.489589, expected=122.340000 predicted=91.507100, expected=92.000000 predicted=104.320056, expected=112.012000 predicted=110.167446, expected=190.076000 predicted=144.121288, expected=206.472000 predicted=139.375700, expected=197.660000 predicted=151.514953, expected=123.484000 predicted=151.217540, expected=61.628000 predicted=145.548357, expected=376.812000 predicted=203.942984, expected=234.592000 predicted=189.238349, expected=60.440000 predicted=165.763014, expected=72.264000 predicted=167.509937, expected=60.848000 predicted=137.657792, expected=203.152000 predicted=170.937188, expected=120.416000 predicted=122.418895, expected=80.836000 predicted=95.348476, expected=131.364000 predicted=117.268544, expected=58.968000 predicted=101.579286, expected=11.064000 predicted=99.016826, expected=156.812000 predicted=100.735750, expected=130.164000 predicted=88.889705, expected=104.944000 predicted=94.812020, expected=232.284000 predicted=123.425110, expected=134.020000 predicted=119.064698, expected=151.264000 predicted=150.392992, expected=82.648000 predicted=140.322527, expected=105.900000 predicted=131.542877, expected=186.704000 predicted=153.386510, expected=170.636000 predicted=133.516122, expected=115.056000 predicted=132.816740, expected=155.088000 predicted=138.661957, expected=93.836000 predicted=133.397097, expected=10.100000 predicted=117.430891, expected=115.692000 predicted=116.740383, expected=63.736000 predicted=87.174013, expected=197.076000 predicted=107.607373, expected=143.584000 predicted=103.307336, expected=218.396000 predicted=121.764554, expected=71.616000 predicted=132.308273, expected=29.472000 predicted=115.586130, expected=68.592000 predicted=127.419263, expected=159.044000 predicted=113.154840, expected=179.748000 predicted=120.543811, expected=58.328000 predicted=88.515775, expected=212.628000 predicted=124.615917, expected=116.548000 predicted=126.737894, expected=60.440000 predicted=124.159927, expected=70.056000 predicted=123.279138, expected=119.000000 predicted=102.941511, expected=187.528000 predicted=128.698995, expected=101.252000 predicted=104.223323, expected=41.232000 predicted=94.162087, expected=59.196000 predicted=98.805281, expected=91.044000 predicted=97.835305, expected=96.076000 predicted=94.631402, expected=142.780000 predicted=89.724846, expected=107.012000 predicted=86.543160, expected=78.020000 predicted=92.694723, expected=117.328000 predicted=107.487118, expected=102.516000 predicted=104.064860, expected=75.108000 predicted=101.304510, expected=142.812000 predicted=106.940940, expected=67.320000 predicted=91.881286, expected=117.012000 predicted=103.916870, expected=115.428000 predicted=104.539488, expected=151.320000 predicted=108.070292, expected=67.384000 predicted=107.964879, expected=19.076000 predicted=86.461026, expected=58.408000 predicted=91.329846, expected=77.768000 predicted=79.141773, expected=194.196000 predicted=97.146891, expected=107.616000 predicted=82.568200, expected=179.548000 predicted=106.190950, expected=67.760000 predicted=111.539117, expected=29.328000 predicted=103.566059, expected=163.064000 predicted=132.765902, expected=130.988000 predicted=106.213439, expected=219.308000 predicted=132.959383, expected=76.516000 predicted=110.700929, expected=164.076000 predicted=129.953225, expected=180.548000 predicted=158.885881, expected=40.076000 predicted=123.464131, expected=147.692000 predicted=146.616845, expected=49.584000 predicted=105.108670, expected=163.044000 predicted=123.663361, expected=105.296000 predicted=115.762695, expected=170.440000 predicted=108.878769, expected=57.848000 predicted=114.622893, expected=77.780000 predicted=101.014180, expected=38.780000 predicted=103.825533, expected=84.572000 predicted=86.607736, expected=154.848000 predicted=101.006218, expected=137.936000 predicted=87.244171, expected=123.692000 predicted=101.666521, expected=113.704000 predicted=108.391477, expected=93.504000 predicted=115.174434, expected=37.460000 predicted=107.757891, expected=82.152000 predicted=99.771068, expected=106.584000 predicted=92.805101, expected=56.408000 predicted=76.936814, expected=114.372000 predicted=84.566015, expected=131.164000 predicted=87.153502, expected=150.636000 predicted=103.801710, expected=172.988000 predicted=123.039407, expected=185.196000 predicted=133.132590, expected=119.044000 predicted=141.759526, expected=37.804000 predicted=129.710308, expected=102.364000 predicted=131.405810, expected=83.384000 predicted=114.318689, expected=202.384000 predicted=123.651374, expected=116.924000 predicted=107.543713, expected=129.340000 predicted=108.809724, expected=132.824000 predicted=130.769648, expected=40.616000 predicted=109.456450, expected=102.824000 predicted=124.901199, expected=89.980000 predicted=101.243968, expected=148.900000 predicted=105.775036, expected=148.032000 predicted=111.571344, expected=65.340000 predicted=92.868215, expected=105.088000 predicted=112.687474, expected=93.900000 predicted=107.012121, expected=126.044000 predicted=112.664964, expected=79.012000 predicted=102.096804, expected=189.496000 predicted=111.680636, expected=76.428000 predicted=106.820856, expected=136.472000 predicted=115.982754, expected=102.924000 predicted=120.222825, expected=19.220000 predicted=92.098477, expected=83.956000 predicted=107.372356, expected=59.572000 predicted=76.822890, expected=131.924000 predicted=88.717043, expected=83.836000 predicted=79.478303, expected=151.152000 predicted=87.173309, expected=68.648000 predicted=94.223274, expected=46.736000 predicted=86.179901, expected=85.240000 predicted=98.625781, expected=65.868000 predicted=79.112443, expected=184.792000 predicted=104.061363, expected=123.780000 predicted=92.438656, expected=74.868000 predicted=91.655689, expected=87.592000 predicted=107.105761, expected=66.276000 predicted=96.354823, expected=118.584000 predicted=110.443727, expected=141.572000 predicted=102.620238, expected=146.064000 predicted=103.042825, expected=60.560000 predicted=100.125164, expected=105.848000 predicted=107.436617, expected=29.660000 predicted=97.384268, expected=47.924000 predicted=86.866465, expected=65.824000 predicted=78.945140, expected=64.176000 predicted=58.489482, expected=180.100000 predicted=86.498535, expected=149.892000 predicted=85.930726, expected=66.792000 predicted=89.646920, expected=61.452000 predicted=100.212164, expected=50.108000 predicted=92.959895, expected=119.540000 predicted=105.593264, expected=60.384000 predicted=82.303748, expected=170.924000 predicted=90.296365, expected=96.452000 predicted=90.443112, expected=139.804000 predicted=103.296579, expected=58.956000 predicted=107.498401, expected=84.660000 predicted=98.672757, expected=86.988000 predicted=108.619439, expected=144.144000 predicted=100.202254, expected=219.868000 predicted=125.221644, expected=136.440000 predicted=115.437515, expected=163.736000 predicted=139.711158, expected=77.408000 predicted=135.418418, expected=56.648000 predicted=129.192611, expected=56.076000 predicted=121.189119, expected=173.572000 predicted=112.401293, expected=85.592000 predicted=98.021023, expected=151.812000 predicted=100.654227, expected=58.460000 predicted=95.306498, expected=89.616000 predicted=98.803238, expected=161.572000 predicted=125.732262, expected=54.496000 predicted=91.395899, expected=219.604000 predicted=129.440533, expected=108.452000 predicted=111.033271, expected=96.308000 predicted=115.561649, expected=81.472000 predicted=125.469804, expected=69.484000 predicted=99.229044, expected=70.704000 predicted=109.073992, expected=84.692000 predicted=84.816935, expected=157.616000 predicted=94.779820, expected=109.484000 predicted=91.987926, expected=98.176000 predicted=96.267535, expected=128.056000 predicted=109.935645, expected=58.292000 predicted=100.405269, expected=116.180000 predicted=113.307742, expected=88.492000 Test MSE: 4408.526
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168])] predicted=17.305796, expected=4.000000 predicted=15.255207, expected=12.000000 predicted=16.265884, expected=8.000000 predicted=14.921599, expected=12.000000 predicted=13.127598, expected=20.000000 predicted=12.004257, expected=20.000000 predicted=12.375581, expected=16.000000 predicted=14.694037, expected=12.000000 predicted=14.773427, expected=8.000000 predicted=14.933218, expected=20.000000 predicted=16.011886, expected=24.000000 predicted=16.058701, expected=8.000000 predicted=14.927650, expected=4.000000 predicted=13.272662, expected=20.000000 predicted=13.775852, expected=4.000000 predicted=13.218086, expected=12.000000 predicted=12.765444, expected=8.000000 predicted=8.549134, expected=12.000000 predicted=10.507304, expected=24.000000 predicted=12.563707, expected=20.000000 predicted=12.915497, expected=24.000000 predicted=16.760705, expected=4.000000 predicted=15.270009, expected=8.000000 predicted=16.399893, expected=4.000000 predicted=13.679770, expected=16.000000 predicted=13.138462, expected=8.000000 predicted=10.086667, expected=16.000000 predicted=9.653497, expected=12.000000 predicted=10.027354, expected=16.000000 predicted=12.316295, expected=20.000000 predicted=14.187480, expected=8.000000 predicted=13.501231, expected=20.000000 predicted=15.548348, expected=16.000000 predicted=14.719713, expected=8.000000 predicted=15.357694, expected=4.000000 predicted=12.752459, expected=16.000000 predicted=12.004457, expected=16.000000 predicted=12.918878, expected=8.000000 predicted=11.581450, expected=20.000000 predicted=11.846234, expected=12.000000 predicted=12.239589, expected=12.000000 predicted=14.600231, expected=16.000000 predicted=13.579841, expected=4.000000 predicted=12.245668, expected=4.000000 predicted=11.857136, expected=8.000000 predicted=9.044355, expected=12.000000 predicted=9.317135, expected=8.000000 predicted=8.519870, expected=12.000000 predicted=8.014479, expected=16.000000 predicted=9.625768, expected=8.000000 predicted=10.734798, expected=24.000000 predicted=13.320106, expected=16.000000 predicted=13.301896, expected=16.000000 predicted=16.006034, expected=16.000000 predicted=15.576233, expected=8.000000 predicted=15.022926, expected=4.000000 predicted=14.354223, expected=4.000000 predicted=10.669667, expected=16.000000 predicted=10.555838, expected=8.000000 predicted=8.988771, expected=20.000000 predicted=10.241048, expected=4.000000 predicted=8.771823, expected=16.000000 predicted=12.042941, expected=20.000000 predicted=13.001623, expected=16.000000 predicted=14.392434, expected=8.000000 predicted=14.054548, expected=16.000000 predicted=13.422208, expected=16.000000 predicted=15.001945, expected=16.000000 predicted=15.543355, expected=20.000000 predicted=15.093342, expected=8.000000 predicted=14.063610, expected=12.000000 predicted=15.112028, expected=4.000000 predicted=12.412225, expected=4.000000 predicted=11.206989, expected=8.000000 predicted=9.004000, expected=16.000000 predicted=8.521418, expected=16.000000 predicted=9.719666, expected=8.000000 predicted=9.448677, expected=8.000000 predicted=10.125344, expected=4.000000 predicted=9.941339, expected=8.000000 predicted=10.210417, expected=20.000000 predicted=10.277388, expected=8.000000 predicted=9.157864, expected=12.000000 predicted=10.402664, expected=8.000000 predicted=9.497019, expected=8.000000 predicted=11.104857, expected=8.000000 predicted=10.498335, expected=16.000000 predicted=9.945262, expected=16.000000 predicted=11.021051, expected=16.000000 predicted=12.072449, expected=12.000000 predicted=12.528834, expected=20.000000 predicted=14.698334, expected=36.000000 predicted=18.841965, expected=16.000000 predicted=19.210178, expected=12.000000 predicted=19.470161, expected=12.000000 predicted=17.623344, expected=12.000000 predicted=18.414766, expected=12.000000 predicted=16.696810, expected=4.000000 predicted=11.347104, expected=8.000000 predicted=10.180842, expected=8.000000 predicted=9.037321, expected=8.000000 predicted=8.817721, expected=16.000000 predicted=9.129837, expected=8.000000 predicted=8.485042, expected=16.000000 predicted=10.964258, expected=12.000000 predicted=10.847794, expected=16.000000 predicted=13.057896, expected=4.000000 predicted=11.726837, expected=4.000000 predicted=10.501691, expected=20.000000 predicted=11.548462, expected=16.000000 predicted=11.730749, expected=4.000000 predicted=11.038471, expected=4.000000 predicted=8.728758, expected=8.000000 predicted=9.280543, expected=24.000000 predicted=12.546039, expected=24.000000 predicted=12.749408, expected=8.000000 predicted=12.168121, expected=8.000000 predicted=12.919776, expected=4.000000 predicted=12.637724, expected=20.000000 predicted=15.074828, expected=8.000000 predicted=11.347212, expected=8.000000 predicted=9.928476, expected=4.000000 predicted=8.211797, expected=12.000000 predicted=9.773806, expected=8.000000 predicted=9.591668, expected=24.000000 predicted=10.788818, expected=12.000000 predicted=10.622715, expected=16.000000 predicted=13.253709, expected=12.000000 predicted=13.450839, expected=4.000000 predicted=13.227254, expected=12.000000 predicted=13.349373, expected=40.000000 predicted=15.587353, expected=20.000000 predicted=16.637097, expected=12.000000 predicted=17.244479, expected=16.000000 predicted=16.872030, expected=4.000000 predicted=17.827107, expected=8.000000 predicted=17.385597, expected=32.000000 predicted=15.003619, expected=8.000000 predicted=12.890079, expected=12.000000 predicted=14.187786, expected=12.000000 predicted=11.655815, expected=12.000000 predicted=14.630617, expected=16.000000 predicted=15.363736, expected=12.000000 predicted=11.814087, expected=12.000000 predicted=12.803939, expected=8.000000 predicted=11.879337, expected=16.000000 predicted=12.868561, expected=12.000000 predicted=12.394702, expected=12.000000 predicted=12.263741, expected=20.000000 predicted=13.013650, expected=12.000000 predicted=13.130717, expected=16.000000 predicted=14.966349, expected=8.000000 predicted=12.956585, expected=24.000000 predicted=15.726022, expected=8.000000 predicted=14.110570, expected=16.000000 predicted=14.751876, expected=20.000000 predicted=14.507366, expected=16.000000 predicted=15.608109, expected=8.000000 predicted=15.423355, expected=4.000000 predicted=12.171543, expected=20.000000 predicted=14.160653, expected=8.000000 predicted=12.411130, expected=32.000000 predicted=14.978088, expected=8.000000 predicted=12.158711, expected=8.000000 predicted=14.479561, expected=12.000000 predicted=14.005904, expected=12.000000 predicted=13.868866, expected=24.000000 predicted=15.994254, expected=20.000000 predicted=13.347231, expected=4.000000 predicted=13.536642, expected=8.000000 predicted=13.515854, expected=4.000000 predicted=12.103010, expected=8.000000 predicted=12.155695, expected=20.000000 predicted=10.387708, expected=16.000000 predicted=9.580274, expected=4.000000 predicted=9.991498, expected=8.000000 predicted=9.877741, expected=28.000000 predicted=13.761526, expected=4.000000 predicted=13.257172, expected=24.000000 predicted=14.490831, expected=12.000000 predicted=11.910959, expected=8.000000 predicted=15.201934, expected=4.000000 predicted=13.216971, expected=4.000000 predicted=9.813807, expected=8.000000 predicted=10.336350, expected=8.000000 predicted=7.363159, expected=20.000000 predicted=8.473995, expected=20.000000 predicted=9.956577, expected=8.000000 predicted=11.258264, expected=24.000000 predicted=14.413150, expected=8.000000 predicted=14.156924, expected=4.000000 predicted=15.125352, expected=8.000000 predicted=11.684581, expected=4.000000 predicted=9.706103, expected=8.000000 predicted=9.788254, expected=12.000000 predicted=7.003976, expected=16.000000 predicted=8.541896, expected=16.000000 predicted=10.365140, expected=8.000000 predicted=10.470431, expected=12.000000 predicted=12.008695, expected=8.000000 predicted=11.853813, expected=4.000000 predicted=11.153582, expected=8.000000 predicted=9.363126, expected=12.000000 predicted=8.587976, expected=12.000000 predicted=9.378321, expected=12.000000 predicted=9.177537, expected=16.000000 predicted=10.388001, expected=4.000000 predicted=10.547327, expected=16.000000 predicted=12.283985, expected=12.000000 predicted=11.460446, expected=4.000000 predicted=11.288603, expected=28.000000 predicted=13.005607, expected=32.000000 predicted=15.116310, expected=12.000000 predicted=17.693383, expected=12.000000 predicted=16.478652, expected=4.000000 predicted=14.875132, expected=4.000000 predicted=16.467245, expected=8.000000 predicted=12.307255, expected=16.000000 predicted=9.521261, expected=4.000000 predicted=7.902656, expected=8.000000 predicted=7.489356, expected=12.000000 predicted=8.066873, expected=20.000000 predicted=11.546925, expected=28.000000 predicted=14.466445, expected=8.000000 predicted=12.866544, expected=8.000000 predicted=14.179236, expected=24.000000 predicted=16.169156, expected=20.000000 predicted=18.230013, expected=8.000000 predicted=16.447015, expected=4.000000 predicted=11.737813, expected=8.000000 predicted=12.090385, expected=4.000000 predicted=11.717149, expected=12.000000 predicted=9.767125, expected=20.000000 predicted=8.955105, expected=8.000000 predicted=9.143677, expected=8.000000 predicted=10.085225, expected=4.000000 predicted=8.840103, expected=16.000000 predicted=11.848381, expected=24.000000 predicted=13.128397, expected=16.000000 predicted=12.520793, expected=20.000000 predicted=14.450715, expected=16.000000 predicted=15.343797, expected=8.000000 predicted=16.993916, expected=16.000000 predicted=16.889488, expected=8.000000 predicted=13.832885, expected=8.000000 predicted=13.302427, expected=4.000000 predicted=9.713847, expected=4.000000 predicted=8.298770, expected=8.000000 predicted=8.077057, expected=16.000000 predicted=8.066365, expected=20.000000 predicted=9.866528, expected=12.000000 predicted=10.356624, expected=24.000000 predicted=13.936805, expected=16.000000 predicted=15.347694, expected=32.000000 predicted=20.657838, expected=8.000000 predicted=17.790488, expected=4.000000 predicted=16.804699, expected=8.000000 predicted=14.758644, expected=12.000000 predicted=13.960038, expected=12.000000 predicted=13.013589, expected=16.000000 predicted=9.948898, expected=8.000000 predicted=9.629467, expected=8.000000 predicted=10.787489, expected=8.000000 predicted=10.429069, expected=32.000000 predicted=14.450347, expected=4.000000 predicted=12.051578, expected=20.000000 predicted=14.119764, expected=12.000000 predicted=12.562134, expected=12.000000 predicted=15.655792, expected=20.000000 predicted=16.403093, expected=8.000000 predicted=12.567372, expected=12.000000 predicted=14.401646, expected=24.000000 predicted=14.228423, expected=12.000000 predicted=14.743356, expected=4.000000 predicted=13.636272, expected=28.000000 predicted=14.319415, expected=20.000000 predicted=16.275383, expected=16.000000 predicted=18.118742, expected=8.000000 predicted=13.901331, expected=4.000000 predicted=13.521346, expected=4.000000 predicted=13.655849, expected=24.000000 predicted=13.133443, expected=12.000000 predicted=11.042052, expected=4.000000 predicted=9.684880, expected=24.000000 predicted=11.397821, expected=4.000000 predicted=11.550522, expected=20.000000 predicted=15.802040, expected=20.000000 predicted=12.732011, expected=12.000000 predicted=14.581691, expected=16.000000 predicted=15.842282, expected=16.000000 predicted=14.270161, expected=24.000000 predicted=18.362732, expected=20.000000 predicted=17.713004, expected=8.000000 predicted=16.069554, expected=32.000000 predicted=19.317639, expected=12.000000 predicted=18.033065, expected=8.000000 predicted=18.627732, expected=8.000000 predicted=13.871383, expected=12.000000 predicted=13.844707, expected=20.000000 predicted=15.619164, expected=20.000000 predicted=13.141472, expected=12.000000 predicted=13.158514, expected=20.000000 predicted=15.165484, expected=12.000000 predicted=15.642309, expected=12.000000 predicted=16.605258, expected=8.000000 predicted=13.726810, expected=8.000000 predicted=12.336508, expected=12.000000 predicted=12.067811, expected=12.000000 predicted=10.703747, expected=16.000000 predicted=11.383643, expected=12.000000 predicted=11.031937, expected=16.000000 predicted=12.735208, expected=8.000000 predicted=12.353223, expected=16.000000 predicted=13.679349, expected=20.000000 predicted=14.287113, expected=8.000000 predicted=13.531581, expected=4.000000 predicted=12.097433, expected=8.000000 predicted=10.452764, expected=20.000000 predicted=13.005783, expected=8.000000 predicted=11.272264, expected=12.000000 predicted=10.238549, expected=12.000000 predicted=9.949640, expected=12.000000 predicted=12.357968, expected=12.000000 predicted=12.622554, expected=8.000000 predicted=10.601822, expected=16.000000 predicted=12.103615, expected=8.000000 predicted=11.069610, expected=12.000000 predicted=11.736937, expected=8.000000 predicted=10.222340, expected=12.000000 predicted=11.016847, expected=8.000000 predicted=10.443129, expected=4.000000 predicted=8.890187, expected=12.000000 predicted=9.290329, expected=24.000000 predicted=11.194824, expected=12.000000 predicted=11.845313, expected=12.000000 predicted=12.079518, expected=4.000000 predicted=10.703977, expected=32.000000 predicted=16.575894, expected=16.000000 predicted=15.924920, expected=12.000000 predicted=15.472615, expected=16.000000 predicted=14.416161, expected=12.000000 predicted=15.622484, expected=8.000000 predicted=16.450976, expected=4.000000 predicted=11.309212, expected=28.000000 predicted=13.528747, expected=12.000000 predicted=12.759799, expected=20.000000 predicted=14.650412, expected=8.000000 predicted=12.233539, expected=8.000000 predicted=14.115054, expected=4.000000 predicted=13.207317, expected=4.000000 predicted=9.807548, expected=24.000000 predicted=11.392679, expected=4.000000 predicted=8.239989, expected=20.000000 predicted=11.195839, expected=4.000000 predicted=8.813740, expected=16.000000 predicted=12.973984, expected=8.000000 predicted=11.946259, expected=12.000000 predicted=11.308864, expected=4.000000 predicted=10.294861, expected=12.000000 predicted=9.669693, expected=4.000000 predicted=9.089134, expected=20.000000 predicted=10.319430, expected=8.000000 predicted=9.421020, expected=8.000000 predicted=9.809713, expected=4.000000 predicted=8.867541, expected=4.000000 predicted=8.383800, expected=8.000000 predicted=8.772256, expected=24.000000 predicted=9.232378, expected=8.000000 predicted=8.981723, expected=8.000000 predicted=9.500448, expected=4.000000 predicted=8.726405, expected=16.000000 predicted=11.794779, expected=4.000000 predicted=10.663000, expected=8.000000 predicted=8.365087, expected=8.000000 predicted=7.514305, expected=16.000000 predicted=9.520789, expected=12.000000 predicted=10.442562, expected=8.000000 predicted=9.338215, expected=16.000000 predicted=11.077446, expected=4.000000 predicted=10.605295, expected=8.000000 predicted=11.129982, expected=8.000000 predicted=9.018288, expected=4.000000 predicted=8.358424, expected=8.000000 predicted=8.054497, expected=28.000000 predicted=9.646145, expected=4.000000 predicted=9.710358, expected=12.000000 predicted=11.037299, expected=20.000000 predicted=11.613929, expected=4.000000 predicted=13.191898, expected=8.000000 predicted=13.159918, expected=4.000000 predicted=8.216418, expected=20.000000 predicted=11.775678, expected=16.000000 predicted=11.602434, expected=12.000000 predicted=10.789000, expected=8.000000 Test MSE: 56.427
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031])] predicted=68.369454, expected=56.000000 predicted=59.305639, expected=144.000000 predicted=93.082766, expected=168.000000 predicted=127.969563, expected=76.000000 predicted=96.459476, expected=28.000000 predicted=68.370415, expected=24.000000 predicted=58.260561, expected=32.000000 predicted=65.991400, expected=16.000000 predicted=49.323851, expected=28.000000 predicted=33.606761, expected=12.000000 predicted=19.533765, expected=20.000000 predicted=21.106981, expected=32.000000 predicted=26.220194, expected=12.000000 predicted=17.863900, expected=12.000000 predicted=17.095302, expected=28.000000 predicted=20.994714, expected=40.000000 predicted=29.528834, expected=24.000000 predicted=26.021092, expected=16.000000 predicted=19.744837, expected=36.000000 predicted=27.796501, expected=36.000000 predicted=32.084094, expected=12.000000 predicted=23.625153, expected=4.000000 predicted=15.010154, expected=44.000000 predicted=29.251347, expected=72.000000 predicted=47.497375, expected=32.000000 predicted=35.555260, expected=28.000000 predicted=30.477183, expected=28.000000 predicted=29.901766, expected=12.000000 predicted=27.586773, expected=28.000000 predicted=32.499613, expected=28.000000 predicted=26.678821, expected=80.000000 predicted=49.675563, expected=40.000000 predicted=39.015500, expected=28.000000 predicted=33.334467, expected=52.000000 predicted=43.801006, expected=32.000000 predicted=38.780759, expected=12.000000 predicted=33.085290, expected=28.000000 predicted=29.809028, expected=12.000000 predicted=21.488417, expected=36.000000 predicted=31.972142, expected=28.000000 predicted=26.298015, expected=16.000000 predicted=20.250604, expected=28.000000 predicted=25.438191, expected=28.000000 predicted=24.987662, expected=32.000000 predicted=30.028703, expected=64.000000 predicted=43.216359, expected=24.000000 predicted=29.980033, expected=12.000000 predicted=25.117396, expected=32.000000 predicted=29.987319, expected=24.000000 predicted=28.502535, expected=32.000000 predicted=33.417191, expected=44.000000 predicted=33.223917, expected=28.000000 predicted=28.423090, expected=24.000000 predicted=28.700295, expected=28.000000 predicted=28.337635, expected=28.000000 predicted=29.591958, expected=16.000000 predicted=24.824179, expected=20.000000 predicted=22.502821, expected=16.000000 predicted=19.605366, expected=12.000000 predicted=17.568742, expected=28.000000 predicted=22.680154, expected=24.000000 predicted=20.951308, expected=24.000000 predicted=22.323421, expected=36.000000 predicted=27.203798, expected=16.000000 predicted=20.733244, expected=36.000000 predicted=30.187893, expected=28.000000 predicted=27.183090, expected=40.000000 predicted=33.560963, expected=12.000000 predicted=23.298314, expected=40.000000 predicted=31.409679, expected=32.000000 predicted=31.466280, expected=16.000000 predicted=24.819967, expected=32.000000 predicted=29.664089, expected=8.000000 predicted=17.489420, expected=12.000000 predicted=20.093709, expected=36.000000 predicted=26.475679, expected=20.000000 predicted=20.943548, expected=44.000000 predicted=32.398109, expected=36.000000 predicted=28.759709, expected=40.000000 predicted=34.206330, expected=52.000000 predicted=42.487248, expected=12.000000 predicted=26.897914, expected=36.000000 predicted=36.032698, expected=16.000000 predicted=25.851643, expected=16.000000 predicted=25.204014, expected=24.000000 predicted=25.394329, expected=60.000000 predicted=37.403551, expected=32.000000 predicted=33.031309, expected=36.000000 predicted=32.784123, expected=32.000000 predicted=31.272562, expected=20.000000 predicted=28.850863, expected=20.000000 predicted=29.521296, expected=32.000000 predicted=29.199097, expected=40.000000 predicted=33.811425, expected=52.000000 predicted=39.878844, expected=32.000000 predicted=32.902412, expected=48.000000 predicted=40.084450, expected=20.000000 predicted=31.186437, expected=16.000000 predicted=28.445400, expected=32.000000 predicted=32.237180, expected=40.000000 predicted=34.280941, expected=36.000000 predicted=35.125688, expected=16.000000 predicted=23.329510, expected=48.000000 predicted=35.228014, expected=24.000000 predicted=29.940914, expected=28.000000 predicted=31.653216, expected=48.000000 predicted=37.378259, expected=56.000000 predicted=42.713841, expected=48.000000 predicted=45.665387, expected=48.000000 predicted=43.573831, expected=76.000000 predicted=57.680051, expected=48.000000 predicted=52.821873, expected=44.000000 predicted=51.027636, expected=32.000000 predicted=42.420169, expected=32.000000 predicted=40.993594, expected=48.000000 predicted=47.707110, expected=40.000000 predicted=41.241569, expected=12.000000 predicted=28.278158, expected=12.000000 predicted=22.555804, expected=20.000000 predicted=23.538862, expected=20.000000 predicted=24.441038, expected=28.000000 predicted=25.092514, expected=56.000000 predicted=34.765270, expected=36.000000 predicted=31.795616, expected=24.000000 predicted=28.917103, expected=24.000000 predicted=27.276373, expected=20.000000 predicted=26.580397, expected=20.000000 predicted=27.583235, expected=52.000000 predicted=36.878289, expected=40.000000 predicted=34.104908, expected=20.000000 predicted=27.317504, expected=12.000000 predicted=20.973976, expected=20.000000 predicted=23.100347, expected=32.000000 predicted=30.926479, expected=20.000000 predicted=24.137328, expected=32.000000 predicted=25.896100, expected=40.000000 predicted=29.862107, expected=20.000000 predicted=25.331927, expected=12.000000 predicted=21.551984, expected=24.000000 predicted=22.988407, expected=28.000000 predicted=26.680089, expected=20.000000 predicted=24.089736, expected=60.000000 predicted=37.809282, expected=52.000000 predicted=39.005661, expected=36.000000 predicted=37.615065, expected=40.000000 predicted=38.562529, expected=32.000000 predicted=35.544484, expected=28.000000 predicted=37.657974, expected=12.000000 predicted=26.671063, expected=48.000000 predicted=37.044735, expected=28.000000 predicted=30.996839, expected=28.000000 predicted=30.093615, expected=20.000000 predicted=24.369393, expected=52.000000 predicted=36.542622, expected=16.000000 predicted=28.331057, expected=48.000000 predicted=37.279760, expected=48.000000 predicted=38.860732, expected=76.000000 predicted=53.847504, expected=32.000000 predicted=43.259503, expected=56.000000 predicted=47.359986, expected=56.000000 predicted=52.757397, expected=40.000000 predicted=47.850683, expected=36.000000 predicted=46.510314, expected=20.000000 predicted=32.034328, expected=48.000000 predicted=43.914615, expected=32.000000 predicted=37.582600, expected=20.000000 predicted=29.491496, expected=36.000000 predicted=32.777920, expected=16.000000 predicted=23.743980, expected=24.000000 predicted=28.370259, expected=28.000000 predicted=26.479269, expected=24.000000 predicted=24.377376, expected=40.000000 predicted=32.505871, expected=36.000000 predicted=30.496752, expected=24.000000 predicted=28.004514, expected=20.000000 predicted=25.461595, expected=28.000000 predicted=27.295481, expected=52.000000 predicted=39.563071, expected=36.000000 predicted=35.214414, expected=32.000000 predicted=32.479527, expected=24.000000 predicted=28.293412, expected=12.000000 predicted=23.638092, expected=32.000000 predicted=31.596449, expected=12.000000 predicted=21.078820, expected=32.000000 predicted=27.011398, expected=32.000000 predicted=26.646881, expected=16.000000 predicted=20.713856, expected=24.000000 predicted=24.528763, expected=40.000000 predicted=29.247299, expected=24.000000 predicted=27.664039, expected=4.000000 predicted=17.929577, expected=24.000000 predicted=21.003198, expected=40.000000 predicted=29.734747, expected=36.000000 predicted=32.426908, expected=12.000000 predicted=20.793500, expected=28.000000 predicted=23.584707, expected=12.000000 predicted=20.183580, expected=24.000000 predicted=25.366347, expected=56.000000 predicted=37.291674, expected=52.000000 predicted=38.113038, expected=8.000000 predicted=24.568253, expected=28.000000 predicted=27.382968, expected=36.000000 predicted=32.426915, expected=16.000000 predicted=28.914863, expected=8.000000 predicted=20.911503, expected=52.000000 predicted=31.397932, expected=92.000000 predicted=56.045633, expected=56.000000 predicted=50.270998, expected=28.000000 predicted=38.023224, expected=36.000000 predicted=38.937920, expected=12.000000 predicted=33.219870, expected=16.000000 predicted=34.094926, expected=52.000000 predicted=40.000351, expected=36.000000 predicted=32.474359, expected=16.000000 predicted=25.983407, expected=32.000000 predicted=27.502238, expected=20.000000 predicted=24.040575, expected=44.000000 predicted=38.007476, expected=64.000000 predicted=45.263969, expected=56.000000 predicted=44.525540, expected=36.000000 predicted=40.732992, expected=104.000000 predicted=68.107909, expected=68.000000 predicted=63.493466, expected=80.000000 predicted=73.970440, expected=56.000000 predicted=62.935455, expected=128.000000 predicted=90.910031, expected=120.000000 predicted=103.764939, expected=64.000000 predicted=80.663566, expected=96.000000 predicted=92.467834, expected=92.000000 predicted=88.500598, expected=52.000000 predicted=80.982962, expected=92.000000 predicted=89.876678, expected=92.000000 predicted=82.509872, expected=112.000000 predicted=98.195119, expected=60.000000 predicted=78.271740, expected=64.000000 predicted=72.471932, expected=48.000000 predicted=67.236047, expected=48.000000 predicted=62.673186, expected=60.000000 predicted=65.534399, expected=68.000000 predicted=61.264416, expected=44.000000 predicted=53.046847, expected=20.000000 predicted=39.076119, expected=40.000000 predicted=43.017178, expected=24.000000 predicted=35.983751, expected=24.000000 predicted=34.091431, expected=88.000000 predicted=55.760921, expected=76.000000 predicted=55.050296, expected=36.000000 predicted=46.799395, expected=8.000000 predicted=30.528942, expected=28.000000 predicted=34.213619, expected=24.000000 predicted=37.588496, expected=40.000000 predicted=39.583916, expected=44.000000 predicted=35.837316, expected=44.000000 predicted=34.798061, expected=12.000000 predicted=25.738118, expected=16.000000 predicted=24.354493, expected=16.000000 predicted=23.711216, expected=24.000000 predicted=25.748544, expected=8.000000 predicted=17.863663, expected=24.000000 predicted=18.817447, expected=48.000000 predicted=30.524525, expected=4.000000 predicted=15.534399, expected=16.000000 predicted=20.114439, expected=16.000000 predicted=16.252601, expected=12.000000 predicted=16.768281, expected=28.000000 predicted=25.222247, expected=36.000000 predicted=23.556274, expected=16.000000 predicted=19.601927, expected=24.000000 predicted=22.724573, expected=20.000000 predicted=20.430266, expected=28.000000 predicted=26.086228, expected=8.000000 predicted=18.495872, expected=40.000000 predicted=27.783727, expected=24.000000 predicted=23.941309, expected=28.000000 predicted=26.039313, expected=12.000000 predicted=20.237017, expected=20.000000 predicted=19.639526, expected=4.000000 predicted=16.393070, expected=16.000000 predicted=16.812254, expected=28.000000 predicted=21.742417, expected=16.000000 predicted=16.019473, expected=60.000000 predicted=36.363009, expected=28.000000 predicted=25.568210, expected=20.000000 predicted=25.617176, expected=12.000000 predicted=21.917760, expected=12.000000 predicted=18.215478, expected=28.000000 predicted=28.789016, expected=32.000000 predicted=25.854272, expected=20.000000 predicted=21.272727, expected=16.000000 predicted=18.492905, expected=8.000000 predicted=14.462116, expected=20.000000 predicted=20.183968, expected=12.000000 predicted=16.733413, expected=16.000000 predicted=16.001644, expected=32.000000 predicted=22.123719, expected=36.000000 predicted=25.171694, expected=4.000000 predicted=15.689592, expected=16.000000 predicted=17.628523, expected=24.000000 predicted=20.624561, expected=12.000000 predicted=18.364762, expected=24.000000 predicted=22.541890, expected=16.000000 predicted=15.033250, expected=36.000000 predicted=25.818179, expected=40.000000 predicted=30.517054, expected=20.000000 predicted=23.072075, expected=8.000000 predicted=19.041481, expected=16.000000 predicted=18.839934, expected=12.000000 predicted=18.638386, expected=32.000000 predicted=26.116339, expected=32.000000 predicted=24.447232, expected=12.000000 predicted=16.526217, expected=4.000000 predicted=13.328620, expected=24.000000 predicted=19.188149, expected=8.000000 predicted=15.521175, expected=16.000000 predicted=17.504168, expected=12.000000 predicted=12.348414, expected=20.000000 predicted=15.039422, expected=16.000000 predicted=16.763672, expected=8.000000 predicted=11.324386, expected=12.000000 predicted=13.307635, expected=4.000000 predicted=8.887256, expected=12.000000 predicted=12.301573, expected=44.000000 predicted=25.134190, expected=16.000000 predicted=16.238176, expected=48.000000 predicted=31.386206, expected=24.000000 predicted=23.299055, expected=20.000000 predicted=24.016091, expected=4.000000 predicted=19.743729, expected=24.000000 predicted=21.263543, expected=24.000000 predicted=25.331441, expected=24.000000 predicted=22.079818, expected=20.000000 predicted=20.181883, expected=20.000000 predicted=18.308282, expected=28.000000 predicted=24.703872, expected=16.000000 predicted=20.231305, expected=28.000000 predicted=24.588360, expected=24.000000 predicted=22.848129, expected=40.000000 predicted=30.275777, expected=24.000000 predicted=26.462182, expected=4.000000 predicted=16.298002, expected=24.000000 predicted=23.481937, expected=16.000000 predicted=19.200106, expected=24.000000 predicted=24.106607, expected=16.000000 predicted=18.145199, expected=36.000000 predicted=24.010507, expected=16.000000 predicted=20.532870, expected=4.000000 predicted=13.873307, expected=24.000000 predicted=20.900086, expected=12.000000 predicted=15.176011, expected=32.000000 predicted=25.745271, expected=8.000000 predicted=13.887108, expected=12.000000 predicted=13.417830, expected=28.000000 predicted=21.962187, expected=8.000000 Test MSE: 335.460
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732])] predicted=50.354287, expected=28.000000 predicted=46.188142, expected=32.000000 predicted=46.194154, expected=60.000000 predicted=36.573683, expected=52.000000 predicted=41.848023, expected=32.000000 predicted=43.066013, expected=40.000000 predicted=37.350407, expected=28.000000 predicted=35.261723, expected=44.000000 predicted=46.760868, expected=56.000000 predicted=47.769555, expected=72.000000 predicted=49.275269, expected=92.000000 predicted=61.537809, expected=80.000000 predicted=59.201096, expected=44.000000 predicted=54.412228, expected=64.000000 predicted=63.963819, expected=48.000000 predicted=62.900749, expected=28.000000 predicted=58.319613, expected=76.000000 predicted=66.773974, expected=28.000000 predicted=41.955367, expected=92.000000 predicted=66.908619, expected=48.000000 predicted=50.946972, expected=24.000000 predicted=38.110495, expected=84.000000 predicted=67.913572, expected=24.000000 predicted=39.360919, expected=120.000000 predicted=84.173611, expected=124.000000 predicted=78.893822, expected=68.000000 predicted=63.657579, expected=44.000000 predicted=68.352606, expected=68.000000 predicted=61.466073, expected=28.000000 predicted=74.017094, expected=36.000000 predicted=68.497299, expected=68.000000 predicted=58.813503, expected=108.000000 predicted=68.899668, expected=36.000000 predicted=54.811385, expected=24.000000 predicted=37.797446, expected=12.000000 predicted=34.630871, expected=24.000000 predicted=45.321570, expected=44.000000 predicted=56.753798, expected=56.000000 predicted=39.645546, expected=80.000000 predicted=46.847813, expected=68.000000 predicted=44.941884, expected=52.000000 predicted=46.704934, expected=64.000000 predicted=57.270827, expected=52.000000 predicted=58.102821, expected=16.000000 predicted=50.502219, expected=88.000000 predicted=66.594441, expected=52.000000 predicted=53.492914, expected=56.000000 predicted=57.721426, expected=52.000000 predicted=51.211458, expected=48.000000 predicted=43.224906, expected=44.000000 predicted=60.112074, expected=28.000000 predicted=42.825025, expected=104.000000 predicted=67.679191, expected=72.000000 predicted=60.969556, expected=76.000000 predicted=63.029805, expected=68.000000 predicted=60.182591, expected=28.000000 predicted=46.411334, expected=16.000000 predicted=57.995394, expected=36.000000 predicted=50.183960, expected=32.000000 predicted=47.668139, expected=24.000000 predicted=39.023892, expected=44.000000 predicted=32.663455, expected=48.000000 predicted=33.392014, expected=24.000000 predicted=32.414116, expected=16.000000 predicted=26.807127, expected=40.000000 predicted=32.014680, expected=32.000000 predicted=35.940813, expected=96.000000 predicted=57.947555, expected=52.000000 predicted=41.783284, expected=12.000000 predicted=28.217374, expected=32.000000 predicted=38.045806, expected=44.000000 predicted=41.826310, expected=48.000000 predicted=59.017282, expected=104.000000 predicted=63.718542, expected=108.000000 predicted=61.422290, expected=44.000000 predicted=51.704996, expected=28.000000 predicted=47.704027, expected=56.000000 predicted=57.552994, expected=36.000000 predicted=65.861393, expected=40.000000 predicted=61.876122, expected=52.000000 predicted=44.835448, expected=88.000000 predicted=55.409848, expected=16.000000 predicted=41.754131, expected=8.000000 predicted=30.033617, expected=32.000000 predicted=36.136295, expected=16.000000 predicted=34.501506, expected=20.000000 predicted=40.735905, expected=12.000000 predicted=15.009404, expected=88.000000 predicted=40.109773, expected=84.000000 predicted=51.590442, expected=36.000000 predicted=35.587902, expected=28.000000 predicted=33.479498, expected=32.000000 predicted=34.181902, expected=52.000000 predicted=61.016633, expected=44.000000 predicted=54.039742, expected=100.000000 predicted=59.777737, expected=68.000000 predicted=52.012413, expected=36.000000 predicted=45.084765, expected=20.000000 predicted=42.871199, expected=16.000000 predicted=37.675614, expected=36.000000 predicted=55.585851, expected=76.000000 predicted=57.504262, expected=80.000000 predicted=52.501610, expected=48.000000 predicted=40.565080, expected=88.000000 predicted=55.671092, expected=64.000000 predicted=58.074584, expected=20.000000 predicted=54.422617, expected=28.000000 predicted=52.143439, expected=36.000000 predicted=43.873170, expected=56.000000 predicted=60.201742, expected=24.000000 predicted=40.078013, expected=36.000000 predicted=30.806473, expected=60.000000 predicted=42.286611, expected=80.000000 predicted=54.953032, expected=56.000000 predicted=54.234832, expected=64.000000 predicted=49.484830, expected=196.000000 predicted=103.783234, expected=64.000000 predicted=75.484526, expected=36.000000 predicted=70.902734, expected=80.000000 predicted=73.866020, expected=40.000000 predicted=65.328835, expected=20.000000 predicted=87.195608, expected=48.000000 predicted=50.729519, expected=60.000000 predicted=47.770536, expected=52.000000 predicted=57.651529, expected=24.000000 predicted=35.962904, expected=40.000000 predicted=35.672776, expected=56.000000 predicted=48.938450, expected=24.000000 predicted=41.263723, expected=32.000000 predicted=39.623324, expected=56.000000 predicted=39.639177, expected=68.000000 predicted=50.797762, expected=64.000000 predicted=55.643399, expected=8.000000 predicted=28.554960, expected=16.000000 predicted=31.755796, expected=52.000000 predicted=47.878985, expected=64.000000 predicted=55.352414, expected=168.000000 predicted=93.374396, expected=28.000000 predicted=37.361135, expected=12.000000 predicted=36.830254, expected=36.000000 predicted=49.519134, expected=48.000000 predicted=58.057763, expected=32.000000 predicted=73.337070, expected=44.000000 predicted=35.090334, expected=72.000000 predicted=42.828315, expected=72.000000 predicted=53.406176, expected=84.000000 predicted=63.682206, expected=56.000000 predicted=52.611488, expected=24.000000 predicted=45.947315, expected=36.000000 predicted=54.276667, expected=64.000000 predicted=61.429935, expected=64.000000 predicted=63.630516, expected=64.000000 predicted=55.993895, expected=52.000000 predicted=45.029857, expected=76.000000 predicted=59.056452, expected=44.000000 predicted=56.348133, expected=52.000000 predicted=58.345855, expected=56.000000 predicted=57.864053, expected=76.000000 predicted=62.576276, expected=32.000000 predicted=53.355022, expected=56.000000 predicted=52.084816, expected=68.000000 predicted=58.152854, expected=52.000000 predicted=55.407279, expected=52.000000 predicted=59.253585, expected=156.000000 predicted=85.314201, expected=84.000000 predicted=74.072616, expected=104.000000 predicted=88.741828, expected=28.000000 predicted=58.362155, expected=84.000000 predicted=77.462511, expected=40.000000 predicted=86.789959, expected=48.000000 predicted=64.382246, expected=128.000000 predicted=93.964645, expected=108.000000 predicted=72.604216, expected=36.000000 predicted=66.595638, expected=40.000000 predicted=53.543581, expected=64.000000 predicted=63.176505, expected=52.000000 predicted=78.237080, expected=76.000000 predicted=76.676412, expected=96.000000 predicted=64.811931, expected=60.000000 predicted=57.862493, expected=104.000000 predicted=81.209265, expected=52.000000 predicted=62.216865, expected=100.000000 predicted=85.697927, expected=36.000000 predicted=68.578906, expected=56.000000 predicted=63.126830, expected=64.000000 predicted=74.712925, expected=68.000000 predicted=61.698103, expected=56.000000 predicted=69.503998, expected=28.000000 predicted=41.578667, expected=48.000000 predicted=52.273276, expected=48.000000 predicted=53.140260, expected=48.000000 predicted=53.024904, expected=32.000000 predicted=42.905833, expected=64.000000 predicted=46.216863, expected=76.000000 predicted=57.808272, expected=68.000000 predicted=57.706405, expected=12.000000 predicted=39.247536, expected=48.000000 predicted=45.518766, expected=44.000000 predicted=51.846080, expected=76.000000 predicted=64.744021, expected=60.000000 predicted=57.263424, expected=88.000000 predicted=54.593493, expected=24.000000 predicted=45.887504, expected=40.000000 predicted=48.647765, expected=28.000000 predicted=50.761856, expected=28.000000 predicted=43.144973, expected=68.000000 predicted=61.086369, expected=56.000000 predicted=41.077960, expected=64.000000 predicted=50.437159, expected=68.000000 predicted=51.086055, expected=40.000000 predicted=44.440040, expected=28.000000 predicted=49.883957, expected=20.000000 predicted=40.702989, expected=80.000000 predicted=61.002753, expected=92.000000 predicted=67.781051, expected=60.000000 predicted=52.459995, expected=52.000000 predicted=48.456186, expected=52.000000 predicted=48.447683, expected=64.000000 predicted=68.730757, expected=32.000000 predicted=58.544839, expected=108.000000 predicted=73.713756, expected=68.000000 predicted=61.677300, expected=104.000000 predicted=76.105934, expected=68.000000 predicted=70.375527, expected=48.000000 predicted=56.300724, expected=64.000000 predicted=79.875051, expected=12.000000 predicted=48.928758, expected=80.000000 predicted=75.990113, expected=116.000000 predicted=79.114839, expected=68.000000 predicted=62.577431, expected=76.000000 predicted=69.867783, expected=32.000000 predicted=43.634186, expected=36.000000 predicted=62.059134, expected=32.000000 predicted=64.230682, expected=60.000000 predicted=57.037122, expected=84.000000 predicted=66.620667, expected=80.000000 predicted=56.536191, expected=28.000000 predicted=42.549735, expected=28.000000 predicted=40.593340, expected=20.000000 predicted=43.661642, expected=24.000000 predicted=47.451465, expected=64.000000 predicted=55.596045, expected=68.000000 predicted=44.498687, expected=64.000000 predicted=46.429912, expected=48.000000 predicted=41.454150, expected=40.000000 predicted=41.908857, expected=24.000000 predicted=46.407188, expected=48.000000 predicted=52.625884, expected=36.000000 predicted=45.897620, expected=84.000000 predicted=57.269184, expected=40.000000 predicted=42.752378, expected=24.000000 predicted=33.335893, expected=20.000000 predicted=36.531942, expected=48.000000 predicted=42.301506, expected=40.000000 predicted=51.346972, expected=112.000000 predicted=63.405382, expected=72.000000 predicted=51.774491, expected=28.000000 predicted=38.834919, expected=28.000000 predicted=44.762217, expected=12.000000 predicted=36.481869, expected=80.000000 predicted=75.285687, expected=76.000000 predicted=62.146655, expected=36.000000 predicted=38.063703, expected=44.000000 predicted=40.271787, expected=56.000000 predicted=43.241451, expected=32.000000 predicted=54.308649, expected=32.000000 predicted=48.703483, expected=56.000000 predicted=44.489019, expected=68.000000 predicted=52.812065, expected=28.000000 predicted=43.032022, expected=28.000000 predicted=34.764526, expected=12.000000 predicted=28.832577, expected=20.000000 predicted=35.971493, expected=28.000000 predicted=38.247138, expected=28.000000 predicted=26.036952, expected=68.000000 predicted=40.125899, expected=36.000000 predicted=28.550396, expected=40.000000 predicted=33.633175, expected=28.000000 predicted=32.406676, expected=4.000000 predicted=24.514969, expected=64.000000 predicted=52.538080, expected=72.000000 predicted=48.429420, expected=40.000000 predicted=41.021723, expected=8.000000 predicted=25.568909, expected=16.000000 predicted=21.905488, expected=4.000000 predicted=32.797571, expected=24.000000 predicted=36.744554, expected=60.000000 predicted=38.045751, expected=8.000000 predicted=14.094265, expected=36.000000 predicted=25.235649, expected=56.000000 predicted=31.244406, expected=68.000000 predicted=45.671396, expected=4.000000 predicted=33.692854, expected=48.000000 predicted=32.715397, expected=56.000000 predicted=45.576861, expected=40.000000 predicted=46.841976, expected=48.000000 predicted=50.043048, expected=20.000000 predicted=24.194817, expected=64.000000 predicted=51.341756, expected=24.000000 predicted=40.170879, expected=20.000000 predicted=32.642727, expected=44.000000 predicted=40.530605, expected=44.000000 predicted=34.931319, expected=8.000000 predicted=33.597772, expected=36.000000 predicted=29.504134, expected=28.000000 predicted=27.060758, expected=76.000000 predicted=50.513649, expected=52.000000 predicted=44.212062, expected=68.000000 predicted=42.726917, expected=32.000000 predicted=40.856386, expected=12.000000 predicted=32.076871, expected=12.000000 predicted=41.103606, expected=32.000000 predicted=38.009182, expected=28.000000 predicted=38.435427, expected=64.000000 predicted=39.593587, expected=12.000000 predicted=19.206978, expected=20.000000 predicted=21.890470, expected=40.000000 predicted=33.988839, expected=40.000000 predicted=34.711850, expected=16.000000 predicted=34.690658, expected=96.000000 predicted=46.995363, expected=84.000000 predicted=52.266512, expected=36.000000 predicted=45.163893, expected=68.000000 predicted=55.167641, expected=44.000000 predicted=44.176427, expected=28.000000 predicted=59.544422, expected=24.000000 predicted=48.864151, expected=80.000000 predicted=53.222652, expected=80.000000 predicted=64.511232, expected=36.000000 predicted=44.252179, expected=44.000000 predicted=42.202601, expected=40.000000 predicted=41.425416, expected=40.000000 predicted=55.960285, expected=48.000000 predicted=55.167623, expected=108.000000 predicted=63.939128, expected=124.000000 predicted=77.843325, expected=8.000000 predicted=41.683062, expected=52.000000 predicted=54.671249, expected=40.000000 predicted=52.971353, expected=8.000000 predicted=56.010595, expected=28.000000 predicted=57.598834, expected=56.000000 predicted=32.723593, expected=116.000000 predicted=69.018001, expected=28.000000 predicted=39.537670, expected=40.000000 predicted=35.708616, expected=20.000000 predicted=35.135060, expected=20.000000 predicted=41.762773, expected=32.000000 predicted=56.360993, expected=44.000000 predicted=33.680963, expected=48.000000 predicted=39.165058, expected=172.000000 predicted=80.065912, expected=48.000000 predicted=48.124071, expected=76.000000 predicted=63.049392, expected=128.000000 predicted=86.332634, expected=44.000000 predicted=66.967474, expected=84.000000 predicted=108.440905, expected=108.000000 predicted=79.469930, expected=24.000000 predicted=64.105244, expected=20.000000 predicted=68.938848, expected=20.000000 predicted=38.743317, expected=12.000000 predicted=44.868914, expected=44.000000 predicted=55.385794, expected=88.000000 predicted=46.745183, expected=112.000000 predicted=60.932643, expected=28.000000 predicted=37.985013, expected=16.000000 predicted=31.513298, expected=64.000000 predicted=55.140507, expected=16.000000 predicted=51.547038, expected=4.000000 predicted=47.371929, expected=60.000000 predicted=37.291168, expected=52.000000 predicted=35.234531, expected=32.000000 predicted=43.429136, expected=24.000000 predicted=25.379903, expected=36.000000 predicted=27.423063, expected=52.000000 predicted=49.015329, expected=12.000000 predicted=32.437149, expected=48.000000 predicted=37.599594, expected=64.000000 predicted=41.761555, expected=32.000000 predicted=37.820731, expected=36.000000 predicted=42.189190, expected=20.000000 predicted=24.943715, expected=28.000000 predicted=37.497388, expected=24.000000 predicted=37.617724, expected=72.000000 predicted=44.812185, expected=48.000000 predicted=40.143012, expected=32.000000 predicted=32.700068, expected=36.000000 predicted=35.514563, expected=16.000000 predicted=28.238781, expected=36.000000 predicted=46.226074, expected=56.000000 predicted=44.462460, expected=60.000000 predicted=43.717785, expected=44.000000 predicted=41.109404, expected=32.000000 predicted=32.502626, expected=48.000000 predicted=43.847839, expected=44.000000 predicted=48.095220, expected=60.000000 predicted=54.345175, expected=64.000000 predicted=51.673782, expected=68.000000 predicted=52.431456, expected=32.000000 predicted=45.811655, expected=40.000000 predicted=46.475404, expected=24.000000 predicted=43.284887, expected=72.000000 predicted=59.474989, expected=52.000000 predicted=53.374324, expected=44.000000 predicted=42.045496, expected=64.000000 predicted=50.709558, expected=40.000000 predicted=40.707105, expected=32.000000 predicted=50.725978, expected=32.000000 predicted=41.905453, expected=40.000000 predicted=41.686585, expected=28.000000 predicted=41.772777, expected=64.000000 predicted=46.380576, expected=36.000000 predicted=36.062710, expected=16.000000 predicted=30.113691, expected=16.000000 predicted=29.323586, expected=36.000000 predicted=32.037372, expected=8.000000 predicted=31.334285, expected=40.000000 predicted=32.110028, expected=48.000000 predicted=29.748574, expected=12.000000 predicted=20.639859, expected=56.000000 predicted=40.199680, expected=16.000000 predicted=20.205416, expected=32.000000 predicted=35.616603, expected=24.000000 Test MSE: 822.155
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315])] predicted=80.888710, expected=224.000000 predicted=133.167505, expected=116.000000 predicted=101.194612, expected=164.000000 predicted=133.069362, expected=72.000000 predicted=118.058377, expected=156.000000 predicted=132.393673, expected=100.000000 predicted=139.960098, expected=60.000000 predicted=97.298900, expected=56.000000 predicted=104.577188, expected=28.000000 predicted=65.534648, expected=100.000000 predicted=93.358799, expected=120.000000 predicted=85.673246, expected=96.000000 predicted=75.046451, expected=100.000000 predicted=87.533279, expected=76.000000 predicted=79.590285, expected=64.000000 predicted=86.970009, expected=160.000000 predicted=117.807620, expected=136.000000 predicted=105.744242, expected=56.000000 predicted=87.613658, expected=104.000000 predicted=106.063022, expected=84.000000 predicted=92.039105, expected=76.000000 predicted=99.045710, expected=88.000000 predicted=97.120398, expected=124.000000 predicted=91.572652, expected=84.000000 predicted=89.848010, expected=84.000000 predicted=89.363908, expected=132.000000 predicted=105.316722, expected=16.000000 predicted=68.537696, expected=52.000000 predicted=83.944187, expected=80.000000 predicted=79.332545, expected=112.000000 predicted=79.630308, expected=112.000000 predicted=93.828107, expected=136.000000 predicted=88.825399, expected=84.000000 predicted=88.840775, expected=84.000000 predicted=97.059224, expected=32.000000 predicted=83.938929, expected=120.000000 predicted=101.965071, expected=132.000000 predicted=106.278062, expected=100.000000 predicted=87.885034, expected=96.000000 predicted=97.865821, expected=84.000000 predicted=86.577053, expected=52.000000 predicted=89.102018, expected=140.000000 predicted=113.883376, expected=76.000000 predicted=84.980011, expected=180.000000 predicted=118.991840, expected=104.000000 predicted=103.589360, expected=72.000000 predicted=89.964591, expected=92.000000 predicted=116.850033, expected=32.000000 predicted=74.999211, expected=76.000000 predicted=98.916804, expected=160.000000 predicted=105.786412, expected=80.000000 predicted=75.697359, expected=36.000000 predicted=74.492069, expected=64.000000 predicted=74.448694, expected=76.000000 predicted=76.784742, expected=116.000000 predicted=99.037327, expected=80.000000 predicted=75.305898, expected=92.000000 predicted=76.851340, expected=124.000000 predicted=97.311927, expected=80.000000 predicted=86.409745, expected=60.000000 predicted=89.202422, expected=112.000000 predicted=97.379596, expected=100.000000 predicted=91.832736, expected=128.000000 predicted=107.286328, expected=108.000000 predicted=98.782650, expected=196.000000 predicted=127.643354, expected=84.000000 predicted=109.995282, expected=12.000000 predicted=86.783792, expected=228.000000 predicted=156.236208, expected=44.000000 predicted=85.729358, expected=44.000000 predicted=102.235904, expected=112.000000 predicted=102.176845, expected=120.000000 predicted=80.112716, expected=96.000000 predicted=115.701039, expected=136.000000 predicted=98.945939, expected=36.000000 predicted=73.479217, expected=56.000000 predicted=90.592036, expected=64.000000 predicted=86.186823, expected=60.000000 predicted=69.608000, expected=84.000000 predicted=82.028715, expected=160.000000 predicted=87.839327, expected=36.000000 predicted=61.922929, expected=84.000000 predicted=85.189010, expected=44.000000 predicted=71.478016, expected=52.000000 predicted=69.195129, expected=88.000000 predicted=90.072664, expected=104.000000 predicted=68.130930, expected=60.000000 predicted=69.626717, expected=64.000000 predicted=67.713808, expected=108.000000 predicted=82.761645, expected=48.000000 predicted=69.798572, expected=36.000000 predicted=69.040687, expected=76.000000 predicted=69.525311, expected=148.000000 predicted=87.614668, expected=132.000000 predicted=96.508561, expected=96.000000 predicted=86.745404, expected=80.000000 predicted=89.483340, expected=48.000000 predicted=85.288356, expected=52.000000 predicted=91.091238, expected=72.000000 predicted=83.760986, expected=116.000000 predicted=84.885146, expected=80.000000 predicted=73.779592, expected=36.000000 predicted=60.154321, expected=112.000000 predicted=85.835410, expected=96.000000 predicted=81.596979, expected=172.000000 predicted=115.367754, expected=168.000000 predicted=117.869448, expected=144.000000 predicted=114.699196, expected=176.000000 predicted=151.152410, expected=88.000000 predicted=123.851191, expected=108.000000 predicted=141.574980, expected=52.000000 predicted=114.525201, expected=120.000000 predicted=118.033831, expected=96.000000 predicted=110.454893, expected=96.000000 predicted=91.275420, expected=160.000000 predicted=119.153532, expected=72.000000 predicted=85.047792, expected=116.000000 predicted=114.989887, expected=128.000000 predicted=114.216623, expected=56.000000 predicted=90.029181, expected=124.000000 predicted=121.720511, expected=156.000000 predicted=112.353903, expected=148.000000 predicted=121.626243, expected=120.000000 predicted=124.160446, expected=96.000000 predicted=108.201594, expected=156.000000 predicted=138.012359, expected=140.000000 predicted=135.700824, expected=132.000000 predicted=132.788003, expected=96.000000 predicted=119.766012, expected=80.000000 predicted=108.248265, expected=36.000000 predicted=98.295076, expected=184.000000 predicted=129.876062, expected=160.000000 predicted=119.167507, expected=96.000000 predicted=102.153660, expected=132.000000 predicted=121.770669, expected=172.000000 predicted=126.827080, expected=40.000000 predicted=114.080306, expected=152.000000 predicted=141.023732, expected=148.000000 predicted=122.770348, expected=40.000000 predicted=96.221359, expected=84.000000 predicted=117.708527, expected=140.000000 predicted=100.074102, expected=164.000000 predicted=126.540574, expected=176.000000 predicted=137.618448, expected=64.000000 predicted=94.563371, expected=132.000000 predicted=128.855040, expected=88.000000 predicted=119.494763, expected=156.000000 predicted=136.590882, expected=164.000000 predicted=141.091805, expected=220.000000 predicted=142.720075, expected=152.000000 predicted=149.221294, expected=104.000000 predicted=134.524043, expected=128.000000 predicted=153.852734, expected=104.000000 predicted=136.735024, expected=144.000000 predicted=150.668818, expected=104.000000 predicted=121.387628, expected=172.000000 predicted=133.074162, expected=156.000000 predicted=136.802362, expected=60.000000 predicted=107.217523, expected=144.000000 predicted=140.733717, expected=84.000000 predicted=108.041477, expected=24.000000 predicted=96.619147, expected=184.000000 predicted=134.148277, expected=144.000000 predicted=99.945546, expected=24.000000 predicted=89.615471, expected=112.000000 predicted=107.758826, expected=80.000000 predicted=78.806396, expected=28.000000 predicted=90.280233, expected=136.000000 predicted=108.542320, expected=112.000000 predicted=74.605375, expected=112.000000 predicted=100.530209, expected=80.000000 predicted=90.723767, expected=132.000000 predicted=98.136600, expected=100.000000 predicted=110.138327, expected=24.000000 predicted=82.325742, expected=136.000000 predicted=111.594760, expected=28.000000 predicted=66.366775, expected=136.000000 predicted=107.431130, expected=80.000000 predicted=83.776441, expected=144.000000 predicted=91.651303, expected=116.000000 predicted=112.385154, expected=132.000000 predicted=100.838195, expected=52.000000 predicted=103.627884, expected=156.000000 predicted=119.334851, expected=116.000000 predicted=118.167022, expected=144.000000 predicted=121.996417, expected=52.000000 predicted=103.536582, expected=124.000000 predicted=105.645478, expected=152.000000 predicted=131.330109, expected=128.000000 predicted=115.878851, expected=92.000000 predicted=117.585720, expected=44.000000 predicted=85.537435, expected=52.000000 predicted=94.349866, expected=80.000000 predicted=95.082346, expected=76.000000 predicted=81.049767, expected=8.000000 predicted=53.149903, expected=104.000000 predicted=70.031459, expected=88.000000 predicted=65.871581, expected=164.000000 predicted=97.675024, expected=132.000000 predicted=99.964533, expected=80.000000 predicted=82.927026, expected=120.000000 predicted=118.934305, expected=32.000000 predicted=85.603340, expected=44.000000 predicted=95.091382, expected=64.000000 predicted=82.927309, expected=76.000000 predicted=67.957968, expected=80.000000 predicted=76.681998, expected=28.000000 predicted=46.797024, expected=60.000000 predicted=59.273295, expected=24.000000 predicted=49.335168, expected=84.000000 predicted=64.584332, expected=76.000000 predicted=62.893144, expected=148.000000 predicted=78.340184, expected=116.000000 predicted=86.878701, expected=140.000000 predicted=97.992473, expected=144.000000 predicted=120.614799, expected=60.000000 predicted=98.272046, expected=76.000000 predicted=114.217656, expected=84.000000 predicted=100.677514, expected=92.000000 predicted=99.364199, expected=116.000000 predicted=104.764285, expected=68.000000 predicted=76.570217, expected=104.000000 predicted=92.719192, expected=48.000000 predicted=77.599430, expected=60.000000 predicted=78.597749, expected=80.000000 predicted=84.126108, expected=76.000000 predicted=70.091579, expected=112.000000 predicted=88.924696, expected=40.000000 predicted=60.643926, expected=60.000000 predicted=69.924291, expected=12.000000 predicted=55.870919, expected=144.000000 predicted=86.212298, expected=36.000000 predicted=62.940239, expected=128.000000 predicted=78.132684, expected=40.000000 predicted=65.355750, expected=100.000000 predicted=71.739964, expected=64.000000 predicted=89.743737, expected=60.000000 predicted=62.931132, expected=44.000000 predicted=75.713352, expected=52.000000 predicted=55.269516, expected=44.000000 predicted=61.449537, expected=80.000000 predicted=61.513628, expected=72.000000 predicted=60.264467, expected=28.000000 predicted=47.257808, expected=120.000000 predicted=76.259033, expected=156.000000 predicted=89.209066, expected=172.000000 predicted=111.476257, expected=92.000000 predicted=102.591103, expected=140.000000 predicted=115.381651, expected=104.000000 predicted=124.069317, expected=76.000000 predicted=116.171259, expected=104.000000 predicted=121.415208, expected=116.000000 predicted=103.705452, expected=96.000000 predicted=106.418595, expected=128.000000 predicted=109.774383, expected=88.000000 predicted=95.563238, expected=40.000000 predicted=86.222511, expected=72.000000 predicted=91.818343, expected=84.000000 predicted=83.393477, expected=100.000000 predicted=90.540082, expected=104.000000 predicted=86.754762, expected=48.000000 predicted=65.934238, expected=64.000000 predicted=77.009500, expected=36.000000 predicted=66.735745, expected=68.000000 predicted=71.476584, expected=68.000000 predicted=69.189232, expected=120.000000 predicted=73.602405, expected=64.000000 predicted=67.781768, expected=80.000000 predicted=70.958808, expected=56.000000 predicted=72.704604, expected=20.000000 predicted=57.481492, expected=108.000000 predicted=87.167256, expected=116.000000 predicted=77.374916, expected=136.000000 predicted=92.816165, expected=96.000000 predicted=88.568270, expected=76.000000 predicted=81.865678, expected=84.000000 predicted=100.908129, expected=52.000000 predicted=86.543665, expected=88.000000 predicted=93.833503, expected=72.000000 predicted=78.144208, expected=152.000000 predicted=97.108254, expected=72.000000 predicted=82.825671, expected=88.000000 predicted=84.419996, expected=156.000000 predicted=114.505760, expected=116.000000 predicted=101.886915, expected=88.000000 predicted=113.415453, expected=44.000000 predicted=85.133270, expected=160.000000 predicted=115.518521, expected=52.000000 predicted=95.578380, expected=140.000000 predicted=109.521702, expected=52.000000 predicted=84.852439, expected=112.000000 predicted=88.682692, expected=72.000000 predicted=102.354213, expected=88.000000 predicted=79.860038, expected=88.000000 predicted=98.350762, expected=68.000000 predicted=73.122106, expected=60.000000 predicted=81.667010, expected=104.000000 predicted=83.385273, expected=52.000000 predicted=71.728531, expected=140.000000 predicted=95.710397, expected=108.000000 predicted=89.589574, expected=108.000000 predicted=92.088090, expected=72.000000 predicted=96.679028, expected=52.000000 predicted=77.483805, expected=72.000000 predicted=94.039713, expected=76.000000 predicted=81.507358, expected=76.000000 predicted=78.479738, expected=104.000000 predicted=80.537707, expected=164.000000 predicted=98.958335, expected=64.000000 predicted=83.925052, expected=44.000000 predicted=81.443443, expected=120.000000 predicted=100.159527, expected=20.000000 predicted=71.102468, expected=92.000000 predicted=95.349283, expected=56.000000 predicted=65.168984, expected=72.000000 predicted=62.433769, expected=68.000000 predicted=78.120366, expected=24.000000 predicted=44.579879, expected=108.000000 predicted=80.041343, expected=40.000000 predicted=55.216584, expected=100.000000 predicted=73.823999, expected=60.000000 predicted=67.250948, expected=140.000000 predicted=81.388752, expected=80.000000 predicted=89.457366, expected=36.000000 predicted=64.707035, expected=96.000000 predicted=91.943482, expected=28.000000 predicted=61.071653, expected=60.000000 predicted=77.419512, expected=56.000000 predicted=62.078871, expected=80.000000 predicted=57.983283, expected=76.000000 predicted=71.231926, expected=64.000000 predicted=57.548250, expected=84.000000 predicted=72.089607, expected=56.000000 predicted=65.021101, expected=52.000000 predicted=66.804999, expected=104.000000 predicted=78.798933, expected=140.000000 predicted=89.079306, expected=60.000000 predicted=78.040802, expected=48.000000 predicted=72.444706, expected=64.000000 predicted=74.143177, expected=112.000000 predicted=90.715259, expected=92.000000 predicted=91.142970, expected=156.000000 predicted=97.788395, expected=96.000000 predicted=90.392164, expected=96.000000 predicted=97.592514, expected=88.000000 predicted=106.067072, expected=52.000000 predicted=86.565561, expected=36.000000 predicted=86.081778, expected=260.000000 predicted=129.966708, expected=64.000000 predicted=88.218610, expected=320.000000 predicted=161.303872, expected=228.000000 predicted=165.062647, expected=176.000000 predicted=159.927805, expected=144.000000 predicted=205.320655, expected=68.000000 predicted=136.579217, expected=84.000000 predicted=169.606499, expected=144.000000 predicted=148.560790, expected=136.000000 predicted=130.228291, expected=56.000000 predicted=102.081856, expected=4.000000 predicted=68.908991, expected=52.000000 predicted=73.966715, expected=4.000000 predicted=59.867843, expected=76.000000 predicted=65.246675, expected=88.000000 predicted=55.537312, expected=88.000000 predicted=52.261467, expected=52.000000 predicted=60.005201, expected=36.000000 predicted=48.143518, expected=48.000000 predicted=62.283639, expected=32.000000 predicted=54.536040, expected=40.000000 predicted=51.043777, expected=88.000000 predicted=56.256924, expected=28.000000 predicted=40.714610, expected=48.000000 predicted=47.962527, expected=68.000000 predicted=52.283855, expected=100.000000 predicted=64.362263, expected=80.000000 predicted=73.343767, expected=72.000000 predicted=63.841559, expected=56.000000 predicted=66.321162, expected=60.000000 predicted=68.997257, expected=52.000000 predicted=69.330232, expected=72.000000 predicted=67.299221, expected=52.000000 predicted=60.157851, expected=112.000000 predicted=73.609309, expected=68.000000 predicted=68.432850, expected=88.000000 predicted=73.877446, expected=60.000000 predicted=73.607409, expected=24.000000 predicted=56.731035, expected=36.000000 predicted=64.623991, expected=60.000000 predicted=56.378601, expected=40.000000 predicted=51.956614, expected=88.000000 predicted=58.988860, expected=32.000000 predicted=42.113063, expected=64.000000 predicted=52.869514, expected=28.000000 predicted=49.389380, expected=60.000000 predicted=50.294126, expected=52.000000 predicted=57.666907, expected=112.000000 predicted=63.513373, expected=44.000000 predicted=58.603589, expected=104.000000 predicted=68.928607, expected=72.000000 predicted=73.404934, expected=56.000000 predicted=66.203642, expected=16.000000 predicted=64.581407, expected=52.000000 predicted=53.243347, expected=68.000000 predicted=65.917922, expected=8.000000 predicted=40.569819, expected=44.000000 predicted=43.732468, expected=56.000000 predicted=40.336990, expected=72.000000 predicted=52.183651, expected=20.000000 predicted=44.035617, expected=88.000000 predicted=50.766747, expected=44.000000 predicted=51.173639, expected=40.000000 predicted=49.904534, expected=48.000000 predicted=54.966211, expected=48.000000 predicted=43.196256, expected=48.000000 predicted=55.292027, expected=52.000000 predicted=47.301232, expected=104.000000 predicted=62.819927, expected=12.000000 predicted=44.765884, expected=40.000000 predicted=48.682500, expected=72.000000 predicted=57.406901, expected=40.000000 predicted=47.920247, expected=60.000000 predicted=61.804475, expected=36.000000 predicted=39.278932, expected=92.000000 predicted=59.724437, expected=40.000000 Test MSE: 1980.411
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704])] predicted=21.660151, expected=28.000000 predicted=22.370984, expected=24.000000 predicted=26.101156, expected=56.000000 predicted=33.980916, expected=48.000000 predicted=34.537945, expected=52.000000 predicted=43.031303, expected=8.000000 predicted=40.204477, expected=72.000000 predicted=43.783705, expected=28.000000 predicted=41.469389, expected=32.000000 predicted=36.897770, expected=32.000000 predicted=43.023076, expected=12.000000 predicted=26.333780, expected=32.000000 predicted=32.964650, expected=80.000000 predicted=35.242423, expected=8.000000 predicted=30.748938, expected=16.000000 predicted=35.503119, expected=48.000000 predicted=36.520579, expected=20.000000 predicted=24.637746, expected=44.000000 predicted=36.440563, expected=8.000000 predicted=27.617097, expected=44.000000 predicted=28.423316, expected=28.000000 predicted=32.141851, expected=12.000000 predicted=23.669131, expected=20.000000 predicted=28.936058, expected=56.000000 predicted=25.879070, expected=20.000000 predicted=27.141403, expected=32.000000 predicted=31.003688, expected=12.000000 predicted=29.129315, expected=20.000000 predicted=23.134555, expected=16.000000 predicted=24.841988, expected=24.000000 predicted=18.374512, expected=40.000000 predicted=24.048703, expected=24.000000 predicted=22.897909, expected=32.000000 predicted=28.148452, expected=36.000000 predicted=30.522813, expected=28.000000 predicted=29.297797, expected=24.000000 predicted=31.439315, expected=48.000000 predicted=32.411732, expected=24.000000 predicted=30.595792, expected=16.000000 predicted=29.887538, expected=44.000000 predicted=32.668603, expected=92.000000 predicted=38.003696, expected=4.000000 predicted=37.484953, expected=80.000000 predicted=50.590558, expected=28.000000 predicted=47.622097, expected=20.000000 predicted=37.862035, expected=12.000000 predicted=44.725390, expected=12.000000 predicted=20.072781, expected=60.000000 predicted=30.579541, expected=12.000000 predicted=22.615486, expected=32.000000 predicted=27.413692, expected=52.000000 predicted=34.228285, expected=20.000000 predicted=27.594404, expected=40.000000 predicted=38.053113, expected=36.000000 predicted=33.952425, expected=44.000000 predicted=34.483369, expected=16.000000 predicted=36.242048, expected=24.000000 predicted=30.848257, expected=76.000000 predicted=37.797409, expected=44.000000 predicted=36.565388, expected=20.000000 predicted=41.233323, expected=32.000000 predicted=42.036775, expected=56.000000 predicted=37.538973, expected=32.000000 predicted=38.526630, expected=32.000000 predicted=38.470199, expected=28.000000 predicted=36.319426, expected=48.000000 predicted=35.115461, expected=24.000000 predicted=35.147701, expected=20.000000 predicted=31.523761, expected=68.000000 predicted=37.559455, expected=28.000000 predicted=32.914938, expected=20.000000 predicted=36.418267, expected=28.000000 predicted=36.299018, expected=48.000000 predicted=30.424460, expected=48.000000 predicted=36.692907, expected=12.000000 predicted=33.304116, expected=24.000000 predicted=34.021187, expected=28.000000 predicted=29.863595, expected=68.000000 predicted=32.203278, expected=32.000000 predicted=35.386431, expected=16.000000 predicted=34.525625, expected=20.000000 predicted=36.051300, expected=12.000000 predicted=24.768291, expected=20.000000 predicted=23.429553, expected=32.000000 predicted=20.921853, expected=36.000000 predicted=21.852703, expected=32.000000 predicted=26.873909, expected=48.000000 predicted=32.540356, expected=8.000000 predicted=30.607645, expected=84.000000 predicted=39.931071, expected=80.000000 predicted=47.130799, expected=24.000000 predicted=45.937726, expected=24.000000 predicted=55.264555, expected=24.000000 predicted=40.963758, expected=24.000000 predicted=34.187567, expected=20.000000 predicted=29.433869, expected=64.000000 predicted=29.704049, expected=24.000000 predicted=29.545049, expected=16.000000 predicted=31.183734, expected=52.000000 predicted=37.360800, expected=20.000000 predicted=27.951348, expected=8.000000 predicted=30.079601, expected=36.000000 predicted=29.106980, expected=28.000000 predicted=22.315156, expected=36.000000 predicted=28.234221, expected=24.000000 predicted=28.543587, expected=44.000000 predicted=29.952682, expected=24.000000 predicted=31.967124, expected=20.000000 predicted=29.343859, expected=24.000000 predicted=29.899698, expected=68.000000 predicted=31.143705, expected=20.000000 predicted=31.716296, expected=8.000000 predicted=31.227622, expected=20.000000 predicted=30.948526, expected=24.000000 predicted=21.016689, expected=32.000000 predicted=24.896034, expected=36.000000 predicted=24.605626, expected=20.000000 predicted=24.999556, expected=8.000000 predicted=25.259340, expected=44.000000 predicted=27.251172, expected=32.000000 predicted=25.144082, expected=36.000000 predicted=28.879677, expected=28.000000 predicted=32.191348, expected=76.000000 predicted=37.162620, expected=56.000000 predicted=44.338076, expected=32.000000 predicted=45.592739, expected=40.000000 predicted=50.948238, expected=40.000000 predicted=43.092577, expected=44.000000 predicted=43.690357, expected=32.000000 predicted=40.696355, expected=16.000000 predicted=34.889286, expected=20.000000 predicted=32.052873, expected=52.000000 predicted=31.091238, expected=56.000000 predicted=33.265332, expected=28.000000 predicted=35.674138, expected=28.000000 predicted=39.137008, expected=92.000000 predicted=46.351686, expected=16.000000 predicted=40.576939, expected=20.000000 predicted=43.742213, expected=36.000000 predicted=42.290983, expected=44.000000 predicted=30.408493, expected=56.000000 predicted=41.189302, expected=36.000000 predicted=37.709097, expected=72.000000 predicted=46.964822, expected=4.000000 predicted=42.547158, expected=20.000000 predicted=39.396177, expected=80.000000 predicted=44.453957, expected=12.000000 predicted=29.000969, expected=36.000000 predicted=40.909004, expected=16.000000 predicted=34.026642, expected=64.000000 predicted=31.890451, expected=16.000000 predicted=35.647916, expected=8.000000 predicted=27.592763, expected=56.000000 predicted=35.727139, expected=32.000000 predicted=25.944477, expected=12.000000 predicted=30.758675, expected=36.000000 predicted=32.585754, expected=12.000000 predicted=23.723272, expected=56.000000 predicted=30.446992, expected=12.000000 predicted=27.418167, expected=56.000000 predicted=30.998690, expected=36.000000 predicted=36.850117, expected=52.000000 predicted=35.694358, expected=8.000000 predicted=40.425942, expected=84.000000 predicted=40.914229, expected=56.000000 predicted=46.165004, expected=48.000000 predicted=46.159604, expected=40.000000 predicted=56.547315, expected=60.000000 predicted=48.839917, expected=16.000000 predicted=47.903709, expected=24.000000 predicted=40.991915, expected=36.000000 predicted=37.262335, expected=52.000000 predicted=31.715184, expected=60.000000 predicted=40.007709, expected=80.000000 predicted=47.344226, expected=36.000000 predicted=52.033378, expected=12.000000 predicted=50.737069, expected=24.000000 predicted=45.749078, expected=80.000000 predicted=40.594084, expected=12.000000 predicted=34.885728, expected=36.000000 predicted=38.011496, expected=32.000000 predicted=38.254065, expected=40.000000 predicted=30.687987, expected=28.000000 predicted=38.007053, expected=44.000000 predicted=32.947378, expected=44.000000 predicted=37.326525, expected=48.000000 predicted=38.497976, expected=60.000000 predicted=45.515064, expected=24.000000 predicted=42.733948, expected=28.000000 predicted=43.475775, expected=56.000000 predicted=43.089949, expected=16.000000 predicted=33.871284, expected=44.000000 predicted=38.626276, expected=40.000000 predicted=36.558748, expected=24.000000 predicted=31.677382, expected=28.000000 predicted=37.128962, expected=88.000000 predicted=38.515993, expected=36.000000 predicted=40.025508, expected=32.000000 predicted=45.644485, expected=60.000000 predicted=51.265557, expected=16.000000 predicted=38.197633, expected=20.000000 predicted=41.732213, expected=68.000000 predicted=39.415925, expected=64.000000 predicted=36.418380, expected=16.000000 predicted=42.681353, expected=36.000000 predicted=45.249275, expected=24.000000 predicted=36.898992, expected=16.000000 predicted=31.537844, expected=28.000000 predicted=31.185875, expected=80.000000 predicted=30.359182, expected=36.000000 predicted=34.429109, expected=64.000000 predicted=46.015087, expected=32.000000 predicted=48.525957, expected=76.000000 predicted=49.391045, expected=16.000000 predicted=51.906587, expected=12.000000 predicted=39.603480, expected=28.000000 predicted=40.586274, expected=20.000000 predicted=22.682023, expected=40.000000 predicted=29.569544, expected=12.000000 predicted=23.106311, expected=32.000000 predicted=24.758104, expected=52.000000 predicted=30.982117, expected=24.000000 predicted=27.424942, expected=52.000000 predicted=38.373347, expected=24.000000 predicted=34.958276, expected=36.000000 predicted=35.184617, expected=32.000000 predicted=38.068577, expected=76.000000 predicted=37.274956, expected=12.000000 predicted=39.245117, expected=12.000000 predicted=35.948981, expected=36.000000 predicted=37.104647, expected=52.000000 predicted=27.611933, expected=28.000000 predicted=34.301846, expected=20.000000 predicted=31.935445, expected=56.000000 predicted=35.892301, expected=16.000000 predicted=31.003178, expected=12.000000 predicted=31.452761, expected=60.000000 predicted=34.360093, expected=44.000000 predicted=28.430556, expected=20.000000 predicted=35.590351, expected=20.000000 predicted=36.023987, expected=56.000000 predicted=33.038076, expected=20.000000 predicted=31.732036, expected=16.000000 predicted=31.300954, expected=20.000000 predicted=29.404538, expected=44.000000 predicted=24.350254, expected=12.000000 predicted=25.752645, expected=20.000000 predicted=24.463492, expected=36.000000 predicted=26.478846, expected=52.000000 predicted=25.960447, expected=40.000000 predicted=34.126453, expected=60.000000 predicted=40.232274, expected=40.000000 predicted=43.737651, expected=52.000000 predicted=46.832560, expected=36.000000 predicted=48.352899, expected=28.000000 predicted=41.670335, expected=36.000000 predicted=42.399423, expected=40.000000 predicted=35.898122, expected=20.000000 predicted=33.970769, expected=28.000000 predicted=32.934274, expected=60.000000 predicted=34.395644, expected=16.000000 predicted=30.459925, expected=16.000000 predicted=33.453620, expected=96.000000 predicted=40.828719, expected=32.000000 predicted=33.908529, expected=28.000000 predicted=45.907757, expected=40.000000 predicted=47.736228, expected=48.000000 predicted=35.683714, expected=8.000000 predicted=39.913790, expected=28.000000 predicted=33.961417, expected=28.000000 predicted=29.066053, expected=40.000000 predicted=26.444127, expected=32.000000 predicted=31.845275, expected=44.000000 predicted=31.393904, expected=40.000000 predicted=36.484475, expected=24.000000 predicted=34.955025, expected=24.000000 predicted=36.044755, expected=16.000000 predicted=29.243835, expected=24.000000 predicted=25.981519, expected=24.000000 predicted=23.893402, expected=16.000000 predicted=20.525679, expected=56.000000 predicted=26.954412, expected=32.000000 predicted=26.872586, expected=28.000000 predicted=31.623884, expected=52.000000 predicted=39.241203, expected=52.000000 predicted=35.973840, expected=32.000000 predicted=41.944835, expected=36.000000 predicted=43.112516, expected=64.000000 predicted=43.254532, expected=48.000000 predicted=43.485219, expected=20.000000 predicted=44.440588, expected=48.000000 predicted=45.848684, expected=12.000000 predicted=34.878092, expected=28.000000 predicted=33.791119, expected=24.000000 predicted=30.990735, expected=20.000000 predicted=21.610653, expected=36.000000 predicted=28.570801, expected=56.000000 predicted=28.065935, expected=88.000000 predicted=40.801232, expected=72.000000 predicted=52.456238, expected=88.000000 predicted=66.688562, expected=24.000000 predicted=66.591171, expected=48.000000 predicted=63.715966, expected=52.000000 predicted=59.551028, expected=24.000000 predicted=42.875804, expected=44.000000 predicted=48.545092, expected=52.000000 predicted=40.035114, expected=32.000000 predicted=38.737157, expected=68.000000 predicted=48.042667, expected=36.000000 predicted=43.197181, expected=40.000000 predicted=45.333710, expected=56.000000 predicted=50.156779, expected=28.000000 predicted=39.790701, expected=28.000000 predicted=43.626140, expected=12.000000 predicted=34.513980, expected=76.000000 predicted=35.412061, expected=60.000000 predicted=39.700653, expected=24.000000 predicted=40.217237, expected=40.000000 predicted=49.751149, expected=68.000000 predicted=43.867020, expected=4.000000 predicted=39.698624, expected=44.000000 predicted=44.073757, expected=64.000000 predicted=40.550375, expected=44.000000 predicted=36.609388, expected=28.000000 predicted=48.132885, expected=40.000000 predicted=41.464536, expected=40.000000 predicted=39.439286, expected=48.000000 predicted=41.062075, expected=72.000000 predicted=46.114429, expected=32.000000 predicted=44.191910, expected=40.000000 predicted=49.228482, expected=20.000000 predicted=43.934761, expected=108.000000 predicted=47.239510, expected=64.000000 predicted=52.442569, expected=20.000000 predicted=51.470962, expected=16.000000 predicted=57.573230, expected=64.000000 predicted=42.447156, expected=12.000000 predicted=37.323979, expected=48.000000 predicted=38.714591, expected=40.000000 predicted=37.135797, expected=104.000000 predicted=41.612910, expected=28.000000 predicted=52.073998, expected=36.000000 predicted=50.391833, expected=44.000000 predicted=56.247334, expected=16.000000 predicted=35.234109, expected=32.000000 predicted=42.834568, expected=32.000000 predicted=30.943950, expected=44.000000 predicted=30.297829, expected=20.000000 predicted=32.824324, expected=32.000000 predicted=31.142159, expected=40.000000 predicted=33.518975, expected=12.000000 predicted=27.276638, expected=20.000000 predicted=30.194962, expected=32.000000 predicted=25.826334, expected=76.000000 predicted=30.311370, expected=76.000000 predicted=42.223715, expected=36.000000 predicted=47.072046, expected=60.000000 predicted=58.737181, expected=40.000000 predicted=52.517510, expected=20.000000 predicted=46.852808, expected=52.000000 predicted=48.881058, expected=60.000000 predicted=40.177019, expected=40.000000 predicted=43.026736, expected=44.000000 predicted=48.133232, expected=76.000000 predicted=49.637485, expected=8.000000 predicted=43.777151, expected=44.000000 predicted=48.663229, expected=40.000000 predicted=42.639106, expected=28.000000 predicted=32.261459, expected=40.000000 predicted=42.761080, expected=68.000000 predicted=37.155044, expected=56.000000 predicted=43.879095, expected=28.000000 predicted=47.102245, expected=20.000000 predicted=45.233542, expected=68.000000 predicted=43.907176, expected=28.000000 predicted=38.224163, expected=16.000000 predicted=37.702489, expected=44.000000 predicted=39.466164, expected=64.000000 predicted=33.262378, expected=16.000000 predicted=37.340793, expected=60.000000 predicted=44.308406, expected=80.000000 predicted=46.585896, expected=48.000000 predicted=46.819974, expected=56.000000 predicted=61.835768, expected=40.000000 predicted=53.042934, expected=72.000000 predicted=55.316947, expected=32.000000 predicted=53.444268, expected=52.000000 predicted=50.452061, expected=40.000000 predicted=50.764489, expected=52.000000 predicted=43.779578, expected=24.000000 predicted=46.579738, expected=32.000000 predicted=38.825042, expected=64.000000 predicted=43.315751, expected=40.000000 predicted=37.403379, expected=32.000000 predicted=43.653581, expected=12.000000 predicted=38.907033, expected=56.000000 predicted=36.118584, expected=44.000000 predicted=36.612132, expected=48.000000 predicted=37.667114, expected=28.000000 predicted=42.804498, expected=32.000000 predicted=37.154558, expected=24.000000 predicted=37.795477, expected=44.000000 predicted=33.653438, expected=48.000000 predicted=36.082964, expected=24.000000 predicted=33.337272, expected=44.000000 predicted=39.776108, expected=28.000000 predicted=35.014173, expected=20.000000 predicted=32.500447, expected=36.000000 predicted=34.966511, expected=52.000000 predicted=30.842136, expected=8.000000 predicted=30.275262, expected=20.000000 predicted=31.892391, expected=20.000000 predicted=26.517419, expected=80.000000 predicted=28.941485, expected=24.000000 predicted=32.952090, expected=52.000000 predicted=38.853011, expected=56.000000 predicted=48.176990, expected=36.000000 predicted=39.108662, expected=28.000000 predicted=49.698875, expected=20.000000 predicted=37.083472, expected=60.000000 predicted=38.078349, expected=24.000000 predicted=33.926002, expected=8.000000 predicted=31.204743, expected=52.000000 predicted=36.445019, expected=60.000000 predicted=30.225874, expected=40.000000 predicted=38.717121, expected=24.000000 predicted=42.820283, expected=64.000000 predicted=43.487214, expected=24.000000 Test MSE: 445.845
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448])] predicted=29.010373, expected=20.000000 predicted=28.363921, expected=100.000000 predicted=64.429560, expected=120.000000 predicted=69.095015, expected=16.000000 predicted=32.275366, expected=64.000000 predicted=46.708761, expected=60.000000 predicted=49.044653, expected=36.000000 predicted=60.913862, expected=16.000000 predicted=63.028242, expected=116.000000 predicted=60.904752, expected=148.000000 predicted=94.291830, expected=60.000000 predicted=63.919023, expected=20.000000 predicted=46.401581, expected=52.000000 predicted=47.666979, expected=4.000000 predicted=55.452557, expected=32.000000 predicted=72.731873, expected=100.000000 predicted=69.244522, expected=96.000000 predicted=53.666521, expected=64.000000 predicted=59.888609, expected=64.000000 predicted=47.231151, expected=28.000000 predicted=40.952252, expected=44.000000 predicted=66.922786, expected=32.000000 predicted=59.309681, expected=140.000000 predicted=86.658912, expected=48.000000 predicted=57.993496, expected=76.000000 predicted=55.049064, expected=116.000000 predicted=84.712125, expected=56.000000 predicted=51.071145, expected=56.000000 predicted=92.954059, expected=56.000000 predicted=59.117569, expected=68.000000 predicted=67.967153, expected=88.000000 predicted=91.330236, expected=4.000000 predicted=37.942267, expected=4.000000 predicted=35.077733, expected=20.000000 predicted=38.196772, expected=44.000000 predicted=44.242458, expected=80.000000 predicted=68.078241, expected=48.000000 predicted=29.887968, expected=24.000000 predicted=23.291050, expected=72.000000 predicted=48.620517, expected=80.000000 predicted=58.936283, expected=140.000000 predicted=96.812769, expected=48.000000 predicted=57.965064, expected=44.000000 predicted=46.626735, expected=24.000000 predicted=56.863603, expected=60.000000 predicted=62.984061, expected=24.000000 predicted=70.786292, expected=108.000000 predicted=67.799335, expected=80.000000 predicted=62.366242, expected=100.000000 predicted=62.471299, expected=44.000000 predicted=62.293521, expected=40.000000 predicted=42.236992, expected=28.000000 predicted=66.938514, expected=76.000000 predicted=68.509129, expected=40.000000 predicted=63.435139, expected=44.000000 predicted=43.466188, expected=52.000000 predicted=48.461935, expected=68.000000 predicted=47.371727, expected=96.000000 predicted=77.989768, expected=44.000000 predicted=47.865032, expected=28.000000 predicted=43.068731, expected=96.000000 predicted=71.855519, expected=64.000000 predicted=63.008071, expected=60.000000 predicted=71.796368, expected=36.000000 predicted=48.349362, expected=76.000000 predicted=53.262612, expected=68.000000 predicted=75.656346, expected=92.000000 predicted=72.578940, expected=88.000000 predicted=74.939810, expected=76.000000 predicted=61.901368, expected=48.000000 predicted=67.148250, expected=48.000000 predicted=61.327751, expected=64.000000 predicted=73.433940, expected=48.000000 predicted=63.508916, expected=48.000000 predicted=58.868251, expected=128.000000 predicted=80.968357, expected=132.000000 predicted=86.130906, expected=84.000000 predicted=78.031495, expected=48.000000 predicted=63.878609, expected=92.000000 predicted=76.985699, expected=72.000000 predicted=93.731785, expected=16.000000 predicted=70.095274, expected=12.000000 predicted=50.877400, expected=40.000000 predicted=43.026312, expected=80.000000 predicted=70.195216, expected=44.000000 predicted=52.077034, expected=52.000000 predicted=38.223206, expected=28.000000 predicted=30.144470, expected=92.000000 predicted=60.844213, expected=60.000000 predicted=66.054533, expected=104.000000 predicted=69.554573, expected=56.000000 predicted=61.602188, expected=20.000000 predicted=34.607642, expected=28.000000 predicted=60.892798, expected=36.000000 predicted=45.384955, expected=64.000000 predicted=69.258775, expected=52.000000 predicted=50.008582, expected=48.000000 predicted=37.187314, expected=120.000000 predicted=71.061506, expected=48.000000 predicted=48.405599, expected=40.000000 predicted=54.673938, expected=64.000000 predicted=63.139117, expected=32.000000 predicted=42.134440, expected=112.000000 predicted=98.158036, expected=40.000000 predicted=49.476974, expected=68.000000 predicted=54.286874, expected=20.000000 predicted=50.396517, expected=68.000000 predicted=48.566756, expected=20.000000 predicted=61.745264, expected=48.000000 predicted=40.922717, expected=180.000000 predicted=107.245494, expected=112.000000 predicted=68.548795, expected=48.000000 predicted=66.939128, expected=64.000000 predicted=62.647011, expected=72.000000 predicted=66.490710, expected=60.000000 predicted=103.160940, expected=24.000000 predicted=65.176903, expected=136.000000 predicted=84.445101, expected=108.000000 predicted=82.833037, expected=44.000000 predicted=61.421612, expected=56.000000 predicted=68.676459, expected=44.000000 predicted=45.157570, expected=32.000000 predicted=73.250797, expected=24.000000 predicted=59.303959, expected=88.000000 predicted=59.094698, expected=140.000000 predicted=86.241315, expected=84.000000 predicted=65.910174, expected=72.000000 predicted=63.944795, expected=60.000000 predicted=58.356683, expected=12.000000 predicted=54.641150, expected=60.000000 predicted=87.094813, expected=72.000000 predicted=70.157501, expected=132.000000 predicted=88.002029, expected=88.000000 predicted=75.823862, expected=52.000000 predicted=46.742274, expected=20.000000 predicted=53.243356, expected=44.000000 predicted=58.346160, expected=132.000000 predicted=110.323417, expected=104.000000 predicted=86.123612, expected=104.000000 predicted=79.237254, expected=76.000000 predicted=65.021714, expected=88.000000 predicted=74.369252, expected=40.000000 predicted=85.849646, expected=4.000000 predicted=55.785593, expected=20.000000 predicted=58.124557, expected=84.000000 predicted=67.158851, expected=40.000000 predicted=54.276951, expected=124.000000 predicted=73.324471, expected=40.000000 predicted=36.820020, expected=88.000000 predicted=56.688793, expected=60.000000 predicted=76.237540, expected=44.000000 predicted=45.993205, expected=36.000000 predicted=75.211928, expected=36.000000 predicted=40.648191, expected=140.000000 predicted=96.781288, expected=40.000000 predicted=52.797406, expected=104.000000 predicted=71.690072, expected=4.000000 predicted=39.994506, expected=56.000000 predicted=46.484501, expected=12.000000 predicted=71.174371, expected=164.000000 predicted=83.000235, expected=52.000000 predicted=77.091048, expected=36.000000 predicted=29.129030, expected=48.000000 predicted=63.467092, expected=20.000000 predicted=24.572512, expected=72.000000 predicted=95.362749, expected=60.000000 predicted=53.881337, expected=132.000000 predicted=74.939671, expected=132.000000 predicted=89.836235, expected=48.000000 predicted=49.986146, expected=48.000000 predicted=70.607152, expected=24.000000 predicted=53.357114, expected=100.000000 predicted=97.450020, expected=80.000000 predicted=92.798514, expected=80.000000 predicted=62.429864, expected=52.000000 predicted=58.951654, expected=36.000000 predicted=40.858374, expected=36.000000 predicted=65.062019, expected=144.000000 predicted=95.938715, expected=12.000000 predicted=50.502989, expected=124.000000 predicted=78.730571, expected=92.000000 predicted=75.332696, expected=88.000000 predicted=63.275206, expected=64.000000 predicted=101.985670, expected=36.000000 predicted=39.915888, expected=44.000000 predicted=78.453071, expected=24.000000 predicted=55.657705, expected=128.000000 predicted=89.458905, expected=120.000000 predicted=85.544734, expected=52.000000 predicted=51.841063, expected=56.000000 predicted=62.025316, expected=72.000000 predicted=58.917357, expected=72.000000 predicted=89.485265, expected=92.000000 predicted=94.327845, expected=168.000000 predicted=102.861547, expected=44.000000 predicted=63.830051, expected=144.000000 predicted=104.130827, expected=172.000000 predicted=125.437865, expected=228.000000 predicted=148.880411, expected=224.000000 predicted=189.843210, expected=284.000000 predicted=177.119867, expected=224.000000 predicted=200.935867, expected=88.000000 predicted=155.838747, expected=160.000000 predicted=196.718558, expected=132.000000 predicted=177.098805, expected=68.000000 predicted=158.346773, expected=60.000000 predicted=133.014250, expected=60.000000 predicted=78.945570, expected=116.000000 predicted=118.305631, expected=64.000000 predicted=90.867394, expected=84.000000 predicted=75.386022, expected=108.000000 predicted=87.350332, expected=32.000000 predicted=55.059144, expected=68.000000 predicted=85.184667, expected=80.000000 predicted=73.792743, expected=48.000000 predicted=62.849769, expected=12.000000 predicted=57.821942, expected=132.000000 predicted=76.230677, expected=28.000000 predicted=52.100669, expected=184.000000 predicted=110.681370, expected=252.000000 predicted=147.829796, expected=236.000000 predicted=134.315478, expected=16.000000 predicted=105.977479, expected=100.000000 predicted=92.515138, expected=152.000000 predicted=162.178643, expected=72.000000 predicted=136.506115, expected=96.000000 predicted=146.456250, expected=84.000000 predicted=68.703724, expected=36.000000 predicted=69.618147, expected=72.000000 predicted=99.952354, expected=168.000000 predicted=109.637879, expected=124.000000 predicted=104.322844, expected=84.000000 predicted=90.378392, expected=84.000000 predicted=79.318658, expected=68.000000 predicted=78.106269, expected=68.000000 predicted=105.374997, expected=92.000000 predicted=98.713103, expected=132.000000 predicted=100.953661, expected=48.000000 predicted=71.646043, expected=68.000000 predicted=72.819311, expected=84.000000 predicted=80.506339, expected=80.000000 predicted=79.943032, expected=100.000000 predicted=104.641726, expected=140.000000 predicted=94.762213, expected=88.000000 predicted=84.650680, expected=108.000000 predicted=98.956841, expected=36.000000 predicted=71.816617, expected=44.000000 predicted=71.605933, expected=76.000000 predicted=96.961370, expected=72.000000 predicted=71.947385, expected=116.000000 predicted=98.875582, expected=56.000000 predicted=56.663987, expected=48.000000 predicted=53.796875, expected=60.000000 predicted=70.583251, expected=12.000000 predicted=43.747868, expected=8.000000 predicted=53.135712, expected=12.000000 predicted=32.060750, expected=116.000000 predicted=65.785068, expected=72.000000 predicted=59.973218, expected=36.000000 predicted=31.950711, expected=8.000000 predicted=25.900271, expected=24.000000 predicted=24.875312, expected=8.000000 predicted=49.718431, expected=32.000000 predicted=40.412542, expected=32.000000 predicted=30.605463, expected=36.000000 predicted=22.140881, expected=28.000000 predicted=27.474671, expected=12.000000 predicted=15.207559, expected=16.000000 predicted=23.879123, expected=48.000000 predicted=35.231068, expected=48.000000 predicted=37.447600, expected=56.000000 predicted=40.158654, expected=24.000000 predicted=26.059636, expected=32.000000 predicted=28.789553, expected=4.000000 predicted=28.288196, expected=72.000000 predicted=50.260840, expected=132.000000 predicted=81.686447, expected=116.000000 predicted=69.515149, expected=56.000000 predicted=57.905241, expected=56.000000 predicted=49.937905, expected=36.000000 predicted=60.442528, expected=12.000000 predicted=63.021424, expected=160.000000 predicted=114.140899, expected=128.000000 predicted=87.810479, expected=72.000000 predicted=68.448362, expected=8.000000 predicted=46.302203, expected=48.000000 predicted=43.290828, expected=40.000000 predicted=84.662433, expected=48.000000 predicted=70.541179, expected=32.000000 predicted=48.974458, expected=104.000000 predicted=54.243241, expected=60.000000 predicted=55.783706, expected=48.000000 predicted=47.072228, expected=56.000000 predicted=58.098107, expected=8.000000 predicted=28.164862, expected=52.000000 predicted=66.387537, expected=76.000000 predicted=62.160088, expected=84.000000 predicted=59.962887, expected=60.000000 predicted=59.866529, expected=8.000000 predicted=23.746138, expected=68.000000 predicted=59.214830, expected=24.000000 predicted=48.634056, expected=40.000000 predicted=51.797245, expected=32.000000 predicted=45.589651, expected=92.000000 predicted=47.144396, expected=100.000000 predicted=77.002261, expected=68.000000 predicted=51.867815, expected=48.000000 predicted=54.340793, expected=32.000000 predicted=43.084025, expected=12.000000 predicted=49.878659, expected=32.000000 predicted=55.865072, expected=48.000000 predicted=49.626711, expected=64.000000 predicted=49.055561, expected=124.000000 predicted=72.117030, expected=68.000000 predicted=49.761236, expected=48.000000 predicted=49.668936, expected=36.000000 predicted=52.765644, expected=68.000000 predicted=63.191848, expected=116.000000 predicted=102.672529, expected=68.000000 predicted=67.524226, expected=56.000000 predicted=58.405162, expected=20.000000 predicted=41.884676, expected=16.000000 predicted=42.839475, expected=4.000000 predicted=50.644893, expected=36.000000 predicted=41.600312, expected=44.000000 predicted=41.733364, expected=36.000000 predicted=26.910279, expected=4.000000 predicted=15.970858, expected=4.000000 predicted=10.109978, expected=8.000000 predicted=20.245627, expected=12.000000 Test MSE: 1816.410
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692])] predicted=116.971288, expected=68.000000 predicted=115.312832, expected=136.000000 predicted=109.073323, expected=180.000000 predicted=143.314297, expected=124.000000 predicted=118.256417, expected=120.000000 predicted=122.254291, expected=112.000000 predicted=103.754400, expected=76.000000 predicted=100.519630, expected=156.000000 predicted=160.923270, expected=104.000000 predicted=104.680154, expected=180.000000 predicted=152.093679, expected=132.000000 predicted=124.550135, expected=144.000000 predicted=120.543359, expected=116.000000 predicted=138.246653, expected=68.000000 predicted=89.405360, expected=124.000000 predicted=146.761551, expected=148.000000 predicted=130.307044, expected=132.000000 predicted=128.527970, expected=112.000000 predicted=120.232898, expected=76.000000 predicted=84.024165, expected=100.000000 predicted=112.253468, expected=116.000000 predicted=121.650335, expected=64.000000 predicted=88.710924, expected=148.000000 predicted=133.415042, expected=144.000000 predicted=109.039691, expected=56.000000 predicted=77.309781, expected=136.000000 predicted=137.967215, expected=92.000000 predicted=78.574018, expected=52.000000 predicted=91.402476, expected=104.000000 predicted=123.395888, expected=184.000000 predicted=118.554463, expected=136.000000 predicted=123.063895, expected=68.000000 predicted=92.630010, expected=116.000000 predicted=106.181122, expected=112.000000 predicted=102.551798, expected=48.000000 predicted=99.518705, expected=76.000000 predicted=107.494930, expected=120.000000 predicted=93.639663, expected=140.000000 predicted=115.915430, expected=124.000000 predicted=116.905601, expected=80.000000 predicted=78.908913, expected=148.000000 predicted=123.858297, expected=92.000000 predicted=98.420057, expected=100.000000 predicted=117.690885, expected=112.000000 predicted=119.066399, expected=216.000000 predicted=148.569024, expected=108.000000 predicted=117.207656, expected=84.000000 predicted=105.589782, expected=120.000000 predicted=124.051474, expected=44.000000 predicted=68.091653, expected=88.000000 predicted=137.797804, expected=100.000000 predicted=98.322983, expected=144.000000 predicted=108.453999, expected=60.000000 predicted=85.880418, expected=112.000000 predicted=94.766744, expected=108.000000 predicted=98.621863, expected=76.000000 predicted=82.849153, expected=96.000000 predicted=118.475373, expected=152.000000 predicted=109.509172, expected=132.000000 predicted=114.470620, expected=116.000000 predicted=117.111110, expected=128.000000 predicted=115.087337, expected=96.000000 predicted=98.392236, expected=68.000000 predicted=106.086686, expected=76.000000 predicted=102.081863, expected=80.000000 predicted=90.400373, expected=168.000000 predicted=138.748014, expected=76.000000 predicted=79.649760, expected=88.000000 predicted=91.961210, expected=124.000000 predicted=109.063979, expected=108.000000 predicted=88.719353, expected=152.000000 predicted=152.314661, expected=216.000000 predicted=151.976390, expected=196.000000 predicted=146.150062, expected=140.000000 predicted=145.046946, expected=56.000000 predicted=100.991071, expected=164.000000 predicted=163.014366, expected=172.000000 predicted=167.778678, expected=120.000000 predicted=142.203980, expected=120.000000 predicted=141.524569, expected=192.000000 predicted=137.996353, expected=96.000000 predicted=117.253982, expected=76.000000 predicted=127.154262, expected=112.000000 predicted=122.694585, expected=100.000000 predicted=98.122369, expected=144.000000 predicted=153.391048, expected=160.000000 predicted=129.115114, expected=148.000000 predicted=118.561573, expected=104.000000 predicted=116.782393, expected=80.000000 predicted=100.647528, expected=100.000000 predicted=119.196528, expected=68.000000 predicted=99.972481, expected=120.000000 predicted=126.057354, expected=116.000000 predicted=104.977137, expected=156.000000 predicted=119.969934, expected=104.000000 predicted=105.156437, expected=100.000000 predicted=97.055135, expected=116.000000 predicted=120.800838, expected=48.000000 predicted=76.303125, expected=128.000000 predicted=137.938778, expected=164.000000 predicted=126.798766, expected=240.000000 predicted=165.635457, expected=108.000000 predicted=117.180689, expected=136.000000 predicted=123.694027, expected=96.000000 predicted=119.740900, expected=72.000000 predicted=107.391668, expected=108.000000 predicted=157.310860, expected=132.000000 predicted=112.789044, expected=72.000000 predicted=95.317410, expected=84.000000 predicted=98.122489, expected=100.000000 predicted=90.208854, expected=120.000000 predicted=106.213003, expected=64.000000 predicted=91.731144, expected=136.000000 predicted=113.198521, expected=144.000000 predicted=112.407711, expected=200.000000 predicted=148.354439, expected=128.000000 predicted=128.550098, expected=84.000000 predicted=94.205524, expected=124.000000 predicted=137.914242, expected=92.000000 predicted=106.465803, expected=112.000000 predicted=141.190193, expected=112.000000 predicted=117.544531, expected=96.000000 predicted=91.533849, expected=88.000000 predicted=105.625164, expected=120.000000 predicted=108.004627, expected=76.000000 predicted=88.656264, expected=64.000000 predicted=88.465077, expected=68.000000 predicted=83.505557, expected=140.000000 predicted=108.993711, expected=168.000000 predicted=132.575440, expected=64.000000 predicted=73.898593, expected=116.000000 predicted=111.964818, expected=140.000000 predicted=109.260651, expected=76.000000 predicted=95.111064, expected=112.000000 predicted=139.262303, expected=204.000000 predicted=139.487456, expected=220.000000 predicted=158.594795, expected=100.000000 predicted=124.718418, expected=96.000000 predicted=117.011423, expected=84.000000 predicted=104.711938, expected=120.000000 predicted=140.785582, expected=152.000000 predicted=164.396213, expected=124.000000 predicted=110.633547, expected=148.000000 predicted=131.636932, expected=80.000000 predicted=90.216201, expected=100.000000 predicted=114.587218, expected=136.000000 predicted=137.690262, expected=132.000000 predicted=118.359520, expected=168.000000 predicted=154.916864, expected=172.000000 predicted=134.451567, expected=132.000000 predicted=123.796827, expected=104.000000 predicted=128.596449, expected=124.000000 predicted=132.234795, expected=100.000000 predicted=123.254548, expected=96.000000 predicted=125.030461, expected=124.000000 predicted=125.783292, expected=148.000000 predicted=122.915024, expected=204.000000 predicted=161.484700, expected=76.000000 predicted=92.192407, expected=84.000000 predicted=109.780332, expected=136.000000 predicted=133.408936, expected=112.000000 predicted=111.740763, expected=84.000000 predicted=131.259168, expected=172.000000 predicted=134.986613, expected=172.000000 predicted=124.722378, expected=100.000000 predicted=116.381741, expected=116.000000 predicted=130.776089, expected=128.000000 predicted=112.418223, expected=36.000000 predicted=90.176039, expected=120.000000 predicted=144.050230, expected=92.000000 predicted=88.496121, expected=96.000000 predicted=98.439805, expected=64.000000 predicted=95.948616, expected=56.000000 predicted=55.058007, expected=112.000000 predicted=109.904024, expected=68.000000 predicted=70.822345, expected=112.000000 predicted=104.444666, expected=120.000000 predicted=95.774312, expected=184.000000 predicted=123.730953, expected=136.000000 predicted=123.915763, expected=96.000000 predicted=98.474306, expected=76.000000 predicted=105.405021, expected=56.000000 predicted=85.501425, expected=132.000000 predicted=141.761775, expected=120.000000 predicted=112.544810, expected=160.000000 predicted=128.393319, expected=108.000000 predicted=101.092161, expected=76.000000 predicted=81.323120, expected=112.000000 predicted=124.747030, expected=52.000000 predicted=77.550765, expected=72.000000 predicted=107.259258, expected=128.000000 predicted=113.620042, expected=88.000000 predicted=75.283076, expected=88.000000 predicted=101.267917, expected=120.000000 predicted=96.388415, expected=164.000000 predicted=117.707638, expected=68.000000 predicted=92.726982, expected=140.000000 predicted=128.437576, expected=196.000000 predicted=143.651909, expected=212.000000 predicted=158.256967, expected=104.000000 predicted=137.827156, expected=72.000000 predicted=98.896455, expected=84.000000 predicted=115.908203, expected=52.000000 predicted=101.185766, expected=84.000000 predicted=126.906746, expected=72.000000 predicted=80.754905, expected=116.000000 predicted=93.078416, expected=88.000000 predicted=84.291798, expected=96.000000 predicted=81.985956, expected=76.000000 predicted=83.920583, expected=56.000000 predicted=66.748789, expected=92.000000 predicted=100.062350, expected=136.000000 predicted=106.078399, expected=156.000000 predicted=120.563603, expected=108.000000 predicted=99.195412, expected=68.000000 predicted=80.221484, expected=108.000000 predicted=108.501898, expected=96.000000 predicted=104.046527, expected=76.000000 predicted=104.191212, expected=104.000000 predicted=107.447071, expected=148.000000 predicted=109.258114, expected=84.000000 predicted=90.471224, expected=132.000000 predicted=123.467988, expected=160.000000 predicted=123.629602, expected=76.000000 predicted=87.091765, expected=116.000000 predicted=137.833456, expected=152.000000 predicted=121.767836, expected=232.000000 predicted=172.298350, expected=136.000000 predicted=142.417612, expected=48.000000 predicted=86.954665, expected=116.000000 predicted=133.773597, expected=104.000000 predicted=110.408021, expected=120.000000 predicted=149.343668, expected=116.000000 predicted=123.408445, expected=192.000000 predicted=130.760834, expected=112.000000 predicted=111.383598, expected=44.000000 predicted=86.058056, expected=152.000000 predicted=147.085200, expected=92.000000 predicted=88.693463, expected=112.000000 predicted=137.965879, expected=640.000000 predicted=381.230748, expected=228.000000 predicted=115.899567, expected=152.000000 predicted=226.426650, expected=188.000000 predicted=202.342550, expected=180.000000 predicted=145.221526, expected=100.000000 predicted=306.588540, expected=100.000000 predicted=160.769497, expected=76.000000 predicted=110.343302, expected=104.000000 predicted=129.237957, expected=100.000000 predicted=121.513284, expected=148.000000 predicted=121.731501, expected=72.000000 predicted=85.987893, expected=84.000000 predicted=92.860548, expected=200.000000 predicted=149.626915, expected=112.000000 predicted=97.053017, expected=100.000000 predicted=130.304029, expected=140.000000 predicted=121.136827, expected=64.000000 predicted=75.850447, expected=64.000000 predicted=121.987691, expected=92.000000 predicted=98.375181, expected=172.000000 predicted=125.253191, expected=64.000000 predicted=89.770424, expected=64.000000 predicted=83.933087, expected=96.000000 predicted=88.147810, expected=56.000000 predicted=66.146762, expected=80.000000 predicted=111.461264, expected=100.000000 predicted=82.108297, expected=184.000000 predicted=121.865965, expected=124.000000 predicted=106.931895, expected=112.000000 predicted=105.103703, expected=88.000000 predicted=98.730046, expected=52.000000 predicted=79.768026, expected=104.000000 predicted=128.686316, expected=108.000000 predicted=102.317063, expected=128.000000 predicted=113.773961, expected=72.000000 predicted=84.370020, expected=108.000000 predicted=94.430965, expected=84.000000 predicted=91.150590, expected=48.000000 predicted=76.420650, expected=76.000000 predicted=97.318280, expected=140.000000 predicted=100.946108, expected=156.000000 predicted=120.257305, expected=88.000000 predicted=92.742446, expected=76.000000 predicted=85.132780, expected=108.000000 predicted=99.195798, expected=60.000000 predicted=87.383760, expected=100.000000 predicted=118.390804, expected=116.000000 predicted=98.437834, expected=64.000000 predicted=71.013833, expected=88.000000 predicted=101.033814, expected=68.000000 predicted=67.752113, expected=112.000000 predicted=101.314013, expected=84.000000 predicted=91.396208, expected=48.000000 predicted=63.453668, expected=120.000000 predicted=106.045749, expected=132.000000 predicted=94.553374, expected=80.000000 predicted=92.310686, expected=132.000000 predicted=118.486663, expected=120.000000 predicted=91.310651, expected=56.000000 predicted=87.833760, expected=160.000000 predicted=146.248788, expected=60.000000 predicted=67.168962, expected=136.000000 predicted=133.841000, expected=56.000000 predicted=84.334720, expected=60.000000 predicted=69.799526, expected=48.000000 predicted=91.748032, expected=92.000000 predicted=73.893207, expected=108.000000 predicted=103.970696, expected=116.000000 predicted=88.176190, expected=156.000000 predicted=114.720637, expected=72.000000 predicted=72.658228, expected=108.000000 predicted=111.942767, expected=88.000000 predicted=96.861862, expected=84.000000 predicted=96.014052, expected=116.000000 predicted=124.423070, expected=152.000000 predicted=111.695540, expected=132.000000 predicted=118.000313, expected=76.000000 predicted=94.114578, expected=96.000000 predicted=102.831301, expected=88.000000 predicted=97.811124, expected=40.000000 predicted=85.296643, expected=104.000000 predicted=111.022921, expected=140.000000 predicted=100.578780, expected=124.000000 predicted=105.041561, expected=88.000000 predicted=97.453313, expected=100.000000 predicted=88.383327, expected=88.000000 predicted=95.245156, expected=100.000000 predicted=111.575165, expected=144.000000 predicted=126.545549, expected=96.000000 predicted=92.463095, expected=192.000000 predicted=150.452477, expected=116.000000 predicted=105.343320, expected=76.000000 predicted=102.376398, expected=104.000000 predicted=126.427620, expected=96.000000 predicted=93.458333, expected=96.000000 predicted=125.738974, expected=124.000000 predicted=116.249699, expected=136.000000 predicted=107.913925, expected=80.000000 predicted=94.803661, expected=52.000000 predicted=84.254768, expected=96.000000 predicted=97.223397, expected=144.000000 predicted=118.687246, expected=124.000000 predicted=117.365610, expected=248.000000 predicted=170.034190, expected=212.000000 predicted=142.592251, expected=104.000000 predicted=123.705539, expected=100.000000 predicted=143.448545, expected=88.000000 predicted=109.941449, expected=120.000000 predicted=156.277629, expected=128.000000 predicted=146.609510, expected=84.000000 predicted=95.402531, expected=136.000000 predicted=123.450930, expected=64.000000 predicted=78.081449, expected=40.000000 predicted=82.814382, expected=68.000000 predicted=91.856092, expected=72.000000 predicted=69.545744, expected=96.000000 predicted=100.413267, expected=100.000000 predicted=82.150583, expected=128.000000 predicted=91.771172, expected=96.000000 predicted=87.425339, expected=84.000000 predicted=88.116971, expected=108.000000 predicted=104.289526, expected=76.000000 predicted=85.400465, expected=140.000000 predicted=128.194651, expected=104.000000 predicted=96.890592, expected=132.000000 predicted=114.447272, expected=68.000000 predicted=90.893026, expected=52.000000 predicted=75.284756, expected=96.000000 predicted=108.766544, expected=76.000000 predicted=79.697388, expected=88.000000 predicted=100.564105, expected=128.000000 predicted=99.453707, expected=184.000000 predicted=120.581729, expected=72.000000 predicted=87.932283, expected=104.000000 predicted=110.264333, expected=68.000000 predicted=82.952900, expected=88.000000 predicted=101.399950, expected=84.000000 predicted=114.686088, expected=124.000000 predicted=98.201920, expected=120.000000 predicted=107.205897, expected=96.000000 predicted=90.309763, expected=72.000000 predicted=88.141632, expected=100.000000 predicted=96.016514, expected=60.000000 predicted=83.852659, expected=56.000000 predicted=83.876668, expected=88.000000 predicted=87.575110, expected=120.000000 predicted=90.676960, expected=76.000000 predicted=83.410848, expected=80.000000 predicted=80.744633, expected=76.000000 predicted=72.879488, expected=68.000000 predicted=76.165492, expected=116.000000 predicted=109.166663, expected=88.000000 predicted=79.781254, expected=112.000000 predicted=99.633209, expected=80.000000 predicted=82.457383, expected=52.000000 predicted=68.258165, expected=64.000000 predicted=86.574563, expected=80.000000 predicted=78.037539, expected=88.000000 predicted=89.155108, expected=136.000000 predicted=105.231503, expected=124.000000 predicted=92.494136, expected=132.000000 predicted=108.245220, expected=176.000000 predicted=135.886961, expected=80.000000 predicted=92.416351, expected=84.000000 predicted=118.227525, expected=124.000000 predicted=121.505350, expected=124.000000 predicted=116.536018, expected=108.000000 predicted=130.250780, expected=64.000000 predicted=82.281079, expected=96.000000 predicted=96.441614, expected=72.000000 predicted=89.164562, expected=84.000000 predicted=96.851420, expected=92.000000 predicted=94.457678, expected=92.000000 predicted=80.317303, expected=140.000000 predicted=115.413592, expected=52.000000 predicted=66.332243, expected=88.000000 predicted=95.504907, expected=144.000000 predicted=113.841141, expected=68.000000 predicted=76.185518, expected=136.000000 predicted=135.999496, expected=96.000000 predicted=81.008181, expected=64.000000 predicted=82.678759, expected=92.000000 predicted=112.362678, expected=104.000000 predicted=85.862512, expected=84.000000 predicted=99.780764, expected=56.000000 predicted=78.349856, expected=108.000000 predicted=90.675991, expected=100.000000 predicted=89.198066, expected=104.000000 predicted=101.144324, expected=80.000000 predicted=86.248476, expected=68.000000 predicted=72.095313, expected=60.000000 predicted=81.145273, expected=64.000000 Test MSE: 2281.385
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312])] predicted=9.234198, expected=4.000000 predicted=10.695571, expected=28.000000 predicted=11.792394, expected=40.000000 predicted=18.632717, expected=4.000000 predicted=15.227570, expected=52.000000 predicted=21.149524, expected=12.000000 predicted=20.515475, expected=4.000000 predicted=24.539667, expected=32.000000 predicted=23.068671, expected=8.000000 predicted=17.668393, expected=20.000000 predicted=26.355370, expected=16.000000 predicted=13.420985, expected=8.000000 predicted=14.091392, expected=8.000000 predicted=16.234655, expected=8.000000 predicted=10.248572, expected=16.000000 predicted=13.904627, expected=24.000000 predicted=14.636312, expected=20.000000 predicted=14.537826, expected=20.000000 predicted=15.416291, expected=8.000000 predicted=14.141764, expected=8.000000 predicted=15.039202, expected=16.000000 predicted=16.223625, expected=44.000000 predicted=21.485223, expected=4.000000 predicted=18.481865, expected=32.000000 predicted=17.417583, expected=4.000000 predicted=14.542358, expected=20.000000 predicted=20.444387, expected=24.000000 predicted=23.031997, expected=12.000000 predicted=16.289184, expected=8.000000 predicted=17.627394, expected=24.000000 predicted=13.032935, expected=8.000000 predicted=17.171609, expected=24.000000 predicted=18.149644, expected=16.000000 predicted=14.463591, expected=4.000000 predicted=13.855505, expected=20.000000 predicted=15.618997, expected=32.000000 predicted=16.817934, expected=12.000000 predicted=20.647297, expected=4.000000 predicted=13.922804, expected=24.000000 predicted=12.743928, expected=20.000000 predicted=19.752578, expected=32.000000 predicted=23.780750, expected=24.000000 predicted=18.466552, expected=12.000000 predicted=17.508545, expected=12.000000 predicted=19.540904, expected=8.000000 predicted=17.412585, expected=4.000000 predicted=17.230559, expected=8.000000 predicted=12.413338, expected=16.000000 predicted=10.527008, expected=8.000000 predicted=10.387604, expected=24.000000 predicted=11.395873, expected=12.000000 predicted=11.104761, expected=20.000000 predicted=14.558115, expected=28.000000 predicted=17.477222, expected=28.000000 predicted=19.997881, expected=8.000000 predicted=20.499103, expected=20.000000 predicted=17.198506, expected=12.000000 predicted=18.474297, expected=20.000000 predicted=21.277088, expected=24.000000 predicted=19.866569, expected=12.000000 predicted=15.700395, expected=4.000000 predicted=15.000415, expected=12.000000 predicted=12.366776, expected=20.000000 predicted=16.311486, expected=4.000000 predicted=14.929187, expected=20.000000 predicted=11.859482, expected=8.000000 predicted=9.874172, expected=32.000000 predicted=16.709043, expected=20.000000 predicted=18.082567, expected=4.000000 predicted=14.047717, expected=8.000000 predicted=13.642205, expected=4.000000 predicted=11.184453, expected=8.000000 predicted=15.394132, expected=12.000000 predicted=10.695321, expected=12.000000 predicted=8.176418, expected=16.000000 predicted=10.155925, expected=4.000000 predicted=8.555696, expected=4.000000 predicted=8.543817, expected=24.000000 predicted=11.619927, expected=36.000000 predicted=17.661066, expected=20.000000 predicted=19.099601, expected=4.000000 predicted=12.751021, expected=20.000000 predicted=14.435102, expected=8.000000 predicted=19.165591, expected=12.000000 predicted=19.701333, expected=12.000000 predicted=12.737584, expected=20.000000 predicted=12.359708, expected=20.000000 predicted=16.453547, expected=8.000000 predicted=12.886220, expected=8.000000 predicted=12.199873, expected=4.000000 predicted=10.962081, expected=12.000000 predicted=13.098392, expected=20.000000 predicted=13.548662, expected=36.000000 predicted=15.795885, expected=8.000000 predicted=14.481870, expected=12.000000 predicted=13.039133, expected=8.000000 predicted=13.412704, expected=16.000000 predicted=17.823217, expected=12.000000 predicted=18.027957, expected=40.000000 predicted=16.349330, expected=16.000000 predicted=17.555902, expected=16.000000 predicted=16.915685, expected=16.000000 predicted=16.828243, expected=20.000000 predicted=19.418797, expected=12.000000 predicted=22.729487, expected=4.000000 predicted=13.616371, expected=4.000000 predicted=11.237469, expected=20.000000 predicted=13.240618, expected=16.000000 predicted=14.783404, expected=16.000000 predicted=12.839699, expected=12.000000 predicted=10.360596, expected=12.000000 predicted=11.885464, expected=24.000000 predicted=17.300337, expected=28.000000 predicted=18.923265, expected=12.000000 predicted=17.694224, expected=28.000000 predicted=17.993994, expected=16.000000 predicted=18.609622, expected=12.000000 predicted=20.798686, expected=8.000000 predicted=17.206108, expected=32.000000 predicted=17.703721, expected=16.000000 predicted=20.874958, expected=16.000000 predicted=17.114577, expected=20.000000 predicted=15.505832, expected=20.000000 predicted=17.753492, expected=16.000000 predicted=21.703399, expected=12.000000 predicted=16.120129, expected=24.000000 predicted=17.661923, expected=16.000000 predicted=18.616810, expected=16.000000 predicted=17.968716, expected=16.000000 predicted=15.963193, expected=24.000000 predicted=17.633047, expected=12.000000 predicted=18.924558, expected=20.000000 predicted=17.162269, expected=24.000000 predicted=18.216551, expected=4.000000 predicted=16.796450, expected=4.000000 predicted=14.639165, expected=12.000000 predicted=11.465650, expected=8.000000 predicted=13.551377, expected=16.000000 predicted=13.535694, expected=24.000000 predicted=10.986569, expected=28.000000 predicted=15.328983, expected=20.000000 predicted=17.830445, expected=4.000000 predicted=14.506182, expected=24.000000 predicted=17.964680, expected=8.000000 predicted=18.522142, expected=24.000000 predicted=20.250431, expected=12.000000 predicted=15.473816, expected=44.000000 predicted=18.800243, expected=32.000000 predicted=25.304548, expected=28.000000 predicted=23.867343, expected=8.000000 predicted=22.582680, expected=4.000000 predicted=17.974285, expected=16.000000 predicted=23.673691, expected=24.000000 predicted=21.655969, expected=8.000000 predicted=17.219717, expected=16.000000 predicted=11.652677, expected=16.000000 predicted=12.238195, expected=20.000000 predicted=17.388739, expected=8.000000 predicted=16.227439, expected=28.000000 predicted=15.174263, expected=28.000000 predicted=19.782489, expected=20.000000 predicted=20.620503, expected=12.000000 predicted=18.424514, expected=16.000000 predicted=16.280888, expected=16.000000 predicted=20.792412, expected=20.000000 predicted=20.342173, expected=32.000000 predicted=20.381851, expected=44.000000 predicted=23.955179, expected=4.000000 predicted=21.218783, expected=28.000000 predicted=21.630376, expected=16.000000 predicted=22.141611, expected=4.000000 predicted=22.972652, expected=8.000000 predicted=19.193745, expected=28.000000 predicted=13.519703, expected=40.000000 predicted=24.352214, expected=4.000000 predicted=17.260347, expected=20.000000 predicted=14.448578, expected=12.000000 predicted=15.740615, expected=12.000000 predicted=20.815426, expected=24.000000 predicted=21.499698, expected=16.000000 predicted=13.907196, expected=16.000000 predicted=17.321686, expected=8.000000 predicted=13.418629, expected=16.000000 predicted=14.638385, expected=16.000000 predicted=17.109382, expected=28.000000 predicted=17.725778, expected=12.000000 predicted=16.262007, expected=4.000000 predicted=12.407895, expected=16.000000 predicted=14.276678, expected=20.000000 predicted=16.604679, expected=4.000000 predicted=16.154728, expected=28.000000 predicted=13.897664, expected=32.000000 predicted=16.592731, expected=4.000000 predicted=17.825045, expected=48.000000 predicted=22.425127, expected=24.000000 predicted=21.062034, expected=36.000000 predicted=30.441252, expected=12.000000 predicted=25.372446, expected=24.000000 predicted=21.404610, expected=16.000000 predicted=28.493020, expected=36.000000 predicted=25.459212, expected=8.000000 predicted=24.024066, expected=20.000000 predicted=17.941790, expected=4.000000 predicted=17.465925, expected=12.000000 predicted=15.595110, expected=16.000000 predicted=18.451195, expected=20.000000 predicted=13.537645, expected=28.000000 predicted=18.116473, expected=20.000000 predicted=15.703200, expected=4.000000 predicted=15.360978, expected=24.000000 predicted=17.279527, expected=24.000000 predicted=20.492624, expected=8.000000 predicted=20.030672, expected=8.000000 predicted=14.287906, expected=8.000000 predicted=10.443438, expected=24.000000 predicted=17.549334, expected=12.000000 predicted=16.081244, expected=28.000000 predicted=14.526657, expected=8.000000 predicted=13.680637, expected=4.000000 predicted=12.481668, expected=28.000000 predicted=17.538382, expected=8.000000 predicted=15.125500, expected=24.000000 predicted=18.703397, expected=20.000000 predicted=14.237794, expected=32.000000 predicted=18.456300, expected=12.000000 predicted=21.752478, expected=44.000000 predicted=21.530563, expected=40.000000 predicted=29.291599, expected=8.000000 predicted=25.978679, expected=12.000000 predicted=23.440790, expected=20.000000 predicted=19.810128, expected=16.000000 predicted=26.511220, expected=4.000000 predicted=19.404225, expected=24.000000 predicted=12.922121, expected=16.000000 predicted=15.265432, expected=12.000000 predicted=16.391667, expected=20.000000 predicted=15.158869, expected=8.000000 predicted=12.551150, expected=8.000000 predicted=15.443762, expected=4.000000 predicted=11.029651, expected=20.000000 predicted=12.109056, expected=32.000000 predicted=17.328331, expected=16.000000 predicted=15.189559, expected=8.000000 predicted=13.343793, expected=12.000000 predicted=12.583022, expected=20.000000 predicted=18.171356, expected=8.000000 predicted=18.270452, expected=4.000000 predicted=11.445801, expected=12.000000 predicted=9.687104, expected=4.000000 predicted=10.080872, expected=16.000000 predicted=12.129093, expected=16.000000 predicted=10.203701, expected=20.000000 predicted=11.890714, expected=20.000000 predicted=14.827612, expected=20.000000 predicted=14.867675, expected=12.000000 predicted=16.936128, expected=4.000000 predicted=14.494534, expected=64.000000 predicted=23.978908, expected=32.000000 predicted=27.080074, expected=48.000000 predicted=30.946316, expected=64.000000 predicted=35.083376, expected=36.000000 predicted=38.036907, expected=12.000000 predicted=43.749360, expected=12.000000 predicted=29.455448, expected=12.000000 predicted=29.771872, expected=4.000000 predicted=26.584156, expected=64.000000 predicted=28.020683, expected=40.000000 predicted=26.648892, expected=24.000000 predicted=26.445242, expected=20.000000 predicted=22.435640, expected=20.000000 predicted=22.576002, expected=12.000000 predicted=33.422453, expected=24.000000 predicted=25.497362, expected=52.000000 predicted=27.780955, expected=68.000000 predicted=36.895024, expected=20.000000 predicted=32.241140, expected=4.000000 predicted=22.806949, expected=20.000000 predicted=25.688642, expected=4.000000 predicted=29.224606, expected=12.000000 predicted=28.291576, expected=20.000000 predicted=14.797662, expected=56.000000 predicted=21.855375, expected=20.000000 predicted=24.207304, expected=4.000000 predicted=15.306288, expected=8.000000 predicted=14.672590, expected=16.000000 predicted=18.899317, expected=20.000000 predicted=27.194018, expected=28.000000 predicted=18.876973, expected=28.000000 predicted=17.085194, expected=8.000000 predicted=15.544546, expected=8.000000 predicted=15.503855, expected=12.000000 predicted=16.029699, expected=4.000000 predicted=15.689023, expected=4.000000 predicted=12.684839, expected=16.000000 predicted=9.035298, expected=56.000000 predicted=20.797541, expected=4.000000 predicted=16.509281, expected=12.000000 predicted=13.286556, expected=24.000000 predicted=15.189921, expected=20.000000 predicted=20.977502, expected=8.000000 predicted=26.009968, expected=12.000000 predicted=11.049522, expected=28.000000 predicted=17.226215, expected=228.000000 predicted=75.956899, expected=288.000000 predicted=182.205074, expected=120.000000 predicted=89.482268, expected=72.000000 predicted=73.348943, expected=52.000000 predicted=80.530956, expected=76.000000 predicted=145.630810, expected=52.000000 predicted=118.228741, expected=16.000000 predicted=46.301176, expected=24.000000 predicted=39.816625, expected=4.000000 predicted=23.024641, expected=20.000000 predicted=30.086056, expected=12.000000 predicted=18.814558, expected=16.000000 predicted=15.808984, expected=24.000000 predicted=20.622421, expected=20.000000 predicted=17.029982, expected=8.000000 predicted=12.544650, expected=28.000000 predicted=22.735065, expected=8.000000 predicted=12.573771, expected=28.000000 predicted=24.026641, expected=8.000000 predicted=12.515628, expected=20.000000 predicted=17.874482, expected=16.000000 predicted=17.697154, expected=12.000000 predicted=13.306550, expected=4.000000 predicted=10.430006, expected=12.000000 predicted=11.979773, expected=8.000000 predicted=10.668007, expected=12.000000 predicted=11.663499, expected=24.000000 predicted=17.739615, expected=4.000000 predicted=6.774233, expected=4.000000 predicted=7.601619, expected=4.000000 predicted=6.908584, expected=8.000000 predicted=9.076162, expected=8.000000 predicted=9.310335, expected=4.000000 predicted=4.512887, expected=4.000000 predicted=4.610522, expected=12.000000 predicted=9.129998, expected=12.000000 predicted=9.837062, expected=4.000000 predicted=5.609573, expected=12.000000 predicted=9.706383, expected=20.000000 predicted=14.745673, expected=20.000000 predicted=16.270581, expected=12.000000 predicted=12.373231, expected=12.000000 predicted=12.128075, expected=8.000000 predicted=11.126098, expected=8.000000 predicted=11.356408, expected=8.000000 predicted=10.378271, expected=8.000000 predicted=8.904210, expected=8.000000 predicted=8.562394, expected=12.000000 predicted=10.229721, expected=8.000000 predicted=8.228364, expected=40.000000 predicted=26.158452, expected=16.000000 predicted=14.718574, expected=16.000000 predicted=15.602490, expected=16.000000 predicted=16.781699, expected=8.000000 predicted=12.491836, expected=12.000000 predicted=16.718408, expected=20.000000 predicted=17.412211, expected=20.000000 predicted=17.526636, expected=8.000000 predicted=11.071350, expected=28.000000 predicted=21.340271, expected=16.000000 predicted=16.257485, expected=4.000000 predicted=10.493563, expected=4.000000 predicted=9.507264, expected=8.000000 predicted=9.819805, expected=20.000000 predicted=17.596136, expected=4.000000 predicted=6.954211, expected=12.000000 predicted=9.948558, expected=4.000000 predicted=6.156166, expected=20.000000 predicted=15.387380, expected=16.000000 Test MSE: 451.654
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986])] predicted=68.955889, expected=56.000000 predicted=63.041008, expected=32.000000 predicted=64.206106, expected=28.000000 predicted=54.791870, expected=8.000000 predicted=44.421539, expected=28.000000 predicted=47.225302, expected=144.000000 predicted=63.328117, expected=76.000000 predicted=56.569279, expected=24.000000 predicted=48.527434, expected=48.000000 predicted=47.864813, expected=52.000000 predicted=51.012479, expected=92.000000 predicted=84.194631, expected=32.000000 predicted=55.675872, expected=80.000000 predicted=54.644078, expected=72.000000 predicted=62.365460, expected=108.000000 predicted=74.226563, expected=32.000000 predicted=69.768294, expected=236.000000 predicted=102.263622, expected=76.000000 predicted=100.750506, expected=20.000000 predicted=80.942635, expected=56.000000 predicted=89.541656, expected=60.000000 predicted=61.193892, expected=20.000000 predicted=91.793075, expected=32.000000 predicted=47.678783, expected=12.000000 predicted=27.159146, expected=28.000000 predicted=34.073678, expected=4.000000 predicted=27.265762, expected=64.000000 predicted=29.647717, expected=40.000000 predicted=32.900654, expected=68.000000 predicted=38.051424, expected=28.000000 predicted=38.965609, expected=20.000000 predicted=29.349983, expected=24.000000 predicted=40.725145, expected=32.000000 predicted=32.709870, expected=52.000000 predicted=43.153471, expected=48.000000 predicted=36.231347, expected=52.000000 predicted=38.827726, expected=36.000000 predicted=38.849129, expected=44.000000 predicted=41.845679, expected=36.000000 predicted=44.011165, expected=16.000000 predicted=35.860316, expected=76.000000 predicted=48.288262, expected=72.000000 predicted=48.981993, expected=8.000000 predicted=39.215421, expected=44.000000 predicted=42.935263, expected=28.000000 predicted=33.208225, expected=64.000000 predicted=51.851506, expected=24.000000 predicted=44.159147, expected=28.000000 predicted=28.472997, expected=16.000000 predicted=33.000672, expected=32.000000 predicted=28.923770, expected=36.000000 predicted=37.561321, expected=20.000000 predicted=24.965832, expected=44.000000 predicted=31.634168, expected=8.000000 predicted=22.326619, expected=52.000000 predicted=33.706689, expected=56.000000 predicted=39.417941, expected=32.000000 predicted=33.023237, expected=16.000000 predicted=35.228323, expected=40.000000 predicted=30.073490, expected=44.000000 predicted=40.490172, expected=28.000000 predicted=37.627684, expected=36.000000 predicted=34.003871, expected=76.000000 predicted=41.385566, expected=44.000000 predicted=44.422927, expected=4.000000 predicted=36.087244, expected=24.000000 predicted=32.623764, expected=48.000000 predicted=36.351821, expected=20.000000 predicted=37.908666, expected=16.000000 predicted=28.314275, expected=68.000000 predicted=31.736073, expected=48.000000 predicted=36.342948, expected=132.000000 predicted=66.410675, expected=40.000000 predicted=52.324960, expected=40.000000 predicted=50.161307, expected=64.000000 predicted=66.093222, expected=40.000000 predicted=51.872282, expected=88.000000 predicted=78.230431, expected=20.000000 predicted=45.453237, expected=28.000000 predicted=42.585301, expected=40.000000 predicted=47.392724, expected=24.000000 predicted=35.059525, expected=52.000000 predicted=48.851122, expected=52.000000 predicted=36.737863, expected=28.000000 predicted=35.436096, expected=8.000000 predicted=32.022112, expected=28.000000 predicted=28.887858, expected=40.000000 predicted=35.630444, expected=16.000000 predicted=29.708060, expected=52.000000 predicted=32.333333, expected=80.000000 predicted=39.829057, expected=68.000000 predicted=48.884385, expected=72.000000 predicted=58.068711, expected=36.000000 predicted=48.298991, expected=32.000000 predicted=51.490789, expected=24.000000 predicted=49.885041, expected=44.000000 predicted=45.940207, expected=44.000000 predicted=45.571040, expected=20.000000 predicted=32.253230, expected=68.000000 predicted=42.033010, expected=28.000000 predicted=35.218865, expected=32.000000 predicted=38.714358, expected=20.000000 predicted=34.887724, expected=24.000000 predicted=27.297601, expected=72.000000 predicted=47.464144, expected=84.000000 predicted=47.801329, expected=28.000000 predicted=42.565591, expected=36.000000 predicted=41.536899, expected=44.000000 predicted=43.008272, expected=36.000000 predicted=48.436412, expected=88.000000 predicted=61.384812, expected=32.000000 predicted=41.914144, expected=64.000000 predicted=50.571564, expected=20.000000 predicted=44.281022, expected=44.000000 predicted=43.108228, expected=136.000000 predicted=75.911226, expected=36.000000 predicted=51.796491, expected=12.000000 predicted=50.938198, expected=60.000000 predicted=48.244938, expected=88.000000 predicted=59.487497, expected=60.000000 predicted=73.489056, expected=60.000000 predicted=54.316529, expected=52.000000 predicted=50.460840, expected=36.000000 predicted=55.176507, expected=32.000000 predicted=54.804238, expected=28.000000 predicted=43.118161, expected=36.000000 predicted=41.130757, expected=24.000000 predicted=34.856854, expected=16.000000 predicted=27.619380, expected=36.000000 predicted=29.559347, expected=28.000000 predicted=27.393131, expected=20.000000 predicted=26.927764, expected=36.000000 predicted=27.840403, expected=36.000000 predicted=27.750453, expected=20.000000 predicted=28.981145, expected=64.000000 predicted=37.423391, expected=20.000000 predicted=29.803897, expected=52.000000 predicted=39.593032, expected=16.000000 predicted=33.252453, expected=56.000000 predicted=36.768356, expected=100.000000 predicted=59.329419, expected=40.000000 predicted=44.320268, expected=12.000000 predicted=44.643804, expected=16.000000 predicted=33.682475, expected=44.000000 predicted=42.415969, expected=24.000000 predicted=43.018791, expected=44.000000 predicted=33.459776, expected=48.000000 predicted=32.058111, expected=32.000000 predicted=32.220307, expected=20.000000 predicted=34.927061, expected=24.000000 predicted=29.465245, expected=24.000000 predicted=31.107668, expected=60.000000 predicted=38.759388, expected=80.000000 predicted=44.855537, expected=72.000000 predicted=48.606177, expected=64.000000 predicted=54.139050, expected=52.000000 predicted=54.523218, expected=40.000000 predicted=57.596845, expected=48.000000 predicted=59.072889, expected=60.000000 predicted=57.399972, expected=64.000000 predicted=56.829073, expected=80.000000 predicted=60.504483, expected=48.000000 predicted=54.631038, expected=8.000000 predicted=45.442768, expected=36.000000 predicted=47.553044, expected=28.000000 predicted=41.766281, expected=76.000000 predicted=52.834653, expected=40.000000 predicted=41.917516, expected=64.000000 predicted=41.752728, expected=40.000000 predicted=46.189193, expected=56.000000 predicted=47.775927, expected=24.000000 predicted=49.866569, expected=28.000000 predicted=38.843464, expected=8.000000 predicted=35.396180, expected=68.000000 predicted=39.942392, expected=40.000000 predicted=40.296324, expected=12.000000 predicted=27.581423, expected=20.000000 predicted=28.839701, expected=20.000000 predicted=22.706558, expected=32.000000 predicted=34.950766, expected=60.000000 predicted=35.937893, expected=36.000000 predicted=29.576045, expected=24.000000 predicted=30.471426, expected=40.000000 predicted=34.238514, expected=60.000000 predicted=42.095502, expected=48.000000 predicted=47.103755, expected=56.000000 predicted=45.687678, expected=16.000000 predicted=36.068471, expected=56.000000 predicted=45.633103, expected=72.000000 predicted=54.634263, expected=16.000000 predicted=40.752395, expected=44.000000 predicted=45.877075, expected=44.000000 predicted=38.107752, expected=24.000000 predicted=40.381704, expected=8.000000 predicted=35.972217, expected=56.000000 predicted=32.291786, expected=84.000000 predicted=48.034071, expected=68.000000 predicted=50.907248, expected=16.000000 predicted=39.517214, expected=56.000000 predicted=44.563700, expected=32.000000 predicted=48.162547, expected=44.000000 predicted=51.669797, expected=88.000000 predicted=58.372141, expected=72.000000 predicted=50.088286, expected=28.000000 predicted=51.862735, expected=24.000000 predicted=43.645190, expected=92.000000 predicted=58.941609, expected=28.000000 predicted=54.339749, expected=36.000000 predicted=49.170879, expected=24.000000 predicted=36.538666, expected=68.000000 predicted=43.264121, expected=68.000000 predicted=59.331591, expected=60.000000 predicted=47.488096, expected=88.000000 predicted=60.663324, expected=44.000000 predicted=53.109232, expected=28.000000 predicted=56.174406, expected=60.000000 predicted=59.038393, expected=52.000000 predicted=53.522708, expected=44.000000 predicted=55.534870, expected=36.000000 predicted=43.861169, expected=104.000000 predicted=56.944021, expected=40.000000 predicted=54.538897, expected=76.000000 predicted=60.974729, expected=76.000000 predicted=63.721155, expected=44.000000 predicted=55.803468, expected=32.000000 predicted=63.930188, expected=40.000000 predicted=47.493241, expected=48.000000 predicted=52.958603, expected=48.000000 predicted=50.811257, expected=28.000000 predicted=39.372944, expected=72.000000 predicted=46.827064, expected=112.000000 predicted=62.970792, expected=36.000000 predicted=54.413434, expected=32.000000 predicted=53.289689, expected=44.000000 predicted=49.357932, expected=32.000000 predicted=50.383724, expected=68.000000 predicted=62.160710, expected=84.000000 predicted=52.802376, expected=16.000000 predicted=41.169545, expected=64.000000 predicted=53.400862, expected=44.000000 predicted=47.314606, expected=32.000000 predicted=49.168901, expected=68.000000 predicted=58.235249, expected=96.000000 predicted=53.679957, expected=40.000000 predicted=56.672290, expected=40.000000 predicted=52.363178, expected=40.000000 predicted=48.129547, expected=52.000000 predicted=54.556787, expected=56.000000 predicted=59.110550, expected=24.000000 predicted=39.759150, expected=64.000000 predicted=47.905124, expected=28.000000 predicted=41.013331, expected=12.000000 predicted=36.782494, expected=44.000000 predicted=41.115185, expected=24.000000 predicted=28.825846, expected=36.000000 predicted=38.161551, expected=24.000000 predicted=28.143746, expected=64.000000 predicted=34.697279, expected=52.000000 predicted=42.851342, expected=40.000000 predicted=38.745242, expected=20.000000 predicted=37.570841, expected=80.000000 predicted=47.302984, expected=48.000000 predicted=51.148010, expected=56.000000 predicted=51.069087, expected=48.000000 predicted=49.175226, expected=44.000000 predicted=44.218457, expected=44.000000 predicted=55.127284, expected=64.000000 predicted=51.557197, expected=20.000000 predicted=43.779187, expected=20.000000 predicted=38.513827, expected=84.000000 predicted=50.024944, expected=64.000000 predicted=49.115579, expected=36.000000 predicted=49.897499, expected=44.000000 predicted=43.700449, expected=40.000000 predicted=42.264848, expected=36.000000 predicted=51.531956, expected=28.000000 predicted=42.272444, expected=80.000000 predicted=47.241057, expected=32.000000 predicted=41.823045, expected=12.000000 predicted=35.756794, expected=48.000000 predicted=40.704443, expected=72.000000 predicted=44.228460, expected=36.000000 predicted=49.195567, expected=36.000000 predicted=40.083993, expected=100.000000 predicted=52.568397, expected=44.000000 predicted=52.124041, expected=32.000000 predicted=54.424629, expected=32.000000 predicted=44.887193, expected=64.000000 predicted=48.334222, expected=40.000000 predicted=55.272315, expected=76.000000 predicted=51.812735, expected=72.000000 predicted=53.609085, expected=104.000000 predicted=65.882817, expected=36.000000 predicted=63.193308, expected=44.000000 predicted=57.738612, expected=52.000000 predicted=63.518121, expected=32.000000 predicted=52.303921, expected=28.000000 predicted=53.227208, expected=60.000000 predicted=43.335891, expected=92.000000 predicted=54.721830, expected=56.000000 predicted=54.276957, expected=40.000000 predicted=49.964788, expected=64.000000 predicted=54.871168, expected=24.000000 predicted=50.187927, expected=92.000000 predicted=68.461045, expected=64.000000 predicted=57.705581, expected=100.000000 predicted=65.706663, expected=44.000000 predicted=64.651400, expected=32.000000 predicted=51.288707, expected=56.000000 predicted=66.776985, expected=36.000000 predicted=51.049963, expected=36.000000 predicted=54.304068, expected=120.000000 predicted=61.689788, expected=64.000000 predicted=54.628087, expected=24.000000 predicted=54.135718, expected=12.000000 predicted=44.664722, expected=44.000000 predicted=43.968187, expected=24.000000 predicted=51.286648, expected=20.000000 predicted=33.781639, expected=40.000000 predicted=29.424084, expected=68.000000 predicted=35.268627, expected=44.000000 predicted=41.325695, expected=20.000000 predicted=34.076292, expected=32.000000 predicted=35.199514, expected=32.000000 predicted=36.620280, expected=44.000000 predicted=42.857339, expected=44.000000 predicted=38.464771, expected=64.000000 predicted=40.554752, expected=12.000000 predicted=34.440862, expected=4.000000 predicted=29.663416, expected=48.000000 predicted=38.016261, expected=24.000000 predicted=30.150932, expected=32.000000 predicted=35.368594, expected=60.000000 predicted=33.129399, expected=48.000000 predicted=32.822614, expected=48.000000 predicted=45.542791, expected=28.000000 predicted=37.476563, expected=36.000000 predicted=39.374795, expected=44.000000 predicted=45.280406, expected=48.000000 predicted=42.696003, expected=68.000000 predicted=49.152446, expected=16.000000 predicted=35.891336, expected=24.000000 predicted=37.509855, expected=12.000000 predicted=32.782132, expected=24.000000 predicted=30.502169, expected=16.000000 predicted=30.060244, expected=44.000000 predicted=24.295502, expected=40.000000 predicted=28.405216, expected=212.000000 predicted=73.730620, expected=440.000000 predicted=184.467978, expected=192.000000 predicted=155.951998, expected=344.000000 predicted=244.144132, expected=52.000000 predicted=171.353390, expected=108.000000 predicted=181.910911, expected=168.000000 predicted=229.102290, expected=152.000000 predicted=165.675896, expected=76.000000 predicted=163.361291, expected=72.000000 predicted=90.371486, expected=12.000000 predicted=75.209133, expected=28.000000 predicted=73.042811, expected=84.000000 predicted=78.080140, expected=52.000000 predicted=57.784328, expected=640.000000 predicted=244.606124, expected=40.000000 predicted=174.942725, expected=60.000000 predicted=124.811472, expected=60.000000 predicted=116.154436, expected=32.000000 predicted=117.992813, expected=60.000000 predicted=200.493668, expected=24.000000 predicted=42.526377, expected=112.000000 predicted=64.820092, expected=44.000000 predicted=58.805864, expected=92.000000 predicted=63.493890, expected=60.000000 predicted=64.736880, expected=56.000000 predicted=60.551532, expected=40.000000 predicted=64.357723, expected=48.000000 predicted=52.526481, expected=36.000000 predicted=54.241416, expected=56.000000 predicted=50.284683, expected=68.000000 predicted=54.437456, expected=76.000000 predicted=58.496570, expected=52.000000 predicted=56.636104, expected=56.000000 predicted=54.549860, expected=36.000000 predicted=52.856616, expected=48.000000 predicted=53.846537, expected=72.000000 predicted=59.816450, expected=48.000000 predicted=53.820016, expected=20.000000 predicted=43.139721, expected=28.000000 predicted=35.956767, expected=36.000000 predicted=39.812302, expected=72.000000 predicted=52.250713, expected=84.000000 predicted=56.856765, expected=28.000000 predicted=43.986183, expected=72.000000 predicted=51.291518, expected=72.000000 predicted=60.659452, expected=40.000000 predicted=61.010436, expected=12.000000 predicted=45.643264, expected=20.000000 predicted=32.353959, expected=40.000000 predicted=42.357060, expected=160.000000 predicted=75.462718, expected=40.000000 predicted=60.106057, expected=12.000000 predicted=38.390520, expected=68.000000 predicted=47.813751, expected=20.000000 predicted=51.225475, expected=24.000000 predicted=56.160425, expected=28.000000 predicted=29.737702, expected=28.000000 predicted=28.422854, expected=44.000000 predicted=38.883188, expected=60.000000 predicted=38.127443, expected=40.000000 predicted=39.032769, expected=40.000000 predicted=38.908278, expected=28.000000 predicted=36.301550, expected=56.000000 predicted=45.102809, expected=20.000000 predicted=40.084260, expected=48.000000 predicted=39.009821, expected=92.000000 predicted=53.541846, expected=32.000000 predicted=47.376119, expected=68.000000 predicted=53.825774, expected=40.000000 predicted=45.932857, expected=36.000000 Test MSE: 2442.173
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743])] predicted=25.060946, expected=52.000000 predicted=48.252678, expected=16.000000 predicted=22.692263, expected=32.000000 predicted=41.961528, expected=36.000000 predicted=35.434458, expected=80.000000 predicted=47.446105, expected=24.000000 predicted=35.644895, expected=12.000000 predicted=22.532432, expected=32.000000 predicted=38.302250, expected=24.000000 predicted=23.856593, expected=28.000000 predicted=43.711943, expected=32.000000 predicted=29.320758, expected=64.000000 predicted=38.860906, expected=40.000000 predicted=35.064931, expected=20.000000 predicted=26.884682, expected=32.000000 predicted=36.301245, expected=20.000000 predicted=24.552830, expected=12.000000 predicted=31.086331, expected=32.000000 predicted=34.157632, expected=52.000000 predicted=33.537511, expected=12.000000 predicted=19.665973, expected=16.000000 predicted=23.661446, expected=24.000000 predicted=22.358613, expected=28.000000 predicted=24.425301, expected=72.000000 predicted=55.520412, expected=52.000000 predicted=33.152014, expected=80.000000 predicted=53.250715, expected=48.000000 predicted=44.433851, expected=16.000000 predicted=28.789169, expected=56.000000 predicted=64.393356, expected=28.000000 predicted=35.110637, expected=24.000000 predicted=43.854986, expected=28.000000 predicted=38.679749, expected=16.000000 predicted=16.871678, expected=8.000000 predicted=27.009399, expected=4.000000 predicted=15.338659, expected=12.000000 predicted=15.270816, expected=24.000000 predicted=21.162369, expected=32.000000 predicted=21.663493, expected=60.000000 predicted=35.035374, expected=52.000000 predicted=31.990393, expected=60.000000 predicted=42.289447, expected=100.000000 predicted=68.302796, expected=112.000000 predicted=75.800408, expected=52.000000 predicted=60.598349, expected=44.000000 predicted=60.772589, expected=16.000000 predicted=42.429939, expected=24.000000 predicted=50.083239, expected=28.000000 predicted=54.120189, expected=72.000000 predicted=54.929333, expected=120.000000 predicted=79.653252, expected=64.000000 predicted=46.155470, expected=60.000000 predicted=57.565010, expected=68.000000 predicted=60.895928, expected=36.000000 predicted=49.430899, expected=36.000000 predicted=68.155866, expected=40.000000 predicted=49.495891, expected=56.000000 predicted=52.260926, expected=64.000000 predicted=60.730963, expected=16.000000 predicted=28.244340, expected=36.000000 predicted=41.257299, expected=36.000000 predicted=37.420014, expected=48.000000 predicted=44.764992, expected=24.000000 predicted=39.496131, expected=44.000000 predicted=34.950506, expected=28.000000 predicted=32.020345, expected=4.000000 predicted=18.628853, expected=44.000000 predicted=44.413256, expected=36.000000 predicted=27.276237, expected=32.000000 predicted=33.865588, expected=32.000000 predicted=33.622996, expected=32.000000 predicted=23.048016, expected=52.000000 predicted=45.555901, expected=20.000000 predicted=27.083841, expected=16.000000 predicted=26.086750, expected=16.000000 predicted=24.900292, expected=36.000000 predicted=29.992111, expected=28.000000 predicted=32.893209, expected=36.000000 predicted=29.309653, expected=32.000000 predicted=27.550854, expected=48.000000 predicted=34.762036, expected=44.000000 predicted=39.793764, expected=44.000000 predicted=38.270381, expected=28.000000 predicted=34.337062, expected=24.000000 predicted=29.984059, expected=24.000000 predicted=33.379157, expected=12.000000 predicted=23.701058, expected=32.000000 predicted=33.964442, expected=48.000000 predicted=35.907989, expected=28.000000 predicted=25.290160, expected=28.000000 predicted=29.923256, expected=48.000000 predicted=35.201001, expected=32.000000 predicted=30.297793, expected=20.000000 predicted=32.297729, expected=48.000000 predicted=40.798802, expected=64.000000 predicted=44.719834, expected=20.000000 predicted=31.081102, expected=24.000000 predicted=34.035569, expected=20.000000 predicted=23.938792, expected=28.000000 predicted=31.240549, expected=36.000000 predicted=42.152531, expected=28.000000 predicted=24.546468, expected=44.000000 predicted=35.925168, expected=32.000000 predicted=28.301174, expected=32.000000 predicted=31.356594, expected=24.000000 predicted=30.715533, expected=12.000000 predicted=20.118104, expected=28.000000 predicted=32.784120, expected=32.000000 predicted=28.703561, expected=36.000000 predicted=31.388146, expected=40.000000 predicted=33.733276, expected=28.000000 predicted=24.235204, expected=28.000000 predicted=30.024167, expected=16.000000 predicted=24.189009, expected=36.000000 predicted=33.971166, expected=48.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=40.317273, expected=64.000000 predicted=45.443649, expected=28.000000 predicted=31.367108, expected=52.000000 predicted=42.246256, expected=40.000000 predicted=39.914940, expected=28.000000 predicted=35.319099, expected=52.000000 predicted=55.338551, expected=68.000000 predicted=48.364858, expected=96.000000 predicted=71.792281, expected=48.000000 predicted=48.755260, expected=24.000000 predicted=37.104906, expected=28.000000 predicted=44.279648, expected=16.000000 predicted=33.760544, expected=16.000000 predicted=41.785346, expected=16.000000 predicted=26.761536, expected=56.000000 predicted=38.219036, expected=28.000000 predicted=25.572242, expected=24.000000 predicted=24.235648, expected=40.000000 predicted=34.033958, expected=28.000000 predicted=22.624478, expected=36.000000 predicted=41.425557, expected=56.000000 predicted=43.609331, expected=104.000000 predicted=65.842054, expected=56.000000 predicted=49.649197, expected=88.000000 predicted=69.626077, expected=44.000000 predicted=49.653479, expected=48.000000 predicted=53.124505, expected=40.000000 predicted=65.418366, expected=84.000000 predicted=66.190367, expected=52.000000 predicted=62.345677, expected=8.000000 predicted=29.256885, expected=4.000000 predicted=30.718562, expected=4.000000 predicted=17.695157, expected=48.000000 predicted=49.506669, expected=32.000000 predicted=32.771359, expected=28.000000 predicted=21.728697, expected=56.000000 predicted=38.611820, expected=88.000000 predicted=51.184505, expected=72.000000 predicted=59.443203, expected=20.000000 predicted=34.624767, expected=56.000000 predicted=53.374736, expected=8.000000 predicted=28.523530, expected=36.000000 predicted=49.854419, expected=32.000000 predicted=45.149530, expected=44.000000 predicted=30.750581, expected=24.000000 predicted=36.700269, expected=20.000000 predicted=19.560151, expected=44.000000 predicted=39.798107, expected=36.000000 predicted=31.393130, expected=28.000000 predicted=33.442075, expected=16.000000 predicted=23.741612, expected=4.000000 predicted=13.576649, expected=32.000000 predicted=32.916958, expected=32.000000 predicted=28.431623, expected=40.000000 predicted=31.823082, expected=32.000000 predicted=28.285621, expected=88.000000 predicted=52.950149, expected=44.000000 predicted=39.824692, expected=36.000000 predicted=39.224593, expected=68.000000 predicted=60.902973, expected=32.000000 predicted=32.203619, expected=20.000000 predicted=46.197755, expected=28.000000 predicted=37.527109, expected=36.000000 predicted=32.428456, expected=8.000000 predicted=28.467333, expected=4.000000 predicted=17.738621, expected=16.000000 predicted=18.046160, expected=8.000000 predicted=12.208815, expected=40.000000 predicted=32.621573, expected=56.000000 predicted=33.869224, expected=32.000000 predicted=22.517492, expected=36.000000 predicted=33.711627, expected=32.000000 predicted=27.529106, expected=28.000000 predicted=31.674004, expected=44.000000 predicted=45.471321, expected=36.000000 predicted=33.532898, expected=20.000000 predicted=27.793647, expected=72.000000 predicted=54.072394, expected=44.000000 predicted=36.138806, expected=44.000000 predicted=44.361558, expected=8.000000 predicted=27.754906, expected=16.000000 predicted=21.116425, expected=28.000000 predicted=39.834177, expected=64.000000 predicted=46.595700, expected=76.000000 predicted=56.821150, expected=40.000000 predicted=32.759208, expected=28.000000 predicted=33.680499, expected=32.000000 predicted=35.747885, expected=32.000000 predicted=40.425018, expected=56.000000 predicted=56.324107, expected=40.000000 predicted=38.747503, expected=60.000000 predicted=47.419537, expected=36.000000 predicted=38.053278, expected=16.000000 predicted=26.843782, expected=28.000000 predicted=40.217192, expected=20.000000 predicted=26.150711, expected=24.000000 predicted=33.460068, expected=56.000000 predicted=43.953721, expected=76.000000 predicted=47.839665, expected=28.000000 predicted=31.045808, expected=40.000000 predicted=39.849190, expected=52.000000 predicted=43.781957, expected=20.000000 predicted=32.111293, expected=24.000000 predicted=43.965440, expected=60.000000 predicted=45.605975, expected=56.000000 predicted=43.822495, expected=40.000000 predicted=44.619049, expected=44.000000 predicted=40.553719, expected=52.000000 predicted=42.427824, expected=16.000000 predicted=33.688260, expected=20.000000 predicted=36.096906, expected=36.000000 predicted=36.443301, expected=64.000000 predicted=47.929713, expected=40.000000 predicted=41.858979, expected=40.000000 predicted=35.498340, expected=20.000000 predicted=26.759543, expected=4.000000 predicted=19.289775, expected=28.000000 predicted=38.764160, expected=32.000000 predicted=29.684011, expected=40.000000 predicted=35.141212, expected=64.000000 predicted=45.246857, expected=56.000000 predicted=36.902448, expected=72.000000 predicted=55.658115, expected=8.000000 predicted=25.975779, expected=40.000000 predicted=43.705424, expected=28.000000 predicted=41.156935, expected=56.000000 predicted=47.604554, expected=48.000000 predicted=54.031192, expected=24.000000 predicted=22.506541, expected=16.000000 predicted=30.638963, expected=60.000000 predicted=44.925469, expected=60.000000 predicted=50.541163, expected=48.000000 predicted=46.221610, expected=52.000000 predicted=46.518516, expected=60.000000 predicted=45.509606, expected=32.000000 predicted=43.564922, expected=28.000000 predicted=42.917087, expected=44.000000 predicted=45.427998, expected=60.000000 predicted=50.825894, expected=44.000000 predicted=47.419738, expected=32.000000 predicted=36.422356, expected=44.000000 predicted=40.994871, expected=20.000000 predicted=29.987488, expected=24.000000 predicted=36.902522, expected=24.000000 predicted=31.655405, expected=68.000000 predicted=47.328242, expected=28.000000 predicted=32.652997, expected=12.000000 predicted=20.980896, expected=24.000000 predicted=29.708678, expected=24.000000 predicted=21.507306, expected=8.000000 predicted=27.423454, expected=36.000000 predicted=31.503460, expected=52.000000 predicted=32.928527, expected=40.000000 predicted=31.426560, expected=16.000000 predicted=24.918035, expected=52.000000 predicted=37.776094, expected=16.000000 predicted=23.793657, expected=20.000000 predicted=31.452969, expected=36.000000 predicted=37.867603, expected=32.000000 predicted=22.969212, expected=40.000000 predicted=41.617887, expected=24.000000 predicted=24.092352, expected=68.000000 predicted=46.929618, expected=28.000000 predicted=31.839719, expected=20.000000 predicted=28.123807, expected=12.000000 predicted=28.670959, expected=60.000000 predicted=39.940540, expected=20.000000 predicted=33.998810, expected=36.000000 predicted=33.123394, expected=20.000000 predicted=25.877778, expected=52.000000 predicted=32.870535, expected=16.000000 predicted=33.017764, expected=32.000000 predicted=27.900493, expected=36.000000 predicted=37.017138, expected=28.000000 predicted=23.102282, expected=8.000000 predicted=27.281466, expected=24.000000 predicted=22.778705, expected=24.000000 predicted=24.786565, expected=20.000000 predicted=23.165835, expected=44.000000 predicted=35.810789, expected=56.000000 predicted=34.840135, expected=32.000000 predicted=29.735311, expected=28.000000 predicted=32.003435, expected=32.000000 predicted=30.818487, expected=16.000000 predicted=26.008009, expected=36.000000 predicted=40.520403, expected=48.000000 predicted=38.631919, expected=52.000000 predicted=39.080050, expected=40.000000 predicted=39.119127, expected=40.000000 predicted=34.924164, expected=24.000000 predicted=31.936225, expected=28.000000 predicted=35.544406, expected=24.000000 predicted=33.990654, expected=36.000000 predicted=34.364597, expected=52.000000 predicted=43.573492, expected=56.000000 predicted=41.226578, expected=12.000000 predicted=23.904063, expected=36.000000 predicted=35.854095, expected=32.000000 predicted=33.578338, expected=32.000000 predicted=34.506423, expected=28.000000 predicted=39.050090, expected=24.000000 predicted=21.440239, expected=36.000000 predicted=34.634266, expected=40.000000 predicted=34.661272, expected=20.000000 predicted=25.567377, expected=16.000000 predicted=24.239065, expected=28.000000 predicted=26.950986, expected=56.000000 predicted=41.467338, expected=48.000000 predicted=40.752902, expected=20.000000 predicted=24.952308, expected=16.000000 predicted=23.865541, expected=36.000000 predicted=32.364942, expected=8.000000 predicted=23.453623, expected=16.000000 predicted=27.350209, expected=24.000000 predicted=23.127385, expected=32.000000 predicted=21.775939, expected=24.000000 predicted=27.434258, expected=8.000000 predicted=12.157325, expected=24.000000 predicted=22.336106, expected=24.000000 predicted=21.970305, expected=12.000000 predicted=18.141036, expected=48.000000 predicted=36.476253, expected=52.000000 predicted=32.055089, expected=36.000000 predicted=30.861596, expected=36.000000 predicted=36.668189, expected=24.000000 predicted=24.131972, expected=28.000000 predicted=34.666844, expected=28.000000 predicted=35.621223, expected=24.000000 predicted=27.413515, expected=32.000000 predicted=32.509897, expected=20.000000 predicted=22.363614, expected=16.000000 predicted=21.647376, expected=12.000000 predicted=19.756099, expected=12.000000 predicted=16.025144, expected=32.000000 predicted=28.131005, expected=28.000000 predicted=22.372202, expected=28.000000 predicted=23.198084, expected=28.000000 predicted=24.340899, expected=48.000000 predicted=32.767181, expected=24.000000 predicted=27.428211, expected=8.000000 predicted=19.793135, expected=24.000000 predicted=28.032945, expected=56.000000 predicted=38.323858, expected=32.000000 predicted=33.395299, expected=12.000000 predicted=21.911375, expected=20.000000 predicted=22.179714, expected=28.000000 predicted=24.179828, expected=8.000000 predicted=23.252695, expected=20.000000 predicted=24.655311, expected=20.000000 predicted=17.405686, expected=48.000000 predicted=31.722472, expected=32.000000 predicted=29.256475, expected=20.000000 predicted=19.031693, expected=28.000000 predicted=29.053012, expected=12.000000 predicted=16.238307, expected=28.000000 predicted=32.499687, expected=40.000000 predicted=33.969476, expected=28.000000 predicted=23.321494, expected=32.000000 predicted=31.871811, expected=28.000000 predicted=24.762568, expected=56.000000 predicted=41.645658, expected=36.000000 predicted=36.431054, expected=28.000000 predicted=30.511319, expected=40.000000 predicted=39.858287, expected=44.000000 predicted=35.746818, expected=16.000000 predicted=31.398867, expected=16.000000 predicted=27.522387, expected=44.000000 predicted=36.265185, expected=28.000000 predicted=27.979554, expected=16.000000 predicted=27.293129, expected=24.000000 predicted=25.085334, expected=40.000000 predicted=28.176259, expected=12.000000 predicted=22.780429, expected=20.000000 predicted=25.051851, expected=24.000000 predicted=22.549472, expected=20.000000 predicted=18.913981, expected=32.000000 predicted=32.771189, expected=48.000000 predicted=32.076148, expected=36.000000 predicted=29.082933, expected=40.000000 predicted=35.747536, expected=28.000000 predicted=29.039867, expected=32.000000 predicted=32.405658, expected=24.000000 predicted=33.352037, expected=28.000000 predicted=30.067284, expected=20.000000 predicted=27.756891, expected=28.000000 predicted=27.043115, expected=12.000000 predicted=20.577734, expected=24.000000 predicted=23.384684, expected=24.000000 predicted=24.723966, expected=32.000000 predicted=24.711835, expected=8.000000 predicted=17.893382, expected=32.000000 predicted=24.829083, expected=40.000000 predicted=31.521373, expected=12.000000 predicted=16.129770, expected=16.000000 predicted=25.897905, expected=12.000000 predicted=13.663512, expected=8.000000 predicted=14.867534, expected=16.000000 predicted=22.935802, expected=16.000000 predicted=13.286730, expected=16.000000 predicted=14.943939, expected=16.000000 predicted=15.093787, expected=44.000000 predicted=27.378104, expected=20.000000 predicted=18.159980, expected=16.000000 predicted=18.730625, expected=28.000000 predicted=26.285655, expected=24.000000 predicted=19.039534, expected=24.000000 predicted=29.456500, expected=16.000000 predicted=19.715738, expected=24.000000 predicted=21.176872, expected=20.000000 Test MSE: 331.798
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226])] predicted=174.579778, expected=132.000000 predicted=153.153872, expected=128.000000 predicted=149.097357, expected=96.000000 predicted=117.703692, expected=132.000000 predicted=133.566577, expected=112.000000 predicted=127.955619, expected=108.000000 predicted=117.410920, expected=236.000000 predicted=158.602461, expected=256.000000 predicted=178.176150, expected=192.000000 predicted=176.412089, expected=88.000000 predicted=136.021751, expected=152.000000 predicted=156.278399, expected=112.000000 predicted=163.840354, expected=156.000000 predicted=171.198242, expected=188.000000 predicted=162.170951, expected=200.000000 predicted=157.315190, expected=172.000000 predicted=164.315200, expected=120.000000 predicted=141.647934, expected=132.000000 predicted=151.007232, expected=92.000000 predicted=138.764992, expected=100.000000 predicted=133.678626, expected=224.000000 predicted=164.729767, expected=308.000000 predicted=199.762340, expected=196.000000 predicted=179.009485, expected=112.000000 predicted=142.810505, expected=252.000000 predicted=197.020924, expected=116.000000 predicted=183.094780, expected=140.000000 predicted=191.707966, expected=168.000000 predicted=164.485231, expected=168.000000 predicted=157.917768, expected=164.000000 predicted=177.373078, expected=136.000000 predicted=140.654280, expected=124.000000 predicted=140.997483, expected=96.000000 predicted=132.065053, expected=76.000000 predicted=117.545881, expected=156.000000 predicted=137.048888, expected=156.000000 predicted=134.762893, expected=180.000000 predicted=145.260021, expected=140.000000 predicted=130.049911, expected=136.000000 predicted=131.071417, expected=108.000000 predicted=135.376132, expected=184.000000 predicted=159.904637, expected=192.000000 predicted=169.444695, expected=116.000000 predicted=138.937238, expected=132.000000 predicted=138.005521, expected=156.000000 predicted=143.485706, expected=112.000000 predicted=144.380647, expected=68.000000 predicted=119.745149, expected=104.000000 predicted=109.690876, expected=104.000000 predicted=112.186992, expected=208.000000 predicted=152.330063, expected=168.000000 predicted=137.132706, expected=144.000000 predicted=129.007413, expected=312.000000 predicted=200.227356, expected=212.000000 predicted=188.872377, expected=104.000000 predicted=172.916393, expected=204.000000 predicted=186.136471, expected=172.000000 predicted=179.089799, expected=108.000000 predicted=183.178228, expected=68.000000 predicted=129.107625, expected=208.000000 predicted=154.277377, expected=144.000000 predicted=155.011639, expected=176.000000 predicted=160.518332, expected=120.000000 predicted=127.193302, expected=144.000000 predicted=134.520695, expected=196.000000 predicted=176.599606, expected=108.000000 predicted=137.692426, expected=124.000000 predicted=142.970565, expected=64.000000 predicted=105.787052, expected=128.000000 predicted=129.147972, expected=152.000000 predicted=141.128634, expected=188.000000 predicted=143.274059, expected=128.000000 predicted=129.505067, expected=104.000000 predicted=113.612854, expected=104.000000 predicted=123.005396, expected=76.000000 predicted=114.292190, expected=104.000000 predicted=121.251492, expected=136.000000 predicted=117.464751, expected=164.000000 predicted=127.609485, expected=88.000000 predicted=105.025185, expected=96.000000 predicted=102.037817, expected=132.000000 predicted=119.122536, expected=96.000000 predicted=114.956677, expected=136.000000 predicted=128.750425, expected=164.000000 predicted=126.289589, expected=224.000000 predicted=159.805409, expected=120.000000 predicted=137.667280, expected=164.000000 predicted=147.996221, expected=128.000000 predicted=143.491185, expected=108.000000 predicted=141.793267, expected=160.000000 predicted=160.243868, expected=112.000000 predicted=125.031722, expected=92.000000 predicted=122.559597, expected=112.000000 predicted=115.862684, expected=148.000000 predicted=126.917947, expected=164.000000 predicted=144.131082, expected=120.000000 predicted=122.523410, expected=184.000000 predicted=143.891423, expected=172.000000 predicted=150.801984, expected=184.000000 predicted=167.839104, expected=148.000000 predicted=157.789166, expected=132.000000 predicted=145.504595, expected=128.000000 predicted=151.388785, expected=140.000000 predicted=149.573737, expected=184.000000 predicted=164.595061, expected=120.000000 predicted=137.161854, expected=176.000000 predicted=153.038561, expected=124.000000 predicted=136.143088, expected=112.000000 predicted=134.866207, expected=180.000000 predicted=159.484717, expected=124.000000 predicted=133.433397, expected=116.000000 predicted=137.700039, expected=116.000000 predicted=122.456324, expected=212.000000 predicted=158.027690, expected=168.000000 predicted=160.596487, expected=164.000000 predicted=152.520792, expected=160.000000 predicted=150.805631, expected=144.000000 predicted=150.980407, expected=124.000000 predicted=156.872935, expected=184.000000 predicted=164.868008, expected=152.000000 predicted=154.923900, expected=120.000000 predicted=142.395695, expected=116.000000 predicted=132.319825, expected=108.000000 predicted=124.784376, expected=112.000000 predicted=132.063703, expected=112.000000 predicted=120.909147, expected=124.000000 predicted=117.937141, expected=172.000000 predicted=135.836357, expected=144.000000 predicted=130.949364, expected=116.000000 predicted=124.724016, expected=136.000000 predicted=130.551119, expected=144.000000 predicted=138.134794, expected=140.000000 predicted=145.222056, expected=156.000000 predicted=144.154700, expected=224.000000 predicted=167.650107, expected=180.000000 predicted=165.655359, expected=112.000000 predicted=145.736113, expected=80.000000 predicted=126.680265, expected=124.000000 predicted=139.138040, expected=116.000000 predicted=142.196277, expected=192.000000 predicted=156.052710, expected=180.000000 predicted=144.078430, expected=104.000000 predicted=119.985220, expected=116.000000 predicted=129.089699, expected=140.000000 predicted=136.069201, expected=152.000000 predicted=154.445655, expected=148.000000 predicted=147.157185, expected=260.000000 predicted=176.642442, expected=216.000000 predicted=178.136793, expected=148.000000 predicted=166.894308, expected=144.000000 predicted=163.238940, expected=136.000000 predicted=159.453275, expected=92.000000 predicted=156.696526, expected=128.000000 predicted=147.423427, expected=172.000000 predicted=146.846766, expected=148.000000 predicted=141.857259, expected=172.000000 predicted=149.844685, expected=140.000000 predicted=134.457978, expected=88.000000 predicted=124.803048, expected=72.000000 predicted=118.358025, expected=152.000000 predicted=135.925475, expected=140.000000 predicted=136.601511, expected=188.000000 predicted=149.289619, expected=200.000000 predicted=150.015722, expected=160.000000 predicted=145.223315, expected=116.000000 predicted=145.645785, expected=140.000000 predicted=148.381330, expected=172.000000 predicted=167.533079, expected=196.000000 predicted=178.578680, expected=112.000000 predicted=140.793998, expected=116.000000 predicted=130.810570, expected=92.000000 predicted=122.782457, expected=60.000000 predicted=112.061350, expected=72.000000 predicted=107.593968, expected=168.000000 predicted=121.899616, expected=140.000000 predicted=119.079282, expected=168.000000 predicted=130.046950, expected=108.000000 predicted=107.260670, expected=140.000000 predicted=126.620895, expected=140.000000 predicted=144.436972, expected=156.000000 predicted=146.378001, expected=168.000000 predicted=155.401185, expected=188.000000 predicted=155.704187, expected=180.000000 predicted=164.595027, expected=116.000000 predicted=143.742237, expected=132.000000 predicted=148.318865, expected=124.000000 predicted=143.923976, expected=76.000000 predicted=125.598204, expected=128.000000 predicted=132.528523, expected=128.000000 predicted=119.156397, expected=140.000000 predicted=129.243760, expected=188.000000 predicted=146.103991, expected=132.000000 predicted=125.239433, expected=140.000000 predicted=140.346633, expected=76.000000 predicted=114.615510, expected=172.000000 predicted=149.157445, expected=152.000000 predicted=150.877561, expected=196.000000 predicted=159.814465, expected=152.000000 predicted=147.770492, expected=164.000000 predicted=145.719651, expected=180.000000 predicted=171.478811, expected=100.000000 predicted=140.624709, expected=120.000000 predicted=147.608179, expected=116.000000 predicted=131.674367, expected=144.000000 predicted=143.046548, expected=252.000000 predicted=184.393246, expected=216.000000 predicted=169.182278, expected=168.000000 predicted=164.474709, expected=116.000000 predicted=144.095068, expected=136.000000 predicted=155.974201, expected=184.000000 predicted=189.076259, expected=208.000000 predicted=189.121338, expected=164.000000 predicted=164.776211, expected=152.000000 predicted=151.333516, expected=168.000000 predicted=162.692170, expected=84.000000 predicted=141.126499, expected=120.000000 predicted=147.769329, expected=164.000000 predicted=149.383904, expected=220.000000 predicted=173.067301, expected=136.000000 predicted=148.724376, expected=164.000000 predicted=143.784012, expected=232.000000 predicted=180.874414, expected=148.000000 predicted=168.646111, expected=188.000000 predicted=188.827904, expected=204.000000 predicted=178.218241, expected=184.000000 predicted=184.268877, expected=224.000000 predicted=209.089558, expected=156.000000 predicted=170.929955, expected=180.000000 predicted=186.668396, expected=144.000000 predicted=172.161523, expected=152.000000 predicted=168.958523, expected=100.000000 predicted=149.485810, expected=108.000000 predicted=132.226620, expected=156.000000 predicted=148.290828, expected=152.000000 predicted=142.051158, expected=116.000000 predicted=129.958159, expected=156.000000 predicted=133.348356, expected=172.000000 predicted=146.393457, expected=192.000000 predicted=168.347440, expected=192.000000 predicted=170.450507, expected=172.000000 predicted=161.935530, expected=140.000000 predicted=159.325945, expected=424.000000 predicted=268.723141, expected=164.000000 predicted=200.849949, expected=244.000000 predicted=227.979446, expected=160.000000 predicted=190.728156, expected=92.000000 predicted=167.586611, expected=88.000000 predicted=191.531583, expected=88.000000 predicted=125.604652, expected=136.000000 predicted=148.223716, expected=132.000000 predicted=126.697835, expected=164.000000 predicted=128.105739, expected=108.000000 predicted=112.502396, expected=68.000000 predicted=98.340386, expected=180.000000 predicted=142.287772, expected=92.000000 predicted=117.507470, expected=76.000000 predicted=111.303169, expected=128.000000 predicted=109.782155, expected=116.000000 predicted=107.253005, expected=116.000000 predicted=126.145882, expected=84.000000 predicted=94.783215, expected=140.000000 predicted=113.202178, expected=60.000000 predicted=96.638514, expected=148.000000 predicted=121.184190, expected=176.000000 predicted=134.347920, expected=212.000000 predicted=154.863318, expected=116.000000 predicted=135.923605, expected=108.000000 predicted=117.738461, expected=112.000000 predicted=132.785751, expected=72.000000 predicted=120.831726, expected=76.000000 predicted=115.293557, expected=128.000000 predicted=109.368128, expected=96.000000 predicted=100.201900, expected=120.000000 predicted=108.040598, expected=132.000000 predicted=106.990411, expected=160.000000 predicted=125.890188, expected=136.000000 predicted=131.475162, expected=156.000000 predicted=135.187640, expected=136.000000 predicted=135.842427, expected=144.000000 predicted=142.454234, expected=124.000000 predicted=138.793509, expected=140.000000 predicted=138.595508, expected=156.000000 predicted=147.511179, expected=108.000000 predicted=128.053779, expected=124.000000 predicted=130.614805, expected=172.000000 predicted=143.894244, expected=160.000000 predicted=149.165742, expected=112.000000 predicted=134.382081, expected=168.000000 predicted=142.435086, expected=108.000000 predicted=128.967827, expected=88.000000 predicted=126.340898, expected=100.000000 predicted=117.965801, expected=136.000000 predicted=121.926012, expected=136.000000 predicted=133.042696, expected=96.000000 predicted=107.140284, expected=116.000000 predicted=108.851760, expected=144.000000 predicted=123.878136, expected=112.000000 predicted=122.754627, expected=104.000000 predicted=116.155859, expected=148.000000 predicted=123.312895, expected=148.000000 predicted=133.008642, expected=116.000000 predicted=128.226224, expected=136.000000 predicted=126.886360, expected=128.000000 predicted=125.321865, expected=96.000000 predicted=122.026721, expected=120.000000 predicted=124.496364, expected=128.000000 predicted=121.271756, expected=164.000000 predicted=140.200431, expected=148.000000 predicted=136.131046, expected=160.000000 predicted=138.458409, expected=172.000000 predicted=151.291593, expected=84.000000 predicted=124.810207, expected=128.000000 predicted=139.200885, expected=152.000000 predicted=142.439914, expected=116.000000 predicted=134.709506, expected=160.000000 predicted=146.559547, expected=148.000000 predicted=129.677547, expected=136.000000 predicted=138.411492, expected=84.000000 predicted=120.452176, expected=68.000000 predicted=102.017446, expected=136.000000 predicted=128.074291, expected=132.000000 predicted=125.943469, expected=100.000000 predicted=111.942757, expected=104.000000 predicted=100.354316, expected=116.000000 predicted=104.768596, expected=96.000000 predicted=111.696504, expected=108.000000 predicted=111.363024, expected=164.000000 predicted=126.000326, expected=260.000000 predicted=171.940798, expected=140.000000 predicted=145.268438, expected=124.000000 predicted=135.649201, expected=108.000000 predicted=128.756795, expected=112.000000 predicted=140.589937, expected=180.000000 predicted=173.900537, expected=116.000000 predicted=128.610354, expected=104.000000 predicted=118.900551, expected=96.000000 predicted=108.631802, expected=80.000000 predicted=103.789241, expected=112.000000 predicted=120.910809, expected=84.000000 predicted=96.425168, expected=116.000000 predicted=104.301458, expected=136.000000 predicted=111.441977, expected=412.000000 predicted=221.988551, expected=500.000000 predicted=306.530967, expected=408.000000 predicted=309.169536, expected=336.000000 predicted=301.717952, expected=252.000000 predicted=282.161435, expected=216.000000 predicted=310.536716, expected=204.000000 predicted=298.129532, expected=244.000000 predicted=279.406152, expected=128.000000 predicted=207.981330, expected=240.000000 predicted=224.638329, expected=400.000000 predicted=289.794324, expected=316.000000 predicted=279.706691, expected=168.000000 predicted=225.491937, expected=156.000000 predicted=188.312991, expected=272.000000 predicted=255.927678, expected=196.000000 predicted=250.929703, expected=148.000000 predicted=202.490821, expected=196.000000 predicted=186.444638, expected=156.000000 predicted=171.551437, expected=148.000000 predicted=182.874139, expected=192.000000 predicted=180.556642, expected=112.000000 predicted=141.477640, expected=172.000000 predicted=169.327378, expected=116.000000 predicted=137.006982, expected=172.000000 predicted=158.614873, expected=116.000000 predicted=140.612672, expected=160.000000 predicted=144.558482, expected=156.000000 predicted=152.943061, expected=172.000000 predicted=153.897201, expected=164.000000 predicted=161.282223, expected=124.000000 predicted=136.810831, expected=84.000000 predicted=123.503972, expected=152.000000 predicted=144.306365, expected=164.000000 predicted=153.104901, expected=180.000000 predicted=161.113476, expected=140.000000 predicted=139.690884, expected=92.000000 predicted=114.318583, expected=132.000000 predicted=137.855356, expected=116.000000 predicted=131.640567, expected=104.000000 predicted=125.581488, expected=116.000000 predicted=118.169030, expected=108.000000 predicted=107.500302, expected=172.000000 predicted=141.583663, expected=128.000000 predicted=125.447202, expected=192.000000 predicted=153.005092, expected=200.000000 predicted=165.077305, expected=144.000000 predicted=149.425009, expected=108.000000 predicted=141.303114, expected=156.000000 predicted=149.279366, expected=172.000000 predicted=167.911820, expected=100.000000 predicted=138.013095, expected=116.000000 predicted=127.368528, expected=120.000000 predicted=121.123640, expected=92.000000 predicted=117.384808, expected=140.000000 predicted=133.739170, expected=184.000000 predicted=142.492738, expected=132.000000 predicted=131.690800, expected=136.000000 predicted=133.811344, expected=96.000000 predicted=112.461136, expected=156.000000 predicted=144.510182, expected=68.000000 predicted=113.668639, expected=164.000000 predicted=138.689693, expected=180.000000 predicted=148.847052, expected=112.000000 predicted=122.608983, expected=92.000000 predicted=118.922528, expected=144.000000 predicted=123.056057, expected=88.000000 predicted=118.937276, expected=112.000000 predicted=124.972605, expected=84.000000 predicted=97.502573, expected=84.000000 predicted=93.398214, expected=168.000000 predicted=134.227206, expected=132.000000 predicted=117.065417, expected=108.000000 predicted=114.141537, expected=96.000000 predicted=102.100311, expected=104.000000 Test MSE: 2533.654
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116])] predicted=51.040442, expected=16.000000 predicted=39.139436, expected=36.000000 predicted=44.191127, expected=68.000000 predicted=50.077535, expected=8.000000 predicted=38.059787, expected=40.000000 predicted=40.822227, expected=28.000000 predicted=27.753492, expected=48.000000 predicted=42.450321, expected=28.000000 predicted=34.661085, expected=48.000000 predicted=35.705571, expected=36.000000 predicted=36.076940, expected=24.000000 predicted=35.289897, expected=20.000000 predicted=32.413468, expected=40.000000 predicted=33.660560, expected=24.000000 predicted=31.238286, expected=32.000000 predicted=31.046971, expected=28.000000 predicted=26.587289, expected=44.000000 predicted=33.222506, expected=16.000000 predicted=28.430149, expected=16.000000 predicted=26.778187, expected=28.000000 predicted=26.506448, expected=36.000000 predicted=29.354964, expected=72.000000 predicted=40.022815, expected=40.000000 predicted=33.057328, expected=32.000000 predicted=37.504236, expected=40.000000 predicted=39.187013, expected=44.000000 predicted=44.387802, expected=28.000000 predicted=42.367310, expected=28.000000 predicted=35.065998, expected=32.000000 predicted=33.267338, expected=36.000000 predicted=35.410762, expected=60.000000 predicted=40.845363, expected=52.000000 predicted=39.559153, expected=20.000000 predicted=36.081162, expected=56.000000 predicted=44.187098, expected=4.000000 predicted=32.352438, expected=20.000000 predicted=38.177089, expected=60.000000 predicted=35.956493, expected=80.000000 predicted=44.564612, expected=44.000000 predicted=44.040438, expected=24.000000 predicted=35.633718, expected=20.000000 predicted=37.314460, expected=64.000000 predicted=52.519960, expected=16.000000 predicted=38.874522, expected=12.000000 predicted=31.119463, expected=44.000000 predicted=29.536805, expected=16.000000 predicted=26.978280, expected=52.000000 predicted=39.031577, expected=44.000000 predicted=28.615787, expected=32.000000 predicted=34.267788, expected=44.000000 predicted=38.606919, expected=48.000000 predicted=39.148174, expected=36.000000 predicted=42.718879, expected=28.000000 predicted=37.777194, expected=36.000000 predicted=37.036157, expected=12.000000 predicted=31.725473, expected=16.000000 predicted=29.817929, expected=48.000000 predicted=30.995858, expected=60.000000 predicted=35.942528, expected=72.000000 predicted=44.372319, expected=24.000000 predicted=34.249364, expected=56.000000 predicted=47.910352, expected=20.000000 predicted=41.192105, expected=12.000000 predicted=41.566393, expected=4.000000 predicted=27.995846, expected=76.000000 predicted=38.295935, expected=44.000000 predicted=34.880101, expected=48.000000 predicted=37.588891, expected=16.000000 predicted=27.441254, expected=36.000000 predicted=37.620998, expected=32.000000 predicted=41.336376, expected=68.000000 predicted=45.510875, expected=88.000000 predicted=51.347218, expected=36.000000 predicted=42.929505, expected=36.000000 predicted=47.873176, expected=12.000000 predicted=39.210031, expected=28.000000 predicted=46.560164, expected=40.000000 predicted=42.125574, expected=44.000000 predicted=34.963884, expected=28.000000 predicted=30.626291, expected=44.000000 predicted=33.086738, expected=40.000000 predicted=36.352587, expected=68.000000 predicted=47.784824, expected=48.000000 predicted=44.224442, expected=52.000000 predicted=47.384534, expected=20.000000 predicted=40.795006, expected=40.000000 predicted=45.488545, expected=40.000000 predicted=44.514678, expected=48.000000 predicted=43.873287, expected=28.000000 predicted=36.718201, expected=36.000000 predicted=35.180275, expected=20.000000 predicted=32.994023, expected=56.000000 predicted=41.620332, expected=52.000000 predicted=40.666791, expected=48.000000 predicted=41.232067, expected=72.000000 predicted=48.879359, expected=40.000000 predicted=44.747879, expected=32.000000 predicted=49.382949, expected=76.000000 predicted=55.393296, expected=16.000000 predicted=43.247240, expected=72.000000 predicted=57.551709, expected=36.000000 predicted=40.457290, expected=76.000000 predicted=56.293129, expected=24.000000 predicted=46.261018, expected=32.000000 predicted=42.279333, expected=24.000000 predicted=41.778738, expected=32.000000 predicted=38.318660, expected=36.000000 predicted=39.166098, expected=28.000000 predicted=29.115993, expected=28.000000 predicted=29.847999, expected=64.000000 predicted=37.759617, expected=20.000000 predicted=32.534009, expected=60.000000 predicted=42.512370, expected=60.000000 predicted=42.194161, expected=40.000000 predicted=45.491228, expected=44.000000 predicted=47.833209, expected=12.000000 predicted=34.880329, expected=8.000000 predicted=36.401789, expected=20.000000 predicted=30.592175, expected=4.000000 predicted=20.969164, expected=24.000000 predicted=21.187314, expected=64.000000 predicted=25.535577, expected=12.000000 predicted=20.283866, expected=40.000000 predicted=29.166949, expected=44.000000 predicted=28.708273, expected=12.000000 predicted=31.731207, expected=24.000000 predicted=33.333663, expected=24.000000 predicted=23.931076, expected=32.000000 predicted=31.412812, expected=40.000000 predicted=31.068234, expected=36.000000 predicted=28.063341, expected=28.000000 predicted=29.964916, expected=32.000000 predicted=31.304612, expected=56.000000 predicted=39.120723, expected=44.000000 predicted=40.000682, expected=44.000000 predicted=40.834511, expected=44.000000 predicted=39.982851, expected=24.000000 predicted=38.546076, expected=40.000000 predicted=42.879425, expected=40.000000 predicted=39.108286, expected=40.000000 predicted=40.094525, expected=52.000000 predicted=41.257619, expected=48.000000 predicted=40.434648, expected=56.000000 predicted=47.208157, expected=44.000000 predicted=45.513076, expected=24.000000 predicted=41.858457, expected=24.000000 predicted=39.654594, expected=60.000000 predicted=45.016225, expected=4.000000 predicted=33.154302, expected=16.000000 predicted=29.603270, expected=52.000000 predicted=29.735461, expected=16.000000 predicted=28.194059, expected=44.000000 predicted=36.155087, expected=16.000000 predicted=20.249931, expected=44.000000 predicted=33.843923, expected=24.000000 predicted=31.122575, expected=28.000000 predicted=29.503665, expected=32.000000 predicted=30.855111, expected=52.000000 predicted=34.451418, expected=40.000000 predicted=37.297674, expected=20.000000 predicted=31.282990, expected=32.000000 predicted=32.866118, expected=4.000000 predicted=26.910067, expected=28.000000 predicted=31.550423, expected=8.000000 predicted=20.204299, expected=24.000000 predicted=21.319731, expected=24.000000 predicted=19.844067, expected=64.000000 predicted=29.302943, expected=36.000000 predicted=30.526470, expected=76.000000 predicted=42.380994, expected=36.000000 predicted=39.815061, expected=60.000000 predicted=50.789337, expected=28.000000 predicted=46.702002, expected=24.000000 predicted=42.155967, expected=24.000000 predicted=40.050659, expected=32.000000 predicted=34.315161, expected=12.000000 predicted=29.788858, expected=40.000000 predicted=28.417706, expected=36.000000 predicted=28.038627, expected=56.000000 predicted=36.578969, expected=48.000000 predicted=37.873314, expected=16.000000 predicted=31.863806, expected=76.000000 predicted=47.753801, expected=16.000000 predicted=37.852498, expected=32.000000 predicted=42.811492, expected=44.000000 predicted=36.805798, expected=12.000000 predicted=31.343432, expected=20.000000 predicted=34.183664, expected=32.000000 predicted=24.755808, expected=20.000000 predicted=27.151356, expected=20.000000 predicted=25.435965, expected=40.000000 predicted=24.403980, expected=20.000000 predicted=24.789023, expected=12.000000 predicted=23.769941, expected=44.000000 predicted=26.449405, expected=28.000000 predicted=27.183693, expected=8.000000 predicted=25.580068, expected=36.000000 predicted=24.398345, expected=40.000000 predicted=27.935249, expected=88.000000 predicted=47.464847, expected=24.000000 predicted=35.411464, expected=36.000000 predicted=38.101537, expected=36.000000 predicted=39.254408, expected=8.000000 predicted=37.092172, expected=24.000000 predicted=37.154413, expected=52.000000 predicted=31.037597, expected=80.000000 predicted=44.946363, expected=36.000000 predicted=39.680746, expected=56.000000 predicted=42.556005, expected=28.000000 predicted=40.884400, expected=20.000000 predicted=44.232678, expected=24.000000 predicted=39.725385, expected=48.000000 predicted=36.953415, expected=48.000000 predicted=40.207220, expected=20.000000 predicted=30.704910, expected=24.000000 predicted=28.706002, expected=24.000000 predicted=29.070580, expected=28.000000 predicted=33.113012, expected=20.000000 predicted=27.700647, expected=36.000000 predicted=26.297211, expected=40.000000 predicted=29.437950, expected=44.000000 predicted=33.653282, expected=16.000000 predicted=28.790822, expected=40.000000 predicted=32.618071, expected=56.000000 predicted=39.577030, expected=20.000000 predicted=35.865853, expected=44.000000 predicted=37.971428, expected=44.000000 predicted=34.842095, expected=24.000000 predicted=38.026666, expected=56.000000 predicted=42.834656, expected=40.000000 predicted=36.601078, expected=28.000000 predicted=39.861123, expected=44.000000 predicted=38.978386, expected=36.000000 predicted=36.834386, expected=44.000000 predicted=43.310667, expected=32.000000 predicted=36.423300, expected=56.000000 predicted=41.432532, expected=20.000000 predicted=36.586301, expected=40.000000 predicted=38.979316, expected=64.000000 predicted=43.438372, expected=44.000000 predicted=43.682314, expected=48.000000 predicted=46.848018, expected=28.000000 predicted=36.993280, expected=40.000000 predicted=43.741661, expected=52.000000 predicted=46.989889, expected=28.000000 predicted=39.838055, expected=28.000000 predicted=37.106607, expected=24.000000 predicted=30.930934, expected=40.000000 predicted=36.501228, expected=20.000000 predicted=31.776825, expected=32.000000 predicted=29.550364, expected=12.000000 predicted=23.673420, expected=4.000000 predicted=20.815798, expected=36.000000 predicted=25.157086, expected=32.000000 predicted=23.695425, expected=36.000000 predicted=28.164899, expected=56.000000 predicted=30.593558, expected=20.000000 predicted=28.339477, expected=8.000000 predicted=29.587594, expected=20.000000 predicted=26.105971, expected=24.000000 predicted=27.717779, expected=56.000000 predicted=35.701896, expected=20.000000 predicted=23.939564, expected=28.000000 predicted=26.059897, expected=8.000000 predicted=21.795221, expected=16.000000 predicted=25.133682, expected=28.000000 predicted=27.168186, expected=40.000000 predicted=25.703406, expected=20.000000 predicted=23.573396, expected=12.000000 predicted=18.984591, expected=20.000000 predicted=20.965397, expected=36.000000 predicted=27.392643, expected=36.000000 predicted=29.557940, expected=16.000000 predicted=22.675982, expected=12.000000 predicted=19.865148, expected=24.000000 predicted=23.089629, expected=32.000000 predicted=27.602162, expected=20.000000 predicted=24.203359, expected=12.000000 predicted=18.266148, expected=16.000000 predicted=17.939013, expected=48.000000 predicted=27.738786, expected=52.000000 predicted=32.894220, expected=20.000000 predicted=27.484214, expected=48.000000 predicted=32.521349, expected=36.000000 predicted=34.407258, expected=40.000000 predicted=42.603178, expected=20.000000 predicted=34.227603, expected=24.000000 predicted=30.273720, expected=8.000000 predicted=27.365088, expected=20.000000 predicted=25.281698, expected=56.000000 predicted=31.213591, expected=36.000000 predicted=28.635831, expected=16.000000 predicted=26.094755, expected=32.000000 predicted=25.886827, expected=36.000000 predicted=32.184016, expected=20.000000 predicted=33.530411, expected=32.000000 predicted=29.238551, expected=28.000000 predicted=26.191395, expected=8.000000 predicted=25.062437, expected=36.000000 predicted=27.854474, expected=32.000000 predicted=25.768579, expected=40.000000 predicted=31.934374, expected=48.000000 predicted=32.817253, expected=12.000000 predicted=26.524963, expected=36.000000 predicted=34.413503, expected=4.000000 predicted=24.944815, expected=4.000000 predicted=24.242991, expected=28.000000 predicted=22.560501, expected=32.000000 predicted=21.039908, expected=28.000000 predicted=24.215191, expected=8.000000 predicted=15.048756, expected=24.000000 predicted=19.836383, expected=40.000000 predicted=27.701133, expected=28.000000 predicted=28.048784, expected=24.000000 predicted=25.420763, expected=44.000000 predicted=27.915481, expected=84.000000 predicted=44.828918, expected=32.000000 predicted=41.424093, expected=28.000000 predicted=38.904473, expected=48.000000 predicted=40.548918, expected=32.000000 predicted=44.248243, expected=68.000000 predicted=53.401917, expected=48.000000 predicted=41.679846, expected=16.000000 predicted=38.285691, expected=28.000000 predicted=37.835713, expected=28.000000 predicted=35.108860, expected=20.000000 predicted=35.975643, expected=36.000000 predicted=30.794634, expected=28.000000 predicted=25.396111, expected=28.000000 predicted=28.688623, expected=24.000000 predicted=26.365817, expected=64.000000 predicted=36.236230, expected=12.000000 predicted=29.827232, expected=48.000000 predicted=36.541778, expected=20.000000 predicted=28.646801, expected=36.000000 predicted=35.905316, expected=48.000000 predicted=38.791169, expected=32.000000 predicted=32.651535, expected=24.000000 predicted=34.256741, expected=16.000000 predicted=26.710657, expected=32.000000 predicted=31.842630, expected=28.000000 predicted=30.690656, expected=68.000000 predicted=37.560134, expected=64.000000 predicted=40.110534, expected=36.000000 predicted=40.056741, expected=28.000000 predicted=39.405777, expected=16.000000 predicted=36.074848, expected=16.000000 predicted=37.826660, expected=44.000000 predicted=36.786158, expected=36.000000 predicted=30.811234, expected=108.000000 predicted=48.902308, expected=32.000000 predicted=38.690945, expected=24.000000 predicted=41.543016, expected=36.000000 predicted=41.224218, expected=24.000000 predicted=42.848267, expected=16.000000 predicted=42.269566, expected=44.000000 predicted=30.447789, expected=40.000000 predicted=31.478006, expected=36.000000 predicted=34.344016, expected=72.000000 predicted=40.684839, expected=8.000000 predicted=31.755936, expected=56.000000 predicted=45.083363, expected=20.000000 predicted=34.179158, expected=60.000000 predicted=46.262990, expected=84.000000 predicted=52.921908, expected=52.000000 predicted=47.366785, expected=88.000000 predicted=62.137161, expected=16.000000 predicted=46.243354, expected=48.000000 predicted=58.524722, expected=36.000000 predicted=50.906951, expected=56.000000 predicted=53.409605, expected=36.000000 predicted=47.020234, expected=20.000000 predicted=33.464629, expected=12.000000 predicted=31.573174, expected=20.000000 predicted=29.295373, expected=40.000000 predicted=33.456591, expected=16.000000 predicted=24.628541, expected=44.000000 predicted=26.963671, expected=4.000000 predicted=19.220246, expected=12.000000 predicted=22.441348, expected=12.000000 predicted=19.354630, expected=20.000000 predicted=19.606509, expected=40.000000 predicted=24.915195, expected=16.000000 predicted=17.015128, expected=16.000000 predicted=18.525933, expected=28.000000 predicted=20.616722, expected=32.000000 predicted=26.713597, expected=24.000000 predicted=26.987775, expected=44.000000 predicted=27.436653, expected=52.000000 predicted=33.699329, expected=16.000000 predicted=31.745711, expected=56.000000 predicted=37.964397, expected=44.000000 predicted=38.191395, expected=16.000000 predicted=38.478325, expected=8.000000 predicted=28.587873, expected=56.000000 predicted=33.418340, expected=16.000000 predicted=33.626511, expected=80.000000 predicted=42.512062, expected=44.000000 predicted=34.541251, expected=24.000000 predicted=37.584708, expected=20.000000 predicted=35.601028, expected=48.000000 predicted=38.453941, expected=52.000000 predicted=48.636289, expected=12.000000 predicted=32.964386, expected=24.000000 predicted=27.759003, expected=28.000000 predicted=28.624188, expected=28.000000 predicted=34.182318, expected=56.000000 predicted=36.419961, expected=24.000000 predicted=27.523084, expected=24.000000 predicted=30.010815, expected=44.000000 predicted=32.773222, expected=16.000000 predicted=31.550021, expected=36.000000 predicted=35.148166, expected=52.000000 predicted=32.775316, expected=4.000000 predicted=28.394655, expected=8.000000 predicted=25.183204, expected=28.000000 predicted=21.913262, expected=24.000000 predicted=27.752422, expected=44.000000 predicted=30.323236, expected=44.000000 predicted=25.272993, expected=44.000000 predicted=32.470156, expected=24.000000 predicted=32.587323, expected=40.000000 predicted=35.947945, expected=44.000000 predicted=40.246953, expected=36.000000 predicted=39.966521, expected=48.000000 predicted=40.007568, expected=24.000000 predicted=33.897608, expected=28.000000 predicted=36.374596, expected=20.000000 predicted=31.611692, expected=16.000000 predicted=28.666553, expected=32.000000 Test MSE: 353.091
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329])] predicted=13.752994, expected=16.000000 predicted=19.126519, expected=28.000000 predicted=18.362792, expected=40.000000 predicted=20.753786, expected=36.000000 predicted=27.487743, expected=20.000000 predicted=23.758141, expected=20.000000 predicted=22.877037, expected=12.000000 predicted=23.300608, expected=28.000000 predicted=28.398363, expected=24.000000 predicted=26.209109, expected=8.000000 predicted=17.678521, expected=32.000000 predicted=21.714278, expected=4.000000 predicted=14.753890, expected=28.000000 predicted=22.850574, expected=20.000000 predicted=20.442150, expected=36.000000 predicted=21.185277, expected=12.000000 predicted=23.247198, expected=44.000000 predicted=22.580941, expected=40.000000 predicted=31.728646, expected=48.000000 predicted=33.866263, expected=24.000000 predicted=33.798642, expected=20.000000 predicted=25.005525, expected=16.000000 predicted=30.716882, expected=16.000000 predicted=27.130954, expected=24.000000 predicted=28.851596, expected=24.000000 predicted=22.085405, expected=32.000000 predicted=23.539794, expected=36.000000 predicted=25.269281, expected=16.000000 predicted=22.181636, expected=24.000000 predicted=24.733726, expected=8.000000 predicted=20.495660, expected=32.000000 predicted=26.428292, expected=24.000000 predicted=26.416669, expected=28.000000 predicted=22.191570, expected=16.000000 predicted=21.766590, expected=20.000000 predicted=17.914098, expected=36.000000 predicted=28.384163, expected=16.000000 predicted=22.998384, expected=32.000000 predicted=26.374627, expected=20.000000 predicted=21.467162, expected=32.000000 predicted=25.521992, expected=8.000000 predicted=24.224647, expected=48.000000 predicted=26.483065, expected=20.000000 predicted=27.760891, expected=36.000000 predicted=27.216194, expected=16.000000 predicted=26.506351, expected=8.000000 predicted=16.697629, expected=16.000000 predicted=26.462042, expected=16.000000 predicted=18.020584, expected=12.000000 predicted=20.356079, expected=32.000000 predicted=18.778996, expected=16.000000 predicted=15.620581, expected=12.000000 predicted=16.341476, expected=32.000000 predicted=20.415548, expected=16.000000 predicted=18.216840, expected=16.000000 predicted=22.302995, expected=32.000000 predicted=21.041796, expected=16.000000 predicted=18.653777, expected=20.000000 predicted=23.679472, expected=28.000000 predicted=20.977950, expected=24.000000 predicted=21.759521, expected=20.000000 predicted=24.836892, expected=32.000000 predicted=22.932171, expected=28.000000 predicted=24.958727, expected=28.000000 predicted=27.456383, expected=24.000000 predicted=25.366299, expected=20.000000 predicted=23.168481, expected=44.000000 predicted=31.637053, expected=20.000000 predicted=27.270695, expected=16.000000 predicted=24.427970, expected=12.000000 predicted=20.422361, expected=60.000000 predicted=30.607828, expected=40.000000 predicted=37.585612, expected=12.000000 predicted=24.480867, expected=24.000000 predicted=23.507364, expected=4.000000 predicted=18.320604, expected=12.000000 predicted=29.169830, expected=20.000000 predicted=22.642058, expected=20.000000 predicted=15.648934, expected=12.000000 predicted=17.044068, expected=4.000000 predicted=8.987490, expected=8.000000 predicted=11.011100, expected=20.000000 predicted=15.623363, expected=8.000000 predicted=13.463709, expected=24.000000 predicted=14.270347, expected=8.000000 predicted=10.216808, expected=44.000000 predicted=20.038716, expected=12.000000 predicted=19.682827, expected=16.000000 predicted=16.021358, expected=20.000000 predicted=20.625130, expected=4.000000 predicted=13.226257, expected=8.000000 predicted=20.576213, expected=20.000000 predicted=13.478714, expected=16.000000 predicted=15.041485, expected=16.000000 predicted=15.884877, expected=32.000000 predicted=16.054469, expected=16.000000 predicted=16.412543, expected=28.000000 predicted=22.052231, expected=68.000000 predicted=32.611290, expected=12.000000 predicted=25.976770, expected=28.000000 predicted=30.228630, expected=28.000000 predicted=25.753580, expected=20.000000 predicted=28.190239, expected=24.000000 predicted=36.478846, expected=16.000000 predicted=18.526566, expected=16.000000 predicted=21.890403, expected=40.000000 predicted=26.722289, expected=12.000000 predicted=20.696759, expected=28.000000 predicted=23.566713, expected=12.000000 predicted=18.341310, expected=20.000000 predicted=19.545427, expected=16.000000 predicted=23.992604, expected=24.000000 predicted=17.993172, expected=72.000000 predicted=35.106080, expected=16.000000 predicted=25.082322, expected=16.000000 predicted=24.322490, expected=12.000000 predicted=20.194952, expected=12.000000 predicted=21.955784, expected=24.000000 predicted=33.752610, expected=40.000000 predicted=22.554084, expected=32.000000 predicted=24.096533, expected=8.000000 predicted=18.253465, expected=12.000000 predicted=16.922648, expected=40.000000 predicted=26.470748, expected=20.000000 predicted=28.415594, expected=28.000000 predicted=26.142824, expected=20.000000 predicted=18.471123, expected=32.000000 predicted=23.396660, expected=16.000000 predicted=27.544478, expected=12.000000 predicted=19.431974, expected=28.000000 predicted=23.651326, expected=28.000000 predicted=23.142997, expected=32.000000 predicted=27.770024, expected=32.000000 predicted=24.523002, expected=60.000000 predicted=32.442175, expected=12.000000 predicted=29.842682, expected=8.000000 predicted=24.784935, expected=8.000000 predicted=22.120908, expected=20.000000 predicted=23.396841, expected=12.000000 predicted=26.881497, expected=40.000000 predicted=19.297993, expected=24.000000 predicted=18.525149, expected=16.000000 predicted=17.556082, expected=12.000000 predicted=18.649415, expected=12.000000 predicted=15.923571, expected=24.000000 predicted=24.921141, expected=24.000000 predicted=20.909929, expected=52.000000 predicted=26.654060, expected=32.000000 predicted=25.744390, expected=28.000000 predicted=25.781136, expected=8.000000 predicted=23.662999, expected=8.000000 predicted=20.962870, expected=12.000000 predicted=26.141760, expected=48.000000 predicted=28.053060, expected=16.000000 predicted=22.905697, expected=32.000000 predicted=20.059000, expected=16.000000 predicted=18.264258, expected=32.000000 predicted=23.453724, expected=32.000000 predicted=33.699875, expected=16.000000 predicted=21.744658, expected=24.000000 predicted=25.924718, expected=40.000000 predicted=26.136171, expected=32.000000 predicted=31.103045, expected=20.000000 predicted=27.696431, expected=32.000000 predicted=25.147733, expected=60.000000 predicted=36.164500, expected=20.000000 predicted=34.809954, expected=44.000000 predicted=35.194248, expected=48.000000 predicted=35.310557, expected=24.000000 predicted=35.408716, expected=12.000000 predicted=35.943072, expected=28.000000 predicted=25.673889, expected=16.000000 predicted=29.424831, expected=4.000000 predicted=24.323169, expected=28.000000 predicted=20.230962, expected=20.000000 predicted=17.322757, expected=16.000000 predicted=20.612765, expected=24.000000 predicted=18.425995, expected=16.000000 predicted=14.933471, expected=20.000000 predicted=21.895812, expected=16.000000 predicted=18.465076, expected=36.000000 predicted=22.241250, expected=20.000000 predicted=22.909929, expected=32.000000 predicted=23.322983, expected=12.000000 predicted=20.815469, expected=20.000000 predicted=20.227249, expected=16.000000 predicted=23.912309, expected=16.000000 predicted=18.675749, expected=44.000000 predicted=27.976665, expected=36.000000 predicted=24.659687, expected=32.000000 predicted=27.641028, expected=8.000000 predicted=21.011495, expected=52.000000 predicted=29.809059, expected=20.000000 predicted=33.440577, expected=12.000000 predicted=26.479571, expected=80.000000 predicted=39.075206, expected=28.000000 predicted=29.658251, expected=32.000000 predicted=40.608609, expected=20.000000 predicted=27.027438, expected=16.000000 predicted=24.007947, expected=24.000000 predicted=40.267693, expected=12.000000 predicted=21.612136, expected=16.000000 predicted=21.423213, expected=68.000000 predicted=30.421039, expected=28.000000 predicted=27.684708, expected=20.000000 predicted=27.169152, expected=20.000000 predicted=21.993322, expected=16.000000 predicted=22.792217, expected=4.000000 predicted=30.551611, expected=28.000000 predicted=21.387012, expected=32.000000 predicted=22.040982, expected=16.000000 predicted=20.186587, expected=4.000000 predicted=14.724068, expected=20.000000 predicted=13.798791, expected=8.000000 predicted=18.184447, expected=24.000000 predicted=21.079977, expected=20.000000 predicted=16.526585, expected=16.000000 predicted=13.616344, expected=20.000000 predicted=18.585611, expected=36.000000 predicted=20.248838, expected=24.000000 predicted=24.398411, expected=12.000000 predicted=20.138738, expected=28.000000 predicted=21.294466, expected=16.000000 predicted=20.998266, expected=56.000000 predicted=33.914230, expected=20.000000 predicted=26.365253, expected=8.000000 predicted=19.252413, expected=32.000000 predicted=26.051049, expected=52.000000 predicted=30.472259, expected=24.000000 predicted=37.277607, expected=16.000000 predicted=23.391892, expected=80.000000 predicted=35.065753, expected=12.000000 predicted=33.568550, expected=48.000000 predicted=42.797755, expected=32.000000 predicted=32.342873, expected=720.000000 predicted=188.646472, expected=16.000000 predicted=208.765063, expected=40.000000 predicted=115.704675, expected=16.000000 predicted=229.355199, expected=32.000000 predicted=133.004111, expected=16.000000 predicted=321.277936, expected=52.000000 predicted=27.265863, expected=20.000000 predicted=31.540419, expected=12.000000 predicted=21.958700, expected=8.000000 predicted=24.282108, expected=60.000000 predicted=26.909757, expected=24.000000 predicted=32.316400, expected=20.000000 predicted=22.490388, expected=36.000000 predicted=27.617404, expected=44.000000 predicted=29.583627, expected=20.000000 predicted=35.721320, expected=12.000000 predicted=25.169545, expected=24.000000 predicted=25.341096, expected=20.000000 predicted=25.860813, expected=32.000000 predicted=26.726747, expected=36.000000 predicted=25.037936, expected=44.000000 predicted=27.450969, expected=12.000000 predicted=27.753746, expected=24.000000 predicted=26.363082, expected=8.000000 predicted=26.194343, expected=24.000000 predicted=23.768853, expected=28.000000 predicted=26.109160, expected=28.000000 predicted=19.825920, expected=28.000000 predicted=24.262815, expected=4.000000 predicted=18.454579, expected=16.000000 predicted=20.510239, expected=16.000000 predicted=20.676577, expected=20.000000 predicted=18.537688, expected=28.000000 predicted=20.423970, expected=36.000000 predicted=19.658643, expected=36.000000 predicted=25.517664, expected=44.000000 predicted=29.881972, expected=16.000000 predicted=29.154087, expected=24.000000 predicted=29.287369, expected=16.000000 predicted=29.092403, expected=20.000000 predicted=25.165066, expected=48.000000 predicted=30.607101, expected=48.000000 predicted=29.124902, expected=32.000000 predicted=31.121223, expected=16.000000 predicted=28.816418, expected=20.000000 predicted=28.669579, expected=16.000000 predicted=30.224130, expected=36.000000 predicted=29.273541, expected=20.000000 predicted=24.676300, expected=12.000000 predicted=18.709330, expected=24.000000 predicted=21.761891, expected=48.000000 predicted=25.865240, expected=24.000000 predicted=28.418423, expected=20.000000 predicted=23.904980, expected=32.000000 predicted=26.394784, expected=32.000000 predicted=28.979588, expected=16.000000 predicted=29.585531, expected=12.000000 predicted=22.239646, expected=12.000000 predicted=19.956176, expected=12.000000 predicted=19.316716, expected=16.000000 predicted=17.687681, expected=16.000000 predicted=14.336525, expected=44.000000 predicted=19.290293, expected=24.000000 predicted=21.156009, expected=36.000000 predicted=23.669871, expected=24.000000 predicted=27.079760, expected=8.000000 predicted=22.601756, expected=8.000000 predicted=24.764322, expected=28.000000 predicted=21.241458, expected=32.000000 predicted=24.186957, expected=32.000000 predicted=22.875754, expected=12.000000 predicted=19.436357, expected=24.000000 predicted=21.004581, expected=24.000000 predicted=25.745845, expected=12.000000 predicted=22.164640, expected=16.000000 predicted=20.873131, expected=32.000000 predicted=19.930928, expected=68.000000 predicted=30.807313, expected=12.000000 predicted=27.735298, expected=12.000000 predicted=22.654090, expected=24.000000 predicted=27.424049, expected=24.000000 predicted=26.814747, expected=40.000000 predicted=33.667162, expected=32.000000 predicted=24.353713, expected=32.000000 predicted=26.109934, expected=4.000000 predicted=25.382249, expected=4.000000 predicted=20.657541, expected=16.000000 predicted=22.471827, expected=20.000000 predicted=18.484263, expected=16.000000 predicted=16.885190, expected=32.000000 predicted=15.524803, expected=28.000000 predicted=19.096353, expected=16.000000 predicted=20.396120, expected=24.000000 predicted=22.729939, expected=32.000000 predicted=24.317738, expected=24.000000 predicted=26.199948, expected=16.000000 predicted=23.454538, expected=12.000000 predicted=19.858807, expected=12.000000 predicted=19.423421, expected=40.000000 predicted=23.926754, expected=24.000000 predicted=22.378901, expected=28.000000 predicted=21.394359, expected=36.000000 predicted=25.901800, expected=12.000000 predicted=23.193603, expected=48.000000 predicted=32.290973, expected=8.000000 predicted=26.325604, expected=28.000000 predicted=24.776051, expected=32.000000 predicted=30.114435, expected=32.000000 predicted=24.351805, expected=32.000000 predicted=32.379492, expected=36.000000 predicted=26.885763, expected=40.000000 predicted=33.350969, expected=12.000000 predicted=30.047914, expected=16.000000 predicted=27.035738, expected=16.000000 predicted=25.563037, expected=36.000000 predicted=26.204174, expected=28.000000 predicted=26.866395, expected=76.000000 predicted=31.143509, expected=8.000000 predicted=30.131205, expected=16.000000 predicted=25.883388, expected=16.000000 predicted=31.666404, expected=28.000000 predicted=25.957423, expected=24.000000 predicted=32.554136, expected=12.000000 predicted=16.195796, expected=20.000000 predicted=19.117256, expected=8.000000 predicted=17.376090, expected=8.000000 predicted=16.334039, expected=8.000000 predicted=14.167862, expected=8.000000 predicted=10.124443, expected=8.000000 predicted=10.671875, expected=44.000000 predicted=14.880867, expected=28.000000 predicted=18.210814, expected=16.000000 predicted=17.269222, expected=36.000000 predicted=23.588623, expected=24.000000 predicted=24.360805, expected=24.000000 predicted=28.952964, expected=16.000000 predicted=24.653894, expected=20.000000 predicted=21.232311, expected=32.000000 predicted=26.607888, expected=20.000000 predicted=22.726709, expected=8.000000 predicted=19.553472, expected=20.000000 predicted=19.079731, expected=8.000000 predicted=17.508264, expected=36.000000 predicted=21.502570, expected=4.000000 predicted=17.049719, expected=36.000000 predicted=17.181228, expected=16.000000 predicted=21.783310, expected=16.000000 predicted=16.466364, expected=4.000000 predicted=20.528816, expected=16.000000 predicted=13.206079, expected=40.000000 predicted=23.719429, expected=16.000000 predicted=18.087794, expected=12.000000 predicted=16.729308, expected=20.000000 predicted=17.610163, expected=20.000000 predicted=19.539874, expected=32.000000 predicted=24.952554, expected=36.000000 predicted=23.426369, expected=52.000000 predicted=28.600405, expected=32.000000 predicted=32.045223, expected=16.000000 predicted=29.256012, expected=20.000000 predicted=30.855445, expected=68.000000 predicted=37.994599, expected=32.000000 predicted=38.653129, expected=28.000000 predicted=31.582885, expected=56.000000 predicted=37.503530, expected=8.000000 predicted=32.315628, expected=36.000000 predicted=38.846725, expected=8.000000 predicted=29.170724, expected=24.000000 predicted=24.019446, expected=32.000000 predicted=31.303696, expected=28.000000 predicted=20.981525, expected=32.000000 predicted=28.164624, expected=48.000000 predicted=28.300404, expected=20.000000 predicted=30.036230, expected=16.000000 predicted=28.258539, expected=32.000000 predicted=29.684230, expected=12.000000 predicted=25.848985, expected=20.000000 predicted=25.610173, expected=16.000000 predicted=19.969313, expected=32.000000 predicted=20.510679, expected=28.000000 predicted=25.037878, expected=16.000000 predicted=19.530950, expected=4.000000 predicted=18.851377, expected=12.000000 predicted=16.921640, expected=20.000000 predicted=19.515754, expected=20.000000 predicted=17.542381, expected=16.000000 predicted=15.137846, expected=8.000000 predicted=12.461394, expected=28.000000 predicted=17.078400, expected=12.000000 predicted=17.726802, expected=12.000000 Test MSE: 1772.510
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219])] predicted=22.007180, expected=28.000000 predicted=23.982070, expected=20.000000 predicted=21.379105, expected=4.000000 predicted=19.187954, expected=28.000000 predicted=19.361505, expected=12.000000 predicted=21.226303, expected=8.000000 predicted=16.733874, expected=4.000000 predicted=12.516778, expected=12.000000 predicted=11.790757, expected=4.000000 predicted=11.324000, expected=4.000000 predicted=7.124179, expected=108.000000 predicted=18.162977, expected=32.000000 predicted=26.673111, expected=4.000000 predicted=26.922540, expected=12.000000 predicted=27.805800, expected=4.000000 predicted=32.120957, expected=36.000000 predicted=32.041614, expected=8.000000 predicted=15.493745, expected=4.000000 predicted=11.327487, expected=24.000000 predicted=13.701546, expected=12.000000 predicted=15.639859, expected=8.000000 predicted=14.783196, expected=8.000000 predicted=10.327899, expected=8.000000 predicted=11.217649, expected=16.000000 predicted=12.103565, expected=4.000000 predicted=9.212081, expected=44.000000 predicted=12.786654, expected=36.000000 predicted=18.052825, expected=20.000000 predicted=20.903014, expected=20.000000 predicted=22.575267, expected=32.000000 predicted=26.706662, expected=16.000000 predicted=28.548749, expected=16.000000 predicted=23.132384, expected=8.000000 predicted=19.064845, expected=48.000000 predicted=22.444440, expected=24.000000 predicted=23.393221, expected=12.000000 predicted=20.495787, expected=8.000000 predicted=19.383891, expected=28.000000 predicted=22.257239, expected=16.000000 predicted=22.517164, expected=4.000000 predicted=15.232857, expected=16.000000 predicted=13.569762, expected=24.000000 predicted=16.091498, expected=4.000000 predicted=15.358645, expected=28.000000 predicted=14.026509, expected=12.000000 predicted=14.855233, expected=44.000000 predicted=20.102840, expected=16.000000 predicted=20.714843, expected=4.000000 predicted=18.884906, expected=4.000000 predicted=18.312238, expected=44.000000 predicted=20.577301, expected=16.000000 predicted=20.741295, expected=12.000000 predicted=15.172942, expected=48.000000 predicted=19.681723, expected=16.000000 predicted=24.501209, expected=36.000000 predicted=27.234088, expected=12.000000 predicted=23.592807, expected=4.000000 predicted=23.154791, expected=4.000000 predicted=20.224848, expected=8.000000 predicted=14.290970, expected=32.000000 predicted=14.552759, expected=28.000000 predicted=13.323324, expected=56.000000 predicted=19.663374, expected=28.000000 predicted=25.368327, expected=28.000000 predicted=30.194564, expected=20.000000 predicted=32.431297, expected=16.000000 predicted=30.876083, expected=56.000000 predicted=32.422391, expected=8.000000 predicted=26.755419, expected=4.000000 predicted=22.242727, expected=76.000000 predicted=27.501743, expected=36.000000 predicted=33.356146, expected=28.000000 predicted=33.210792, expected=28.000000 predicted=29.523584, expected=8.000000 predicted=33.271060, expected=24.000000 predicted=33.276571, expected=16.000000 predicted=23.537532, expected=12.000000 predicted=19.653611, expected=4.000000 predicted=15.165629, expected=36.000000 predicted=16.061014, expected=56.000000 predicted=22.722751, expected=8.000000 predicted=21.853643, expected=4.000000 predicted=20.081459, expected=16.000000 predicted=21.953349, expected=16.000000 predicted=23.983753, expected=4.000000 predicted=16.617189, expected=20.000000 predicted=10.541835, expected=16.000000 predicted=12.557635, expected=4.000000 predicted=12.821161, expected=4.000000 predicted=10.456355, expected=12.000000 predicted=10.251213, expected=8.000000 predicted=10.565602, expected=4.000000 predicted=7.602315, expected=12.000000 predicted=6.844499, expected=32.000000 predicted=11.018720, expected=12.000000 predicted=12.803864, expected=8.000000 predicted=12.361081, expected=8.000000 predicted=12.920082, expected=4.000000 predicted=13.631431, expected=40.000000 predicted=15.731813, expected=8.000000 predicted=12.955076, expected=8.000000 predicted=12.481910, expected=8.000000 predicted=12.582929, expected=16.000000 predicted=14.948708, expected=28.000000 predicted=16.539690, expected=8.000000 predicted=12.391511, expected=4.000000 predicted=12.060429, expected=8.000000 predicted=12.364777, expected=36.000000 predicted=16.133151, expected=24.000000 predicted=16.714423, expected=4.000000 predicted=13.728865, expected=20.000000 predicted=15.736857, expected=28.000000 predicted=20.428348, expected=44.000000 predicted=24.594919, expected=12.000000 predicted=21.222625, expected=28.000000 predicted=22.608263, expected=24.000000 predicted=26.325653, expected=8.000000 predicted=25.239983, expected=16.000000 predicted=21.416531, expected=48.000000 predicted=21.886619, expected=12.000000 predicted=22.583808, expected=20.000000 predicted=20.631081, expected=4.000000 predicted=18.810213, expected=20.000000 predicted=21.163421, expected=4.000000 predicted=17.700522, expected=8.000000 predicted=11.586606, expected=20.000000 predicted=11.751449, expected=4.000000 predicted=10.430434, expected=8.000000 predicted=10.131571, expected=20.000000 predicted=10.150672, expected=4.000000 predicted=11.039937, expected=16.000000 predicted=11.147576, expected=4.000000 predicted=9.432877, expected=4.000000 predicted=9.807886, expected=16.000000 predicted=9.865330, expected=28.000000 predicted=11.272142, expected=52.000000 predicted=17.637990, expected=8.000000 predicted=18.265003, expected=8.000000 predicted=19.902125, expected=64.000000 predicted=28.280884, expected=4.000000 predicted=28.777668, expected=8.000000 predicted=23.605144, expected=8.000000 predicted=17.228606, expected=4.000000 predicted=18.503075, expected=28.000000 predicted=17.253847, expected=28.000000 predicted=12.186897, expected=4.000000 predicted=13.208875, expected=4.000000 predicted=12.816285, expected=4.000000 predicted=13.202996, expected=20.000000 predicted=14.588096, expected=8.000000 predicted=10.468935, expected=16.000000 predicted=8.654899, expected=8.000000 predicted=9.732694, expected=20.000000 predicted=12.620085, expected=44.000000 predicted=17.490100, expected=28.000000 predicted=19.845447, expected=32.000000 predicted=23.595911, expected=20.000000 predicted=25.612761, expected=8.000000 predicted=26.958251, expected=20.000000 predicted=25.427184, expected=8.000000 predicted=20.022369, expected=20.000000 predicted=17.587320, expected=12.000000 predicted=14.171343, expected=40.000000 predicted=17.132417, expected=40.000000 predicted=21.688093, expected=32.000000 predicted=24.813760, expected=12.000000 predicted=26.009872, expected=12.000000 predicted=26.190077, expected=8.000000 predicted=25.071127, expected=20.000000 predicted=20.725750, expected=20.000000 predicted=16.491843, expected=4.000000 predicted=12.705292, expected=28.000000 predicted=14.508477, expected=8.000000 predicted=15.019958, expected=8.000000 predicted=14.881093, expected=12.000000 predicted=12.800218, expected=24.000000 predicted=14.161347, expected=20.000000 predicted=15.642780, expected=44.000000 predicted=17.841491, expected=16.000000 predicted=20.377267, expected=4.000000 predicted=20.832865, expected=16.000000 predicted=20.905060, expected=4.000000 predicted=18.798390, expected=72.000000 predicted=23.288478, expected=16.000000 predicted=20.259236, expected=16.000000 predicted=21.334441, expected=12.000000 predicted=22.563561, expected=12.000000 predicted=25.012440, expected=24.000000 predicted=24.153600, expected=4.000000 predicted=14.200889, expected=32.000000 predicted=15.692651, expected=32.000000 predicted=18.373379, expected=16.000000 predicted=20.157815, expected=16.000000 predicted=19.926717, expected=28.000000 predicted=21.832301, expected=20.000000 predicted=24.197177, expected=12.000000 predicted=20.416820, expected=4.000000 predicted=16.412915, expected=12.000000 predicted=16.000144, expected=4.000000 predicted=13.576138, expected=20.000000 predicted=11.346091, expected=12.000000 predicted=10.012143, expected=32.000000 predicted=13.119588, expected=16.000000 predicted=15.246204, expected=12.000000 predicted=16.353982, expected=48.000000 predicted=21.839846, expected=16.000000 predicted=23.232466, expected=8.000000 predicted=21.962102, expected=4.000000 predicted=17.728451, expected=24.000000 predicted=19.914757, expected=16.000000 predicted=18.504261, expected=108.000000 predicted=25.147923, expected=12.000000 predicted=27.885106, expected=20.000000 predicted=30.846421, expected=4.000000 predicted=31.736272, expected=4.000000 predicted=32.444896, expected=16.000000 predicted=26.458644, expected=60.000000 predicted=17.679001, expected=4.000000 predicted=17.508872, expected=12.000000 predicted=15.908975, expected=20.000000 predicted=19.270078, expected=24.000000 predicted=24.245360, expected=20.000000 predicted=22.354975, expected=12.000000 predicted=15.105318, expected=48.000000 predicted=21.471983, expected=48.000000 predicted=27.538590, expected=32.000000 predicted=29.765718, expected=8.000000 predicted=27.904471, expected=24.000000 predicted=29.929286, expected=24.000000 predicted=31.781253, expected=32.000000 predicted=27.806126, expected=4.000000 predicted=20.460866, expected=28.000000 predicted=19.815480, expected=20.000000 predicted=22.158239, expected=40.000000 predicted=24.144878, expected=4.000000 predicted=20.996032, expected=16.000000 predicted=19.058882, expected=40.000000 predicted=23.980020, expected=20.000000 predicted=23.927931, expected=44.000000 predicted=25.254192, expected=20.000000 predicted=23.767729, expected=12.000000 predicted=26.386546, expected=12.000000 predicted=24.990442, expected=12.000000 predicted=21.419673, expected=28.000000 predicted=20.815845, expected=24.000000 predicted=17.252746, expected=76.000000 predicted=24.589036, expected=24.000000 predicted=28.516078, expected=4.000000 predicted=28.531382, expected=24.000000 predicted=30.305016, expected=4.000000 predicted=29.346333, expected=20.000000 predicted=25.269529, expected=16.000000 predicted=14.643313, expected=56.000000 predicted=19.369116, expected=40.000000 predicted=24.949838, expected=16.000000 predicted=25.039860, expected=32.000000 predicted=29.278182, expected=48.000000 predicted=35.355945, expected=48.000000 predicted=39.488744, expected=24.000000 predicted=33.871401, expected=4.000000 predicted=29.652191, expected=12.000000 predicted=29.670517, expected=28.000000 predicted=28.369527, expected=20.000000 predicted=22.507397, expected=12.000000 predicted=15.874482, expected=44.000000 predicted=18.833374, expected=12.000000 predicted=21.823197, expected=8.000000 predicted=20.745095, expected=16.000000 predicted=18.521985, expected=24.000000 predicted=20.299598, expected=8.000000 predicted=18.366265, expected=4.000000 predicted=11.874650, expected=12.000000 predicted=12.180998, expected=12.000000 predicted=13.060901, expected=28.000000 predicted=13.650028, expected=52.000000 predicted=17.414352, expected=40.000000 predicted=23.358239, expected=20.000000 predicted=26.572712, expected=4.000000 predicted=26.766323, expected=20.000000 predicted=28.879953, expected=16.000000 predicted=26.251469, expected=20.000000 predicted=19.720626, expected=44.000000 predicted=19.097064, expected=16.000000 predicted=19.883725, expected=8.000000 predicted=20.537099, expected=4.000000 Test MSE: 319.708
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897])] predicted=58.572345, expected=4.000000 predicted=48.769227, expected=80.000000 predicted=41.319450, expected=40.000000 predicted=46.916037, expected=12.000000 predicted=53.133110, expected=24.000000 predicted=30.376050, expected=52.000000 predicted=31.197309, expected=8.000000 predicted=36.871606, expected=44.000000 predicted=31.584576, expected=20.000000 predicted=25.153829, expected=24.000000 predicted=30.232884, expected=28.000000 predicted=28.720580, expected=8.000000 predicted=22.854582, expected=128.000000 predicted=33.953364, expected=4.000000 predicted=36.557880, expected=28.000000 predicted=47.374372, expected=32.000000 predicted=34.829903, expected=48.000000 predicted=39.089938, expected=56.000000 predicted=46.325246, expected=48.000000 predicted=36.616983, expected=20.000000 predicted=42.174046, expected=4.000000 predicted=38.486358, expected=48.000000 predicted=34.639651, expected=44.000000 predicted=32.996700, expected=32.000000 predicted=34.134903, expected=20.000000 predicted=30.110743, expected=28.000000 predicted=29.902775, expected=80.000000 predicted=36.564143, expected=28.000000 predicted=38.416278, expected=28.000000 predicted=40.823126, expected=96.000000 predicted=40.699034, expected=12.000000 predicted=47.094054, expected=52.000000 predicted=53.717354, expected=16.000000 predicted=38.485264, expected=16.000000 predicted=41.039009, expected=28.000000 predicted=34.271275, expected=56.000000 predicted=26.417110, expected=28.000000 predicted=32.449344, expected=36.000000 predicted=32.028462, expected=20.000000 predicted=31.498221, expected=16.000000 predicted=32.759769, expected=16.000000 predicted=28.763381, expected=4.000000 predicted=21.017500, expected=72.000000 predicted=21.773771, expected=16.000000 predicted=22.938383, expected=40.000000 predicted=30.408826, expected=32.000000 predicted=28.266789, expected=132.000000 predicted=40.418434, expected=36.000000 predicted=55.114308, expected=20.000000 predicted=57.101023, expected=48.000000 predicted=51.732649, expected=60.000000 predicted=51.245496, expected=60.000000 predicted=56.385410, expected=28.000000 predicted=45.195077, expected=56.000000 predicted=46.711047, expected=36.000000 predicted=47.739957, expected=100.000000 predicted=51.529232, expected=44.000000 predicted=53.271798, expected=32.000000 predicted=56.030649, expected=16.000000 predicted=51.444645, expected=24.000000 predicted=43.748379, expected=100.000000 predicted=43.625966, expected=32.000000 predicted=39.644626, expected=24.000000 predicted=43.891521, expected=60.000000 predicted=41.810790, expected=52.000000 predicted=47.491561, expected=8.000000 predicted=49.157686, expected=20.000000 predicted=36.685941, expected=12.000000 predicted=30.593540, expected=28.000000 predicted=28.415292, expected=32.000000 predicted=22.291231, expected=16.000000 predicted=20.360742, expected=24.000000 predicted=22.746675, expected=132.000000 predicted=30.104860, expected=36.000000 predicted=42.109154, expected=28.000000 predicted=53.799644, expected=72.000000 predicted=51.515087, expected=16.000000 predicted=53.955596, expected=44.000000 predicted=55.323922, expected=52.000000 predicted=38.409127, expected=124.000000 predicted=48.339265, expected=16.000000 predicted=55.834906, expected=20.000000 predicted=56.910346, expected=48.000000 predicted=51.307191, expected=28.000000 predicted=47.295980, expected=16.000000 predicted=42.347020, expected=28.000000 predicted=27.164042, expected=20.000000 predicted=26.574349, expected=24.000000 predicted=26.817195, expected=16.000000 predicted=22.282262, expected=20.000000 predicted=21.243058, expected=88.000000 predicted=25.829828, expected=20.000000 predicted=30.129946, expected=24.000000 predicted=38.231144, expected=20.000000 predicted=33.800670, expected=24.000000 predicted=33.329286, expected=44.000000 predicted=32.483292, expected=28.000000 predicted=25.919072, expected=4.000000 predicted=27.652835, expected=4.000000 predicted=24.020861, expected=12.000000 predicted=19.228671, expected=12.000000 predicted=15.478039, expected=4.000000 predicted=10.457749, expected=28.000000 predicted=9.413291, expected=40.000000 predicted=13.299570, expected=52.000000 predicted=22.003704, expected=40.000000 predicted=29.446634, expected=28.000000 predicted=35.257354, expected=48.000000 predicted=39.646165, expected=36.000000 predicted=39.876634, expected=24.000000 predicted=39.424627, expected=48.000000 predicted=36.683829, expected=124.000000 predicted=43.158183, expected=44.000000 predicted=52.199375, expected=16.000000 predicted=58.956867, expected=12.000000 predicted=51.416810, expected=16.000000 predicted=44.539893, expected=16.000000 predicted=34.732061, expected=56.000000 predicted=23.133172, expected=28.000000 predicted=22.274256, expected=68.000000 predicted=32.337296, expected=32.000000 predicted=35.994707, expected=24.000000 predicted=41.235182, expected=32.000000 predicted=40.460081, expected=16.000000 predicted=33.928794, expected=20.000000 predicted=32.083620, expected=48.000000 predicted=26.436958, expected=64.000000 predicted=30.515196, expected=48.000000 predicted=37.559355, expected=28.000000 predicted=40.540789, expected=8.000000 predicted=39.677581, expected=24.000000 predicted=37.379504, expected=32.000000 predicted=31.713767, expected=56.000000 predicted=29.990509, expected=28.000000 predicted=28.971491, expected=20.000000 predicted=30.918262, expected=24.000000 predicted=31.586974, expected=12.000000 predicted=29.148756, expected=36.000000 predicted=28.359507, expected=32.000000 predicted=23.631424, expected=36.000000 predicted=26.541380, expected=44.000000 predicted=29.959240, expected=44.000000 predicted=33.670146, expected=36.000000 predicted=38.465289, expected=16.000000 predicted=36.612993, expected=28.000000 predicted=34.986516, expected=4.000000 predicted=29.063531, expected=20.000000 predicted=25.134954, expected=36.000000 predicted=21.073244, expected=52.000000 predicted=23.783312, expected=12.000000 predicted=26.217466, expected=48.000000 predicted=29.907838, expected=16.000000 predicted=30.287794, expected=40.000000 predicted=34.630840, expected=28.000000 predicted=31.644171, expected=32.000000 predicted=29.960854, expected=48.000000 predicted=34.014066, expected=28.000000 predicted=32.159533, expected=12.000000 predicted=33.629606, expected=24.000000 predicted=29.404347, expected=40.000000 predicted=28.867209, expected=20.000000 predicted=28.196262, expected=40.000000 predicted=27.531347, expected=8.000000 predicted=24.743204, expected=28.000000 predicted=27.760273, expected=16.000000 predicted=24.648333, expected=12.000000 predicted=21.599366, expected=36.000000 predicted=22.022255, expected=56.000000 predicted=23.120237, expected=16.000000 predicted=27.923444, expected=28.000000 predicted=29.699812, expected=24.000000 predicted=28.571352, expected=76.000000 predicted=36.294339, expected=16.000000 predicted=35.432945, expected=64.000000 predicted=38.502789, expected=96.000000 predicted=46.012384, expected=4.000000 predicted=49.933658, expected=52.000000 predicted=55.545961, expected=8.000000 predicted=40.442977, expected=40.000000 predicted=44.848106, expected=40.000000 predicted=36.830190, expected=52.000000 predicted=31.980815, expected=32.000000 predicted=37.511181, expected=28.000000 predicted=35.459383, expected=8.000000 predicted=35.103509, expected=36.000000 predicted=32.374873, expected=12.000000 predicted=27.301897, expected=24.000000 predicted=23.999191, expected=8.000000 predicted=19.546488, expected=56.000000 predicted=21.995499, expected=4.000000 predicted=23.214047, expected=4.000000 predicted=21.595610, expected=12.000000 predicted=17.985639, expected=8.000000 predicted=14.962230, expected=24.000000 predicted=16.612070, expected=36.000000 predicted=12.700190, expected=44.000000 predicted=19.919938, expected=36.000000 predicted=26.710000, expected=44.000000 predicted=32.379240, expected=32.000000 predicted=36.438159, expected=28.000000 predicted=37.745618, expected=16.000000 predicted=34.339448, expected=28.000000 predicted=30.655581, expected=24.000000 predicted=27.897576, expected=32.000000 predicted=26.259669, expected=20.000000 predicted=24.863851, expected=4.000000 predicted=22.491892, expected=28.000000 predicted=22.269110, expected=28.000000 predicted=20.944686, expected=8.000000 predicted=20.893789, expected=60.000000 predicted=22.871328, expected=8.000000 predicted=22.597557, expected=76.000000 predicted=33.461279, expected=16.000000 predicted=32.639168, expected=16.000000 predicted=34.787215, expected=132.000000 predicted=42.489435, expected=76.000000 predicted=49.882257, expected=44.000000 predicted=65.796107, expected=64.000000 predicted=60.266195, expected=40.000000 predicted=63.386176, expected=28.000000 predicted=65.822549, expected=20.000000 predicted=45.959348, expected=4.000000 predicted=34.222421, expected=52.000000 predicted=31.956267, expected=20.000000 predicted=25.532134, expected=4.000000 predicted=24.555854, expected=28.000000 predicted=20.969213, expected=32.000000 predicted=21.665404, expected=28.000000 predicted=26.646857, expected=24.000000 predicted=23.393504, expected=4.000000 predicted=21.917175, expected=24.000000 predicted=23.294477, expected=72.000000 predicted=26.181832, expected=28.000000 predicted=29.298816, expected=12.000000 predicted=31.774179, expected=8.000000 predicted=26.645334, expected=24.000000 predicted=27.417568, expected=20.000000 predicted=25.136540, expected=4.000000 predicted=16.832818, expected=12.000000 predicted=14.021879, expected=44.000000 predicted=16.437146, expected=20.000000 predicted=19.574834, expected=44.000000 predicted=24.491808, expected=52.000000 predicted=28.002757, expected=24.000000 predicted=34.406667, expected=20.000000 predicted=36.042920, expected=12.000000 predicted=29.551551, expected=12.000000 predicted=27.204797, expected=12.000000 predicted=20.931186, expected=8.000000 predicted=14.473455, expected=32.000000 predicted=14.762644, expected=16.000000 predicted=14.642392, expected=4.000000 predicted=15.901563, expected=24.000000 predicted=15.775317, expected=12.000000 predicted=15.349792, expected=24.000000 predicted=18.425214, expected=52.000000 predicted=19.821092, expected=48.000000 predicted=26.531954, expected=16.000000 predicted=31.784884, expected=24.000000 predicted=31.641979, expected=16.000000 predicted=29.749733, expected=40.000000 predicted=31.273154, expected=4.000000 predicted=24.255274, expected=16.000000 predicted=21.260920, expected=32.000000 predicted=20.086068, expected=8.000000 predicted=19.542577, expected=12.000000 predicted=19.513495, expected=32.000000 predicted=16.247666, expected=12.000000 predicted=18.347521, expected=20.000000 predicted=20.002484, expected=16.000000 predicted=16.512742, expected=36.000000 predicted=20.729970, expected=8.000000 predicted=20.486896, expected=48.000000 predicted=23.451434, expected=12.000000 predicted=22.680648, expected=8.000000 predicted=24.234193, expected=24.000000 predicted=21.563080, expected=32.000000 predicted=20.586593, expected=20.000000 predicted=23.502951, expected=4.000000 predicted=18.627222, expected=20.000000 predicted=18.421641, expected=16.000000 predicted=18.085370, expected=12.000000 predicted=17.330895, expected=8.000000 predicted=13.636486, expected=20.000000 predicted=13.111372, expected=8.000000 predicted=13.549918, expected=8.000000 predicted=12.682291, expected=36.000000 predicted=13.820863, expected=12.000000 predicted=14.861754, expected=28.000000 predicted=19.537914, expected=20.000000 predicted=18.340376, expected=20.000000 predicted=21.524743, expected=28.000000 predicted=23.194858, expected=12.000000 predicted=20.522826, expected=56.000000 predicted=25.940649, expected=16.000000 predicted=24.731649, expected=16.000000 predicted=27.769486, expected=36.000000 predicted=26.110832, expected=24.000000 predicted=26.212037, expected=16.000000 predicted=27.823640, expected=36.000000 predicted=23.670469, expected=8.000000 predicted=22.952665, expected=8.000000 predicted=22.886031, expected=20.000000 predicted=17.661514, expected=12.000000 predicted=16.081330, expected=40.000000 predicted=19.180322, expected=24.000000 predicted=17.962433, expected=16.000000 predicted=22.088366, expected=24.000000 predicted=22.837397, expected=4.000000 predicted=20.659923, expected=16.000000 predicted=20.733504, expected=20.000000 predicted=15.895641, expected=8.000000 predicted=14.986462, expected=32.000000 predicted=16.616069, expected=12.000000 predicted=15.062427, expected=20.000000 predicted=19.081952, expected=20.000000 predicted=17.973847, expected=20.000000 predicted=18.935568, expected=36.000000 predicted=22.141399, expected=16.000000 predicted=20.976913, expected=8.000000 predicted=21.939602, expected=20.000000 predicted=19.714865, expected=16.000000 predicted=18.525284, expected=32.000000 predicted=20.254102, expected=20.000000 predicted=18.316896, expected=24.000000 predicted=21.057817, expected=20.000000 predicted=21.951217, expected=8.000000 predicted=21.047744, expected=24.000000 predicted=20.839454, expected=8.000000 predicted=16.917501, expected=36.000000 predicted=19.387554, expected=48.000000 predicted=21.425413, expected=20.000000 predicted=25.468274, expected=20.000000 predicted=28.141479, expected=4.000000 predicted=23.796222, expected=8.000000 predicted=23.007266, expected=24.000000 predicted=18.502163, expected=24.000000 predicted=15.467655, expected=20.000000 predicted=16.899742, expected=12.000000 predicted=16.355762, expected=36.000000 predicted=20.176068, expected=16.000000 predicted=21.352021, expected=4.000000 predicted=20.668411, expected=48.000000 predicted=20.910342, expected=16.000000 predicted=20.947862, expected=8.000000 predicted=23.897965, expected=12.000000 predicted=17.467371, expected=40.000000 predicted=19.794736, expected=16.000000 predicted=22.001280, expected=16.000000 predicted=19.920525, expected=52.000000 predicted=22.309629, expected=8.000000 predicted=24.277683, expected=16.000000 predicted=27.155890, expected=16.000000 predicted=19.962118, expected=20.000000 predicted=21.137636, expected=32.000000 predicted=22.168646, expected=24.000000 predicted=19.293835, expected=24.000000 predicted=22.831393, expected=20.000000 predicted=23.042140, expected=28.000000 predicted=24.584257, expected=24.000000 predicted=24.745588, expected=8.000000 predicted=22.478534, expected=20.000000 predicted=20.953772, expected=24.000000 predicted=19.432307, expected=24.000000 predicted=20.865547, expected=4.000000 predicted=18.305599, expected=16.000000 predicted=16.939020, expected=24.000000 predicted=17.116247, expected=4.000000 predicted=16.319859, expected=44.000000 predicted=18.326979, expected=12.000000 predicted=16.601241, expected=12.000000 predicted=21.266882, expected=4.000000 predicted=16.731092, expected=28.000000 predicted=16.760466, expected=16.000000 predicted=17.486577, expected=32.000000 predicted=17.495850, expected=28.000000 predicted=19.291990, expected=28.000000 predicted=23.557905, expected=16.000000 predicted=25.276828, expected=48.000000 predicted=27.278175, expected=20.000000 predicted=27.879049, expected=4.000000 predicted=26.992099, expected=48.000000 predicted=25.730841, expected=44.000000 predicted=27.210210, expected=68.000000 predicted=37.574618, expected=24.000000 predicted=36.074049, expected=32.000000 predicted=40.465234, expected=40.000000 predicted=41.321011, expected=28.000000 predicted=39.317796, expected=48.000000 predicted=38.907051, expected=8.000000 predicted=31.099456, expected=28.000000 predicted=32.392005, expected=16.000000 predicted=26.703433, expected=16.000000 predicted=24.765749, expected=8.000000 predicted=20.146729, expected=20.000000 predicted=16.049399, expected=28.000000 predicted=17.639865, expected=16.000000 predicted=17.542609, expected=24.000000 predicted=19.161315, expected=12.000000 predicted=18.389162, expected=44.000000 predicted=23.078902, expected=8.000000 Test MSE: 504.788
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171])] predicted=36.707202, expected=44.000000 predicted=35.529782, expected=48.000000 predicted=30.464878, expected=28.000000 predicted=29.467624, expected=32.000000 predicted=32.858902, expected=52.000000 predicted=34.265940, expected=32.000000 predicted=39.034498, expected=60.000000 predicted=46.847635, expected=84.000000 predicted=51.867221, expected=60.000000 predicted=51.570646, expected=36.000000 predicted=48.643894, expected=40.000000 predicted=45.263925, expected=48.000000 predicted=55.111905, expected=32.000000 predicted=52.602431, expected=40.000000 predicted=44.998264, expected=72.000000 predicted=49.154751, expected=56.000000 predicted=48.660898, expected=36.000000 predicted=44.560747, expected=44.000000 predicted=42.709112, expected=60.000000 predicted=51.894915, expected=16.000000 predicted=44.962059, expected=28.000000 predicted=40.187840, expected=36.000000 predicted=35.959536, expected=24.000000 predicted=34.921475, expected=16.000000 predicted=31.764685, expected=32.000000 predicted=25.047136, expected=12.000000 predicted=22.413504, expected=24.000000 predicted=26.394791, expected=28.000000 predicted=23.553559, expected=64.000000 predicted=35.378788, expected=64.000000 predicted=42.018383, expected=12.000000 predicted=24.630806, expected=12.000000 predicted=26.625623, expected=16.000000 predicted=28.182780, expected=36.000000 predicted=41.261615, expected=44.000000 predicted=39.392936, expected=76.000000 predicted=38.834122, expected=76.000000 predicted=44.732074, expected=36.000000 predicted=38.462192, expected=20.000000 predicted=38.411634, expected=40.000000 predicted=46.131156, expected=24.000000 predicted=46.764328, expected=24.000000 predicted=41.260900, expected=56.000000 predicted=38.901996, expected=24.000000 predicted=27.466693, expected=20.000000 predicted=30.398457, expected=16.000000 predicted=23.109754, expected=28.000000 predicted=28.057540, expected=56.000000 predicted=43.059822, expected=36.000000 predicted=30.060691, expected=24.000000 predicted=26.379900, expected=60.000000 predicted=37.978340, expected=36.000000 predicted=36.941802, expected=28.000000 predicted=40.536751, expected=32.000000 predicted=34.160912, expected=36.000000 predicted=34.373077, expected=72.000000 predicted=53.908708, expected=28.000000 predicted=34.978494, expected=36.000000 predicted=36.374537, expected=20.000000 predicted=31.220495, expected=48.000000 predicted=42.608867, expected=52.000000 predicted=49.638712, expected=40.000000 predicted=36.529275, expected=40.000000 predicted=38.131735, expected=28.000000 predicted=32.358322, expected=36.000000 predicted=41.349352, expected=24.000000 predicted=36.266729, expected=16.000000 predicted=29.166974, expected=36.000000 predicted=33.057862, expected=52.000000 predicted=36.246822, expected=28.000000 predicted=31.568278, expected=52.000000 predicted=36.492742, expected=100.000000 predicted=54.065554, expected=56.000000 predicted=51.237309, expected=20.000000 predicted=43.597290, expected=16.000000 predicted=34.621820, expected=8.000000 predicted=36.859214, expected=32.000000 predicted=49.180444, expected=32.000000 predicted=33.267639, expected=44.000000 predicted=29.141298, expected=44.000000 predicted=29.788753, expected=24.000000 predicted=24.844443, expected=12.000000 predicted=26.407204, expected=52.000000 predicted=38.841228, expected=48.000000 predicted=41.200957, expected=60.000000 predicted=45.931810, expected=44.000000 predicted=36.800704, expected=48.000000 predicted=39.591860, expected=24.000000 predicted=41.185360, expected=32.000000 predicted=41.648716, expected=48.000000 predicted=47.049716, expected=20.000000 predicted=33.738355, expected=36.000000 predicted=37.415963, expected=48.000000 predicted=35.550077, expected=20.000000 predicted=30.610067, expected=20.000000 predicted=31.690459, expected=28.000000 predicted=26.657485, expected=20.000000 predicted=28.380802, expected=60.000000 predicted=42.373362, expected=48.000000 predicted=33.435982, expected=48.000000 predicted=37.147103, expected=36.000000 predicted=35.664448, expected=40.000000 predicted=38.037557, expected=24.000000 predicted=41.026517, expected=40.000000 predicted=41.574239, expected=68.000000 predicted=49.805744, expected=60.000000 predicted=47.025812, expected=48.000000 predicted=45.320295, expected=28.000000 predicted=35.984031, expected=24.000000 predicted=39.085447, expected=48.000000 predicted=51.093087, expected=36.000000 predicted=43.262055, expected=24.000000 predicted=34.465400, expected=48.000000 predicted=36.340192, expected=32.000000 predicted=32.449909, expected=32.000000 predicted=37.984718, expected=32.000000 predicted=33.152745, expected=28.000000 predicted=30.343613, expected=24.000000 predicted=33.231961, expected=36.000000 predicted=32.291344, expected=52.000000 predicted=38.168749, expected=28.000000 predicted=31.504944, expected=28.000000 predicted=30.505018, expected=20.000000 predicted=26.680384, expected=48.000000 predicted=39.493832, expected=28.000000 predicted=35.318957, expected=40.000000 predicted=33.621986, expected=48.000000 predicted=36.289702, expected=44.000000 predicted=36.647127, expected=16.000000 predicted=33.490642, expected=40.000000 predicted=35.725634, expected=40.000000 predicted=38.737693, expected=20.000000 predicted=33.996109, expected=40.000000 predicted=36.580520, expected=80.000000 predicted=45.114309, expected=44.000000 predicted=42.997254, expected=20.000000 predicted=35.214222, expected=20.000000 predicted=29.273666, expected=32.000000 predicted=38.652279, expected=16.000000 predicted=38.982780, expected=20.000000 predicted=27.557589, expected=64.000000 predicted=35.859783, expected=28.000000 predicted=27.032104, expected=16.000000 predicted=26.814668, expected=20.000000 predicted=22.678040, expected=28.000000 predicted=27.953238, expected=16.000000 predicted=32.029861, expected=20.000000 predicted=22.274868, expected=44.000000 predicted=27.411978, expected=24.000000 predicted=23.635755, expected=20.000000 predicted=24.629060, expected=24.000000 predicted=22.473408, expected=8.000000 predicted=18.998385, expected=24.000000 predicted=28.076341, expected=40.000000 predicted=27.325513, expected=40.000000 predicted=28.367307, expected=48.000000 predicted=33.482859, expected=12.000000 predicted=19.863655, expected=12.000000 predicted=24.492850, expected=32.000000 predicted=32.707517, expected=24.000000 predicted=29.546146, expected=60.000000 predicted=41.929572, expected=48.000000 predicted=30.732391, expected=56.000000 predicted=38.431499, expected=44.000000 predicted=40.777349, expected=20.000000 predicted=33.360765, expected=8.000000 predicted=35.287782, expected=44.000000 predicted=41.331246, expected=44.000000 predicted=41.814396, expected=48.000000 predicted=40.077047, expected=44.000000 predicted=33.313166, expected=36.000000 predicted=31.386332, expected=40.000000 predicted=42.274326, expected=16.000000 predicted=33.371018, expected=16.000000 predicted=32.128316, expected=36.000000 predicted=34.904126, expected=44.000000 predicted=35.729146, expected=48.000000 predicted=38.234062, expected=24.000000 predicted=25.428325, expected=24.000000 predicted=27.026227, expected=28.000000 predicted=32.757941, expected=24.000000 predicted=32.652317, expected=40.000000 predicted=36.818175, expected=52.000000 predicted=35.323689, expected=40.000000 predicted=33.800811, expected=20.000000 predicted=28.855642, expected=20.000000 predicted=27.726963, expected=12.000000 predicted=27.836096, expected=24.000000 predicted=32.178312, expected=72.000000 predicted=43.656379, expected=52.000000 predicted=34.855090, expected=40.000000 predicted=34.082813, expected=56.000000 predicted=39.263979, expected=36.000000 predicted=39.590738, expected=36.000000 predicted=50.522875, expected=40.000000 predicted=43.751022, expected=4.000000 predicted=28.223547, expected=40.000000 predicted=41.224761, expected=72.000000 predicted=45.928934, expected=12.000000 predicted=28.788315, expected=24.000000 predicted=31.794680, expected=24.000000 predicted=21.768556, expected=36.000000 predicted=37.656306, expected=44.000000 predicted=44.109030, expected=60.000000 predicted=35.994889, expected=44.000000 predicted=36.486960, expected=16.000000 predicted=29.068137, expected=56.000000 predicted=45.110224, expected=32.000000 predicted=39.323536, expected=28.000000 predicted=41.662143, expected=40.000000 predicted=37.601391, expected=60.000000 predicted=40.167881, expected=52.000000 predicted=48.461329, expected=16.000000 predicted=30.775047, expected=32.000000 predicted=34.813921, expected=24.000000 predicted=34.213078, expected=4.000000 predicted=30.711642, expected=32.000000 predicted=33.036864, expected=12.000000 predicted=16.576726, expected=48.000000 predicted=33.497372, expected=32.000000 predicted=25.237400, expected=32.000000 predicted=24.512430, expected=32.000000 predicted=30.610457, expected=16.000000 predicted=22.531456, expected=40.000000 predicted=38.166008, expected=88.000000 predicted=50.631144, expected=72.000000 predicted=49.961457, expected=24.000000 predicted=36.531059, expected=48.000000 predicted=41.732478, expected=28.000000 predicted=42.183264, expected=32.000000 predicted=53.735252, expected=32.000000 predicted=42.923392, expected=60.000000 predicted=41.280906, expected=28.000000 predicted=36.522118, expected=24.000000 predicted=30.845583, expected=36.000000 predicted=34.242866, expected=40.000000 predicted=37.135714, expected=20.000000 predicted=35.659699, expected=36.000000 predicted=31.713808, expected=64.000000 predicted=40.993884, expected=44.000000 predicted=40.006029, expected=36.000000 predicted=39.018807, expected=36.000000 predicted=34.206795, expected=16.000000 predicted=32.509044, expected=52.000000 predicted=49.322388, expected=56.000000 predicted=44.141565, expected=28.000000 predicted=34.901908, expected=20.000000 predicted=30.818593, expected=44.000000 predicted=34.356025, expected=44.000000 predicted=43.790356, expected=52.000000 predicted=46.806936, expected=44.000000 predicted=37.145817, expected=28.000000 predicted=32.328528, expected=68.000000 predicted=52.093152, expected=12.000000 predicted=33.329953, expected=52.000000 predicted=48.600015, expected=40.000000 predicted=39.256904, expected=32.000000 predicted=36.545194, expected=52.000000 predicted=49.018646, expected=24.000000 predicted=27.875085, expected=24.000000 predicted=37.539909, expected=28.000000 predicted=32.620710, expected=16.000000 predicted=27.092342, expected=32.000000 predicted=34.504892, expected=28.000000 predicted=25.210978, expected=48.000000 predicted=33.524371, expected=52.000000 predicted=36.535136, expected=28.000000 predicted=29.056902, expected=16.000000 predicted=28.880487, expected=28.000000 predicted=31.117429, expected=20.000000 predicted=32.326019, expected=36.000000 predicted=36.191303, expected=52.000000 predicted=34.524090, expected=28.000000 predicted=26.632707, expected=28.000000 predicted=30.223332, expected=12.000000 predicted=22.542215, expected=32.000000 predicted=33.485016, expected=32.000000 predicted=34.552468, expected=28.000000 predicted=27.680150, expected=72.000000 predicted=42.086331, expected=40.000000 predicted=31.455142, expected=40.000000 predicted=39.702201, expected=16.000000 predicted=29.772064, expected=12.000000 predicted=29.108955, expected=20.000000 predicted=37.245445, expected=28.000000 predicted=29.721546, expected=52.000000 predicted=36.425559, expected=44.000000 predicted=29.436389, expected=36.000000 predicted=29.104919, expected=40.000000 predicted=33.713346, expected=36.000000 predicted=36.486279, expected=48.000000 predicted=46.155516, expected=32.000000 predicted=37.894329, expected=28.000000 predicted=34.717147, expected=24.000000 predicted=32.518297, expected=48.000000 predicted=39.721046, expected=28.000000 predicted=35.047005, expected=20.000000 predicted=28.264276, expected=24.000000 predicted=26.647154, expected=76.000000 predicted=45.072509, expected=36.000000 predicted=38.819037, expected=48.000000 predicted=39.696398, expected=32.000000 predicted=31.981214, expected=44.000000 predicted=41.380226, expected=32.000000 predicted=46.736339, expected=12.000000 predicted=29.350492, expected=52.000000 predicted=42.724859, expected=20.000000 predicted=28.506974, expected=44.000000 predicted=39.520257, expected=20.000000 predicted=26.160734, expected=28.000000 predicted=27.163933, expected=24.000000 predicted=32.353272, expected=16.000000 predicted=22.761155, expected=36.000000 predicted=32.741352, expected=96.000000 predicted=48.524089, expected=52.000000 predicted=41.054355, expected=20.000000 predicted=32.303174, expected=36.000000 predicted=34.962262, expected=28.000000 predicted=39.962201, expected=32.000000 predicted=51.718894, expected=32.000000 predicted=35.808517, expected=24.000000 predicted=26.074369, expected=40.000000 predicted=34.783466, expected=20.000000 predicted=26.332721, expected=36.000000 predicted=32.848834, expected=36.000000 predicted=31.821027, expected=8.000000 predicted=22.332966, expected=76.000000 predicted=46.800317, expected=84.000000 predicted=48.067646, expected=60.000000 predicted=50.689564, expected=28.000000 predicted=39.269790, expected=44.000000 predicted=41.478926, expected=36.000000 predicted=54.291973, expected=68.000000 predicted=63.893232, expected=56.000000 predicted=51.401242, expected=100.000000 predicted=62.200319, expected=64.000000 predicted=57.096755, expected=60.000000 predicted=58.744562, expected=64.000000 predicted=66.277364, expected=84.000000 predicted=72.844927, expected=24.000000 predicted=61.389748, expected=64.000000 predicted=62.756843, expected=80.000000 predicted=65.476390, expected=108.000000 predicted=80.082807, expected=28.000000 predicted=57.644023, expected=48.000000 predicted=50.541294, expected=28.000000 predicted=52.035341, expected=28.000000 predicted=53.836123, expected=28.000000 predicted=52.144504, expected=72.000000 predicted=45.487964, expected=52.000000 predicted=45.397288, expected=32.000000 predicted=35.700738, expected=20.000000 predicted=31.471211, expected=28.000000 predicted=34.477711, expected=20.000000 predicted=39.821648, expected=40.000000 predicted=38.226606, expected=36.000000 predicted=31.121991, expected=52.000000 predicted=35.261349, expected=24.000000 predicted=29.292949, expected=40.000000 predicted=33.907837, expected=16.000000 predicted=30.536672, expected=20.000000 predicted=29.947198, expected=52.000000 predicted=41.967158, expected=36.000000 predicted=30.925102, expected=40.000000 predicted=36.713386, expected=36.000000 predicted=30.084945, expected=36.000000 predicted=33.502895, expected=36.000000 predicted=40.880808, expected=16.000000 predicted=29.400432, expected=32.000000 predicted=34.179025, expected=68.000000 predicted=44.825837, expected=48.000000 predicted=40.561112, expected=40.000000 predicted=39.060061, expected=20.000000 predicted=28.287654, expected=32.000000 predicted=37.096114, expected=56.000000 predicted=51.854282, expected=52.000000 predicted=45.221602, expected=24.000000 predicted=34.012614, expected=32.000000 predicted=31.954465, expected=48.000000 predicted=41.056880, expected=28.000000 predicted=40.102903, expected=28.000000 predicted=36.730803, expected=20.000000 predicted=26.116900, expected=44.000000 predicted=36.306058, expected=28.000000 predicted=33.973608, expected=40.000000 predicted=33.094227, expected=40.000000 predicted=33.491733, expected=44.000000 predicted=35.126350, expected=36.000000 predicted=38.696999, expected=20.000000 predicted=29.692369, expected=28.000000 predicted=34.248158, expected=48.000000 predicted=39.976036, expected=56.000000 predicted=43.951928, expected=36.000000 predicted=36.180668, expected=32.000000 predicted=32.197243, expected=8.000000 predicted=26.614030, expected=60.000000 predicted=47.545744, expected=36.000000 predicted=40.267048, expected=40.000000 predicted=36.888419, expected=12.000000 predicted=25.813947, expected=20.000000 predicted=23.771026, expected=64.000000 predicted=49.242092, expected=36.000000 predicted=34.760997, expected=60.000000 predicted=43.988642, expected=60.000000 predicted=39.897076, expected=88.000000 predicted=57.038622, expected=64.000000 predicted=61.951236, expected=36.000000 predicted=48.100713, expected=16.000000 predicted=45.669014, expected=36.000000 predicted=49.561714, expected=40.000000 predicted=53.038631, expected=52.000000 predicted=47.907282, expected=60.000000 predicted=43.748319, expected=80.000000 predicted=49.713816, expected=12.000000 predicted=35.008336, expected=20.000000 predicted=37.798973, expected=24.000000 predicted=39.284683, expected=52.000000 predicted=48.765136, expected=32.000000 predicted=42.916239, expected=52.000000 predicted=33.197107, expected=20.000000 predicted=26.809322, expected=40.000000 predicted=35.609583, expected=44.000000 predicted=43.132041, expected=40.000000 predicted=37.526918, expected=20.000000 predicted=34.550926, expected=40.000000 predicted=33.172023, expected=60.000000 predicted=45.577524, expected=56.000000 predicted=46.384305, expected=24.000000 predicted=35.227153, expected=28.000000 predicted=32.310854, expected=28.000000 predicted=37.075615, expected=16.000000 Test MSE: 319.129
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503])] predicted=127.379795, expected=116.000000 predicted=119.875434, expected=184.000000 predicted=151.810104, expected=108.000000 predicted=89.077164, expected=64.000000 predicted=141.958841, expected=108.000000 predicted=158.354628, expected=276.000000 predicted=190.393326, expected=272.000000 predicted=211.516234, expected=208.000000 predicted=165.882115, expected=192.000000 predicted=155.042493, expected=76.000000 predicted=94.926711, expected=48.000000 predicted=157.322121, expected=152.000000 predicted=206.749392, expected=296.000000 predicted=235.167488, expected=280.000000 predicted=223.064001, expected=208.000000 predicted=157.086649, expected=200.000000 predicted=150.215994, expected=200.000000 predicted=179.056747, expected=116.000000 predicted=192.550034, expected=156.000000 predicted=218.692198, expected=280.000000 predicted=243.036434, expected=236.000000 predicted=201.035942, expected=156.000000 predicted=183.073143, expected=116.000000 predicted=134.861446, expected=24.000000 predicted=85.525901, expected=68.000000 predicted=165.903209, expected=104.000000 predicted=156.266642, expected=244.000000 predicted=191.569923, expected=336.000000 predicted=226.751871, expected=124.000000 predicted=72.461579, expected=72.000000 predicted=100.301028, expected=108.000000 predicted=120.099165, expected=44.000000 predicted=115.388782, expected=120.000000 predicted=219.224737, expected=168.000000 predicted=143.588293, expected=216.000000 predicted=140.327454, expected=204.000000 predicted=161.716594, expected=128.000000 predicted=94.778916, expected=104.000000 predicted=122.000870, expected=236.000000 predicted=206.330086, expected=124.000000 predicted=148.303758, expected=172.000000 predicted=193.471681, expected=252.000000 predicted=201.547831, expected=160.000000 predicted=119.129827, expected=144.000000 predicted=197.482385, expected=80.000000 predicted=108.486730, expected=64.000000 predicted=112.027013, expected=128.000000 predicted=183.610998, expected=216.000000 predicted=179.162919, expected=200.000000 predicted=164.793733, expected=120.000000 predicted=107.913761, expected=68.000000 predicted=80.516157, expected=120.000000 predicted=127.579895, expected=84.000000 predicted=133.251523, expected=100.000000 predicted=143.698071, expected=208.000000 predicted=169.600406, expected=208.000000 predicted=131.705854, expected=112.000000 predicted=116.527818, expected=60.000000 predicted=87.951263, expected=68.000000 predicted=87.870144, expected=20.000000 predicted=97.391768, expected=64.000000 predicted=128.915424, expected=156.000000 predicted=132.043759, expected=112.000000 predicted=75.954085, expected=128.000000 predicted=107.308130, expected=116.000000 predicted=77.901457, expected=128.000000 predicted=96.553942, expected=96.000000 predicted=123.119807, expected=40.000000 predicted=74.436151, expected=116.000000 predicted=126.875248, expected=212.000000 predicted=158.792508, expected=84.000000 predicted=90.676907, expected=76.000000 predicted=102.036557, expected=96.000000 predicted=78.922975, expected=72.000000 predicted=80.377530, expected=80.000000 predicted=140.685795, expected=96.000000 predicted=90.937504, expected=192.000000 predicted=135.499625, expected=96.000000 predicted=87.682566, expected=92.000000 predicted=92.439965, expected=84.000000 predicted=90.085087, expected=84.000000 predicted=82.814029, expected=104.000000 predicted=142.857103, expected=64.000000 predicted=75.810306, expected=160.000000 predicted=131.932622, expected=120.000000 predicted=96.401371, expected=60.000000 predicted=71.291928, expected=96.000000 predicted=111.923373, expected=96.000000 predicted=75.444111, expected=64.000000 predicted=102.457130, expected=100.000000 predicted=113.902571, expected=172.000000 predicted=117.429614, expected=96.000000 predicted=86.825532, expected=56.000000 predicted=83.526433, expected=92.000000 predicted=88.421490, expected=48.000000 predicted=62.684646, expected=84.000000 predicted=123.993073, expected=104.000000 predicted=99.164136, expected=112.000000 predicted=81.024617, expected=56.000000 predicted=73.996804, expected=56.000000 predicted=58.854689, expected=60.000000 predicted=71.316567, expected=64.000000 predicted=77.088360, expected=96.000000 predicted=102.020502, expected=100.000000 predicted=76.901032, expected=136.000000 predicted=99.028406, expected=136.000000 predicted=100.336933, expected=128.000000 predicted=99.132105, expected=64.000000 predicted=82.038989, expected=24.000000 predicted=64.371084, expected=76.000000 predicted=105.868999, expected=100.000000 predicted=106.207361, expected=96.000000 predicted=104.442854, expected=100.000000 predicted=87.361903, expected=80.000000 predicted=56.023044, expected=72.000000 predicted=75.133130, expected=88.000000 predicted=94.076154, expected=212.000000 predicted=155.626118, expected=84.000000 predicted=79.378084, expected=124.000000 predicted=116.135245, expected=96.000000 predicted=91.336161, expected=112.000000 predicted=93.882402, expected=88.000000 predicted=145.324557, expected=152.000000 predicted=120.551743, expected=72.000000 predicted=91.276463, expected=140.000000 predicted=124.381601, expected=128.000000 predicted=119.575022, expected=76.000000 predicted=76.519859, expected=148.000000 predicted=158.548486, expected=92.000000 predicted=76.198860, expected=104.000000 predicted=120.846102, expected=76.000000 predicted=103.846986, expected=148.000000 predicted=112.895796, expected=200.000000 predicted=169.764470, expected=224.000000 predicted=156.693074, expected=176.000000 predicted=146.555515, expected=172.000000 predicted=137.068021, expected=96.000000 predicted=122.789262, expected=160.000000 predicted=180.843083, expected=184.000000 predicted=195.800528, expected=356.000000 predicted=264.503880, expected=100.000000 predicted=125.215778, expected=84.000000 predicted=113.450233, expected=32.000000 predicted=108.345991, expected=80.000000 predicted=112.608829, expected=96.000000 predicted=208.336491, expected=140.000000 predicted=115.024166, expected=172.000000 predicted=130.735167, expected=112.000000 predicted=74.380885, expected=64.000000 predicted=79.984981, expected=68.000000 predicted=87.809728, expected=56.000000 predicted=89.647460, expected=164.000000 predicted=163.156772, expected=132.000000 predicted=113.622488, expected=156.000000 predicted=114.506262, expected=192.000000 predicted=141.297825, expected=88.000000 predicted=69.454795, expected=104.000000 predicted=141.263119, expected=96.000000 predicted=114.477216, expected=68.000000 predicted=101.167696, expected=112.000000 predicted=150.439629, expected=232.000000 predicted=160.714758, expected=124.000000 predicted=103.141081, expected=44.000000 predicted=80.095214, expected=64.000000 predicted=82.309054, expected=56.000000 predicted=72.805761, expected=132.000000 predicted=170.411364, expected=228.000000 predicted=173.666561, expected=296.000000 predicted=171.232947, expected=184.000000 predicted=129.187172, expected=104.000000 predicted=98.966578, expected=148.000000 predicted=153.423221, expected=28.000000 predicted=108.777703, expected=148.000000 predicted=218.006026, expected=240.000000 predicted=206.805702, expected=176.000000 predicted=126.800660, expected=100.000000 predicted=135.557323, expected=52.000000 predicted=55.067541, expected=124.000000 predicted=134.837263, expected=100.000000 predicted=152.250715, expected=132.000000 predicted=149.235819, expected=172.000000 predicted=140.786907, expected=304.000000 predicted=183.049231, expected=132.000000 predicted=120.520760, expected=80.000000 predicted=106.307699, expected=92.000000 predicted=125.505299, expected=68.000000 predicted=102.853779, expected=96.000000 predicted=188.037898, expected=232.000000 predicted=183.596548, expected=332.000000 predicted=203.313900, expected=112.000000 predicted=96.356448, expected=132.000000 predicted=130.574842, expected=92.000000 predicted=101.028351, expected=136.000000 predicted=167.083880, expected=64.000000 predicted=184.960714, expected=96.000000 predicted=105.558106, expected=144.000000 predicted=138.897776, expected=152.000000 predicted=114.827216, expected=172.000000 predicted=156.455705, expected=112.000000 predicted=92.302213, expected=144.000000 predicted=127.442613, expected=132.000000 predicted=136.622245, expected=164.000000 predicted=154.518147, expected=204.000000 predicted=188.556783, expected=160.000000 predicted=134.032262, expected=72.000000 predicted=111.010905, expected=208.000000 predicted=183.047981, expected=172.000000 predicted=154.437908, expected=92.000000 predicted=139.084974, expected=160.000000 predicted=176.227428, expected=280.000000 predicted=176.332449, expected=172.000000 predicted=172.055320, expected=96.000000 predicted=144.871208, expected=92.000000 predicted=108.824864, expected=52.000000 predicted=94.196340, expected=128.000000 predicted=194.091911, expected=144.000000 predicted=149.420684, expected=216.000000 predicted=155.685171, expected=188.000000 predicted=143.634639, expected=92.000000 predicted=77.555826, expected=92.000000 predicted=122.260258, expected=32.000000 predicted=81.877392, expected=60.000000 predicted=128.450508, expected=180.000000 predicted=180.422899, expected=208.000000 predicted=139.840794, expected=180.000000 predicted=138.649166, expected=108.000000 predicted=84.561023, expected=72.000000 predicted=75.179320, expected=84.000000 predicted=129.109048, expected=76.000000 predicted=129.742775, expected=224.000000 predicted=200.919228, expected=256.000000 predicted=176.528276, expected=204.000000 predicted=139.626918, expected=120.000000 predicted=118.523442, expected=116.000000 predicted=107.607606, expected=100.000000 predicted=153.727146, expected=132.000000 predicted=183.586538, expected=124.000000 predicted=157.267825, expected=244.000000 predicted=186.255234, expected=168.000000 predicted=136.754137, expected=88.000000 predicted=98.547183, expected=72.000000 predicted=115.238531, expected=32.000000 predicted=70.235123, expected=40.000000 predicted=130.352165, expected=104.000000 predicted=131.091704, expected=176.000000 predicted=127.291538, expected=76.000000 predicted=68.231869, expected=80.000000 predicted=70.268191, expected=20.000000 predicted=34.368605, expected=40.000000 predicted=66.498794, expected=84.000000 predicted=124.580342, expected=36.000000 predicted=45.871096, expected=144.000000 predicted=119.145282, expected=68.000000 predicted=40.612239, expected=108.000000 predicted=78.594049, expected=172.000000 predicted=135.986632, expected=80.000000 predicted=49.687121, expected=308.000000 predicted=240.811925, expected=160.000000 predicted=106.372869, expected=172.000000 predicted=147.411388, expected=136.000000 predicted=167.379566, expected=100.000000 predicted=86.277066, expected=72.000000 predicted=181.997461, expected=152.000000 predicted=154.492962, expected=348.000000 predicted=257.139424, expected=96.000000 predicted=99.378712, expected=156.000000 predicted=153.569091, expected=148.000000 predicted=123.396521, expected=56.000000 predicted=87.479918, expected=100.000000 predicted=220.951802, expected=124.000000 predicted=107.550858, expected=272.000000 predicted=208.680398, expected=152.000000 predicted=141.985730, expected=76.000000 predicted=79.193409, expected=96.000000 predicted=113.549678, expected=56.000000 predicted=80.887582, expected=72.000000 predicted=159.062667, expected=236.000000 predicted=193.676252, expected=140.000000 predicted=96.975776, expected=68.000000 predicted=89.531978, expected=120.000000 predicted=105.944207, expected=104.000000 predicted=81.896194, expected=124.000000 predicted=169.871059, expected=112.000000 predicted=125.199028, expected=192.000000 predicted=134.463599, expected=204.000000 predicted=159.926275, expected=104.000000 predicted=104.060375, expected=80.000000 predicted=113.148805, expected=68.000000 predicted=92.290711, expected=64.000000 predicted=117.269826, expected=100.000000 predicted=143.778890, expected=100.000000 predicted=97.480365, expected=68.000000 predicted=73.177536, expected=60.000000 predicted=68.171506, expected=124.000000 predicted=96.538528, expected=112.000000 predicted=99.313708, expected=40.000000 predicted=68.073300, expected=80.000000 predicted=83.226281, expected=160.000000 predicted=109.971750, expected=220.000000 predicted=163.817762, expected=164.000000 predicted=137.210275, expected=92.000000 predicted=79.365206, expected=132.000000 predicted=118.858398, expected=64.000000 predicted=103.104873, expected=72.000000 predicted=138.944986, expected=156.000000 predicted=158.785811, expected=236.000000 predicted=158.546223, expected=84.000000 predicted=100.666280, expected=60.000000 predicted=79.763022, expected=60.000000 predicted=74.207565, expected=44.000000 predicted=86.818847, expected=88.000000 predicted=151.833639, expected=188.000000 predicted=134.833102, expected=344.000000 predicted=203.605042, expected=152.000000 predicted=101.846950, expected=136.000000 predicted=116.242763, expected=144.000000 predicted=131.515712, expected=68.000000 predicted=113.204426, expected=80.000000 predicted=202.455992, expected=172.000000 predicted=160.829502, expected=184.000000 predicted=149.690393, expected=204.000000 predicted=174.996533, expected=200.000000 predicted=144.305859, expected=80.000000 predicted=83.719667, expected=104.000000 predicted=145.573367, expected=124.000000 predicted=149.058092, expected=112.000000 predicted=144.708336, expected=248.000000 predicted=224.991902, expected=112.000000 predicted=90.014321, expected=212.000000 predicted=171.132323, expected=124.000000 predicted=126.041989, expected=36.000000 predicted=73.012467, expected=88.000000 predicted=170.384829, expected=204.000000 predicted=152.140364, expected=268.000000 predicted=225.669324, expected=136.000000 predicted=128.681342, expected=40.000000 predicted=57.623931, expected=56.000000 predicted=84.284213, expected=4.000000 predicted=88.138421, expected=68.000000 predicted=154.110607, expected=12.000000 predicted=62.827823, expected=80.000000 predicted=61.812724, expected=112.000000 predicted=83.167455, expected=328.000000 predicted=172.886925, expected=268.000000 predicted=165.135132, expected=80.000000 predicted=58.896175, expected=92.000000 predicted=114.814730, expected=68.000000 predicted=87.840797, expected=84.000000 predicted=183.538633, expected=200.000000 predicted=225.032243, expected=184.000000 predicted=126.799065, expected=96.000000 predicted=96.804797, expected=104.000000 predicted=101.449396, expected=140.000000 predicted=114.835245, expected=88.000000 predicted=130.782603, expected=76.000000 predicted=127.551480, expected=168.000000 predicted=137.297783, expected=224.000000 predicted=159.244935, expected=140.000000 predicted=134.654144, expected=136.000000 predicted=126.189608, expected=100.000000 predicted=94.953313, expected=140.000000 predicted=150.938107, expected=100.000000 predicted=151.352676, expected=136.000000 predicted=138.017122, expected=208.000000 predicted=173.315508, expected=100.000000 predicted=93.863349, expected=100.000000 predicted=127.868864, expected=148.000000 predicted=130.583388, expected=60.000000 predicted=86.476623, expected=112.000000 predicted=159.403915, expected=164.000000 predicted=132.750321, expected=288.000000 predicted=192.877721, expected=200.000000 predicted=169.108473, expected=220.000000 predicted=158.456357, expected=136.000000 predicted=133.237213, expected=168.000000 predicted=169.292218, expected=144.000000 predicted=206.522602, expected=256.000000 predicted=226.129095, expected=180.000000 predicted=191.019248, expected=256.000000 predicted=205.184710, expected=224.000000 predicted=200.081000, expected=180.000000 predicted=163.999255, expected=92.000000 predicted=174.365209, expected=128.000000 predicted=157.022203, expected=116.000000 predicted=173.508676, expected=272.000000 predicted=242.667984, expected=160.000000 predicted=159.860850, expected=164.000000 predicted=138.898396, expected=204.000000 predicted=178.455189, expected=96.000000 predicted=99.529114, expected=160.000000 predicted=215.888888, expected=88.000000 predicted=119.653807, expected=308.000000 predicted=237.460338, expected=204.000000 predicted=192.277034, expected=124.000000 predicted=116.603386, expected=148.000000 predicted=171.148369, expected=96.000000 predicted=90.448749, expected=148.000000 predicted=215.997767, expected=192.000000 predicted=192.183016, expected=304.000000 predicted=214.160183, expected=136.000000 predicted=138.449698, expected=180.000000 predicted=156.512717, expected=124.000000 predicted=141.364640, expected=84.000000 predicted=130.290658, expected=108.000000 predicted=198.392155, expected=256.000000 predicted=194.130953, expected=272.000000 predicted=215.485237, expected=100.000000 predicted=113.006171, expected=152.000000 predicted=142.045327, expected=88.000000 predicted=99.388141, expected=96.000000 predicted=163.232796, expected=136.000000 predicted=195.937908, expected=88.000000 predicted=88.765658, expected=192.000000 predicted=173.601998, expected=228.000000 predicted=158.558955, expected=48.000000 predicted=68.936831, expected=180.000000 predicted=174.748588, expected=124.000000 predicted=104.093432, expected=60.000000 predicted=116.292177, expected=180.000000 predicted=206.235138, expected=148.000000 predicted=94.545215, expected=140.000000 predicted=155.718863, expected=104.000000 predicted=119.305064, expected=136.000000 predicted=104.520797, expected=96.000000 predicted=131.481634, expected=76.000000 predicted=109.819457, expected=116.000000 predicted=127.894246, expected=136.000000 predicted=116.406361, expected=48.000000 predicted=86.472731, expected=60.000000 predicted=83.985239, expected=56.000000 predicted=66.194613, expected=136.000000 Test MSE: 3771.049
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295])] predicted=148.658615, expected=156.000000 predicted=149.045716, expected=80.000000 predicted=95.961321, expected=104.000000 predicted=207.391250, expected=212.000000 predicted=255.397124, expected=192.000000 predicted=164.781190, expected=412.000000 predicted=278.341607, expected=192.000000 predicted=136.792631, expected=208.000000 predicted=179.041814, expected=140.000000 predicted=179.747428, expected=100.000000 predicted=162.688679, expected=164.000000 predicted=265.294154, expected=284.000000 predicted=231.526859, expected=176.000000 predicted=182.217274, expected=272.000000 predicted=209.518486, expected=156.000000 predicted=135.469356, expected=240.000000 predicted=213.701950, expected=88.000000 predicted=178.369879, expected=144.000000 predicted=169.709078, expected=340.000000 predicted=288.304251, expected=228.000000 predicted=190.824263, expected=144.000000 predicted=189.473287, expected=144.000000 predicted=130.378999, expected=92.000000 predicted=132.829931, expected=48.000000 predicted=182.351428, expected=116.000000 predicted=162.220768, expected=304.000000 predicted=214.457305, expected=372.000000 predicted=245.019339, expected=60.000000 predicted=80.156292, expected=92.000000 predicted=97.803509, expected=128.000000 predicted=135.756987, expected=92.000000 predicted=191.907828, expected=116.000000 predicted=216.351831, expected=212.000000 predicted=136.919158, expected=268.000000 predicted=177.479881, expected=148.000000 predicted=136.831133, expected=236.000000 predicted=175.474017, expected=132.000000 predicted=131.678146, expected=92.000000 predicted=158.890222, expected=88.000000 predicted=169.478678, expected=260.000000 predicted=203.803972, expected=216.000000 predicted=207.633114, expected=176.000000 predicted=155.629426, expected=124.000000 predicted=117.193955, expected=176.000000 predicted=146.967073, expected=116.000000 predicted=179.680365, expected=88.000000 predicted=149.279040, expected=240.000000 predicted=202.724451, expected=276.000000 predicted=194.318792, expected=200.000000 predicted=183.385545, expected=132.000000 predicted=133.572905, expected=92.000000 predicted=108.359933, expected=100.000000 predicted=170.075795, expected=36.000000 predicted=144.592840, expected=264.000000 predicted=222.654169, expected=172.000000 predicted=139.229804, expected=208.000000 predicted=154.438697, expected=120.000000 predicted=113.531525, expected=68.000000 predicted=73.909542, expected=80.000000 predicted=165.273350, expected=152.000000 predicted=158.338952, expected=132.000000 predicted=156.678690, expected=272.000000 predicted=190.810016, expected=104.000000 predicted=87.758621, expected=80.000000 predicted=94.830255, expected=104.000000 predicted=130.114832, expected=144.000000 predicted=140.911357, expected=184.000000 predicted=209.063111, expected=172.000000 predicted=135.731192, expected=256.000000 predicted=171.215647, expected=204.000000 predicted=157.081332, expected=72.000000 predicted=117.194173, expected=84.000000 predicted=140.735155, expected=76.000000 predicted=126.807853, expected=168.000000 predicted=199.815632, expected=160.000000 predicted=166.283302, expected=120.000000 predicted=99.012812, expected=268.000000 predicted=177.678980, expected=72.000000 predicted=80.171689, expected=44.000000 predicted=114.345453, expected=96.000000 predicted=126.898778, expected=76.000000 predicted=101.262213, expected=184.000000 predicted=204.957382, expected=172.000000 predicted=116.744404, expected=116.000000 predicted=87.628049, expected=100.000000 predicted=102.468874, expected=124.000000 predicted=108.821165, expected=120.000000 predicted=147.130470, expected=80.000000 predicted=121.010178, expected=136.000000 predicted=125.307387, expected=208.000000 predicted=151.373928, expected=160.000000 predicted=138.972439, expected=100.000000 predicted=112.718097, expected=76.000000 predicted=88.236936, expected=96.000000 predicted=120.212897, expected=52.000000 predicted=122.114048, expected=144.000000 predicted=144.858308, expected=212.000000 predicted=148.306888, expected=96.000000 predicted=87.253326, expected=144.000000 predicted=124.098963, expected=92.000000 predicted=80.506369, expected=88.000000 predicted=120.631812, expected=68.000000 predicted=130.081847, expected=132.000000 predicted=115.355829, expected=132.000000 predicted=129.577353, expected=88.000000 predicted=90.589517, expected=76.000000 predicted=84.342853, expected=144.000000 predicted=109.982726, expected=92.000000 predicted=108.061853, expected=168.000000 predicted=146.452275, expected=96.000000 predicted=91.153131, expected=236.000000 predicted=160.573920, expected=88.000000 predicted=111.666109, expected=128.000000 predicted=120.513210, expected=104.000000 predicted=131.904054, expected=52.000000 predicted=83.876721, expected=72.000000 predicted=142.167535, expected=180.000000 predicted=131.871929, expected=188.000000 predicted=149.277468, expected=64.000000 predicted=84.234784, expected=80.000000 predicted=76.685399, expected=124.000000 predicted=104.623985, expected=24.000000 predicted=98.319730, expected=80.000000 predicted=125.798111, expected=172.000000 predicted=114.569875, expected=216.000000 predicted=143.613031, expected=136.000000 predicted=124.524678, expected=240.000000 predicted=142.363038, expected=176.000000 predicted=134.696367, expected=100.000000 predicted=142.648999, expected=116.000000 predicted=164.554090, expected=264.000000 predicted=200.779758, expected=208.000000 predicted=210.251172, expected=132.000000 predicted=154.265537, expected=124.000000 predicted=122.758873, expected=104.000000 predicted=120.499465, expected=84.000000 predicted=166.210392, expected=72.000000 predicted=132.849864, expected=160.000000 predicted=142.042421, expected=232.000000 predicted=169.614299, expected=96.000000 predicted=98.981984, expected=108.000000 predicted=105.461092, expected=148.000000 predicted=117.662163, expected=68.000000 predicted=114.230232, expected=160.000000 predicted=185.582471, expected=236.000000 predicted=161.577511, expected=204.000000 predicted=154.922372, expected=128.000000 predicted=139.375454, expected=80.000000 predicted=89.603553, expected=104.000000 predicted=137.503845, expected=120.000000 predicted=169.017319, expected=148.000000 predicted=165.528188, expected=156.000000 predicted=137.355143, expected=276.000000 predicted=178.355853, expected=160.000000 predicted=132.502411, expected=176.000000 predicted=157.392241, expected=72.000000 predicted=116.268349, expected=116.000000 predicted=144.544490, expected=120.000000 predicted=184.466579, expected=332.000000 predicted=237.507038, expected=228.000000 predicted=189.083797, expected=40.000000 predicted=71.616574, expected=100.000000 predicted=123.588520, expected=116.000000 predicted=126.472221, expected=64.000000 predicted=181.385348, expected=176.000000 predicted=187.840747, expected=288.000000 predicted=161.113403, expected=256.000000 predicted=174.343598, expected=148.000000 predicted=138.130651, expected=116.000000 predicted=109.893281, expected=172.000000 predicted=180.925331, expected=88.000000 predicted=178.623972, expected=120.000000 predicted=180.605541, expected=248.000000 predicted=192.450621, expected=356.000000 predicted=229.647751, expected=152.000000 predicted=157.387262, expected=136.000000 predicted=132.310296, expected=72.000000 predicted=111.420562, expected=96.000000 predicted=172.926927, expected=120.000000 predicted=217.439758, expected=208.000000 predicted=172.793122, expected=200.000000 predicted=160.378039, expected=164.000000 predicted=123.358498, expected=64.000000 predicted=89.548006, expected=76.000000 predicted=108.323897, expected=156.000000 predicted=176.019005, expected=68.000000 predicted=123.768330, expected=76.000000 predicted=116.635230, expected=148.000000 predicted=107.925936, expected=208.000000 predicted=139.831015, expected=248.000000 predicted=192.689005, expected=172.000000 predicted=124.868723, expected=116.000000 predicted=110.032207, expected=84.000000 predicted=124.841365, expected=300.000000 predicted=250.480308, expected=332.000000 predicted=270.032366, expected=140.000000 predicted=153.420443, expected=228.000000 predicted=188.716942, expected=116.000000 predicted=116.050456, expected=96.000000 predicted=197.887228, expected=92.000000 predicted=198.954152, expected=176.000000 predicted=158.063873, expected=316.000000 predicted=254.916262, expected=160.000000 predicted=133.288643, expected=156.000000 predicted=139.041910, expected=96.000000 predicted=107.907510, expected=124.000000 predicted=156.735902, expected=108.000000 predicted=195.588366, expected=220.000000 predicted=185.386788, expected=212.000000 predicted=174.900646, expected=176.000000 predicted=140.019152, expected=180.000000 predicted=157.767537, expected=132.000000 predicted=129.800231, expected=80.000000 predicted=150.266616, expected=100.000000 predicted=153.938058, expected=216.000000 predicted=190.157502, expected=192.000000 predicted=174.379795, expected=112.000000 predicted=122.109000, expected=124.000000 predicted=112.782232, expected=152.000000 predicted=132.959845, expected=64.000000 predicted=133.715491, expected=152.000000 predicted=168.133378, expected=212.000000 predicted=158.112699, expected=244.000000 predicted=179.680196, expected=156.000000 predicted=151.542765, expected=128.000000 predicted=111.727568, expected=124.000000 predicted=145.134002, expected=76.000000 predicted=142.472755, expected=208.000000 predicted=216.532809, expected=256.000000 predicted=195.825569, expected=272.000000 predicted=196.460360, expected=140.000000 predicted=136.496531, expected=104.000000 predicted=110.620846, expected=80.000000 predicted=149.381014, expected=104.000000 predicted=174.661643, expected=80.000000 predicted=161.116161, expected=108.000000 predicted=120.116524, expected=184.000000 predicted=140.369265, expected=64.000000 predicted=71.349999, expected=100.000000 predicted=106.777810, expected=60.000000 predicted=73.630638, expected=64.000000 predicted=88.095060, expected=84.000000 predicted=123.830800, expected=156.000000 predicted=108.843866, expected=68.000000 predicted=78.866463, expected=84.000000 predicted=77.546729, expected=100.000000 predicted=85.155655, expected=76.000000 predicted=81.167599, expected=160.000000 predicted=150.684548, expected=320.000000 predicted=189.957621, expected=176.000000 predicted=126.302364, expected=172.000000 predicted=146.822161, expected=172.000000 predicted=137.802666, expected=136.000000 predicted=154.643076, expected=96.000000 predicted=197.275397, expected=144.000000 predicted=159.877119, expected=212.000000 predicted=186.331390, expected=112.000000 predicted=135.735589, expected=104.000000 predicted=124.384075, expected=140.000000 predicted=124.012209, expected=180.000000 predicted=160.023806, expected=96.000000 predicted=144.554140, expected=208.000000 predicted=163.773152, expected=192.000000 predicted=147.336296, expected=204.000000 predicted=172.879193, expected=120.000000 predicted=149.476788, expected=108.000000 predicted=114.585307, expected=16.000000 predicted=111.524279, expected=96.000000 predicted=142.442975, expected=172.000000 predicted=174.141880, expected=276.000000 predicted=188.372192, expected=128.000000 predicted=113.196117, expected=100.000000 predicted=76.696450, expected=156.000000 predicted=136.734283, expected=40.000000 predicted=105.083582, expected=80.000000 predicted=168.889127, expected=208.000000 predicted=163.305371, expected=260.000000 predicted=172.413710, expected=72.000000 predicted=108.431606, expected=32.000000 predicted=55.958770, expected=56.000000 predicted=80.586268, expected=68.000000 predicted=129.583897, expected=72.000000 predicted=147.364562, expected=180.000000 predicted=122.459422, expected=88.000000 predicted=58.621481, expected=72.000000 predicted=70.586365, expected=136.000000 predicted=106.996819, expected=128.000000 predicted=100.246124, expected=160.000000 predicted=161.999115, expected=72.000000 predicted=81.660987, expected=168.000000 predicted=127.747412, expected=152.000000 predicted=139.768236, expected=132.000000 predicted=129.553457, expected=140.000000 predicted=148.590716, expected=136.000000 predicted=110.422530, expected=84.000000 predicted=124.222578, expected=76.000000 predicted=114.881591, expected=180.000000 predicted=154.532466, expected=184.000000 predicted=153.532499, expected=80.000000 predicted=105.394974, expected=72.000000 predicted=88.166631, expected=84.000000 predicted=87.662135, expected=136.000000 predicted=150.639511, expected=76.000000 predicted=118.846680, expected=148.000000 predicted=116.206951, expected=168.000000 predicted=119.555209, expected=164.000000 predicted=124.632659, expected=136.000000 predicted=135.844629, expected=124.000000 predicted=108.542306, expected=76.000000 predicted=114.014998, expected=184.000000 predicted=174.476210, expected=220.000000 predicted=182.733876, expected=172.000000 predicted=150.193555, expected=212.000000 predicted=172.477066, expected=136.000000 predicted=115.732329, expected=120.000000 predicted=156.326900, expected=76.000000 predicted=146.446960, expected=156.000000 predicted=163.443953, expected=104.000000 predicted=146.895738, expected=264.000000 predicted=196.857054, expected=160.000000 predicted=134.843784, expected=140.000000 predicted=118.028106, expected=96.000000 predicted=131.576312, expected=84.000000 predicted=102.825661, expected=136.000000 predicted=189.247307, expected=208.000000 predicted=176.078504, expected=260.000000 predicted=192.220120, expected=212.000000 predicted=155.143293, expected=60.000000 predicted=84.988358, expected=136.000000 predicted=150.102080, expected=144.000000 predicted=172.431598, expected=52.000000 predicted=144.799865, expected=148.000000 predicted=174.518516, expected=272.000000 predicted=165.198745, expected=96.000000 predicted=109.000433, expected=92.000000 predicted=126.000197, expected=104.000000 predicted=90.651288, expected=104.000000 predicted=124.859667, expected=156.000000 predicted=198.787562, expected=188.000000 predicted=139.188236, expected=460.000000 predicted=272.962925, expected=196.000000 predicted=145.083567, expected=128.000000 predicted=138.311346, expected=128.000000 predicted=160.757392, expected=92.000000 predicted=146.601905, expected=140.000000 predicted=275.887895, expected=156.000000 predicted=167.168950, expected=216.000000 predicted=168.888697, expected=128.000000 predicted=126.540911, expected=64.000000 predicted=88.394688, expected=76.000000 predicted=114.062489, expected=36.000000 predicted=94.662551, expected=92.000000 predicted=143.558093, expected=276.000000 predicted=191.654200, expected=212.000000 predicted=130.092500, expected=120.000000 predicted=104.327948, expected=204.000000 predicted=137.154490, expected=44.000000 predicted=76.439485, expected=76.000000 predicted=173.426361, expected=104.000000 predicted=150.571235, expected=184.000000 predicted=147.663280, expected=280.000000 predicted=226.211688, expected=100.000000 predicted=75.790837, expected=40.000000 predicted=74.730962, expected=88.000000 predicted=107.039787, expected=144.000000 predicted=158.331831, expected=96.000000 predicted=168.054377, expected=172.000000 predicted=135.213340, expected=352.000000 predicted=196.805465, expected=144.000000 predicted=113.733467, expected=112.000000 predicted=141.177036, expected=264.000000 predicted=192.163092, expected=104.000000 predicted=135.637381, expected=168.000000 predicted=250.742887, expected=268.000000 predicted=203.713957, expected=156.000000 predicted=136.028144, expected=156.000000 predicted=207.774310, expected=136.000000 predicted=128.688240, expected=200.000000 predicted=186.111654, expected=48.000000 predicted=147.983225, expected=116.000000 predicted=141.989895, expected=160.000000 predicted=152.710744, expected=200.000000 predicted=163.100816, expected=228.000000 predicted=203.447821, expected=128.000000 predicted=97.150366, expected=120.000000 predicted=129.258267, expected=136.000000 predicted=150.999330, expected=84.000000 predicted=138.693872, expected=144.000000 predicted=178.655923, expected=328.000000 predicted=221.005800, expected=128.000000 predicted=118.193350, expected=60.000000 predicted=111.722622, expected=100.000000 predicted=105.615958, expected=96.000000 predicted=121.096929, expected=148.000000 predicted=217.810705, expected=208.000000 predicted=160.408572, expected=276.000000 predicted=167.707361, expected=124.000000 predicted=114.672193, expected=164.000000 predicted=145.486826, expected=84.000000 predicted=121.211193, expected=144.000000 predicted=176.890090, expected=116.000000 predicted=181.963875, expected=172.000000 predicted=148.053492, expected=272.000000 predicted=209.422639, expected=120.000000 predicted=104.348725, expected=140.000000 predicted=151.492182, expected=84.000000 predicted=107.151728, expected=64.000000 predicted=121.700628, expected=120.000000 predicted=183.145935, expected=144.000000 predicted=126.933982, expected=272.000000 predicted=197.561939, expected=96.000000 predicted=88.967902, expected=68.000000 predicted=83.099497, expected=120.000000 predicted=125.466773, expected=112.000000 predicted=126.703362, expected=80.000000 predicted=161.698102, expected=176.000000 predicted=135.482729, expected=156.000000 predicted=110.752339, expected=80.000000 predicted=101.830852, expected=124.000000 predicted=122.554033, expected=124.000000 predicted=105.087160, expected=76.000000 predicted=122.069840, expected=92.000000 predicted=121.803241, expected=108.000000 predicted=95.324546, expected=228.000000 predicted=170.301788, expected=112.000000 predicted=111.429543, expected=32.000000 predicted=65.624571, expected=76.000000 predicted=92.380210, expected=40.000000 Test MSE: 4442.135
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993])] predicted=136.737035, expected=104.000000 predicted=165.375906, expected=228.000000 predicted=205.410936, expected=336.000000 predicted=227.630965, expected=148.000000 predicted=116.630112, expected=132.000000 predicted=165.604969, expected=136.000000 predicted=132.399962, expected=152.000000 predicted=168.174083, expected=144.000000 predicted=224.135136, expected=236.000000 predicted=198.522414, expected=348.000000 predicted=244.506106, expected=244.000000 predicted=183.999091, expected=200.000000 predicted=200.201988, expected=256.000000 predicted=221.818303, expected=116.000000 predicted=152.603295, expected=148.000000 predicted=248.047664, expected=228.000000 predicted=234.845809, expected=224.000000 predicted=192.251721, expected=180.000000 predicted=217.209853, expected=200.000000 predicted=175.476413, expected=188.000000 predicted=167.567988, expected=84.000000 predicted=144.508728, expected=148.000000 predicted=194.626568, expected=152.000000 predicted=154.607686, expected=300.000000 predicted=246.868177, expected=72.000000 predicted=112.982184, expected=88.000000 predicted=113.264309, expected=132.000000 predicted=148.956470, expected=120.000000 predicted=108.423574, expected=84.000000 predicted=181.256499, expected=120.000000 predicted=106.669529, expected=204.000000 predicted=147.386575, expected=100.000000 predicted=101.437864, expected=60.000000 predicted=101.945144, expected=84.000000 predicted=95.396893, expected=80.000000 predicted=84.774097, expected=76.000000 predicted=128.117696, expected=176.000000 predicted=144.540834, expected=240.000000 predicted=149.086720, expected=148.000000 predicted=113.079179, expected=128.000000 predicted=127.255370, expected=120.000000 predicted=108.369381, expected=56.000000 predicted=100.734347, expected=92.000000 predicted=161.604112, expected=168.000000 predicted=153.380109, expected=172.000000 predicted=138.191015, expected=96.000000 predicted=109.772540, expected=88.000000 predicted=89.584521, expected=104.000000 predicted=99.263902, expected=108.000000 predicted=125.005649, expected=76.000000 predicted=116.468748, expected=176.000000 predicted=145.692345, expected=228.000000 predicted=155.161571, expected=92.000000 predicted=89.011664, expected=88.000000 predicted=122.040796, expected=100.000000 predicted=93.532293, expected=24.000000 predicted=76.285974, expected=64.000000 predicted=143.842113, expected=136.000000 predicted=112.056825, expected=164.000000 predicted=115.433073, expected=80.000000 predicted=89.567369, expected=76.000000 predicted=69.550774, expected=108.000000 predicted=90.787441, expected=64.000000 predicted=83.602565, expected=76.000000 predicted=119.111540, expected=44.000000 predicted=60.528689, expected=188.000000 predicted=138.113976, expected=80.000000 predicted=76.466775, expected=80.000000 predicted=83.149490, expected=84.000000 predicted=92.901050, expected=36.000000 predicted=28.841445, expected=120.000000 predicted=154.361310, expected=88.000000 predicted=74.503710, expected=92.000000 predicted=86.323184, expected=168.000000 predicted=137.354119, expected=56.000000 predicted=36.219768, expected=100.000000 predicted=121.988435, expected=68.000000 predicted=77.478057, expected=80.000000 predicted=79.132736, expected=68.000000 predicted=113.140127, expected=104.000000 predicted=81.189648, expected=60.000000 predicted=74.071014, expected=60.000000 predicted=67.415550, expected=56.000000 predicted=68.903936, expected=64.000000 predicted=61.906181, expected=52.000000 predicted=73.160188, expected=88.000000 predicted=76.130101, expected=60.000000 predicted=56.215338, expected=64.000000 predicted=62.493866, expected=84.000000 predicted=77.179090, expected=60.000000 predicted=51.628953, expected=24.000000 predicted=54.919216, expected=44.000000 predicted=56.127555, expected=36.000000 predicted=43.105442, expected=116.000000 predicted=98.653659, expected=88.000000 predicted=67.886797, expected=56.000000 predicted=45.058084, expected=56.000000 predicted=60.951180, expected=24.000000 predicted=26.672673, expected=72.000000 predicted=91.050496, expected=92.000000 predicted=83.669141, expected=80.000000 predicted=64.373881, expected=72.000000 predicted=70.295688, expected=112.000000 predicted=75.725258, expected=48.000000 predicted=52.973108, expected=80.000000 predicted=91.485102, expected=48.000000 predicted=61.218641, expected=88.000000 predicted=78.605764, expected=24.000000 predicted=60.370242, expected=72.000000 predicted=65.460966, expected=44.000000 predicted=57.084940, expected=44.000000 predicted=43.201638, expected=92.000000 predicted=93.122900, expected=92.000000 predicted=54.067123, expected=92.000000 predicted=83.059742, expected=148.000000 predicted=106.017538, expected=80.000000 predicted=58.437536, expected=60.000000 predicted=82.040507, expected=36.000000 predicted=67.106721, expected=92.000000 predicted=87.829091, expected=44.000000 predicted=80.822833, expected=96.000000 predicted=91.647711, expected=96.000000 predicted=78.556652, expected=56.000000 predicted=43.565071, expected=124.000000 predicted=117.905156, expected=68.000000 predicted=49.998772, expected=68.000000 predicted=83.175285, expected=100.000000 predicted=102.923400, expected=116.000000 predicted=81.000289, expected=200.000000 predicted=163.708611, expected=148.000000 predicted=106.842125, expected=132.000000 predicted=112.253652, expected=188.000000 predicted=157.793938, expected=164.000000 predicted=132.711846, expected=128.000000 predicted=161.101185, expected=192.000000 predicted=180.707702, expected=176.000000 predicted=147.548562, expected=88.000000 predicted=131.545782, expected=40.000000 predicted=109.677966, expected=68.000000 predicted=97.220200, expected=64.000000 predicted=107.812105, expected=124.000000 predicted=141.528625, expected=128.000000 predicted=105.536513, expected=124.000000 predicted=87.103841, expected=124.000000 predicted=105.186353, expected=108.000000 predicted=89.492886, expected=140.000000 predicted=133.954527, expected=64.000000 predicted=88.590772, expected=72.000000 predicted=101.690866, expected=152.000000 predicted=139.760285, expected=192.000000 predicted=139.258300, expected=160.000000 predicted=147.832812, expected=76.000000 predicted=82.549774, expected=80.000000 predicted=89.710692, expected=68.000000 predicted=100.663729, expected=92.000000 predicted=128.656097, expected=128.000000 predicted=138.149409, expected=176.000000 predicted=126.852223, expected=144.000000 predicted=113.158085, expected=116.000000 predicted=102.579944, expected=192.000000 predicted=155.070953, expected=40.000000 predicted=68.341833, expected=100.000000 predicted=147.347478, expected=204.000000 predicted=174.659816, expected=252.000000 predicted=167.851530, expected=116.000000 predicted=150.252975, expected=72.000000 predicted=83.944343, expected=176.000000 predicted=151.038542, expected=24.000000 predicted=79.622306, expected=144.000000 predicted=202.885968, expected=144.000000 predicted=125.514959, expected=220.000000 predicted=141.940721, expected=148.000000 predicted=162.249551, expected=72.000000 predicted=61.703985, expected=56.000000 predicted=109.293850, expected=120.000000 predicted=125.014972, expected=88.000000 predicted=130.863271, expected=164.000000 predicted=157.665212, expected=252.000000 predicted=168.935161, expected=136.000000 predicted=90.611976, expected=64.000000 predicted=109.514211, expected=60.000000 predicted=87.777683, expected=68.000000 predicted=99.965156, expected=144.000000 predicted=181.910748, expected=140.000000 predicted=128.461224, expected=224.000000 predicted=154.561136, expected=156.000000 predicted=112.008203, expected=132.000000 predicted=112.638498, expected=92.000000 predicted=124.628937, expected=44.000000 predicted=85.178717, expected=64.000000 predicted=135.729665, expected=80.000000 predicted=106.277910, expected=132.000000 predicted=124.955834, expected=120.000000 predicted=103.365030, expected=264.000000 predicted=169.667561, expected=96.000000 predicted=72.845031, expected=80.000000 predicted=98.723259, expected=84.000000 predicted=117.852307, expected=184.000000 predicted=139.868958, expected=320.000000 predicted=280.169931, expected=128.000000 predicted=101.986545, expected=72.000000 predicted=107.071825, expected=84.000000 predicted=102.048577, expected=60.000000 predicted=98.132043, expected=148.000000 predicted=217.332818, expected=144.000000 predicted=126.931032, expected=208.000000 predicted=146.533611, expected=80.000000 predicted=83.392471, expected=100.000000 predicted=97.418442, expected=76.000000 predicted=110.291932, expected=68.000000 predicted=93.924838, expected=140.000000 predicted=168.914244, expected=192.000000 predicted=132.253180, expected=180.000000 predicted=138.581493, expected=76.000000 predicted=84.710889, expected=80.000000 predicted=91.370454, expected=44.000000 predicted=85.143201, expected=52.000000 predicted=107.948201, expected=84.000000 predicted=122.981058, expected=148.000000 predicted=108.848753, expected=236.000000 predicted=159.849168, expected=148.000000 predicted=96.927173, expected=152.000000 predicted=123.971935, expected=96.000000 predicted=98.682615, expected=72.000000 predicted=105.282837, expected=124.000000 predicted=173.476524, expected=152.000000 predicted=139.303887, expected=268.000000 predicted=210.256602, expected=124.000000 predicted=105.127901, expected=80.000000 predicted=96.115837, expected=84.000000 predicted=115.354175, expected=84.000000 predicted=102.827687, expected=112.000000 predicted=173.953802, expected=108.000000 predicted=111.345538, expected=236.000000 predicted=166.485449, expected=156.000000 predicted=113.969084, expected=48.000000 predicted=74.372545, expected=68.000000 predicted=108.497155, expected=76.000000 predicted=82.384395, expected=96.000000 predicted=145.944621, expected=84.000000 predicted=113.051271, expected=116.000000 predicted=87.903579, expected=72.000000 predicted=68.766720, expected=140.000000 predicted=115.036989, expected=64.000000 predicted=73.708104, expected=32.000000 predicted=60.268922, expected=56.000000 predicted=89.506025, expected=72.000000 predicted=63.526210, expected=56.000000 predicted=87.079058, expected=36.000000 predicted=51.331402, expected=108.000000 predicted=77.187695, expected=68.000000 predicted=54.005914, expected=132.000000 predicted=107.244811, expected=264.000000 predicted=169.730792, expected=208.000000 predicted=117.698429, expected=168.000000 predicted=153.842319, expected=104.000000 predicted=104.797966, expected=48.000000 predicted=89.226440, expected=104.000000 predicted=174.252132, expected=148.000000 predicted=161.208563, expected=260.000000 predicted=208.669696, expected=72.000000 predicted=80.221841, expected=156.000000 predicted=132.278946, expected=60.000000 predicted=81.033017, expected=32.000000 predicted=79.854641, expected=60.000000 predicted=152.977206, expected=132.000000 predicted=94.867935, expected=228.000000 predicted=183.792200, expected=100.000000 predicted=76.283029, expected=100.000000 predicted=90.153775, expected=72.000000 predicted=75.380269, expected=16.000000 predicted=61.701696, expected=204.000000 predicted=214.400226, expected=176.000000 predicted=120.859985, expected=128.000000 predicted=115.382082, expected=144.000000 predicted=130.203648, expected=108.000000 predicted=67.953190, expected=88.000000 predicted=138.518813, expected=76.000000 predicted=121.756089, expected=52.000000 predicted=84.006715, expected=120.000000 predicted=129.112407, expected=200.000000 predicted=149.630942, expected=92.000000 predicted=81.817474, expected=44.000000 predicted=75.032842, expected=96.000000 predicted=87.601885, expected=96.000000 predicted=93.916408, expected=92.000000 predicted=133.298718, expected=108.000000 predicted=103.783435, expected=40.000000 predicted=42.041954, expected=40.000000 predicted=71.110576, expected=108.000000 predicted=101.976251, expected=108.000000 predicted=88.635603, expected=84.000000 predicted=93.450213, expected=68.000000 predicted=63.428682, expected=124.000000 predicted=89.106866, expected=200.000000 predicted=150.424071, expected=164.000000 predicted=130.383191, expected=72.000000 predicted=86.702864, expected=68.000000 predicted=84.652447, expected=72.000000 predicted=93.424988, expected=88.000000 predicted=128.072300, expected=168.000000 predicted=160.568407, expected=280.000000 predicted=179.046333, expected=132.000000 predicted=95.793640, expected=80.000000 predicted=99.876715, expected=76.000000 predicted=96.267161, expected=44.000000 predicted=89.999990, expected=52.000000 predicted=147.726138, expected=112.000000 predicted=117.096197, expected=188.000000 predicted=130.639266, expected=60.000000 predicted=60.741193, expected=136.000000 predicted=112.986010, expected=180.000000 predicted=121.351643, expected=124.000000 predicted=107.000944, expected=88.000000 predicted=141.492788, expected=192.000000 predicted=140.933642, expected=284.000000 predicted=203.243294, expected=124.000000 predicted=137.369537, expected=96.000000 predicted=133.854523, expected=156.000000 predicted=136.958074, expected=136.000000 predicted=143.271963, expected=108.000000 predicted=182.092402, expected=160.000000 predicted=150.496382, expected=228.000000 predicted=163.127720, expected=120.000000 predicted=127.270574, expected=72.000000 predicted=116.303389, expected=124.000000 predicted=127.411353, expected=36.000000 predicted=77.886772, expected=76.000000 predicted=145.551150, expected=76.000000 predicted=93.099360, expected=140.000000 predicted=103.352455, expected=68.000000 predicted=87.630594, expected=104.000000 predicted=82.501169, expected=108.000000 predicted=94.552734, expected=48.000000 predicted=56.100871, expected=132.000000 predicted=141.886082, expected=192.000000 predicted=128.251001, expected=196.000000 predicted=144.908730, expected=80.000000 predicted=99.089208, expected=104.000000 predicted=98.349409, expected=112.000000 predicted=118.774528, expected=92.000000 predicted=125.696987, expected=216.000000 predicted=207.014592, expected=32.000000 predicted=43.390012, expected=192.000000 predicted=169.077396, expected=152.000000 predicted=126.569089, expected=4.000000 predicted=39.531128, expected=80.000000 predicted=161.339202, expected=36.000000 predicted=26.848571, expected=24.000000 predicted=90.436133, expected=88.000000 predicted=116.633681, expected=88.000000 predicted=42.773546, expected=12.000000 predicted=41.402533, expected=32.000000 predicted=45.652886, expected=68.000000 predicted=46.570666, expected=56.000000 predicted=60.366265, expected=48.000000 predicted=66.207156, expected=128.000000 predicted=79.280376, expected=140.000000 predicted=83.627725, expected=60.000000 predicted=63.389905, expected=60.000000 predicted=72.656730, expected=84.000000 predicted=69.910038, expected=44.000000 predicted=72.835601, expected=64.000000 predicted=98.767619, expected=120.000000 predicted=91.545680, expected=148.000000 predicted=100.409768, expected=92.000000 predicted=87.293903, expected=48.000000 predicted=58.082564, expected=76.000000 predicted=77.906663, expected=68.000000 predicted=83.613624, expected=44.000000 predicted=85.769351, expected=120.000000 predicted=109.344395, expected=260.000000 predicted=156.099497, expected=96.000000 predicted=73.603978, expected=28.000000 predicted=71.235410, expected=96.000000 predicted=90.555571, expected=48.000000 predicted=63.124475, expected=76.000000 predicted=152.088679, expected=132.000000 predicted=114.595125, expected=88.000000 predicted=54.613464, expected=40.000000 predicted=71.428700, expected=124.000000 predicted=98.680924, expected=140.000000 predicted=99.724331, expected=56.000000 predicted=84.871108, expected=68.000000 predicted=90.954986, expected=56.000000 predicted=50.255235, expected=136.000000 predicted=124.297304, expected=88.000000 predicted=100.988979, expected=40.000000 predicted=53.227894, expected=44.000000 predicted=64.848908, expected=56.000000 predicted=53.108557, expected=88.000000 predicted=101.620782, expected=60.000000 predicted=67.889324, expected=168.000000 predicted=113.939759, expected=108.000000 predicted=71.465324, expected=28.000000 predicted=48.132146, expected=56.000000 predicted=85.063094, expected=64.000000 predicted=56.361291, expected=144.000000 predicted=144.043454, expected=76.000000 predicted=81.962029, expected=220.000000 predicted=142.172617, expected=112.000000 predicted=79.678793, expected=84.000000 predicted=85.857942, expected=108.000000 predicted=134.355896, expected=52.000000 predicted=56.710144, expected=16.000000 predicted=106.944879, expected=100.000000 predicted=107.470996, expected=52.000000 predicted=53.545456, expected=140.000000 predicted=125.290970, expected=28.000000 predicted=36.267827, expected=56.000000 predicted=49.286910, expected=52.000000 predicted=74.068925, expected=80.000000 predicted=61.414576, expected=96.000000 predicted=110.167772, expected=172.000000 predicted=105.787684, expected=52.000000 predicted=50.383738, expected=28.000000 predicted=54.627180, expected=72.000000 predicted=82.022568, expected=28.000000 predicted=46.658784, expected=76.000000 predicted=116.336339, expected=100.000000 predicted=74.975250, expected=20.000000 predicted=21.012663, expected=32.000000 predicted=60.147579, expected=80.000000 predicted=56.815405, expected=56.000000 predicted=54.548425, expected=24.000000 predicted=59.343891, expected=40.000000 predicted=37.734480, expected=100.000000 predicted=65.881409, expected=72.000000 predicted=66.243340, expected=56.000000 predicted=59.927600, expected=52.000000 predicted=46.052964, expected=16.000000 predicted=27.076313, expected=60.000000 Test MSE: 2994.129
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301])] predicted=88.607391, expected=72.000000 predicted=72.315872, expected=144.000000 predicted=98.078912, expected=116.000000 predicted=87.865801, expected=40.000000 predicted=65.864488, expected=112.000000 predicted=90.885558, expected=68.000000 predicted=84.740885, expected=28.000000 predicted=77.367067, expected=132.000000 predicted=97.321947, expected=112.000000 predicted=84.970009, expected=116.000000 predicted=101.109201, expected=108.000000 predicted=93.810907, expected=40.000000 predicted=70.096916, expected=80.000000 predicted=96.700664, expected=92.000000 predicted=94.158828, expected=104.000000 predicted=96.270001, expected=40.000000 predicted=71.790603, expected=20.000000 predicted=48.778403, expected=56.000000 predicted=64.321826, expected=40.000000 predicted=58.312546, expected=92.000000 predicted=71.158784, expected=4.000000 predicted=32.843739, expected=48.000000 predicted=40.140451, expected=28.000000 predicted=42.132762, expected=64.000000 predicted=48.923785, expected=48.000000 predicted=52.506562, expected=84.000000 predicted=49.275602, expected=52.000000 predicted=52.733185, expected=32.000000 predicted=43.189250, expected=56.000000 predicted=56.218854, expected=64.000000 predicted=56.897565, expected=80.000000 predicted=67.979505, expected=76.000000 predicted=62.462452, expected=40.000000 predicted=50.194956, expected=144.000000 predicted=89.153982, expected=112.000000 predicted=90.485793, expected=152.000000 predicted=109.452241, expected=56.000000 predicted=84.794343, expected=84.000000 predicted=86.524418, expected=132.000000 predicted=121.482247, expected=28.000000 predicted=81.244273, expected=36.000000 predicted=77.022626, expected=96.000000 predicted=75.571435, expected=32.000000 predicted=61.997178, expected=124.000000 predicted=91.356086, expected=16.000000 predicted=43.807413, expected=120.000000 predicted=76.228472, expected=240.000000 predicted=135.644772, expected=112.000000 predicted=101.624554, expected=28.000000 predicted=88.084097, expected=120.000000 predicted=97.997378, expected=80.000000 predicted=109.876066, expected=72.000000 predicted=114.528703, expected=164.000000 predicted=112.883033, expected=136.000000 predicted=100.707127, expected=8.000000 predicted=78.352097, expected=56.000000 predicted=76.870246, expected=108.000000 predicted=92.719332, expected=24.000000 predicted=78.817558, expected=56.000000 predicted=70.015669, expected=28.000000 predicted=37.531908, expected=24.000000 predicted=43.685217, expected=56.000000 predicted=57.134375, expected=132.000000 predicted=67.937280, expected=60.000000 predicted=59.193280, expected=68.000000 predicted=58.017567, expected=112.000000 predicted=77.401503, expected=64.000000 predicted=74.770542, expected=40.000000 predicted=75.780778, expected=76.000000 predicted=69.607428, expected=56.000000 predicted=65.904112, expected=8.000000 predicted=53.110921, expected=92.000000 predicted=64.519219, expected=44.000000 predicted=49.172500, expected=92.000000 predicted=69.531836, expected=12.000000 predicted=42.252270, expected=60.000000 predicted=47.178128, expected=76.000000 predicted=69.040351, expected=128.000000 predicted=79.163342, expected=236.000000 predicted=131.318228, expected=120.000000 predicted=98.422761, expected=112.000000 predicted=111.398465, expected=64.000000 predicted=103.006537, expected=36.000000 predicted=98.282667, expected=128.000000 predicted=132.514507, expected=160.000000 predicted=119.181342, expected=96.000000 predicted=100.192751, expected=104.000000 predicted=94.327808, expected=88.000000 predicted=90.500597, expected=68.000000 predicted=100.427967, expected=92.000000 predicted=105.699289, expected=196.000000 predicted=126.669501, expected=48.000000 predicted=88.599257, expected=4.000000 predicted=63.688372, expected=112.000000 predicted=89.397890, expected=84.000000 predicted=88.962926, expected=60.000000 predicted=91.768178, expected=128.000000 predicted=81.821677, expected=88.000000 predicted=72.079495, expected=100.000000 predicted=98.121714, expected=88.000000 predicted=89.247031, expected=160.000000 predicted=111.382994, expected=84.000000 predicted=105.004024, expected=92.000000 predicted=97.425556, expected=96.000000 predicted=100.821432, expected=8.000000 predicted=69.226494, expected=108.000000 predicted=102.763687, expected=88.000000 predicted=81.909613, expected=84.000000 predicted=81.906952, expected=160.000000 predicted=106.723628, expected=48.000000 predicted=65.812201, expected=28.000000 predicted=74.630731, expected=72.000000 predicted=78.074864, expected=44.000000 predicted=67.624317, expected=92.000000 predicted=88.361640, expected=108.000000 predicted=72.671520, expected=124.000000 predicted=82.541545, expected=44.000000 predicted=70.790435, expected=84.000000 predicted=77.399434, expected=68.000000 predicted=82.604210, expected=188.000000 predicted=122.972649, expected=140.000000 predicted=117.688100, expected=148.000000 predicted=111.736623, expected=144.000000 predicted=126.069234, expected=52.000000 predicted=100.047346, expected=96.000000 predicted=127.177540, expected=24.000000 predicted=87.492193, expected=68.000000 predicted=90.767421, expected=64.000000 predicted=80.173586, expected=40.000000 predicted=52.723758, expected=68.000000 predicted=65.384542, expected=12.000000 predicted=35.207565, expected=32.000000 predicted=45.572972, expected=32.000000 predicted=41.221296, expected=28.000000 predicted=34.063696, expected=12.000000 predicted=30.202937, expected=60.000000 predicted=33.675434, expected=88.000000 predicted=51.357225, expected=184.000000 predicted=90.489457, expected=88.000000 predicted=73.948788, expected=88.000000 predicted=77.141443, expected=64.000000 predicted=82.656526, expected=220.000000 predicted=140.583229, expected=164.000000 predicted=148.519367, expected=52.000000 predicted=95.489410, expected=40.000000 predicted=85.945424, expected=40.000000 predicted=79.519951, expected=20.000000 predicted=88.693908, expected=16.000000 predicted=58.165484, expected=104.000000 predicted=59.400355, expected=216.000000 predicted=103.299366, expected=88.000000 predicted=78.216367, expected=104.000000 predicted=84.669585, expected=184.000000 predicted=121.418927, expected=160.000000 predicted=142.922425, expected=56.000000 predicted=125.472959, expected=116.000000 predicted=113.196941, expected=260.000000 predicted=168.587056, expected=176.000000 predicted=166.093701, expected=20.000000 predicted=108.009585, expected=60.000000 predicted=95.094425, expected=380.000000 predicted=213.551884, expected=56.000000 predicted=143.236602, expected=36.000000 predicted=110.516252, expected=168.000000 predicted=123.701940, expected=76.000000 predicted=104.634181, expected=40.000000 predicted=135.960685, expected=196.000000 predicted=115.597708, expected=24.000000 predicted=65.067413, expected=72.000000 predicted=101.130839, expected=280.000000 predicted=147.444813, expected=204.000000 predicted=134.792400, expected=32.000000 predicted=121.774384, expected=20.000000 predicted=81.129986, expected=12.000000 predicted=76.756400, expected=28.000000 predicted=100.579694, expected=40.000000 predicted=69.477497, expected=28.000000 predicted=26.903451, expected=12.000000 predicted=20.240816, expected=24.000000 predicted=22.433861, expected=52.000000 predicted=34.461689, expected=44.000000 predicted=35.552670, expected=12.000000 predicted=24.606139, expected=60.000000 predicted=37.922871, expected=96.000000 predicted=54.949357, expected=128.000000 predicted=77.392006, expected=8.000000 predicted=44.378268, expected=56.000000 predicted=55.641058, expected=60.000000 predicted=63.941219, expected=40.000000 predicted=60.662945, expected=84.000000 predicted=76.220400, expected=36.000000 predicted=38.761632, expected=52.000000 predicted=54.550965, expected=56.000000 predicted=55.340002, expected=40.000000 predicted=46.265914, expected=24.000000 predicted=47.171226, expected=20.000000 predicted=33.339881, expected=12.000000 predicted=30.281961, expected=100.000000 predicted=56.802868, expected=48.000000 predicted=40.267434, expected=48.000000 predicted=41.990897, expected=60.000000 predicted=48.035149, expected=72.000000 predicted=53.661947, expected=36.000000 predicted=59.027275, expected=96.000000 predicted=67.495095, expected=192.000000 predicted=103.877520, expected=108.000000 predicted=91.036035, expected=112.000000 predicted=103.751514, expected=40.000000 predicted=77.084743, expected=44.000000 predicted=85.304141, expected=88.000000 predicted=105.942484, expected=72.000000 predicted=77.744754, expected=40.000000 predicted=65.495354, expected=68.000000 predicted=59.350680, expected=72.000000 predicted=62.318531, expected=44.000000 predicted=61.394867, expected=48.000000 predicted=57.377846, expected=24.000000 predicted=41.682042, expected=140.000000 predicted=83.433361, expected=88.000000 predicted=71.666856, expected=40.000000 predicted=56.663607, expected=52.000000 predicted=61.958186, expected=52.000000 predicted=56.304901, expected=44.000000 predicted=70.820162, expected=92.000000 predicted=71.695806, expected=92.000000 predicted=65.226313, expected=48.000000 predicted=58.083041, expected=44.000000 predicted=57.607126, expected=84.000000 predicted=68.057344, expected=72.000000 predicted=72.743337, expected=52.000000 predicted=65.330754, expected=24.000000 predicted=46.658566, expected=144.000000 predicted=84.317454, expected=88.000000 predicted=77.744415, expected=60.000000 predicted=70.783977, expected=68.000000 predicted=70.754482, expected=20.000000 predicted=49.720526, expected=12.000000 predicted=62.327680, expected=104.000000 predicted=72.616076, expected=68.000000 predicted=56.118536, expected=64.000000 predicted=59.873394, expected=60.000000 predicted=52.530842, expected=68.000000 predicted=57.072834, expected=24.000000 predicted=59.246344, expected=48.000000 predicted=55.553414, expected=104.000000 predicted=70.867624, expected=100.000000 predicted=72.272834, expected=64.000000 predicted=67.319630, expected=32.000000 predicted=51.382825, expected=36.000000 predicted=55.546715, expected=128.000000 predicted=91.602488, expected=68.000000 predicted=71.459275, expected=80.000000 predicted=71.482611, expected=12.000000 predicted=45.346146, expected=52.000000 predicted=57.193501, expected=40.000000 predicted=64.525562, expected=8.000000 predicted=37.007009, expected=124.000000 predicted=73.393046, expected=144.000000 predicted=73.360031, expected=144.000000 predicted=94.517248, expected=60.000000 predicted=75.912104, expected=76.000000 predicted=80.158882, expected=48.000000 predicted=89.422064, expected=48.000000 predicted=83.621856, expected=72.000000 predicted=82.214524, expected=84.000000 predicted=67.568488, expected=32.000000 predicted=54.755870, expected=96.000000 predicted=70.211099, expected=44.000000 predicted=54.958249, expected=12.000000 predicted=48.039016, expected=56.000000 predicted=59.000139, expected=152.000000 predicted=79.938331, expected=116.000000 predicted=87.645898, expected=16.000000 predicted=52.492777, expected=20.000000 predicted=48.803553, expected=64.000000 predicted=66.424039, expected=40.000000 predicted=69.005305, expected=12.000000 predicted=45.663149, expected=44.000000 predicted=34.097345, expected=152.000000 predicted=72.826913, expected=72.000000 predicted=62.876039, expected=60.000000 predicted=61.631661, expected=32.000000 predicted=50.192573, expected=12.000000 predicted=47.050292, expected=32.000000 predicted=64.308653, expected=40.000000 predicted=43.489628, expected=40.000000 predicted=39.006176, expected=20.000000 predicted=27.257543, expected=8.000000 predicted=19.664368, expected=32.000000 predicted=29.680306, expected=32.000000 predicted=29.607637, expected=36.000000 predicted=30.776668, expected=12.000000 predicted=20.003443, expected=12.000000 predicted=17.986260, expected=64.000000 predicted=38.866677, expected=36.000000 predicted=31.097773, expected=28.000000 predicted=31.292203, expected=24.000000 predicted=26.405200, expected=4.000000 predicted=19.613347, expected=128.000000 predicted=68.556123, expected=28.000000 predicted=34.418318, expected=48.000000 predicted=44.120370, expected=16.000000 predicted=34.022652, expected=12.000000 predicted=27.677290, expected=56.000000 predicted=59.334017, expected=24.000000 predicted=27.045058, expected=76.000000 predicted=48.838624, expected=80.000000 predicted=48.291209, expected=40.000000 predicted=41.038358, expected=40.000000 predicted=51.129663, expected=32.000000 predicted=41.484244, expected=28.000000 predicted=46.751914, expected=76.000000 predicted=59.004574, expected=120.000000 predicted=67.894001, expected=48.000000 predicted=51.722416, expected=72.000000 predicted=62.983886, expected=112.000000 predicted=78.577390, expected=8.000000 predicted=55.754097, expected=48.000000 predicted=71.662455, expected=72.000000 predicted=60.599120, expected=88.000000 predicted=70.356789, expected=32.000000 predicted=59.360259, expected=72.000000 predicted=53.511090, expected=68.000000 predicted=61.594701, expected=44.000000 predicted=58.451276, expected=56.000000 predicted=63.056157, expected=40.000000 predicted=46.096695, expected=60.000000 predicted=58.997864, expected=44.000000 predicted=51.354447, expected=12.000000 predicted=35.332825, expected=24.000000 predicted=38.199102, expected=20.000000 predicted=30.077995, expected=56.000000 predicted=42.904158, expected=32.000000 predicted=31.952873, expected=64.000000 predicted=39.026615, expected=56.000000 predicted=42.550714, expected=36.000000 predicted=38.789232, expected=60.000000 predicted=53.962126, expected=68.000000 predicted=52.886449, expected=68.000000 predicted=60.789504, expected=88.000000 predicted=67.869390, expected=104.000000 predicted=73.862739, expected=44.000000 predicted=63.312956, expected=20.000000 predicted=56.096677, expected=36.000000 predicted=55.571991, expected=28.000000 predicted=49.980952, expected=80.000000 predicted=64.403190, expected=160.000000 predicted=81.585377, expected=244.000000 predicted=120.048562, expected=92.000000 predicted=93.323120, expected=44.000000 predicted=86.753972, expected=112.000000 predicted=116.396276, expected=72.000000 predicted=110.199128, expected=48.000000 predicted=106.315635, expected=52.000000 predicted=69.315757, expected=144.000000 predicted=89.449164, expected=32.000000 predicted=67.508323, expected=40.000000 predicted=61.930210, expected=16.000000 predicted=45.559455, expected=28.000000 predicted=44.780464, expected=36.000000 predicted=56.980116, expected=32.000000 predicted=30.258224, expected=756.000000 predicted=285.220886, expected=796.000000 predicted=387.223305, expected=736.000000 predicted=482.677080, expected=372.000000 predicted=388.336956, expected=484.000000 predicted=461.369881, expected=4.000000 predicted=375.569176, expected=52.000000 predicted=314.180264, expected=36.000000 predicted=240.885453, expected=140.000000 predicted=166.031188, expected=108.000000 predicted=180.146792, expected=20.000000 predicted=39.958512, expected=40.000000 predicted=55.099295, expected=56.000000 predicted=53.243804, expected=32.000000 predicted=58.428052, expected=48.000000 predicted=57.586756, expected=140.000000 predicted=84.094992, expected=64.000000 predicted=63.108681, expected=84.000000 predicted=76.218559, expected=32.000000 predicted=51.022998, expected=48.000000 predicted=52.784071, expected=192.000000 predicted=136.452134, expected=44.000000 predicted=65.742910, expected=56.000000 predicted=71.376276, expected=68.000000 predicted=67.374536, expected=84.000000 predicted=71.117356, expected=64.000000 predicted=91.666641, expected=116.000000 predicted=85.881580, expected=28.000000 predicted=53.403158, expected=28.000000 predicted=48.873577, expected=52.000000 predicted=59.436125, expected=8.000000 predicted=30.983148, expected=80.000000 predicted=69.986739, expected=76.000000 predicted=56.515764, expected=36.000000 predicted=40.784715, expected=60.000000 predicted=57.105253, expected=76.000000 predicted=56.163540, expected=96.000000 predicted=80.831581, expected=44.000000 predicted=60.697641, expected=88.000000 predicted=70.722829, expected=140.000000 predicted=102.538314, expected=152.000000 predicted=117.568458, expected=68.000000 predicted=91.347323, expected=60.000000 predicted=74.004066, expected=84.000000 predicted=88.036881, expected=104.000000 predicted=102.841053, expected=80.000000 predicted=95.675042, expected=24.000000 predicted=53.244466, expected=88.000000 predicted=75.151596, expected=44.000000 predicted=60.194900, expected=48.000000 predicted=61.172935, expected=80.000000 predicted=71.849748, expected=100.000000 predicted=71.508794, expected=16.000000 predicted=50.049109, expected=52.000000 predicted=52.820854, expected=28.000000 predicted=41.515131, expected=16.000000 predicted=35.883042, expected=8.000000 predicted=33.681361, expected=12.000000 predicted=14.903453, expected=16.000000 predicted=22.166033, expected=52.000000 predicted=33.801460, expected=24.000000 predicted=23.035183, expected=84.000000 predicted=49.905778, expected=8.000000 predicted=23.196942, expected=20.000000 predicted=24.608108, expected=40.000000 Test MSE: 5611.352
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832])] predicted=14.091794, expected=4.000000 predicted=12.714545, expected=12.000000 predicted=11.620576, expected=8.000000 predicted=11.055492, expected=8.000000 predicted=9.796143, expected=12.000000 predicted=8.671060, expected=8.000000 predicted=8.379013, expected=8.000000 predicted=9.503536, expected=8.000000 predicted=8.615307, expected=24.000000 predicted=10.391661, expected=16.000000 predicted=13.536727, expected=4.000000 predicted=11.638213, expected=16.000000 predicted=11.853326, expected=20.000000 predicted=13.723150, expected=12.000000 predicted=16.311955, expected=28.000000 predicted=15.879902, expected=8.000000 predicted=14.961557, expected=8.000000 predicted=14.841891, expected=4.000000 predicted=13.990449, expected=8.000000 predicted=10.222383, expected=12.000000 predicted=12.612629, expected=4.000000 predicted=7.734962, expected=12.000000 predicted=7.713298, expected=12.000000 predicted=8.483655, expected=12.000000 predicted=9.773733, expected=8.000000 predicted=10.605584, expected=12.000000 predicted=9.216864, expected=4.000000 predicted=10.400710, expected=8.000000 predicted=9.040360, expected=4.000000 predicted=8.455834, expected=8.000000 predicted=6.863978, expected=4.000000 predicted=7.373484, expected=16.000000 predicted=6.479580, expected=20.000000 predicted=10.273751, expected=8.000000 predicted=10.296629, expected=40.000000 predicted=14.617220, expected=8.000000 predicted=17.253570, expected=12.000000 predicted=16.513552, expected=20.000000 predicted=18.150169, expected=4.000000 predicted=14.479780, expected=4.000000 predicted=16.527929, expected=12.000000 predicted=9.175551, expected=16.000000 predicted=10.892599, expected=16.000000 predicted=13.182313, expected=8.000000 predicted=10.304247, expected=8.000000 predicted=9.947016, expected=8.000000 predicted=11.005826, expected=12.000000 predicted=11.209863, expected=20.000000 predicted=12.258388, expected=8.000000 predicted=11.348890, expected=8.000000 predicted=10.427161, expected=4.000000 predicted=9.754619, expected=8.000000 predicted=9.325575, expected=16.000000 predicted=11.163499, expected=8.000000 predicted=9.197341, expected=12.000000 predicted=9.239598, expected=4.000000 predicted=8.683168, expected=28.000000 predicted=11.026088, expected=20.000000 predicted=15.922181, expected=12.000000 predicted=14.097531, expected=4.000000 predicted=13.770553, expected=12.000000 predicted=11.414467, expected=4.000000 predicted=14.412775, expected=4.000000 predicted=9.736623, expected=8.000000 predicted=7.544205, expected=16.000000 predicted=7.293025, expected=8.000000 predicted=9.652973, expected=4.000000 predicted=7.301920, expected=16.000000 predicted=8.417487, expected=12.000000 predicted=10.587340, expected=12.000000 predicted=11.812994, expected=12.000000 predicted=10.815711, expected=8.000000 predicted=10.097163, expected=4.000000 predicted=10.977349, expected=4.000000 predicted=8.532899, expected=4.000000 predicted=7.295489, expected=8.000000 predicted=6.745128, expected=4.000000 predicted=5.783265, expected=4.000000 predicted=4.561646, expected=8.000000 predicted=5.096677, expected=40.000000 predicted=10.007485, expected=4.000000 predicted=13.673653, expected=4.000000 predicted=10.080187, expected=16.000000 predicted=11.704019, expected=8.000000 predicted=12.046857, expected=4.000000 predicted=14.993020, expected=16.000000 predicted=8.038309, expected=4.000000 predicted=8.554828, expected=4.000000 predicted=9.042998, expected=8.000000 predicted=7.299768, expected=4.000000 predicted=6.129277, expected=4.000000 predicted=7.353657, expected=12.000000 predicted=5.613756, expected=4.000000 predicted=6.161322, expected=4.000000 predicted=6.146761, expected=8.000000 predicted=5.734929, expected=4.000000 predicted=5.695650, expected=12.000000 predicted=7.459703, expected=12.000000 predicted=7.388732, expected=8.000000 predicted=7.938511, expected=4.000000 predicted=8.299678, expected=12.000000 predicted=7.729201, expected=4.000000 predicted=9.074241, expected=20.000000 predicted=9.534008, expected=8.000000 predicted=10.224625, expected=16.000000 predicted=9.733533, expected=16.000000 predicted=13.172790, expected=12.000000 predicted=11.888627, expected=4.000000 predicted=13.679911, expected=8.000000 predicted=9.821536, expected=4.000000 predicted=10.169312, expected=12.000000 predicted=9.248823, expected=20.000000 predicted=10.293666, expected=16.000000 predicted=10.751878, expected=28.000000 predicted=14.474336, expected=8.000000 predicted=15.078350, expected=4.000000 predicted=13.999958, expected=16.000000 predicted=14.867514, expected=4.000000 predicted=12.635245, expected=4.000000 predicted=11.888990, expected=4.000000 predicted=6.714813, expected=8.000000 predicted=5.739711, expected=12.000000 predicted=8.696710, expected=20.000000 predicted=8.518750, expected=8.000000 predicted=9.956069, expected=8.000000 predicted=9.523547, expected=4.000000 predicted=9.679556, expected=12.000000 predicted=9.805695, expected=8.000000 predicted=11.060588, expected=4.000000 predicted=7.457667, expected=4.000000 predicted=6.730224, expected=8.000000 predicted=5.942450, expected=8.000000 predicted=7.672530, expected=8.000000 predicted=6.944305, expected=24.000000 predicted=8.767647, expected=4.000000 predicted=10.120671, expected=4.000000 predicted=9.046211, expected=4.000000 predicted=8.356446, expected=8.000000 predicted=7.534150, expected=4.000000 predicted=9.536399, expected=4.000000 predicted=4.581124, expected=16.000000 predicted=6.175491, expected=4.000000 predicted=7.074186, expected=20.000000 predicted=8.885985, expected=8.000000 predicted=9.942833, expected=8.000000 predicted=9.153209, expected=4.000000 predicted=10.711360, expected=12.000000 predicted=7.926629, expected=24.000000 predicted=13.174063, expected=12.000000 predicted=12.121764, expected=8.000000 predicted=11.528291, expected=8.000000 predicted=10.543625, expected=4.000000 predicted=10.705024, expected=4.000000 predicted=10.683349, expected=4.000000 predicted=6.838747, expected=4.000000 predicted=5.307312, expected=16.000000 predicted=6.507123, expected=12.000000 predicted=7.753207, expected=28.000000 predicted=10.925183, expected=4.000000 predicted=12.459858, expected=4.000000 predicted=10.095098, expected=24.000000 predicted=13.901633, expected=12.000000 predicted=13.971103, expected=8.000000 predicted=14.967615, expected=12.000000 predicted=10.220598, expected=12.000000 predicted=10.814253, expected=8.000000 predicted=13.606249, expected=4.000000 predicted=9.586896, expected=12.000000 predicted=8.661533, expected=16.000000 predicted=10.667889, expected=4.000000 predicted=10.148848, expected=24.000000 predicted=10.673772, expected=32.000000 predicted=14.933183, expected=8.000000 predicted=17.002148, expected=8.000000 predicted=15.705250, expected=20.000000 predicted=14.079578, expected=8.000000 predicted=16.757173, expected=12.000000 predicted=15.995876, expected=8.000000 predicted=10.717558, expected=12.000000 predicted=10.400145, expected=28.000000 predicted=14.940788, expected=16.000000 predicted=14.520241, expected=4.000000 predicted=13.936536, expected=16.000000 predicted=13.037006, expected=12.000000 predicted=13.855832, expected=12.000000 predicted=15.468960, expected=20.000000 predicted=13.787587, expected=4.000000 predicted=11.236064, expected=4.000000 predicted=11.397019, expected=4.000000 predicted=9.096544, expected=8.000000 predicted=8.024473, expected=16.000000 predicted=10.146781, expected=16.000000 predicted=8.854675, expected=8.000000 predicted=9.644647, expected=12.000000 predicted=10.117373, expected=4.000000 predicted=10.357071, expected=8.000000 predicted=10.451224, expected=20.000000 predicted=11.449161, expected=8.000000 predicted=10.386854, expected=8.000000 predicted=10.411835, expected=8.000000 predicted=8.871715, expected=4.000000 predicted=8.713830, expected=12.000000 predicted=10.450169, expected=4.000000 predicted=7.649122, expected=4.000000 predicted=6.606802, expected=16.000000 predicted=7.733331, expected=24.000000 predicted=10.166011, expected=16.000000 predicted=13.706899, expected=4.000000 predicted=11.541305, expected=40.000000 predicted=15.203868, expected=4.000000 predicted=18.487614, expected=16.000000 predicted=17.406481, expected=4.000000 predicted=14.944008, expected=8.000000 predicted=10.289556, expected=4.000000 predicted=14.920336, expected=4.000000 predicted=5.880730, expected=8.000000 predicted=7.809998, expected=8.000000 predicted=5.809397, expected=8.000000 predicted=6.941700, expected=4.000000 predicted=6.116513, expected=4.000000 predicted=5.656228, expected=16.000000 predicted=7.523715, expected=8.000000 predicted=8.465810, expected=4.000000 predicted=7.711793, expected=12.000000 predicted=7.556188, expected=12.000000 predicted=8.686722, expected=16.000000 predicted=11.767310, expected=4.000000 predicted=10.048090, expected=8.000000 predicted=8.576177, expected=12.000000 predicted=10.422314, expected=8.000000 predicted=9.976504, expected=4.000000 predicted=9.448009, expected=4.000000 predicted=6.298772, expected=4.000000 predicted=6.325596, expected=8.000000 predicted=6.704840, expected=8.000000 predicted=6.268586, expected=8.000000 predicted=6.041632, expected=12.000000 predicted=7.210754, expected=4.000000 predicted=7.426033, expected=12.000000 predicted=8.302458, expected=12.000000 predicted=9.361282, expected=28.000000 predicted=12.045036, expected=12.000000 predicted=14.663036, expected=12.000000 predicted=12.844083, expected=4.000000 predicted=13.402117, expected=24.000000 predicted=13.578958, expected=12.000000 predicted=16.883682, expected=12.000000 predicted=12.670247, expected=4.000000 predicted=11.977673, expected=20.000000 predicted=10.829736, expected=12.000000 predicted=15.102559, expected=4.000000 predicted=10.918767, expected=4.000000 predicted=9.621768, expected=8.000000 predicted=7.517733, expected=12.000000 predicted=10.277635, expected=4.000000 predicted=8.093677, expected=4.000000 predicted=5.916475, expected=4.000000 predicted=5.705948, expected=4.000000 predicted=5.694332, expected=8.000000 predicted=6.247656, expected=4.000000 predicted=4.833129, expected=16.000000 predicted=6.237116, expected=8.000000 predicted=7.774790, expected=12.000000 predicted=8.293179, expected=8.000000 predicted=9.732112, expected=24.000000 predicted=10.777688, expected=4.000000 predicted=13.348299, expected=4.000000 predicted=9.586262, expected=8.000000 predicted=9.978042, expected=12.000000 predicted=8.913862, expected=4.000000 predicted=10.694184, expected=12.000000 predicted=7.007593, expected=8.000000 predicted=7.997267, expected=4.000000 predicted=7.844489, expected=24.000000 predicted=10.364288, expected=12.000000 predicted=10.894753, expected=24.000000 predicted=13.815892, expected=16.000000 predicted=15.431017, expected=16.000000 predicted=14.902556, expected=8.000000 predicted=17.561351, expected=8.000000 predicted=13.136573, expected=4.000000 predicted=13.038275, expected=24.000000 predicted=11.865857, expected=8.000000 predicted=12.610301, expected=8.000000 predicted=9.902632, expected=8.000000 predicted=10.189230, expected=4.000000 predicted=8.252936, expected=4.000000 predicted=10.052845, expected=4.000000 predicted=5.906679, expected=4.000000 predicted=5.253118, expected=44.000000 predicted=10.281399, expected=4.000000 predicted=12.778854, expected=4.000000 predicted=10.439367, expected=4.000000 predicted=10.552456, expected=4.000000 predicted=8.331777, expected=16.000000 predicted=14.407123, expected=8.000000 predicted=7.110385, expected=8.000000 predicted=7.279371, expected=4.000000 predicted=7.413801, expected=4.000000 predicted=6.612071, expected=8.000000 predicted=8.220785, expected=4.000000 predicted=6.162613, expected=8.000000 predicted=6.006634, expected=8.000000 predicted=6.018207, expected=4.000000 predicted=5.927642, expected=8.000000 predicted=6.652929, expected=4.000000 predicted=5.939020, expected=12.000000 predicted=6.996845, expected=24.000000 predicted=9.912129, expected=4.000000 predicted=10.040251, expected=8.000000 predicted=9.844545, expected=8.000000 predicted=9.510457, expected=8.000000 predicted=10.053338, expected=16.000000 predicted=12.077904, expected=16.000000 predicted=9.905734, expected=32.000000 predicted=14.247543, expected=4.000000 predicted=15.222882, expected=4.000000 predicted=12.567935, expected=12.000000 predicted=13.563204, expected=12.000000 predicted=12.681902, expected=8.000000 predicted=13.626125, expected=4.000000 predicted=7.382803, expected=8.000000 predicted=7.366926, expected=20.000000 predicted=10.306240, expected=16.000000 predicted=11.859724, expected=8.000000 predicted=11.110715, expected=40.000000 predicted=14.660308, expected=16.000000 predicted=18.656243, expected=4.000000 predicted=17.874756, expected=36.000000 predicted=19.031166, expected=4.000000 predicted=17.774668, expected=8.000000 predicted=19.242574, expected=24.000000 predicted=15.016857, expected=24.000000 predicted=15.063616, expected=8.000000 predicted=19.881839, expected=12.000000 predicted=12.935248, expected=12.000000 predicted=13.681414, expected=4.000000 predicted=14.282434, expected=16.000000 predicted=13.051165, expected=4.000000 predicted=9.532659, expected=12.000000 predicted=9.727128, expected=4.000000 predicted=9.323307, expected=4.000000 predicted=6.680396, expected=16.000000 predicted=9.419904, expected=24.000000 predicted=10.008149, expected=20.000000 predicted=14.124481, expected=16.000000 predicted=14.254808, expected=8.000000 predicted=14.233949, expected=4.000000 predicted=14.228697, expected=4.000000 predicted=12.703593, expected=4.000000 Test MSE: 64.201
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931])] predicted=13.379341, expected=16.000000 predicted=13.350899, expected=20.000000 predicted=12.744160, expected=16.000000 predicted=14.564831, expected=8.000000 predicted=13.555410, expected=8.000000 predicted=13.481431, expected=24.000000 predicted=15.666154, expected=8.000000 predicted=14.161519, expected=12.000000 predicted=11.913997, expected=8.000000 predicted=11.177446, expected=4.000000 predicted=10.436489, expected=8.000000 predicted=10.304145, expected=16.000000 predicted=9.607000, expected=12.000000 predicted=10.103295, expected=4.000000 predicted=8.103258, expected=16.000000 predicted=9.807409, expected=20.000000 predicted=13.216306, expected=8.000000 predicted=12.417736, expected=20.000000 predicted=12.915258, expected=4.000000 predicted=12.019843, expected=8.000000 predicted=12.056691, expected=4.000000 predicted=10.428769, expected=8.000000 predicted=8.596363, expected=16.000000 predicted=10.098635, expected=8.000000 predicted=8.052176, expected=12.000000 predicted=8.918295, expected=12.000000 predicted=10.009051, expected=24.000000 predicted=13.625848, expected=20.000000 predicted=15.574886, expected=4.000000 predicted=12.681959, expected=4.000000 predicted=11.776428, expected=28.000000 predicted=15.942562, expected=44.000000 predicted=22.092738, expected=4.000000 predicted=16.506694, expected=12.000000 predicted=14.472613, expected=4.000000 predicted=16.363838, expected=8.000000 predicted=16.735036, expected=16.000000 predicted=14.568378, expected=16.000000 predicted=10.272635, expected=12.000000 predicted=10.961276, expected=8.000000 predicted=10.239218, expected=16.000000 predicted=12.690601, expected=8.000000 predicted=12.675270, expected=8.000000 predicted=10.848504, expected=4.000000 predicted=9.029459, expected=48.000000 predicted=16.321679, expected=4.000000 predicted=15.077564, expected=16.000000 predicted=12.946009, expected=8.000000 predicted=14.851052, expected=16.000000 predicted=16.285868, expected=4.000000 predicted=15.711002, expected=4.000000 predicted=8.150612, expected=24.000000 predicted=12.299006, expected=8.000000 predicted=11.013898, expected=4.000000 predicted=8.962297, expected=8.000000 predicted=8.525407, expected=4.000000 predicted=8.847184, expected=12.000000 predicted=9.734790, expected=24.000000 predicted=10.383136, expected=8.000000 predicted=9.908670, expected=16.000000 predicted=11.326647, expected=28.000000 predicted=15.877304, expected=12.000000 predicted=16.730330, expected=16.000000 predicted=16.547957, expected=8.000000 predicted=14.629093, expected=20.000000 predicted=16.684793, expected=4.000000 predicted=14.531717, expected=4.000000 predicted=9.962113, expected=16.000000 predicted=11.443329, expected=24.000000 predicted=13.280248, expected=4.000000 predicted=11.486778, expected=8.000000 predicted=9.219443, expected=12.000000 predicted=11.658813, expected=12.000000 predicted=12.749002, expected=16.000000 predicted=12.411261, expected=8.000000 predicted=9.856087, expected=8.000000 predicted=10.286233, expected=8.000000 predicted=10.586337, expected=8.000000 predicted=9.920092, expected=12.000000 predicted=9.877440, expected=32.000000 predicted=13.117788, expected=16.000000 predicted=14.154908, expected=4.000000 predicted=12.254173, expected=8.000000 predicted=13.027831, expected=8.000000 predicted=13.666908, expected=4.000000 predicted=11.675667, expected=8.000000 predicted=7.720213, expected=16.000000 predicted=8.239564, expected=48.000000 predicted=16.367195, expected=20.000000 predicted=17.568968, expected=20.000000 predicted=18.095093, expected=24.000000 predicted=22.898183, expected=20.000000 predicted=24.913086, expected=24.000000 predicted=25.617177, expected=40.000000 predicted=25.202902, expected=4.000000 predicted=21.584189, expected=28.000000 predicted=22.485214, expected=40.000000 predicted=27.131225, expected=12.000000 predicted=24.435806, expected=16.000000 predicted=22.288383, expected=20.000000 predicted=20.315838, expected=12.000000 predicted=21.295697, expected=24.000000 predicted=20.512260, expected=84.000000 predicted=29.740601, expected=16.000000 predicted=28.451687, expected=12.000000 predicted=25.909787, expected=16.000000 predicted=27.334181, expected=24.000000 predicted=30.063818, expected=56.000000 predicted=36.259644, expected=20.000000 predicted=23.345148, expected=24.000000 predicted=23.910479, expected=12.000000 predicted=25.125102, expected=24.000000 predicted=27.407163, expected=32.000000 predicted=28.663997, expected=16.000000 predicted=21.067621, expected=24.000000 predicted=21.366635, expected=84.000000 predicted=33.256369, expected=16.000000 predicted=32.213968, expected=36.000000 predicted=32.943479, expected=36.000000 predicted=35.396049, expected=16.000000 predicted=36.241062, expected=32.000000 predicted=36.914737, expected=16.000000 predicted=25.502197, expected=12.000000 predicted=24.703253, expected=4.000000 predicted=18.968335, expected=8.000000 predicted=14.891451, expected=16.000000 predicted=14.911324, expected=12.000000 predicted=11.380515, expected=24.000000 predicted=12.515660, expected=20.000000 predicted=13.876213, expected=24.000000 predicted=17.225081, expected=48.000000 predicted=24.267039, expected=8.000000 predicted=22.421187, expected=20.000000 predicted=23.250030, expected=24.000000 predicted=23.994256, expected=12.000000 predicted=23.244709, expected=16.000000 predicted=20.822044, expected=28.000000 predicted=18.141679, expected=36.000000 predicted=23.133653, expected=12.000000 predicted=20.819649, expected=28.000000 predicted=21.568439, expected=24.000000 predicted=24.097650, expected=16.000000 predicted=24.104079, expected=12.000000 predicted=20.797750, expected=20.000000 predicted=18.762609, expected=16.000000 predicted=19.440386, expected=36.000000 predicted=20.881844, expected=20.000000 predicted=19.838927, expected=28.000000 predicted=21.774473, expected=12.000000 predicted=21.538410, expected=4.000000 predicted=19.090787, expected=60.000000 predicted=27.162282, expected=8.000000 predicted=22.447027, expected=24.000000 predicted=21.975071, expected=20.000000 predicted=20.493362, expected=16.000000 predicted=23.084537, expected=28.000000 predicted=25.501185, expected=16.000000 predicted=18.808210, expected=4.000000 predicted=17.732632, expected=24.000000 predicted=17.729175, expected=4.000000 predicted=15.715779, expected=12.000000 predicted=14.574713, expected=8.000000 predicted=10.864075, expected=4.000000 predicted=9.677836, expected=8.000000 predicted=9.611995, expected=20.000000 predicted=9.455211, expected=32.000000 predicted=14.150108, expected=16.000000 predicted=14.369812, expected=4.000000 predicted=13.280732, expected=8.000000 predicted=14.352402, expected=4.000000 predicted=14.442907, expected=12.000000 predicted=12.826174, expected=16.000000 predicted=9.888349, expected=4.000000 predicted=7.868136, expected=16.000000 predicted=9.608844, expected=4.000000 predicted=9.231780, expected=16.000000 predicted=11.434679, expected=4.000000 predicted=9.649005, expected=20.000000 predicted=10.786808, expected=4.000000 predicted=10.366613, expected=28.000000 predicted=12.702787, expected=48.000000 predicted=20.045518, expected=24.000000 predicted=21.621498, expected=12.000000 predicted=21.408709, expected=4.000000 predicted=19.382951, expected=44.000000 predicted=27.819795, expected=20.000000 predicted=25.672250, expected=8.000000 predicted=17.958983, expected=24.000000 predicted=17.926662, expected=24.000000 predicted=21.668906, expected=24.000000 predicted=23.795492, expected=16.000000 predicted=18.729803, expected=40.000000 predicted=22.912043, expected=12.000000 predicted=23.286206, expected=44.000000 predicted=26.491238, expected=24.000000 predicted=26.475473, expected=12.000000 predicted=24.922474, expected=16.000000 predicted=23.895003, expected=12.000000 predicted=20.755807, expected=28.000000 predicted=22.677778, expected=24.000000 predicted=19.167518, expected=24.000000 predicted=19.182766, expected=28.000000 predicted=21.612358, expected=12.000000 predicted=21.436458, expected=36.000000 predicted=25.197658, expected=28.000000 predicted=25.463244, expected=12.000000 predicted=23.309506, expected=24.000000 predicted=22.611836, expected=28.000000 predicted=23.927805, expected=16.000000 predicted=24.057087, expected=12.000000 predicted=19.386927, expected=4.000000 predicted=15.996540, expected=4.000000 predicted=14.819363, expected=16.000000 predicted=13.320649, expected=24.000000 predicted=12.837689, expected=24.000000 predicted=13.787234, expected=8.000000 predicted=12.757846, expected=28.000000 predicted=17.233229, expected=48.000000 predicted=25.180100, expected=28.000000 predicted=26.736456, expected=16.000000 predicted=24.297319, expected=40.000000 predicted=28.207128, expected=4.000000 predicted=27.814853, expected=20.000000 predicted=25.734944, expected=4.000000 predicted=18.192798, expected=24.000000 predicted=18.676586, expected=4.000000 predicted=15.356192, expected=16.000000 predicted=12.096098, expected=24.000000 predicted=15.030163, expected=72.000000 predicted=25.031788, expected=32.000000 predicted=28.551435, expected=24.000000 predicted=27.845222, expected=24.000000 predicted=31.628845, expected=28.000000 predicted=35.011556, expected=20.000000 predicted=32.868815, expected=12.000000 predicted=22.828646, expected=28.000000 predicted=22.673381, expected=28.000000 predicted=23.648497, expected=24.000000 predicted=23.134471, expected=16.000000 predicted=20.887142, expected=28.000000 predicted=22.902591, expected=28.000000 predicted=25.494756, expected=12.000000 predicted=22.291984, expected=20.000000 predicted=20.945734, expected=8.000000 predicted=18.686783, expected=12.000000 predicted=17.758855, expected=12.000000 predicted=14.979289, expected=28.000000 predicted=15.681555, expected=28.000000 predicted=18.074550, expected=12.000000 predicted=16.416001, expected=4.000000 predicted=15.399940, expected=8.000000 predicted=15.362306, expected=16.000000 predicted=16.159420, expected=28.000000 predicted=16.108138, expected=12.000000 predicted=13.037847, expected=24.000000 predicted=15.198514, expected=44.000000 predicted=22.711286, expected=16.000000 predicted=23.404025, expected=20.000000 predicted=23.246760, expected=8.000000 predicted=20.522363, expected=12.000000 predicted=20.787611, expected=4.000000 predicted=16.583653, expected=24.000000 predicted=14.224153, expected=4.000000 predicted=11.733023, expected=28.000000 predicted=13.384452, expected=16.000000 predicted=14.723796, expected=32.000000 predicted=18.342181, expected=12.000000 predicted=18.979817, expected=24.000000 predicted=19.365720, expected=28.000000 predicted=23.412923, expected=8.000000 predicted=19.926703, expected=8.000000 predicted=17.798264, expected=56.000000 predicted=23.532225, expected=32.000000 predicted=26.525817, expected=24.000000 predicted=25.201661, expected=24.000000 predicted=25.149499, expected=24.000000 predicted=28.484077, expected=28.000000 predicted=31.051178, expected=8.000000 predicted=22.818542, expected=20.000000 predicted=21.070633, expected=8.000000 predicted=18.516049, expected=12.000000 predicted=16.378918, expected=12.000000 predicted=14.316301, expected=16.000000 predicted=12.803115, expected=20.000000 predicted=14.583270, expected=12.000000 predicted=13.276189, expected=40.000000 predicted=19.052348, expected=32.000000 predicted=22.565474, expected=36.000000 predicted=26.158920, expected=8.000000 predicted=24.134729, expected=12.000000 predicted=23.052194, expected=12.000000 predicted=22.995842, expected=8.000000 predicted=17.620723, expected=8.000000 predicted=13.236062, expected=20.000000 predicted=11.576642, expected=12.000000 predicted=12.045136, expected=20.000000 predicted=13.284692, expected=24.000000 predicted=15.673430, expected=4.000000 predicted=14.435223, expected=8.000000 predicted=14.013708, expected=8.000000 predicted=12.600872, expected=20.000000 predicted=14.128742, expected=44.000000 predicted=18.697298, expected=12.000000 predicted=16.061779, expected=8.000000 predicted=15.814868, expected=36.000000 predicted=21.928640, expected=16.000000 predicted=23.010799, expected=12.000000 predicted=20.356658, expected=20.000000 predicted=17.292291, expected=12.000000 predicted=17.518783, expected=8.000000 predicted=16.644316, expected=24.000000 predicted=15.451108, expected=20.000000 predicted=16.262241, expected=32.000000 predicted=19.523743, expected=8.000000 predicted=17.013830, expected=12.000000 predicted=17.052806, expected=12.000000 predicted=17.772133, expected=20.000000 predicted=17.499366, expected=32.000000 predicted=19.456148, expected=16.000000 predicted=16.667086, expected=4.000000 predicted=15.332793, expected=4.000000 predicted=14.268979, expected=12.000000 predicted=14.776608, expected=8.000000 predicted=12.375856, expected=12.000000 predicted=9.127830, expected=12.000000 predicted=8.683078, expected=20.000000 predicted=11.602918, expected=88.000000 predicted=27.745672, expected=60.000000 predicted=35.521456, expected=56.000000 predicted=42.110181, expected=40.000000 predicted=45.784530, expected=36.000000 predicted=49.852963, expected=12.000000 predicted=46.023956, expected=4.000000 predicted=31.418808, expected=20.000000 predicted=26.396312, expected=12.000000 predicted=19.792673, expected=12.000000 predicted=15.131007, expected=4.000000 predicted=9.973847, expected=16.000000 predicted=11.555204, expected=36.000000 predicted=18.179628, expected=16.000000 predicted=16.626616, expected=4.000000 predicted=13.591532, expected=28.000000 predicted=17.980427, expected=16.000000 predicted=19.463210, expected=16.000000 predicted=18.547156, expected=40.000000 predicted=21.429472, expected=16.000000 predicted=20.520666, expected=44.000000 predicted=27.583648, expected=8.000000 predicted=22.854276, expected=8.000000 predicted=20.593889, expected=16.000000 predicted=20.585920, expected=16.000000 predicted=18.046060, expected=24.000000 predicted=19.032207, expected=8.000000 predicted=13.209567, expected=8.000000 predicted=12.728728, expected=20.000000 predicted=15.365623, expected=4.000000 predicted=12.830825, expected=8.000000 predicted=11.035527, expected=4.000000 predicted=8.138829, expected=8.000000 predicted=8.519450, expected=4.000000 predicted=7.294262, expected=12.000000 predicted=6.977673, expected=4.000000 predicted=6.476820, expected=8.000000 predicted=6.644514, expected=108.000000 predicted=30.433291, expected=16.000000 predicted=27.740079, expected=24.000000 predicted=28.259693, expected=16.000000 predicted=28.088752, expected=8.000000 predicted=29.802098, expected=4.000000 predicted=25.605078, expected=16.000000 predicted=13.717263, expected=32.000000 predicted=17.769523, expected=16.000000 predicted=15.953072, expected=8.000000 predicted=13.507204, expected=8.000000 predicted=13.230551, expected=32.000000 predicted=19.484870, expected=16.000000 predicted=18.671070, expected=20.000000 predicted=16.837961, expected=24.000000 predicted=18.462517, expected=32.000000 predicted=23.175435, expected=12.000000 predicted=21.898966, expected=16.000000 predicted=19.393209, expected=4.000000 predicted=16.654353, expected=16.000000 predicted=16.705151, expected=20.000000 predicted=16.562591, expected=12.000000 predicted=13.476127, expected=16.000000 predicted=13.891138, expected=4.000000 predicted=11.527018, expected=4.000000 Test MSE: 212.127
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792])] predicted=59.431346, expected=56.000000 predicted=59.408880, expected=56.000000 predicted=58.822265, expected=76.000000 predicted=53.581212, expected=76.000000 predicted=54.417556, expected=48.000000 predicted=55.827454, expected=76.000000 predicted=63.590776, expected=68.000000 predicted=66.876008, expected=28.000000 predicted=61.152202, expected=52.000000 predicted=56.297111, expected=72.000000 predicted=57.463397, expected=48.000000 predicted=56.901126, expected=32.000000 predicted=48.492580, expected=44.000000 predicted=45.356748, expected=40.000000 predicted=47.704416, expected=52.000000 predicted=46.914871, expected=64.000000 predicted=46.120134, expected=28.000000 predicted=43.072581, expected=44.000000 predicted=43.956513, expected=48.000000 predicted=45.812836, expected=76.000000 predicted=51.490173, expected=56.000000 predicted=52.252165, expected=24.000000 predicted=45.203905, expected=44.000000 predicted=47.500000, expected=52.000000 predicted=49.987142, expected=64.000000 predicted=51.855326, expected=100.000000 predicted=56.037587, expected=28.000000 predicted=52.423474, expected=52.000000 predicted=54.791674, expected=36.000000 predicted=55.389026, expected=36.000000 predicted=51.906890, expected=32.000000 predicted=45.847179, expected=64.000000 predicted=40.833767, expected=84.000000 predicted=50.523248, expected=60.000000 predicted=51.848985, expected=32.000000 predicted=50.321525, expected=52.000000 predicted=53.254027, expected=16.000000 predicted=51.205616, expected=20.000000 predicted=42.204457, expected=80.000000 predicted=42.465916, expected=40.000000 predicted=40.689971, expected=64.000000 predicted=43.563821, expected=52.000000 predicted=45.410688, expected=68.000000 predicted=53.781566, expected=52.000000 predicted=58.662284, expected=24.000000 predicted=49.309733, expected=84.000000 predicted=56.064409, expected=88.000000 predicted=62.105518, expected=32.000000 predicted=57.282336, expected=60.000000 predicted=54.836685, expected=68.000000 predicted=59.991309, expected=52.000000 predicted=63.468508, expected=52.000000 predicted=57.194697, expected=40.000000 predicted=50.403118, expected=76.000000 predicted=57.217228, expected=72.000000 predicted=59.951018, expected=44.000000 predicted=55.343086, expected=48.000000 predicted=54.163423, expected=68.000000 predicted=57.893948, expected=56.000000 predicted=60.343103, expected=56.000000 predicted=56.212429, expected=44.000000 predicted=52.179851, expected=48.000000 predicted=52.693260, expected=64.000000 predicted=55.331470, expected=828.000000 predicted=184.011333, expected=44.000000 predicted=197.109449, expected=28.000000 predicted=164.781065, expected=52.000000 predicted=184.831267, expected=96.000000 predicted=198.664195, expected=88.000000 predicted=188.875601, expected=32.000000 predicted=55.701441, expected=84.000000 predicted=62.489413, expected=56.000000 predicted=69.017626, expected=52.000000 predicted=66.575246, expected=64.000000 predicted=61.562892, expected=88.000000 predicted=62.904075, expected=48.000000 predicted=64.712715, expected=20.000000 predicted=53.447534, expected=80.000000 predicted=58.082756, expected=56.000000 predicted=59.912641, expected=68.000000 predicted=58.215036, expected=32.000000 predicted=50.193656, expected=44.000000 predicted=49.607533, expected=68.000000 predicted=57.432751, expected=48.000000 predicted=52.420106, expected=48.000000 predicted=49.916277, expected=40.000000 predicted=46.407245, expected=36.000000 predicted=46.892553, expected=48.000000 predicted=47.089072, expected=64.000000 predicted=46.873311, expected=68.000000 predicted=50.123426, expected=56.000000 predicted=51.408468, expected=48.000000 predicted=52.811001, expected=44.000000 predicted=54.278463, expected=44.000000 predicted=53.420165, expected=24.000000 predicted=46.570959, expected=40.000000 predicted=41.640753, expected=44.000000 predicted=40.288655, expected=48.000000 predicted=39.966668, expected=52.000000 predicted=41.203027, expected=56.000000 predicted=43.673253, expected=60.000000 predicted=49.528658, expected=92.000000 predicted=58.213779, expected=88.000000 predicted=65.992700, expected=68.000000 predicted=68.737186, expected=52.000000 predicted=68.746290, expected=28.000000 predicted=64.433723, expected=20.000000 predicted=57.027328, expected=60.000000 predicted=51.719101, expected=64.000000 predicted=48.376839, expected=56.000000 predicted=45.632623, expected=36.000000 predicted=43.313195, expected=56.000000 predicted=48.399455, expected=44.000000 predicted=52.490314, expected=28.000000 predicted=46.322592, expected=104.000000 predicted=53.030742, expected=84.000000 predicted=59.508603, expected=60.000000 predicted=61.364980, expected=44.000000 predicted=59.920456, expected=32.000000 predicted=58.966332, expected=8.000000 predicted=54.302957, expected=28.000000 predicted=41.368104, expected=36.000000 predicted=34.152126, expected=64.000000 predicted=34.523749, expected=60.000000 predicted=37.528693, expected=60.000000 predicted=42.232557, expected=56.000000 predicted=50.331941, expected=64.000000 predicted=56.439286, expected=36.000000 predicted=56.191185, expected=36.000000 predicted=50.978976, expected=72.000000 predicted=53.528588, expected=80.000000 predicted=57.348191, expected=44.000000 predicted=54.400132, expected=56.000000 predicted=53.032075, expected=40.000000 predicted=54.927258, expected=60.000000 predicted=57.842777, expected=60.000000 predicted=56.035810, expected=88.000000 predicted=57.524707, expected=92.000000 predicted=65.786206, expected=80.000000 predicted=69.758158, expected=456.000000 predicted=139.513508, expected=44.000000 predicted=143.148715, expected=40.000000 predicted=126.719256, expected=84.000000 predicted=135.301382, expected=80.000000 predicted=135.240400, expected=116.000000 predicted=131.042372, expected=40.000000 predicted=67.502350, expected=36.000000 predicted=65.050192, expected=48.000000 predicted=67.066050, expected=72.000000 predicted=65.267178, expected=68.000000 predicted=61.900273, expected=48.000000 predicted=51.326734, expected=60.000000 predicted=54.828323, expected=48.000000 predicted=57.398306, expected=32.000000 predicted=53.788448, expected=32.000000 predicted=46.979790, expected=48.000000 predicted=44.280317, expected=36.000000 predicted=42.055133, expected=44.000000 predicted=38.953156, expected=96.000000 predicted=47.657233, expected=32.000000 predicted=48.362132, expected=60.000000 predicted=50.949727, expected=28.000000 predicted=49.692098, expected=80.000000 predicted=56.173866, expected=48.000000 predicted=56.727638, expected=124.000000 predicted=61.185809, expected=60.000000 predicted=67.077271, expected=52.000000 predicted=64.423089, expected=60.000000 predicted=70.075370, expected=1240.000000 predicted=263.124837, expected=44.000000 predicted=282.509097, expected=60.000000 predicted=243.800623, expected=36.000000 predicted=284.761746, expected=88.000000 predicted=284.905718, expected=60.000000 predicted=266.103467, expected=56.000000 predicted=56.151500, expected=40.000000 predicted=56.539178, expected=32.000000 predicted=51.955495, expected=64.000000 predicted=55.758383, expected=40.000000 predicted=48.325377, expected=108.000000 predicted=55.127407, expected=92.000000 predicted=63.011796, expected=36.000000 predicted=61.141262, expected=76.000000 predicted=68.706289, expected=68.000000 predicted=71.210457, expected=76.000000 predicted=74.448162, expected=68.000000 predicted=68.551137, expected=80.000000 predicted=67.162260, expected=28.000000 predicted=65.829275, expected=20.000000 predicted=55.808289, expected=76.000000 predicted=57.789456, expected=52.000000 predicted=53.790628, expected=40.000000 predicted=47.349539, expected=60.000000 predicted=45.849100, expected=64.000000 predicted=52.287856, expected=36.000000 predicted=53.664431, expected=64.000000 predicted=51.818801, expected=84.000000 predicted=58.178709, expected=112.000000 predicted=69.108390, expected=48.000000 predicted=67.530645, expected=52.000000 predicted=65.355467, expected=44.000000 predicted=68.084626, expected=48.000000 predicted=64.023838, expected=36.000000 predicted=55.497346, expected=24.000000 predicted=41.374338, expected=56.000000 predicted=42.654676, expected=52.000000 predicted=43.088688, expected=36.000000 predicted=40.893181, expected=104.000000 predicted=50.589049, expected=100.000000 predicted=62.515550, expected=28.000000 predicted=61.519956, expected=24.000000 predicted=56.748252, expected=52.000000 predicted=58.378641, expected=40.000000 predicted=57.188526, expected=64.000000 predicted=49.390407, expected=52.000000 predicted=43.246501, expected=68.000000 predicted=49.388561, expected=16.000000 predicted=48.552445, expected=16.000000 predicted=41.878019, expected=52.000000 predicted=44.532263, expected=56.000000 predicted=42.839862, expected=32.000000 predicted=38.478902, expected=80.000000 predicted=41.370923, expected=84.000000 predicted=53.859169, expected=44.000000 predicted=57.032210, expected=60.000000 predicted=58.554009, expected=44.000000 predicted=58.071351, expected=76.000000 predicted=63.603641, expected=80.000000 predicted=64.138897, expected=100.000000 predicted=66.595237, expected=52.000000 predicted=68.460433, expected=48.000000 predicted=66.168988, expected=64.000000 predicted=70.193459, expected=36.000000 predicted=63.015777, expected=48.000000 predicted=56.490428, expected=52.000000 predicted=49.909951, expected=44.000000 predicted=48.085915, expected=32.000000 predicted=45.146447, expected=60.000000 predicted=44.923301, expected=60.000000 predicted=49.114923, expected=44.000000 predicted=47.718966, expected=60.000000 predicted=49.393667, expected=44.000000 predicted=50.173294, expected=68.000000 predicted=55.062296, expected=56.000000 predicted=55.102162, expected=48.000000 predicted=52.633998, expected=52.000000 predicted=54.208153, expected=32.000000 predicted=49.895395, expected=56.000000 predicted=51.055218, expected=92.000000 predicted=55.687260, expected=56.000000 predicted=55.497308, expected=72.000000 predicted=58.794313, expected=60.000000 predicted=61.948358, expected=24.000000 predicted=59.617208, expected=36.000000 predicted=55.711522, expected=164.000000 predicted=68.403820, expected=124.000000 predicted=79.921775, expected=88.000000 predicted=80.356766, expected=108.000000 predicted=91.485268, expected=76.000000 predicted=100.912713, expected=36.000000 predicted=97.966943, expected=84.000000 predicted=85.288819, expected=80.000000 predicted=79.009513, expected=40.000000 predicted=69.148136, expected=36.000000 predicted=57.847848, expected=32.000000 predicted=51.796654, expected=24.000000 predicted=48.532080, expected=36.000000 predicted=40.250756, expected=44.000000 predicted=34.856848, expected=76.000000 predicted=40.573926, expected=36.000000 predicted=41.015892, expected=28.000000 predicted=39.786472, expected=52.000000 predicted=45.453398, expected=28.000000 predicted=43.884006, expected=852.000000 predicted=174.748455, expected=52.000000 predicted=183.910658, expected=84.000000 predicted=170.261807, expected=48.000000 predicted=202.954040, expected=36.000000 predicted=195.357580, expected=48.000000 predicted=184.561935, expected=44.000000 predicted=51.965531, expected=48.000000 predicted=50.193948, expected=88.000000 predicted=51.369632, expected=112.000000 predicted=62.591024, expected=56.000000 predicted=65.560190, expected=20.000000 predicted=60.527834, expected=36.000000 predicted=60.291406, expected=32.000000 predicted=57.380171, expected=68.000000 predicted=52.410947, expected=88.000000 predicted=49.451486, expected=56.000000 predicted=49.627779, expected=24.000000 predicted=49.916065, expected=40.000000 predicted=51.334504, expected=36.000000 predicted=52.072126, expected=32.000000 predicted=44.825692, expected=36.000000 predicted=36.493333, expected=88.000000 predicted=42.264171, expected=56.000000 predicted=47.956673, expected=72.000000 predicted=52.040306, expected=28.000000 predicted=52.342788, expected=44.000000 predicted=53.429407, expected=32.000000 predicted=53.132942, expected=48.000000 predicted=45.885444, expected=32.000000 predicted=42.014660, expected=88.000000 predicted=44.537685, expected=56.000000 predicted=50.184228, expected=80.000000 predicted=54.801785, expected=36.000000 predicted=56.888256, expected=52.000000 predicted=56.732109, expected=72.000000 predicted=63.789398, expected=56.000000 predicted=58.389831, expected=36.000000 predicted=54.160942, expected=80.000000 predicted=54.991642, expected=52.000000 predicted=58.365319, expected=48.000000 predicted=55.975030, expected=16.000000 predicted=47.783320, expected=28.000000 predicted=42.945827, expected=68.000000 predicted=48.143829, expected=48.000000 predicted=42.961887, expected=68.000000 predicted=44.598075, expected=24.000000 predicted=42.290298, expected=36.000000 predicted=44.618650, expected=12.000000 predicted=42.604036, expected=56.000000 predicted=39.774226, expected=60.000000 predicted=42.327427, expected=36.000000 predicted=36.558129, expected=44.000000 predicted=39.796531, expected=48.000000 predicted=42.982168, expected=36.000000 predicted=46.132683, expected=40.000000 predicted=43.116600, expected=28.000000 predicted=38.453169, expected=52.000000 predicted=40.629587, expected=52.000000 predicted=42.383879, expected=68.000000 predicted=45.255055, expected=32.000000 predicted=45.052840, expected=40.000000 predicted=44.636045, expected=20.000000 predicted=44.043199, expected=24.000000 predicted=38.611187, expected=40.000000 predicted=36.632664, expected=64.000000 predicted=36.220794, expected=64.000000 predicted=41.371873, expected=44.000000 predicted=42.117983, expected=56.000000 predicted=48.264778, expected=52.000000 predicted=53.459951, expected=40.000000 predicted=52.685736, expected=32.000000 predicted=47.300442, expected=40.000000 predicted=43.659570, expected=56.000000 predicted=45.541947, expected=68.000000 predicted=47.409599, expected=68.000000 predicted=50.113954, expected=40.000000 predicted=50.321879, expected=52.000000 predicted=53.495650, expected=52.000000 predicted=56.065197, expected=64.000000 predicted=56.646533, expected=64.000000 predicted=56.068690, expected=56.000000 predicted=54.268108, expected=40.000000 predicted=54.236602, expected=56.000000 predicted=54.917315, expected=24.000000 predicted=50.556290, expected=48.000000 predicted=46.883664, expected=68.000000 predicted=48.557263, expected=76.000000 predicted=51.549774, expected=176.000000 predicted=73.704150, expected=88.000000 predicted=81.079913, expected=40.000000 predicted=80.914289, expected=48.000000 predicted=83.099134, expected=104.000000 predicted=89.545708, expected=84.000000 predicted=89.001540, expected=100.000000 predicted=75.710152, expected=56.000000 predicted=72.324770, expected=80.000000 predicted=78.235189, expected=44.000000 predicted=78.186790, expected=116.000000 predicted=78.938078, expected=52.000000 predicted=75.057013, expected=68.000000 predicted=67.743823, expected=864.000000 predicted=202.557845, expected=44.000000 predicted=208.583803, expected=40.000000 predicted=188.371885, expected=56.000000 predicted=200.950532, expected=52.000000 predicted=200.001269, expected=96.000000 predicted=188.887896, expected=28.000000 predicted=52.721586, expected=80.000000 predicted=57.522529, expected=36.000000 predicted=58.642790, expected=88.000000 predicted=62.481764, expected=44.000000 predicted=61.627050, expected=28.000000 predicted=50.196088, expected=60.000000 predicted=55.268042, expected=60.000000 predicted=53.138742, expected=52.000000 predicted=54.031357, expected=36.000000 predicted=46.087635, expected=72.000000 predicted=51.174855, expected=28.000000 predicted=51.370656, expected=40.000000 predicted=46.816236, expected=80.000000 predicted=51.052572, expected=56.000000 predicted=52.145499, expected=20.000000 predicted=47.994435, expected=4.000000 predicted=37.853762, expected=8.000000 predicted=34.868950, expected=28.000000 predicted=31.854978, expected=16.000000 predicted=21.072435, expected=4.000000 predicted=12.390273, expected=20.000000 predicted=12.872558, expected=800.000000 predicted=143.965964, expected=8.000000 predicted=153.309736, expected=16.000000 predicted=135.587879, expected=104.000000 predicted=170.276821, expected=72.000000 predicted=181.593210, expected=32.000000 predicted=165.535556, expected=24.000000 predicted=43.166022, expected=36.000000 predicted=48.268848, expected=80.000000 predicted=56.680393, expected=56.000000 predicted=48.946586, expected=92.000000 predicted=52.310004, expected=72.000000 predicted=60.353998, expected=48.000000 predicted=63.962915, expected=88.000000 predicted=72.086828, expected=40.000000 predicted=66.494654, expected=44.000000 predicted=62.808494, expected=84.000000 predicted=62.305962, expected=72.000000 predicted=62.623008, expected=80.000000 predicted=66.557757, expected=60.000000 predicted=63.445345, expected=44.000000 predicted=64.158597, expected=44.000000 predicted=63.626475, expected=64.000000 predicted=60.283162, expected=68.000000 predicted=59.183379, expected=48.000000 predicted=53.959217, expected=76.000000 predicted=56.856211, expected=28.000000 predicted=54.998870, expected=24.000000 predicted=50.639340, expected=132.000000 Test MSE: 11585.262
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959])] predicted=121.961584, expected=124.000000 predicted=103.849444, expected=40.000000 predicted=85.131726, expected=80.000000 predicted=99.731413, expected=80.000000 predicted=107.355815, expected=84.000000 predicted=111.635334, expected=144.000000 predicted=106.705700, expected=60.000000 predicted=71.383461, expected=24.000000 predicted=66.261134, expected=92.000000 predicted=76.231917, expected=28.000000 predicted=66.352652, expected=20.000000 predicted=65.520129, expected=72.000000 predicted=49.411232, expected=152.000000 predicted=84.585812, expected=84.000000 predicted=81.979541, expected=88.000000 predicted=71.264468, expected=92.000000 predicted=71.036152, expected=88.000000 predicted=94.449840, expected=76.000000 predicted=98.308648, expected=136.000000 predicted=102.651952, expected=280.000000 predicted=161.474206, expected=100.000000 predicted=120.132269, expected=56.000000 predicted=103.375843, expected=136.000000 predicted=111.116604, expected=52.000000 predicted=116.463364, expected=120.000000 predicted=149.705717, expected=44.000000 predicted=68.581987, expected=68.000000 predicted=80.617071, expected=92.000000 predicted=86.082735, expected=92.000000 predicted=83.236069, expected=72.000000 predicted=82.975818, expected=76.000000 predicted=69.400174, expected=104.000000 predicted=86.126131, expected=124.000000 predicted=101.883402, expected=136.000000 predicted=109.215913, expected=136.000000 predicted=109.995480, expected=80.000000 predicted=97.289232, expected=112.000000 predicted=112.430855, expected=56.000000 predicted=94.169124, expected=36.000000 predicted=87.429773, expected=132.000000 predicted=103.074761, expected=156.000000 predicted=110.929466, expected=136.000000 predicted=118.179471, expected=112.000000 predicted=96.096580, expected=116.000000 predicted=103.419683, expected=128.000000 predicted=129.879154, expected=76.000000 predicted=114.802361, expected=60.000000 predicted=97.011501, expected=104.000000 predicted=99.231468, expected=116.000000 predicted=107.942840, expected=56.000000 predicted=88.011250, expected=56.000000 predicted=70.191147, expected=144.000000 predicted=96.891403, expected=84.000000 predicted=94.638186, expected=100.000000 predicted=100.718603, expected=120.000000 predicted=88.731708, expected=52.000000 predicted=81.485349, expected=104.000000 predicted=106.648695, expected=56.000000 predicted=74.026089, expected=252.000000 predicted=151.873668, expected=80.000000 predicted=100.856063, expected=104.000000 predicted=109.411006, expected=120.000000 predicted=101.740905, expected=96.000000 predicted=115.159011, expected=32.000000 predicted=110.359431, expected=48.000000 predicted=70.080583, expected=196.000000 predicted=121.672421, expected=28.000000 predicted=80.149460, expected=72.000000 predicted=83.861319, expected=100.000000 predicted=65.853672, expected=100.000000 predicted=96.255141, expected=64.000000 predicted=97.239175, expected=172.000000 predicted=99.942091, expected=56.000000 predicted=81.457445, expected=44.000000 predicted=85.619170, expected=104.000000 predicted=85.609834, expected=124.000000 predicted=100.210749, expected=84.000000 predicted=106.153708, expected=108.000000 predicted=86.628495, expected=32.000000 predicted=63.861952, expected=108.000000 predicted=99.868755, expected=76.000000 predicted=86.205375, expected=100.000000 predicted=93.193459, expected=76.000000 predicted=80.950578, expected=124.000000 predicted=89.468205, expected=180.000000 predicted=124.377075, expected=136.000000 predicted=118.129126, expected=72.000000 predicted=103.798402, expected=96.000000 predicted=101.737930, expected=108.000000 predicted=116.134362, expected=172.000000 predicted=146.725004, expected=152.000000 predicted=130.503804, expected=52.000000 predicted=93.178873, expected=44.000000 predicted=86.613246, expected=112.000000 predicted=105.636404, expected=92.000000 predicted=112.241543, expected=36.000000 predicted=81.527517, expected=84.000000 predicted=68.341322, expected=64.000000 predicted=65.203593, expected=72.000000 predicted=82.975671, expected=176.000000 predicted=105.527494, expected=72.000000 predicted=75.710960, expected=72.000000 predicted=88.975635, expected=92.000000 predicted=80.947377, expected=156.000000 predicted=116.954297, expected=68.000000 predicted=105.789247, expected=160.000000 predicted=113.977715, expected=116.000000 predicted=101.791804, expected=84.000000 predicted=109.656453, expected=36.000000 predicted=90.901290, expected=100.000000 predicted=92.247338, expected=32.000000 predicted=83.350316, expected=168.000000 predicted=113.178848, expected=180.000000 predicted=111.433659, expected=32.000000 predicted=77.331365, expected=32.000000 predicted=76.354965, expected=92.000000 predicted=77.061663, expected=100.000000 predicted=112.965249, expected=92.000000 predicted=102.552562, expected=52.000000 predicted=57.292880, expected=96.000000 predicted=75.471425, expected=64.000000 predicted=78.141515, expected=76.000000 predicted=84.116469, expected=92.000000 predicted=80.841804, expected=144.000000 predicted=96.159648, expected=108.000000 predicted=98.516892, expected=104.000000 predicted=96.229631, expected=72.000000 predicted=87.770111, expected=68.000000 predicted=91.582042, expected=28.000000 predicted=80.446675, expected=64.000000 predicted=76.965632, expected=88.000000 predicted=77.252727, expected=120.000000 predicted=85.273774, expected=80.000000 predicted=74.225857, expected=96.000000 predicted=76.780263, expected=204.000000 predicted=122.342411, expected=44.000000 predicted=89.963889, expected=124.000000 predicted=119.399579, expected=92.000000 predicted=91.757355, expected=104.000000 predicted=113.753694, expected=80.000000 predicted=111.296522, expected=104.000000 predicted=89.071391, expected=80.000000 predicted=95.685580, expected=80.000000 predicted=89.292537, expected=116.000000 predicted=98.592184, expected=100.000000 predicted=93.270311, expected=80.000000 predicted=92.862988, expected=96.000000 predicted=89.973946, expected=84.000000 predicted=88.623204, expected=32.000000 predicted=78.019770, expected=96.000000 predicted=86.222045, expected=56.000000 predicted=68.884856, expected=108.000000 predicted=90.333279, expected=64.000000 predicted=69.674363, expected=60.000000 predicted=64.980662, expected=88.000000 predicted=80.101387, expected=48.000000 predicted=64.455316, expected=104.000000 predicted=88.659632, expected=12.000000 predicted=49.810812, expected=116.000000 predicted=81.664119, expected=144.000000 predicted=93.290539, expected=56.000000 predicted=76.394404, expected=128.000000 predicted=100.237497, expected=84.000000 predicted=75.318339, expected=108.000000 predicted=112.258189, expected=40.000000 predicted=84.961471, expected=96.000000 predicted=85.683614, expected=96.000000 predicted=94.047678, expected=64.000000 predicted=81.373792, expected=72.000000 predicted=79.662705, expected=100.000000 predicted=76.763799, expected=92.000000 predicted=89.644528, expected=152.000000 predicted=108.145626, expected=56.000000 predicted=78.455274, expected=112.000000 predicted=99.330074, expected=48.000000 predicted=80.385425, expected=16.000000 predicted=71.822773, expected=84.000000 predicted=83.986741, expected=56.000000 predicted=60.418574, expected=84.000000 predicted=78.274493, expected=100.000000 predicted=66.980890, expected=140.000000 predicted=86.435744, expected=156.000000 predicted=112.025078, expected=112.000000 predicted=104.019560, expected=104.000000 predicted=109.278868, expected=120.000000 predicted=117.020732, expected=84.000000 predicted=115.080006, expected=52.000000 predicted=99.947099, expected=52.000000 predicted=80.558818, expected=144.000000 predicted=104.180846, expected=128.000000 predicted=106.717972, expected=40.000000 predicted=77.348537, expected=20.000000 predicted=56.321905, expected=108.000000 predicted=81.672521, expected=168.000000 predicted=121.154433, expected=120.000000 predicted=107.612323, expected=60.000000 predicted=74.767734, expected=76.000000 predicted=78.693852, expected=68.000000 predicted=93.828461, expected=60.000000 predicted=95.184540, expected=44.000000 predicted=69.752935, expected=80.000000 predicted=67.332315, expected=40.000000 predicted=57.590289, expected=96.000000 predicted=72.969521, expected=104.000000 predicted=74.013113, expected=152.000000 predicted=97.888849, expected=136.000000 predicted=104.950419, expected=68.000000 predicted=87.416959, expected=180.000000 predicted=130.890457, expected=120.000000 predicted=120.874886, expected=192.000000 predicted=157.924433, expected=96.000000 predicted=120.399782, expected=116.000000 predicted=123.708119, expected=12.000000 predicted=99.247477, expected=28.000000 predicted=85.053695, expected=116.000000 predicted=104.800514, expected=116.000000 predicted=92.545180, expected=100.000000 predicted=90.321566, expected=64.000000 predicted=62.167147, expected=116.000000 predicted=88.940860, expected=68.000000 predicted=91.877929, expected=72.000000 predicted=90.298097, expected=80.000000 predicted=81.654259, expected=36.000000 predicted=65.120304, expected=4.000000 predicted=55.265526, expected=108.000000 predicted=70.393489, expected=152.000000 predicted=91.302412, expected=84.000000 predicted=81.749350, expected=40.000000 predicted=58.939954, expected=8.000000 predicted=44.664333, expected=20.000000 predicted=63.123218, expected=36.000000 predicted=62.186635, expected=12.000000 predicted=34.385959, expected=92.000000 predicted=47.477537, expected=100.000000 predicted=51.555147, expected=96.000000 predicted=65.538390, expected=36.000000 predicted=51.461820, expected=16.000000 predicted=44.036498, expected=60.000000 predicted=66.557130, expected=68.000000 predicted=68.472212, expected=24.000000 predicted=49.972734, expected=48.000000 predicted=41.615542, expected=80.000000 predicted=51.255427, expected=96.000000 predicted=71.001955, expected=44.000000 predicted=56.898098, expected=76.000000 predicted=60.364014, expected=76.000000 predicted=67.317100, expected=100.000000 predicted=85.244352, expected=92.000000 predicted=83.582463, expected=48.000000 predicted=64.643106, expected=116.000000 predicted=90.032821, expected=84.000000 predicted=83.399446, expected=84.000000 predicted=90.276781, expected=76.000000 predicted=80.031963, expected=96.000000 predicted=83.804717, expected=92.000000 predicted=93.464137, expected=84.000000 predicted=85.793894, expected=116.000000 predicted=95.358182, expected=24.000000 predicted=67.865732, expected=60.000000 predicted=77.369254, expected=148.000000 predicted=98.066084, expected=172.000000 predicted=117.059777, expected=260.000000 predicted=158.734033, expected=84.000000 predicted=102.745374, expected=96.000000 predicted=121.679491, expected=40.000000 predicted=108.602316, expected=40.000000 predicted=110.003880, expected=116.000000 predicted=122.548170, expected=136.000000 predicted=98.501201, expected=68.000000 predicted=81.738222, expected=52.000000 predicted=63.992978, expected=148.000000 predicted=98.544464, expected=44.000000 predicted=86.472048, expected=40.000000 predicted=80.060174, expected=72.000000 predicted=65.681281, expected=56.000000 predicted=66.851156, expected=20.000000 predicted=62.805790, expected=20.000000 predicted=35.783841, expected=32.000000 predicted=37.655573, expected=80.000000 predicted=57.576630, expected=64.000000 predicted=50.384729, expected=72.000000 predicted=50.936148, expected=60.000000 predicted=50.369417, expected=56.000000 predicted=57.112943, expected=64.000000 predicted=66.290166, expected=64.000000 predicted=63.567161, expected=64.000000 predicted=64.388444, expected=28.000000 predicted=49.495075, expected=88.000000 predicted=66.326904, expected=56.000000 predicted=58.820771, expected=40.000000 predicted=55.631046, expected=96.000000 predicted=67.387156, expected=64.000000 predicted=59.198937, expected=124.000000 predicted=90.887030, expected=72.000000 predicted=69.995124, expected=120.000000 predicted=91.139539, expected=136.000000 predicted=106.108641, expected=92.000000 predicted=97.940533, expected=116.000000 predicted=111.572823, expected=68.000000 predicted=89.030133, expected=124.000000 predicted=115.468694, expected=56.000000 predicted=90.848584, expected=88.000000 predicted=92.599232, expected=132.000000 predicted=103.645767, expected=60.000000 predicted=82.453848, expected=24.000000 predicted=71.932278, expected=100.000000 predicted=77.081819, expected=88.000000 predicted=84.938227, expected=52.000000 predicted=78.388817, expected=44.000000 predicted=54.795456, expected=112.000000 predicted=74.528428, expected=228.000000 predicted=132.268339, expected=188.000000 predicted=132.375203, expected=136.000000 predicted=121.915173, expected=64.000000 predicted=101.741386, expected=56.000000 predicted=112.635864, expected=84.000000 predicted=126.725372, expected=132.000000 predicted=124.858212, expected=44.000000 predicted=80.917482, expected=124.000000 predicted=91.531819, expected=24.000000 predicted=59.774140, expected=72.000000 predicted=82.559461, expected=44.000000 predicted=67.950198, expected=56.000000 predicted=61.646529, expected=80.000000 predicted=72.911376, expected=88.000000 predicted=64.337405, expected=72.000000 predicted=69.487590, expected=100.000000 predicted=75.927270, expected=76.000000 predicted=75.231120, expected=72.000000 predicted=79.816272, expected=64.000000 predicted=74.743079, expected=40.000000 predicted=64.193501, expected=48.000000 predicted=65.271669, expected=56.000000 predicted=59.769253, expected=132.000000 predicted=84.338626, expected=72.000000 predicted=68.595426, expected=52.000000 predicted=61.421685, expected=52.000000 predicted=59.411772, expected=88.000000 predicted=77.899672, expected=68.000000 predicted=80.713611, expected=64.000000 predicted=66.392297, expected=76.000000 predicted=65.850829, expected=108.000000 predicted=81.527576, expected=92.000000 predicted=85.381004, expected=36.000000 predicted=64.517530, expected=112.000000 predicted=85.554223, expected=64.000000 predicted=76.280776, expected=68.000000 predicted=82.528559, expected=56.000000 predicted=66.558686, expected=20.000000 predicted=49.505325, expected=44.000000 predicted=61.078762, expected=132.000000 predicted=79.287783, expected=96.000000 predicted=76.348231, expected=116.000000 predicted=84.571393, expected=144.000000 predicted=93.933992, expected=144.000000 predicted=114.930879, expected=100.000000 predicted=117.594927, expected=44.000000 predicted=90.549086, expected=88.000000 predicted=102.082836, expected=44.000000 predicted=87.091132, expected=60.000000 predicted=83.329687, expected=24.000000 predicted=52.898239, expected=28.000000 predicted=44.148760, expected=32.000000 predicted=45.101389, expected=44.000000 predicted=41.196224, expected=52.000000 predicted=44.297367, expected=72.000000 predicted=47.327123, expected=84.000000 predicted=57.042592, expected=72.000000 predicted=59.823950, expected=92.000000 predicted=71.938518, expected=52.000000 predicted=63.856996, expected=92.000000 predicted=80.792195, expected=52.000000 predicted=68.308809, expected=68.000000 predicted=72.132841, expected=20.000000 predicted=53.208033, expected=68.000000 predicted=61.258199, expected=48.000000 predicted=57.314610, expected=108.000000 predicted=72.838491, expected=80.000000 predicted=67.471665, expected=212.000000 predicted=113.327535, expected=168.000000 predicted=121.821445, expected=136.000000 predicted=123.900970, expected=124.000000 predicted=127.837687, expected=84.000000 predicted=117.353263, expected=36.000000 Test MSE: 2050.474
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265])] predicted=47.494152, expected=80.000000 predicted=53.344263, expected=64.000000 predicted=51.295886, expected=72.000000 predicted=63.039124, expected=44.000000 predicted=55.233963, expected=56.000000 predicted=57.402590, expected=32.000000 predicted=54.065037, expected=32.000000 predicted=45.988602, expected=52.000000 predicted=51.561350, expected=28.000000 predicted=38.712338, expected=16.000000 predicted=32.349982, expected=56.000000 predicted=39.431770, expected=36.000000 predicted=37.565454, expected=44.000000 predicted=41.466250, expected=48.000000 predicted=39.180817, expected=24.000000 predicted=31.329466, expected=20.000000 predicted=34.323509, expected=32.000000 predicted=32.844910, expected=72.000000 predicted=49.314175, expected=108.000000 predicted=67.724375, expected=56.000000 predicted=51.955412, expected=16.000000 predicted=35.349417, expected=16.000000 predicted=35.522928, expected=16.000000 predicted=41.625671, expected=16.000000 predicted=41.346498, expected=96.000000 predicted=54.589046, expected=64.000000 predicted=45.464311, expected=8.000000 predicted=25.519011, expected=20.000000 predicted=25.649874, expected=44.000000 predicted=38.110540, expected=24.000000 predicted=46.455653, expected=48.000000 predicted=41.610587, expected=32.000000 predicted=27.652048, expected=16.000000 predicted=24.827543, expected=16.000000 predicted=26.932497, expected=24.000000 predicted=25.145492, expected=16.000000 predicted=26.221518, expected=44.000000 predicted=30.414577, expected=44.000000 predicted=30.800276, expected=56.000000 predicted=37.357812, expected=16.000000 predicted=27.770783, expected=44.000000 predicted=33.866959, expected=24.000000 predicted=35.590544, expected=32.000000 predicted=35.511847, expected=28.000000 predicted=34.915867, expected=48.000000 predicted=33.828795, expected=36.000000 predicted=37.483563, expected=32.000000 predicted=31.302218, expected=44.000000 predicted=37.386570, expected=40.000000 predicted=37.525134, expected=20.000000 predicted=33.712127, expected=28.000000 predicted=31.071345, expected=36.000000 predicted=33.725443, expected=48.000000 predicted=40.737950, expected=20.000000 predicted=30.492288, expected=4.000000 predicted=17.965549, expected=84.000000 predicted=46.588930, expected=52.000000 predicted=46.405775, expected=88.000000 predicted=59.216669, expected=148.000000 predicted=82.653240, expected=88.000000 predicted=73.769501, expected=56.000000 predicted=76.150288, expected=52.000000 predicted=66.005785, expected=56.000000 predicted=74.617418, expected=160.000000 predicted=119.442033, expected=112.000000 predicted=99.083728, expected=124.000000 predicted=95.951376, expected=100.000000 predicted=92.890956, expected=36.000000 predicted=74.890415, expected=80.000000 predicted=100.834483, expected=88.000000 predicted=93.843043, expected=40.000000 predicted=76.143917, expected=56.000000 predicted=65.975243, expected=136.000000 predicted=84.175807, expected=20.000000 predicted=62.602652, expected=44.000000 predicted=58.739707, expected=48.000000 predicted=50.287556, expected=60.000000 predicted=60.883502, expected=136.000000 predicted=99.840989, expected=52.000000 predicted=56.005430, expected=64.000000 predicted=60.832328, expected=84.000000 predicted=70.908865, expected=72.000000 predicted=76.089959, expected=100.000000 predicted=95.473295, expected=28.000000 predicted=55.465749, expected=52.000000 predicted=59.978326, expected=100.000000 predicted=80.448919, expected=100.000000 predicted=84.924293, expected=76.000000 predicted=79.706455, expected=56.000000 predicted=58.318299, expected=72.000000 predicted=70.641244, expected=60.000000 predicted=76.511385, expected=40.000000 predicted=64.514600, expected=52.000000 predicted=58.244419, expected=64.000000 predicted=59.171154, expected=52.000000 predicted=58.384004, expected=16.000000 predicted=40.252487, expected=64.000000 predicted=49.165082, expected=36.000000 predicted=46.436048, expected=24.000000 predicted=40.669544, expected=84.000000 predicted=54.807109, expected=56.000000 predicted=47.636745, expected=12.000000 predicted=39.699289, expected=32.000000 predicted=34.616263, expected=32.000000 predicted=36.016090, expected=40.000000 predicted=48.248994, expected=132.000000 predicted=72.457612, expected=56.000000 predicted=50.628432, expected=84.000000 predicted=62.655209, expected=32.000000 predicted=48.991111, expected=28.000000 predicted=49.810923, expected=48.000000 predicted=66.918713, expected=36.000000 predicted=47.130677, expected=36.000000 predicted=47.086342, expected=56.000000 predicted=41.956542, expected=32.000000 predicted=36.898604, expected=68.000000 predicted=51.194006, expected=40.000000 predicted=42.985020, expected=52.000000 predicted=46.871036, expected=20.000000 predicted=39.116853, expected=16.000000 predicted=30.720854, expected=60.000000 predicted=49.271885, expected=52.000000 predicted=45.371808, expected=24.000000 predicted=36.363644, expected=40.000000 predicted=32.250825, expected=36.000000 predicted=34.714579, expected=36.000000 predicted=42.944819, expected=48.000000 predicted=42.748598, expected=16.000000 predicted=28.132435, expected=52.000000 predicted=40.562186, expected=36.000000 predicted=37.394269, expected=52.000000 predicted=43.020797, expected=40.000000 predicted=41.099844, expected=36.000000 predicted=34.995544, expected=52.000000 predicted=46.685302, expected=72.000000 predicted=53.302139, expected=76.000000 predicted=60.994688, expected=52.000000 predicted=52.326637, expected=20.000000 predicted=39.928645, expected=20.000000 predicted=39.740732, expected=20.000000 predicted=40.787587, expected=88.000000 predicted=61.259839, expected=52.000000 predicted=48.729393, expected=128.000000 predicted=68.452718, expected=20.000000 predicted=43.000303, expected=20.000000 predicted=38.176859, expected=32.000000 predicted=51.112506, expected=100.000000 predicted=70.715885, expected=40.000000 predicted=65.648348, expected=56.000000 predicted=42.185538, expected=92.000000 predicted=59.159633, expected=24.000000 predicted=48.373804, expected=36.000000 predicted=55.579623, expected=28.000000 predicted=39.265450, expected=36.000000 predicted=45.289833, expected=28.000000 predicted=44.389206, expected=52.000000 predicted=36.935599, expected=48.000000 predicted=40.967962, expected=20.000000 predicted=30.745501, expected=16.000000 predicted=27.465023, expected=4.000000 predicted=21.129281, expected=44.000000 predicted=36.606409, expected=56.000000 predicted=41.373294, expected=44.000000 predicted=33.896737, expected=52.000000 predicted=36.206621, expected=36.000000 predicted=33.501047, expected=48.000000 predicted=46.161403, expected=16.000000 predicted=37.377681, expected=48.000000 predicted=41.847465, expected=48.000000 predicted=45.065907, expected=48.000000 predicted=42.878381, expected=28.000000 predicted=37.046191, expected=12.000000 predicted=24.532847, expected=12.000000 predicted=28.297724, expected=60.000000 predicted=42.806405, expected=20.000000 predicted=32.273933, expected=32.000000 predicted=27.456612, expected=40.000000 predicted=28.555357, expected=20.000000 predicted=26.529397, expected=68.000000 predicted=48.626755, expected=100.000000 predicted=58.083581, expected=12.000000 predicted=37.732896, expected=32.000000 predicted=37.063487, expected=36.000000 predicted=37.712284, expected=60.000000 predicted=57.748929, expected=56.000000 predicted=58.667769, expected=44.000000 predicted=37.235896, expected=16.000000 predicted=32.195531, expected=20.000000 predicted=32.171779, expected=80.000000 predicted=56.284970, expected=60.000000 predicted=53.893439, expected=36.000000 predicted=41.066193, expected=16.000000 predicted=26.990526, expected=16.000000 predicted=29.163405, expected=40.000000 predicted=46.369152, expected=64.000000 predicted=49.195855, expected=32.000000 predicted=34.921429, expected=40.000000 predicted=31.855061, expected=52.000000 predicted=39.480792, expected=32.000000 predicted=41.174349, expected=24.000000 predicted=38.773077, expected=28.000000 predicted=31.693969, expected=36.000000 predicted=36.457291, expected=20.000000 predicted=32.112858, expected=8.000000 predicted=20.710042, expected=52.000000 predicted=32.462502, expected=36.000000 predicted=32.993970, expected=72.000000 predicted=45.858951, expected=60.000000 predicted=43.431150, expected=12.000000 predicted=28.849565, expected=36.000000 predicted=40.591913, expected=20.000000 predicted=34.522611, expected=40.000000 predicted=44.891389, expected=52.000000 predicted=43.647466, expected=24.000000 predicted=27.440537, expected=36.000000 predicted=33.650231, expected=52.000000 predicted=38.392795, expected=44.000000 predicted=43.119020, expected=40.000000 predicted=41.978395, expected=76.000000 predicted=49.407544, expected=24.000000 predicted=40.254601, expected=56.000000 predicted=49.324014, expected=72.000000 predicted=55.613810, expected=44.000000 predicted=50.529519, expected=28.000000 predicted=46.479023, expected=76.000000 predicted=51.430103, expected=80.000000 predicted=66.181303, expected=20.000000 predicted=48.727726, expected=108.000000 predicted=65.954651, expected=92.000000 predicted=70.280574, expected=100.000000 predicted=85.897749, expected=44.000000 predicted=66.047872, expected=72.000000 predicted=63.481877, expected=36.000000 predicted=70.334469, expected=72.000000 predicted=72.959242, expected=68.000000 predicted=71.266641, expected=44.000000 predicted=52.328983, expected=52.000000 predicted=56.385689, expected=40.000000 predicted=46.814752, expected=40.000000 predicted=52.166197, expected=64.000000 predicted=56.357143, expected=28.000000 predicted=41.576266, expected=40.000000 predicted=42.938390, expected=24.000000 predicted=35.086513, expected=64.000000 predicted=47.966669, expected=76.000000 predicted=58.999286, expected=56.000000 predicted=48.527154, expected=32.000000 predicted=41.997782, expected=24.000000 predicted=36.044952, expected=24.000000 predicted=42.651746, expected=68.000000 predicted=56.192051, expected=56.000000 predicted=50.008233, expected=96.000000 predicted=58.915873, expected=16.000000 predicted=37.066894, expected=12.000000 predicted=31.583491, expected=68.000000 predicted=56.524180, expected=16.000000 predicted=42.527215, expected=20.000000 predicted=40.323355, expected=36.000000 predicted=26.500762, expected=40.000000 predicted=32.743768, expected=36.000000 predicted=40.573046, expected=12.000000 predicted=21.092844, expected=4.000000 predicted=17.765061, expected=56.000000 predicted=36.878609, expected=4.000000 predicted=24.367444, expected=76.000000 predicted=41.382046, expected=52.000000 predicted=36.389414, expected=44.000000 predicted=36.657350, expected=40.000000 predicted=43.339619, expected=48.000000 predicted=39.633325, expected=28.000000 predicted=47.327845, expected=36.000000 predicted=40.775186, expected=16.000000 predicted=31.597921, expected=8.000000 predicted=25.149222, expected=52.000000 predicted=37.670526, expected=48.000000 predicted=36.839748, expected=28.000000 predicted=31.692617, expected=32.000000 predicted=27.165547, expected=28.000000 predicted=28.001003, expected=84.000000 predicted=55.767000, expected=40.000000 predicted=45.199014, expected=24.000000 predicted=33.138499, expected=36.000000 predicted=35.947438, expected=36.000000 predicted=39.299056, expected=40.000000 predicted=48.352689, expected=8.000000 predicted=26.233199, expected=40.000000 predicted=30.695873, expected=20.000000 predicted=29.017028, expected=24.000000 predicted=28.227351, expected=28.000000 predicted=27.863006, expected=36.000000 predicted=26.486672, expected=24.000000 predicted=29.202740, expected=28.000000 predicted=25.524306, expected=60.000000 predicted=38.230696, expected=36.000000 predicted=35.965946, expected=20.000000 predicted=30.206809, expected=8.000000 predicted=21.804107, expected=8.000000 predicted=21.993885, expected=44.000000 predicted=36.940040, expected=44.000000 predicted=33.573933, expected=60.000000 predicted=36.665965, expected=4.000000 predicted=19.334459, expected=20.000000 predicted=22.555973, expected=20.000000 predicted=30.213184, expected=76.000000 predicted=48.724340, expected=32.000000 predicted=39.572806, expected=52.000000 predicted=33.056638, expected=16.000000 predicted=28.201780, expected=20.000000 predicted=29.592183, expected=16.000000 predicted=35.430073, expected=36.000000 predicted=31.328840, expected=40.000000 predicted=35.898957, expected=36.000000 predicted=28.206357, expected=16.000000 predicted=22.984020, expected=16.000000 predicted=21.619682, expected=8.000000 predicted=22.345725, expected=12.000000 predicted=21.528486, expected=44.000000 predicted=29.080902, expected=52.000000 predicted=31.405553, expected=36.000000 predicted=28.741428, expected=44.000000 predicted=30.736750, expected=32.000000 predicted=32.098227, expected=20.000000 predicted=34.307679, expected=24.000000 predicted=33.559505, expected=52.000000 predicted=39.176295, expected=80.000000 predicted=52.768742, expected=44.000000 predicted=42.359963, expected=44.000000 predicted=38.937388, expected=52.000000 predicted=45.541630, expected=48.000000 predicted=52.859015, expected=20.000000 predicted=45.447554, expected=4.000000 predicted=27.490914, expected=48.000000 predicted=39.041005, expected=56.000000 predicted=46.256035, expected=16.000000 predicted=31.206340, expected=16.000000 predicted=20.759985, expected=16.000000 predicted=19.981839, expected=24.000000 predicted=31.201294, expected=4.000000 predicted=22.334105, expected=32.000000 predicted=20.268168, expected=68.000000 predicted=35.850475, expected=28.000000 predicted=28.670470, expected=12.000000 predicted=21.766031, expected=36.000000 predicted=26.222469, expected=8.000000 predicted=26.718391, expected=20.000000 predicted=31.229147, expected=64.000000 predicted=36.304472, expected=80.000000 predicted=46.013410, expected=36.000000 predicted=39.585751, expected=28.000000 predicted=29.951166, expected=28.000000 predicted=34.934242, expected=80.000000 predicted=61.570802, expected=52.000000 Test MSE: 626.263
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217])] predicted=18.086838, expected=36.000000 predicted=24.948864, expected=56.000000 predicted=27.250237, expected=32.000000 predicted=25.709103, expected=12.000000 predicted=25.744067, expected=24.000000 predicted=28.339859, expected=48.000000 predicted=35.177147, expected=28.000000 predicted=33.273917, expected=28.000000 predicted=29.968670, expected=8.000000 predicted=22.299953, expected=8.000000 predicted=21.509611, expected=16.000000 predicted=23.147870, expected=12.000000 predicted=15.921716, expected=20.000000 predicted=16.913696, expected=20.000000 predicted=14.485527, expected=72.000000 predicted=29.920058, expected=28.000000 predicted=26.951722, expected=40.000000 predicted=33.254507, expected=8.000000 predicted=28.771159, expected=8.000000 predicted=24.795061, expected=40.000000 predicted=36.153205, expected=40.000000 predicted=27.705671, expected=24.000000 predicted=27.672975, expected=48.000000 predicted=30.587085, expected=4.000000 predicted=22.504317, expected=44.000000 predicted=35.385766, expected=16.000000 predicted=28.267063, expected=20.000000 predicted=24.556272, expected=8.000000 predicted=23.912860, expected=40.000000 predicted=22.145171, expected=32.000000 predicted=28.308136, expected=4.000000 predicted=17.876887, expected=4.000000 predicted=17.541801, expected=8.000000 predicted=13.800760, expected=16.000000 predicted=17.661135, expected=28.000000 predicted=18.001219, expected=40.000000 predicted=18.947190, expected=36.000000 predicted=22.991439, expected=12.000000 predicted=21.395107, expected=36.000000 predicted=28.742840, expected=20.000000 predicted=26.913389, expected=28.000000 predicted=29.029748, expected=40.000000 predicted=31.151342, expected=32.000000 predicted=26.982584, expected=12.000000 predicted=27.023030, expected=40.000000 predicted=29.941555, expected=32.000000 predicted=29.931363, expected=24.000000 predicted=29.789245, expected=4.000000 predicted=22.904671, expected=20.000000 predicted=20.805612, expected=4.000000 predicted=19.184817, expected=8.000000 predicted=15.134295, expected=4.000000 predicted=10.966490, expected=16.000000 predicted=9.280068, expected=24.000000 predicted=14.626556, expected=16.000000 predicted=11.945739, expected=28.000000 predicted=17.613605, expected=20.000000 predicted=17.406298, expected=20.000000 predicted=20.211822, expected=12.000000 predicted=19.521906, expected=36.000000 predicted=23.156756, expected=52.000000 predicted=30.950798, expected=44.000000 predicted=31.793459, expected=52.000000 predicted=38.355537, expected=16.000000 predicted=31.612790, expected=24.000000 predicted=35.496225, expected=12.000000 predicted=31.433709, expected=32.000000 predicted=30.167044, expected=48.000000 predicted=34.634626, expected=4.000000 predicted=19.616916, expected=24.000000 predicted=25.059638, expected=20.000000 predicted=21.890443, expected=16.000000 predicted=22.424675, expected=32.000000 predicted=27.242427, expected=28.000000 predicted=20.279529, expected=12.000000 predicted=20.974188, expected=60.000000 predicted=32.120221, expected=12.000000 predicted=23.613151, expected=96.000000 predicted=46.294831, expected=44.000000 predicted=42.709889, expected=20.000000 predicted=36.630716, expected=24.000000 predicted=43.051010, expected=16.000000 predicted=29.848282, expected=32.000000 predicted=40.973974, expected=32.000000 predicted=29.512774, expected=20.000000 predicted=23.419198, expected=20.000000 predicted=23.840538, expected=28.000000 predicted=24.335118, expected=28.000000 predicted=26.921365, expected=32.000000 predicted=27.805068, expected=24.000000 predicted=25.091266, expected=20.000000 predicted=24.422005, expected=40.000000 predicted=29.940132, expected=8.000000 predicted=23.297482, expected=24.000000 predicted=25.135145, expected=8.000000 predicted=19.318478, expected=32.000000 predicted=22.470631, expected=20.000000 predicted=23.077908, expected=32.000000 predicted=21.220128, expected=16.000000 predicted=21.893429, expected=24.000000 predicted=21.204012, expected=80.000000 predicted=39.355604, expected=100.000000 predicted=51.283343, expected=100.000000 predicted=65.015518, expected=20.000000 predicted=50.629928, expected=68.000000 predicted=63.465666, expected=24.000000 predicted=60.390804, expected=16.000000 predicted=50.479457, expected=4.000000 predicted=37.157274, expected=48.000000 predicted=30.017588, expected=52.000000 predicted=39.968907, expected=44.000000 predicted=33.603389, expected=40.000000 predicted=35.354472, expected=48.000000 predicted=38.613845, expected=76.000000 predicted=54.774765, expected=60.000000 predicted=54.996982, expected=60.000000 predicted=55.732491, expected=44.000000 predicted=53.030807, expected=84.000000 predicted=63.892849, expected=16.000000 predicted=52.418183, expected=4.000000 predicted=38.419570, expected=56.000000 predicted=46.204010, expected=44.000000 predicted=39.893758, expected=88.000000 predicted=56.897053, expected=56.000000 predicted=46.654783, expected=16.000000 predicted=38.000588, expected=76.000000 predicted=58.745032, expected=36.000000 predicted=49.439633, expected=64.000000 predicted=58.311836, expected=44.000000 predicted=49.313100, expected=92.000000 predicted=57.490227, expected=40.000000 predicted=58.504495, expected=40.000000 predicted=49.817967, expected=56.000000 predicted=56.609922, expected=68.000000 predicted=56.704812, expected=36.000000 predicted=54.954847, expected=64.000000 predicted=52.226117, expected=72.000000 predicted=57.794843, expected=24.000000 predicted=49.491303, expected=16.000000 predicted=43.830312, expected=32.000000 predicted=38.370491, expected=80.000000 predicted=51.853544, expected=40.000000 predicted=45.328375, expected=44.000000 predicted=40.144162, expected=44.000000 predicted=42.753157, expected=52.000000 predicted=47.342134, expected=24.000000 predicted=45.871382, expected=80.000000 predicted=51.165921, expected=52.000000 predicted=50.142043, expected=108.000000 predicted=65.178405, expected=48.000000 predicted=61.660412, expected=88.000000 predicted=65.968741, expected=68.000000 predicted=75.923839, expected=24.000000 predicted=57.303609, expected=40.000000 predicted=61.910558, expected=44.000000 predicted=49.530335, expected=60.000000 predicted=55.110324, expected=72.000000 predicted=55.961906, expected=56.000000 predicted=50.021056, expected=28.000000 predicted=47.117728, expected=12.000000 predicted=40.206967, expected=12.000000 predicted=35.568122, expected=16.000000 predicted=30.857447, expected=36.000000 predicted=29.013806, expected=28.000000 predicted=23.811265, expected=12.000000 predicted=18.280976, expected=16.000000 predicted=19.103499, expected=36.000000 predicted=24.829704, expected=24.000000 predicted=25.737378, expected=12.000000 predicted=20.563548, expected=8.000000 predicted=16.408571, expected=48.000000 predicted=26.287051, expected=44.000000 predicted=31.708805, expected=16.000000 predicted=24.434335, expected=12.000000 predicted=21.875758, expected=36.000000 predicted=27.071533, expected=8.000000 predicted=25.017339, expected=4.000000 predicted=18.452784, expected=12.000000 predicted=14.611060, expected=40.000000 predicted=20.476849, expected=8.000000 predicted=17.927587, expected=20.000000 predicted=15.770418, expected=56.000000 predicted=27.910578, expected=20.000000 predicted=24.227916, expected=28.000000 predicted=29.574735, expected=48.000000 predicted=32.453167, expected=8.000000 predicted=25.620997, expected=8.000000 predicted=26.548364, expected=28.000000 predicted=23.735157, expected=12.000000 predicted=19.596527, expected=16.000000 predicted=20.958069, expected=20.000000 predicted=16.144366, expected=24.000000 predicted=17.869101, expected=32.000000 predicted=24.054480, expected=36.000000 predicted=25.040902, expected=32.000000 predicted=27.394829, expected=20.000000 predicted=26.308313, expected=44.000000 predicted=32.662791, expected=16.000000 predicted=28.153072, expected=36.000000 predicted=31.228331, expected=40.000000 predicted=33.324507, expected=36.000000 predicted=31.447044, expected=28.000000 predicted=33.997694, expected=16.000000 predicted=26.206764, expected=4.000000 predicted=23.269228, expected=24.000000 predicted=24.443303, expected=48.000000 predicted=29.299567, expected=4.000000 predicted=19.109987, expected=16.000000 predicted=18.741277, expected=24.000000 predicted=19.930611, expected=12.000000 predicted=18.771301, expected=4.000000 predicted=17.967700, expected=28.000000 predicted=15.891689, expected=84.000000 predicted=35.264230, expected=20.000000 predicted=28.281603, expected=24.000000 predicted=28.593875, expected=60.000000 predicted=39.467509, expected=56.000000 predicted=43.682070, expected=20.000000 predicted=43.562216, expected=4.000000 predicted=27.753715, expected=20.000000 predicted=27.852719, expected=32.000000 predicted=31.313951, expected=8.000000 predicted=21.997078, expected=4.000000 predicted=14.121812, expected=12.000000 predicted=12.863843, expected=4.000000 predicted=10.999599, expected=4.000000 predicted=10.321393, expected=20.000000 predicted=10.478777, expected=44.000000 predicted=18.302714, expected=36.000000 predicted=22.610797, expected=24.000000 predicted=22.864579, expected=4.000000 predicted=19.540961, expected=16.000000 predicted=21.899751, expected=16.000000 predicted=22.156766, expected=28.000000 predicted=21.628543, expected=44.000000 predicted=26.072978, expected=44.000000 predicted=27.706314, expected=28.000000 predicted=29.503537, expected=40.000000 predicted=34.327887, expected=24.000000 predicted=32.590519, expected=8.000000 predicted=27.638403, expected=60.000000 predicted=38.506910, expected=20.000000 predicted=27.815980, expected=20.000000 predicted=27.932935, expected=4.000000 predicted=21.595933, expected=16.000000 predicted=17.952933, expected=32.000000 predicted=27.507724, expected=4.000000 predicted=13.991239, expected=28.000000 predicted=19.613505, expected=16.000000 predicted=16.469196, expected=20.000000 predicted=18.416536, expected=24.000000 predicted=22.429519, expected=24.000000 predicted=19.045347, expected=28.000000 predicted=24.451615, expected=36.000000 predicted=26.260217, expected=4.000000 predicted=19.994249, expected=8.000000 predicted=18.980507, expected=32.000000 predicted=23.296015, expected=52.000000 predicted=29.318685, expected=20.000000 predicted=25.674045, expected=20.000000 predicted=22.808601, expected=24.000000 predicted=25.415277, expected=16.000000 predicted=24.458686, expected=8.000000 predicted=22.143901, expected=68.000000 predicted=31.928476, expected=28.000000 predicted=26.987263, expected=40.000000 predicted=32.265492, expected=48.000000 predicted=37.937925, expected=20.000000 predicted=30.508660, expected=48.000000 predicted=44.447052, expected=24.000000 predicted=32.918425, expected=56.000000 predicted=40.927589, expected=8.000000 predicted=32.031664, expected=28.000000 predicted=29.021812, expected=12.000000 predicted=28.327226, expected=12.000000 predicted=19.866274, expected=20.000000 predicted=24.019994, expected=12.000000 predicted=13.993268, expected=12.000000 predicted=15.902504, expected=52.000000 predicted=24.376922, expected=68.000000 predicted=34.477032, expected=8.000000 predicted=26.394281, expected=12.000000 predicted=26.166208, expected=32.000000 predicted=29.838501, expected=12.000000 predicted=26.378754, expected=12.000000 predicted=24.386615, expected=24.000000 predicted=17.888291, expected=44.000000 predicted=24.520681, expected=16.000000 predicted=23.000484, expected=24.000000 predicted=22.706408, expected=20.000000 predicted=22.864294, expected=8.000000 predicted=19.413254, expected=16.000000 predicted=21.619685, expected=28.000000 predicted=19.519794, expected=68.000000 predicted=32.884394, expected=32.000000 predicted=29.753225, expected=12.000000 predicted=25.437574, expected=28.000000 predicted=30.802588, expected=32.000000 predicted=31.044907, expected=40.000000 predicted=36.709548, expected=12.000000 predicted=25.010381, expected=24.000000 predicted=24.332201, expected=24.000000 predicted=26.290001, expected=16.000000 predicted=22.617357, expected=16.000000 predicted=22.259680, expected=4.000000 predicted=13.967654, expected=20.000000 predicted=17.517232, expected=24.000000 predicted=18.381505, expected=20.000000 predicted=16.864992, expected=12.000000 predicted=16.164379, expected=28.000000 predicted=19.055467, expected=12.000000 predicted=18.042276, expected=8.000000 predicted=16.032774, expected=52.000000 predicted=26.686711, expected=24.000000 predicted=21.865343, expected=16.000000 predicted=22.953552, expected=16.000000 predicted=21.713223, expected=40.000000 predicted=26.004621, expected=8.000000 predicted=24.050428, expected=8.000000 predicted=17.638793, expected=20.000000 predicted=18.798072, expected=4.000000 predicted=12.782365, expected=68.000000 predicted=31.423678, expected=24.000000 predicted=22.309076, expected=24.000000 predicted=24.269336, expected=24.000000 predicted=28.695143, expected=28.000000 predicted=25.915108, expected=20.000000 predicted=30.984082, expected=12.000000 predicted=20.704158, expected=24.000000 predicted=22.352363, expected=44.000000 predicted=27.473471, expected=4.000000 predicted=19.598860, expected=24.000000 predicted=22.405331, expected=52.000000 predicted=29.972247, expected=56.000000 predicted=35.391738, expected=200.000000 predicted=85.157475, expected=16.000000 predicted=54.986100, expected=16.000000 predicted=55.923896, expected=28.000000 predicted=59.759286, expected=28.000000 predicted=49.780102, expected=56.000000 predicted=62.366720, expected=28.000000 predicted=28.694858, expected=20.000000 predicted=28.034968, expected=8.000000 predicted=25.579744, expected=12.000000 predicted=23.095573, expected=36.000000 predicted=28.271995, expected=20.000000 predicted=20.656229, expected=40.000000 predicted=25.067827, expected=24.000000 predicted=23.462451, expected=4.000000 predicted=19.888219, expected=8.000000 predicted=20.485612, expected=8.000000 predicted=15.783351, expected=4.000000 predicted=13.462833, expected=28.000000 predicted=14.943974, expected=8.000000 predicted=9.672136, expected=12.000000 predicted=11.373916, expected=16.000000 predicted=13.161040, expected=44.000000 predicted=21.508569, expected=36.000000 predicted=25.917834, expected=8.000000 predicted=18.960412, expected=20.000000 predicted=22.326806, expected=20.000000 predicted=23.074402, expected=4.000000 predicted=19.725361, expected=20.000000 predicted=18.702051, expected=16.000000 predicted=14.633652, expected=8.000000 predicted=13.755698, expected=52.000000 predicted=24.389038, expected=52.000000 predicted=28.575227, expected=16.000000 predicted=25.945372, expected=8.000000 predicted=23.305067, expected=8.000000 predicted=21.196877, expected=24.000000 predicted=26.387594, expected=8.000000 predicted=18.386746, expected=32.000000 predicted=18.239876, expected=4.000000 predicted=12.675864, expected=8.000000 predicted=12.903527, expected=24.000000 predicted=17.918875, expected=12.000000 predicted=13.862487, expected=20.000000 Test MSE: 475.919
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682])] predicted=28.068378, expected=20.000000 predicted=31.926360, expected=40.000000 predicted=29.642811, expected=48.000000 predicted=32.330269, expected=20.000000 predicted=27.557482, expected=40.000000 predicted=33.631290, expected=32.000000 predicted=33.472563, expected=88.000000 predicted=45.233998, expected=16.000000 predicted=38.827078, expected=40.000000 predicted=39.081143, expected=48.000000 predicted=47.986932, expected=8.000000 predicted=33.545507, expected=20.000000 predicted=39.292308, expected=48.000000 predicted=31.671364, expected=92.000000 predicted=42.088278, expected=60.000000 predicted=44.561282, expected=32.000000 predicted=42.373568, expected=48.000000 predicted=53.046902, expected=36.000000 predicted=51.196917, expected=88.000000 predicted=60.575923, expected=20.000000 predicted=45.569208, expected=28.000000 predicted=41.307069, expected=16.000000 predicted=42.687142, expected=156.000000 predicted=58.619430, expected=48.000000 predicted=55.104671, expected=96.000000 predicted=57.582811, expected=24.000000 predicted=68.333602, expected=16.000000 predicted=53.134676, expected=48.000000 predicted=72.452849, expected=28.000000 predicted=40.206074, expected=12.000000 predicted=36.689542, expected=20.000000 predicted=26.792872, expected=28.000000 predicted=25.035553, expected=8.000000 predicted=22.750647, expected=148.000000 predicted=44.831376, expected=48.000000 predicted=40.587627, expected=56.000000 predicted=46.934766, expected=132.000000 predicted=79.249973, expected=64.000000 predicted=68.606557, expected=16.000000 predicted=77.738493, expected=24.000000 predicted=61.378213, expected=88.000000 predicted=63.072734, expected=52.000000 predicted=59.844376, expected=52.000000 predicted=49.274184, expected=52.000000 predicted=50.626787, expected=12.000000 predicted=43.295839, expected=32.000000 predicted=49.622440, expected=88.000000 predicted=50.563863, expected=16.000000 predicted=37.290951, expected=40.000000 predicted=41.816993, expected=28.000000 predicted=38.633340, expected=44.000000 predicted=38.100252, expected=20.000000 predicted=40.780598, expected=64.000000 predicted=35.670793, expected=72.000000 predicted=45.704032, expected=12.000000 predicted=36.018848, expected=36.000000 predicted=44.741930, expected=40.000000 predicted=41.440383, expected=8.000000 predicted=35.029071, expected=60.000000 predicted=41.828641, expected=120.000000 predicted=47.244735, expected=48.000000 predicted=46.380207, expected=24.000000 predicted=51.468945, expected=68.000000 predicted=59.021615, expected=36.000000 predicted=54.501794, expected=52.000000 predicted=59.465825, expected=36.000000 predicted=46.010679, expected=52.000000 predicted=43.028131, expected=72.000000 predicted=54.697768, expected=36.000000 predicted=44.659388, expected=20.000000 predicted=45.370659, expected=104.000000 predicted=57.299254, expected=4.000000 predicted=42.460322, expected=36.000000 predicted=47.087235, expected=44.000000 predicted=45.524941, expected=4.000000 predicted=28.601638, expected=28.000000 predicted=41.606918, expected=16.000000 predicted=21.466556, expected=60.000000 predicted=30.752530, expected=32.000000 predicted=30.785695, expected=28.000000 predicted=26.709245, expected=28.000000 predicted=34.273596, expected=12.000000 predicted=27.324935, expected=28.000000 predicted=32.595777, expected=20.000000 predicted=24.520934, expected=40.000000 predicted=25.817736, expected=96.000000 predicted=39.228319, expected=68.000000 predicted=41.209566, expected=32.000000 predicted=46.629330, expected=60.000000 predicted=56.036994, expected=4.000000 predicted=46.675688, expected=56.000000 predicted=54.434829, expected=24.000000 predicted=41.546058, expected=36.000000 predicted=33.130312, expected=144.000000 predicted=59.466091, expected=28.000000 predicted=41.838836, expected=20.000000 predicted=53.163548, expected=8.000000 predicted=47.714897, expected=68.000000 predicted=48.101947, expected=12.000000 predicted=46.746910, expected=56.000000 predicted=32.730901, expected=52.000000 predicted=37.838227, expected=16.000000 predicted=31.069227, expected=76.000000 predicted=51.002809, expected=32.000000 predicted=38.187334, expected=24.000000 predicted=41.769137, expected=8.000000 predicted=37.565283, expected=92.000000 predicted=41.137715, expected=88.000000 predicted=52.285958, expected=32.000000 predicted=42.690879, expected=48.000000 predicted=52.860175, expected=36.000000 predicted=49.760381, expected=24.000000 predicted=52.098565, expected=8.000000 predicted=41.009621, expected=68.000000 predicted=37.363675, expected=48.000000 predicted=37.078892, expected=44.000000 predicted=36.954417, expected=64.000000 predicted=45.449214, expected=80.000000 predicted=50.320960, expected=128.000000 predicted=73.048153, expected=88.000000 predicted=74.068259, expected=104.000000 predicted=85.670225, expected=72.000000 predicted=90.248590, expected=28.000000 predicted=80.454911, expected=28.000000 predicted=76.576717, expected=120.000000 predicted=75.839189, expected=84.000000 predicted=69.812106, expected=24.000000 predicted=57.589320, expected=88.000000 predicted=68.510221, expected=88.000000 predicted=68.791682, expected=88.000000 predicted=80.002913, expected=76.000000 predicted=77.585849, expected=60.000000 predicted=69.476984, expected=140.000000 predicted=93.095327, expected=48.000000 predicted=79.237982, expected=112.000000 predicted=89.425226, expected=64.000000 predicted=85.481627, expected=20.000000 predicted=69.496489, expected=56.000000 predicted=78.954730, expected=120.000000 predicted=69.226659, expected=28.000000 predicted=62.047222, expected=12.000000 predicted=52.954544, expected=116.000000 predicted=64.657644, expected=72.000000 predicted=59.050914, expected=52.000000 predicted=67.098176, expected=52.000000 predicted=60.815862, expected=88.000000 predicted=63.463403, expected=60.000000 predicted=71.483123, expected=68.000000 predicted=66.280806, expected=56.000000 predicted=64.119690, expected=120.000000 predicted=74.231175, expected=20.000000 predicted=65.676750, expected=92.000000 predicted=72.337030, expected=124.000000 predicted=82.559657, expected=52.000000 predicted=68.995512, expected=24.000000 predicted=78.612906, expected=28.000000 predicted=59.515865, expected=60.000000 predicted=61.169468, expected=32.000000 predicted=51.224066, expected=48.000000 predicted=42.059534, expected=108.000000 predicted=52.638393, expected=36.000000 predicted=46.532314, expected=8.000000 predicted=51.044404, expected=44.000000 predicted=51.395071, expected=44.000000 predicted=43.167647, expected=20.000000 predicted=42.141545, expected=28.000000 predicted=33.100430, expected=24.000000 predicted=27.438530, expected=36.000000 predicted=31.893140, expected=48.000000 predicted=33.923787, expected=52.000000 predicted=33.906827, expected=64.000000 predicted=42.682892, expected=12.000000 predicted=38.028882, expected=40.000000 predicted=44.445589, expected=24.000000 predicted=39.824952, expected=80.000000 predicted=44.334434, expected=56.000000 predicted=45.697957, expected=16.000000 predicted=36.058261, expected=40.000000 predicted=47.773148, expected=64.000000 predicted=45.219365, expected=48.000000 predicted=47.634445, expected=32.000000 predicted=44.130868, expected=16.000000 predicted=37.309098, expected=32.000000 predicted=38.973901, expected=32.000000 predicted=36.509199, expected=40.000000 predicted=32.758670, expected=32.000000 predicted=31.069649, expected=28.000000 predicted=29.883991, expected=76.000000 predicted=41.778546, expected=68.000000 predicted=43.685463, expected=12.000000 predicted=40.806619, expected=32.000000 predicted=46.363988, expected=64.000000 predicted=46.765058, expected=12.000000 predicted=38.814124, expected=44.000000 predicted=42.616721, expected=52.000000 predicted=36.896941, expected=8.000000 predicted=30.823012, expected=44.000000 predicted=41.961997, expected=40.000000 predicted=32.353927, expected=36.000000 predicted=34.862171, expected=36.000000 predicted=38.392374, expected=24.000000 predicted=30.498234, expected=8.000000 predicted=31.385392, expected=72.000000 predicted=38.317288, expected=48.000000 predicted=33.836431, expected=16.000000 predicted=32.769841, expected=60.000000 predicted=43.633593, expected=32.000000 predicted=35.444235, expected=76.000000 predicted=51.064258, expected=144.000000 predicted=65.006702, expected=32.000000 predicted=52.137858, expected=28.000000 predicted=68.195251, expected=16.000000 predicted=58.487989, expected=28.000000 predicted=50.239333, expected=32.000000 predicted=48.542028, expected=48.000000 predicted=30.381510, expected=84.000000 predicted=40.253519, expected=76.000000 predicted=45.544789, expected=56.000000 predicted=53.871340, expected=56.000000 predicted=60.596330, expected=32.000000 predicted=57.328345, expected=44.000000 predicted=58.751113, expected=56.000000 predicted=54.009711, expected=72.000000 predicted=51.828110, expected=48.000000 predicted=50.870940, expected=24.000000 predicted=46.161379, expected=24.000000 predicted=46.175661, expected=44.000000 predicted=44.514667, expected=24.000000 predicted=37.695499, expected=16.000000 predicted=30.669563, expected=40.000000 predicted=30.627484, expected=28.000000 predicted=27.115312, expected=32.000000 predicted=31.039973, expected=44.000000 predicted=32.049030, expected=28.000000 predicted=29.489043, expected=52.000000 predicted=38.894848, expected=28.000000 predicted=34.313976, expected=16.000000 predicted=32.750079, expected=56.000000 predicted=40.406553, expected=84.000000 predicted=42.340400, expected=48.000000 predicted=44.840401, expected=84.000000 predicted=56.521196, expected=72.000000 predicted=59.106142, expected=20.000000 predicted=57.325165, expected=-64.000000 predicted=41.179875, expected=12.000000 predicted=32.963211, expected=24.000000 predicted=21.739320, expected=36.000000 predicted=14.406618, expected=84.000000 predicted=25.452317, expected=56.000000 predicted=20.815796, expected=12.000000 predicted=35.811825, expected=20.000000 predicted=41.227251, expected=20.000000 predicted=35.473663, expected=32.000000 predicted=37.268506, expected=40.000000 predicted=31.802546, expected=80.000000 predicted=35.682638, expected=12.000000 predicted=30.337028, expected=32.000000 predicted=38.023242, expected=36.000000 predicted=39.679885, expected=44.000000 predicted=37.453986, expected=60.000000 predicted=47.536050, expected=12.000000 predicted=29.552632, expected=60.000000 predicted=43.976495, expected=28.000000 predicted=38.023628, expected=8.000000 predicted=32.909961, expected=64.000000 predicted=44.666923, expected=44.000000 predicted=31.565742, expected=24.000000 predicted=37.793532, expected=32.000000 predicted=36.487059, expected=28.000000 predicted=30.710113, expected=4.000000 predicted=31.626930, expected=20.000000 predicted=27.402647, expected=28.000000 predicted=22.345178, expected=60.000000 predicted=29.400157, expected=20.000000 predicted=25.379488, expected=20.000000 predicted=25.811699, expected=52.000000 predicted=35.649736, expected=20.000000 predicted=28.980671, expected=40.000000 predicted=38.112993, expected=24.000000 predicted=29.215135, expected=4.000000 predicted=24.097296, expected=76.000000 predicted=41.232248, expected=8.000000 predicted=23.125653, expected=16.000000 predicted=29.665627, expected=4.000000 predicted=24.088826, expected=52.000000 predicted=24.849037, expected=32.000000 predicted=31.604842, expected=28.000000 predicted=22.851280, expected=128.000000 predicted=49.685418, expected=16.000000 predicted=34.682470, expected=24.000000 predicted=50.170016, expected=32.000000 predicted=46.695231, expected=40.000000 predicted=38.857934, expected=20.000000 predicted=45.714532, expected=40.000000 predicted=29.973456, expected=8.000000 predicted=25.596018, expected=4.000000 predicted=23.692886, expected=20.000000 predicted=23.869796, expected=28.000000 predicted=18.404656, expected=20.000000 predicted=20.226778, expected=48.000000 predicted=23.260382, expected=68.000000 predicted=31.443470, expected=72.000000 predicted=42.208085, expected=12.000000 predicted=39.847887, expected=12.000000 predicted=39.734331, expected=16.000000 predicted=37.626792, expected=68.000000 predicted=41.718804, expected=108.000000 predicted=50.781110, expected=4.000000 predicted=30.942803, expected=20.000000 predicted=42.184895, expected=36.000000 predicted=42.441277, expected=12.000000 predicted=36.212080, expected=24.000000 predicted=38.626844, expected=88.000000 predicted=33.152905, expected=24.000000 predicted=28.377884, expected=52.000000 predicted=42.946575, expected=40.000000 predicted=40.108847, expected=60.000000 predicted=45.398097, expected=64.000000 predicted=57.299541, expected=12.000000 predicted=38.426694, expected=12.000000 predicted=42.128416, expected=48.000000 predicted=40.672591, expected=28.000000 predicted=34.286913, expected=48.000000 predicted=38.256317, expected=64.000000 predicted=36.428876, expected=132.000000 predicted=56.682774, expected=4.000000 predicted=47.978569, expected=16.000000 predicted=51.803327, expected=44.000000 predicted=54.249748, expected=4.000000 predicted=36.271352, expected=12.000000 predicted=41.306860, expected=12.000000 predicted=15.466393, expected=28.000000 predicted=18.083398, expected=68.000000 predicted=31.035165, expected=4.000000 predicted=17.248766, expected=76.000000 predicted=38.427896, expected=4.000000 predicted=28.032003, expected=12.000000 predicted=31.014320, expected=24.000000 predicted=35.420493, expected=56.000000 predicted=26.373684, expected=16.000000 predicted=31.384623, expected=12.000000 predicted=21.377509, expected=28.000000 predicted=25.955990, expected=24.000000 predicted=24.095639, expected=16.000000 predicted=26.131663, expected=72.000000 predicted=31.156027, expected=28.000000 predicted=26.296890, expected=100.000000 predicted=48.586181, expected=208.000000 predicted=81.514718, expected=168.000000 predicted=95.558472, expected=256.000000 predicted=156.486210, expected=212.000000 predicted=168.317869, expected=48.000000 predicted=151.422524, expected=84.000000 predicted=163.597255, expected=156.000000 predicted=148.679016, expected=88.000000 predicted=131.436361, expected=48.000000 predicted=109.797201, expected=68.000000 predicted=82.255032, expected=32.000000 predicted=67.601457, expected=36.000000 predicted=69.189424, expected=40.000000 predicted=51.575823, expected=56.000000 predicted=45.819203, expected=116.000000 predicted=66.259094, expected=76.000000 predicted=60.173819, expected=16.000000 predicted=54.466850, expected=44.000000 predicted=59.125109, expected=100.000000 predicted=66.894152, expected=92.000000 predicted=73.982744, expected=12.000000 predicted=54.938718, expected=32.000000 predicted=51.447031, expected=48.000000 predicted=50.249361, expected=28.000000 predicted=45.855592, expected=32.000000 predicted=43.478354, expected=24.000000 predicted=28.313122, expected=112.000000 predicted=53.613740, expected=84.000000 predicted=55.833080, expected=24.000000 predicted=49.206560, expected=60.000000 predicted=62.242834, expected=32.000000 predicted=47.512364, expected=84.000000 predicted=68.263065, expected=28.000000 predicted=49.424423, expected=108.000000 predicted=63.232818, expected=36.000000 predicted=54.768972, expected=36.000000 predicted=51.977508, expected=24.000000 predicted=52.873460, expected=16.000000 predicted=33.842291, expected=4.000000 predicted=34.884678, expected=20.000000 predicted=22.026607, expected=16.000000 predicted=18.089080, expected=52.000000 predicted=25.815689, expected=80.000000 predicted=37.339788, expected=16.000000 predicted=28.543375, expected=28.000000 predicted=38.532147, expected=80.000000 predicted=48.667473, expected=40.000000 predicted=43.283624, expected=24.000000 predicted=46.329452, expected=4.000000 predicted=30.335397, expected=52.000000 predicted=37.338273, expected=28.000000 predicted=34.939203, expected=20.000000 predicted=28.008463, expected=28.000000 predicted=28.697882, expected=92.000000 predicted=41.777966, expected=40.000000 predicted=41.030011, expected=16.000000 predicted=38.023776, expected=32.000000 predicted=40.130599, expected=72.000000 predicted=45.249977, expected=36.000000 predicted=45.205818, expected=32.000000 predicted=40.397906, expected=36.000000 predicted=38.432232, expected=20.000000 predicted=33.021566, expected=24.000000 predicted=36.221927, expected=16.000000 predicted=25.761871, expected=8.000000 predicted=20.262734, expected=20.000000 predicted=21.208501, expected=28.000000 predicted=19.391242, expected=32.000000 predicted=22.339028, expected=48.000000 predicted=28.949759, expected=44.000000 predicted=31.467730, expected=4.000000 predicted=26.514454, expected=56.000000 predicted=40.027239, expected=52.000000 Test MSE: 1235.227
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933])] predicted=69.563907, expected=84.000000 predicted=84.988052, expected=48.000000 predicted=36.666409, expected=24.000000 predicted=21.292773, expected=20.000000 predicted=40.040474, expected=64.000000 predicted=73.274994, expected=64.000000 predicted=66.791900, expected=68.000000 predicted=56.676505, expected=12.000000 predicted=16.431095, expected=72.000000 predicted=55.631839, expected=28.000000 predicted=40.106950, expected=32.000000 predicted=49.430372, expected=72.000000 predicted=65.292224, expected=28.000000 predicted=22.473604, expected=76.000000 predicted=73.217948, expected=116.000000 predicted=72.528902, expected=68.000000 predicted=51.995209, expected=28.000000 predicted=47.668645, expected=44.000000 predicted=43.243521, expected=40.000000 predicted=58.342046, expected=36.000000 predicted=68.585825, expected=124.000000 predicted=95.258725, expected=72.000000 predicted=46.699211, expected=60.000000 predicted=55.969385, expected=12.000000 predicted=25.098644, expected=32.000000 predicted=44.039406, expected=28.000000 predicted=66.224063, expected=56.000000 predicted=62.288996, expected=88.000000 predicted=69.096839, expected=96.000000 predicted=56.719539, expected=68.000000 predicted=50.464449, expected=44.000000 predicted=40.601811, expected=32.000000 predicted=46.943189, expected=104.000000 predicted=97.975223, expected=64.000000 predicted=71.359441, expected=76.000000 predicted=72.855378, expected=80.000000 predicted=61.569361, expected=64.000000 predicted=54.678334, expected=24.000000 predicted=58.487557, expected=32.000000 predicted=50.099833, expected=36.000000 predicted=53.830466, expected=60.000000 predicted=67.285327, expected=76.000000 predicted=65.435581, expected=180.000000 predicted=108.067931, expected=68.000000 predicted=44.988303, expected=60.000000 predicted=57.925381, expected=44.000000 predicted=53.389809, expected=36.000000 predicted=63.126021, expected=40.000000 predicted=96.180688, expected=64.000000 predicted=64.611804, expected=72.000000 predicted=63.466187, expected=44.000000 predicted=42.698513, expected=24.000000 predicted=31.430698, expected=28.000000 predicted=36.376152, expected=56.000000 predicted=59.648090, expected=72.000000 predicted=67.695310, expected=72.000000 predicted=56.336423, expected=104.000000 predicted=67.501607, expected=32.000000 predicted=30.288103, expected=36.000000 predicted=50.742854, expected=20.000000 predicted=43.528269, expected=40.000000 predicted=57.663635, expected=48.000000 predicted=66.638006, expected=84.000000 predicted=59.536866, expected=116.000000 predicted=75.732985, expected=64.000000 predicted=43.296402, expected=32.000000 predicted=39.392467, expected=12.000000 predicted=33.064253, expected=48.000000 predicted=67.872895, expected=48.000000 predicted=72.717408, expected=104.000000 predicted=82.853480, expected=88.000000 predicted=57.289990, expected=44.000000 predicted=32.747597, expected=32.000000 predicted=41.916717, expected=40.000000 predicted=48.413341, expected=28.000000 predicted=60.929543, expected=48.000000 predicted=63.486866, expected=80.000000 predicted=61.115016, expected=144.000000 predicted=91.194631, expected=40.000000 predicted=35.163909, expected=36.000000 predicted=39.855525, expected=12.000000 predicted=31.361499, expected=36.000000 predicted=61.844053, expected=52.000000 predicted=85.142528, expected=124.000000 predicted=83.613497, expected=120.000000 predicted=75.340776, expected=96.000000 predicted=58.987507, expected=40.000000 predicted=40.650391, expected=20.000000 predicted=42.783433, expected=56.000000 predicted=88.212396, expected=32.000000 predicted=68.368064, expected=100.000000 predicted=95.250970, expected=80.000000 predicted=56.350418, expected=60.000000 predicted=44.821189, expected=24.000000 predicted=38.174883, expected=44.000000 predicted=44.990834, expected=52.000000 predicted=71.457092, expected=48.000000 predicted=60.478831, expected=92.000000 predicted=74.739858, expected=100.000000 predicted=63.831295, expected=44.000000 predicted=43.803000, expected=44.000000 predicted=50.411149, expected=28.000000 predicted=40.212489, expected=48.000000 predicted=69.389917, expected=64.000000 predicted=75.400609, expected=96.000000 predicted=70.861158, expected=88.000000 predicted=64.691011, expected=68.000000 predicted=51.154882, expected=32.000000 predicted=41.433383, expected=24.000000 predicted=46.408201, expected=24.000000 predicted=56.870897, expected=60.000000 predicted=71.294678, expected=60.000000 predicted=59.023867, expected=92.000000 predicted=63.530015, expected=56.000000 predicted=39.377057, expected=24.000000 predicted=28.000150, expected=60.000000 predicted=61.664437, expected=52.000000 predicted=55.750780, expected=36.000000 predicted=59.432097, expected=84.000000 predicted=69.637345, expected=64.000000 predicted=45.186137, expected=68.000000 predicted=64.559636, expected=20.000000 predicted=33.356866, expected=40.000000 predicted=43.695597, expected=140.000000 predicted=111.677058, expected=40.000000 predicted=45.817763, expected=68.000000 predicted=69.723485, expected=92.000000 predicted=58.245513, expected=52.000000 predicted=52.294072, expected=8.000000 predicted=64.435245, expected=16.000000 predicted=31.286777, expected=44.000000 predicted=55.978801, expected=44.000000 predicted=61.337262, expected=88.000000 predicted=67.948774, expected=104.000000 predicted=57.677520, expected=40.000000 predicted=29.898562, expected=32.000000 predicted=41.000028, expected=24.000000 predicted=36.518306, expected=24.000000 predicted=54.795600, expected=96.000000 predicted=94.906484, expected=128.000000 predicted=82.607893, expected=132.000000 predicted=83.586780, expected=64.000000 predicted=45.054558, expected=36.000000 predicted=38.895447, expected=36.000000 predicted=67.272372, expected=48.000000 predicted=85.115946, expected=56.000000 predicted=85.531902, expected=132.000000 predicted=98.278817, expected=132.000000 predicted=83.580660, expected=100.000000 predicted=71.239447, expected=40.000000 predicted=45.493563, expected=36.000000 predicted=53.232137, expected=32.000000 predicted=78.157242, expected=68.000000 predicted=95.649818, expected=84.000000 predicted=85.460710, expected=132.000000 predicted=88.621738, expected=68.000000 predicted=50.148760, expected=36.000000 predicted=39.436052, expected=36.000000 predicted=53.184187, expected=52.000000 predicted=69.796902, expected=56.000000 predicted=86.031985, expected=108.000000 predicted=87.352416, expected=92.000000 predicted=63.259743, expected=44.000000 predicted=41.764596, expected=16.000000 predicted=34.934429, expected=12.000000 predicted=36.773147, expected=40.000000 predicted=70.632263, expected=24.000000 predicted=50.595852, expected=148.000000 predicted=99.236692, expected=80.000000 predicted=43.639589, expected=44.000000 predicted=33.904798, expected=16.000000 predicted=27.479587, expected=24.000000 predicted=32.828723, expected=76.000000 predicted=104.851034, expected=44.000000 predicted=55.521624, expected=124.000000 predicted=86.450413, expected=164.000000 predicted=92.183542, expected=52.000000 predicted=40.173889, expected=28.000000 predicted=53.377487, expected=32.000000 predicted=43.309648, expected=72.000000 predicted=98.947466, expected=68.000000 predicted=103.187822, expected=100.000000 predicted=76.386947, expected=64.000000 predicted=45.638287, expected=44.000000 predicted=42.550384, expected=24.000000 predicted=46.627428, expected=20.000000 predicted=45.074392, expected=36.000000 predicted=63.370693, expected=36.000000 predicted=46.655353, expected=72.000000 predicted=57.679818, expected=40.000000 predicted=30.213153, expected=52.000000 predicted=39.574461, expected=16.000000 predicted=24.260555, expected=16.000000 predicted=29.068177, expected=40.000000 predicted=52.530836, expected=56.000000 predicted=48.099820, expected=120.000000 predicted=85.534437, expected=68.000000 predicted=40.493677, expected=24.000000 predicted=23.893931, expected=12.000000 predicted=27.587174, expected=36.000000 predicted=50.066518, expected=12.000000 predicted=57.337221, expected=20.000000 predicted=40.235857, expected=84.000000 predicted=55.034603, expected=76.000000 predicted=44.672277, expected=44.000000 predicted=38.820385, expected=44.000000 predicted=30.912766, expected=28.000000 predicted=28.057431, expected=28.000000 predicted=53.971286, expected=28.000000 predicted=47.864391, expected=120.000000 predicted=85.086037, expected=44.000000 predicted=38.214964, expected=64.000000 predicted=50.675958, expected=28.000000 predicted=26.830176, expected=32.000000 predicted=37.303850, expected=28.000000 predicted=65.615779, expected=16.000000 predicted=30.145198, expected=64.000000 predicted=62.055714, expected=64.000000 predicted=45.183298, expected=40.000000 predicted=35.779745, expected=8.000000 predicted=17.216747, expected=28.000000 predicted=26.762516, expected=32.000000 predicted=45.704205, expected=28.000000 predicted=42.677653, expected=112.000000 predicted=76.659610, expected=24.000000 predicted=13.826317, expected=36.000000 predicted=36.218907, expected=20.000000 predicted=24.485128, expected=16.000000 predicted=27.629361, expected=16.000000 predicted=54.863700, expected=56.000000 predicted=41.595661, expected=8.000000 predicted=18.062225, expected=36.000000 predicted=30.014709, expected=24.000000 predicted=18.788280, expected=28.000000 predicted=25.223850, expected=16.000000 predicted=31.119740, expected=20.000000 predicted=16.420907, expected=52.000000 predicted=43.271095, expected=68.000000 predicted=46.155771, expected=20.000000 predicted=22.077637, expected=8.000000 predicted=13.772948, expected=40.000000 predicted=32.987104, expected=24.000000 predicted=36.454234, expected=44.000000 predicted=52.476567, expected=24.000000 predicted=20.252447, expected=44.000000 predicted=29.857727, expected=60.000000 predicted=48.515399, expected=20.000000 predicted=22.321578, expected=20.000000 predicted=31.336084, expected=32.000000 predicted=29.309367, expected=88.000000 predicted=67.733275, expected=68.000000 predicted=58.989640, expected=84.000000 predicted=54.801220, expected=32.000000 predicted=26.485497, expected=44.000000 predicted=44.066078, expected=36.000000 predicted=58.341898, expected=28.000000 predicted=47.776672, expected=56.000000 predicted=65.651038, expected=92.000000 predicted=63.382107, expected=128.000000 predicted=86.716933, expected=20.000000 predicted=25.386070, expected=36.000000 predicted=38.462460, expected=80.000000 predicted=70.445609, expected=92.000000 predicted=92.079736, expected=100.000000 predicted=105.021321, expected=128.000000 predicted=78.247906, expected=180.000000 predicted=114.977011, expected=16.000000 predicted=44.717040, expected=144.000000 predicted=125.858087, expected=60.000000 predicted=77.568770, expected=200.000000 predicted=166.730268, expected=48.000000 predicted=104.295457, expected=60.000000 predicted=48.115224, expected=64.000000 predicted=99.855613, expected=68.000000 predicted=71.690899, expected=84.000000 predicted=127.483394, expected=144.000000 predicted=97.545579, expected=204.000000 predicted=133.584440, expected=16.000000 predicted=40.845392, expected=48.000000 predicted=63.402466, expected=32.000000 predicted=63.599790, expected=8.000000 predicted=75.273268, expected=32.000000 predicted=100.984531, expected=48.000000 predicted=33.992695, expected=72.000000 predicted=57.809108, expected=116.000000 predicted=73.157441, expected=56.000000 predicted=35.187442, expected=36.000000 predicted=37.043696, expected=24.000000 predicted=38.710217, expected=12.000000 predicted=43.236198, expected=16.000000 predicted=58.493840, expected=84.000000 predicted=67.524535, expected=76.000000 predicted=54.384784, expected=12.000000 predicted=17.639051, expected=12.000000 predicted=14.646839, expected=12.000000 predicted=18.937351, expected=36.000000 predicted=56.491237, expected=24.000000 predicted=43.202042, expected=48.000000 predicted=30.370533, expected=32.000000 predicted=22.458960, expected=32.000000 predicted=24.116596, expected=20.000000 predicted=27.131831, expected=24.000000 predicted=25.486880, expected=64.000000 predicted=54.205501, expected=48.000000 predicted=39.333410, expected=32.000000 predicted=31.368845, expected=32.000000 predicted=27.495243, expected=20.000000 predicted=24.738950, expected=20.000000 predicted=39.416689, expected=56.000000 predicted=50.155884, expected=96.000000 predicted=63.709265, expected=36.000000 predicted=32.920395, expected=108.000000 predicted=66.406206, expected=276.000000 predicted=154.863032, expected=116.000000 predicted=87.334164, expected=92.000000 predicted=95.840872, expected=52.000000 predicted=54.523026, expected=72.000000 predicted=99.571146, expected=96.000000 predicted=167.604029, expected=148.000000 predicted=128.660158, expected=160.000000 predicted=123.637550, expected=88.000000 predicted=73.667912, expected=80.000000 predicted=81.027150, expected=80.000000 predicted=92.231525, expected=80.000000 predicted=111.652485, expected=68.000000 predicted=105.740208, expected=184.000000 predicted=136.347322, expected=196.000000 predicted=138.143034, expected=84.000000 predicted=82.831100, expected=52.000000 predicted=70.231407, expected=92.000000 predicted=90.419661, expected=68.000000 predicted=120.657859, expected=116.000000 predicted=144.851209, expected=100.000000 predicted=89.696881, expected=224.000000 predicted=143.560873, expected=88.000000 predicted=88.571294, expected=52.000000 predicted=66.422284, expected=4.000000 predicted=61.594840, expected=48.000000 predicted=79.116962, expected=80.000000 predicted=136.237627, expected=96.000000 predicted=86.871726, expected=84.000000 predicted=65.768429, expected=24.000000 predicted=19.530319, expected=36.000000 predicted=45.753690, expected=16.000000 predicted=47.432109, expected=28.000000 predicted=57.819713, expected=80.000000 predicted=76.494524, expected=40.000000 predicted=31.920631, expected=60.000000 predicted=47.537864, expected=32.000000 predicted=26.562187, expected=8.000000 predicted=21.265436, expected=28.000000 predicted=50.181102, expected=16.000000 predicted=27.865902, expected=104.000000 predicted=78.970845, expected=48.000000 predicted=37.790380, expected=12.000000 predicted=12.606671, expected=28.000000 predicted=29.654550, expected=28.000000 predicted=27.648011, expected=44.000000 predicted=66.616522, expected=136.000000 predicted=89.659503, expected=52.000000 predicted=33.246840, expected=60.000000 predicted=46.297639, expected=64.000000 predicted=49.998028, expected=20.000000 predicted=37.580135, expected=32.000000 predicted=75.624539, expected=64.000000 predicted=58.089286, expected=48.000000 predicted=52.468254, expected=68.000000 predicted=62.565228, expected=84.000000 predicted=54.261994, expected=48.000000 predicted=42.679261, expected=12.000000 predicted=37.135197, expected=4.000000 predicted=27.661421, expected=32.000000 predicted=49.257366, expected=76.000000 predicted=74.693000, expected=80.000000 predicted=60.408190, expected=64.000000 predicted=39.013159, expected=8.000000 predicted=10.217863, expected=44.000000 predicted=42.410022, expected=24.000000 predicted=48.301421, expected=28.000000 predicted=50.445233, expected=60.000000 predicted=57.361990, expected=16.000000 predicted=14.496219, expected=36.000000 predicted=38.604306, expected=28.000000 predicted=26.593744, expected=32.000000 predicted=31.666264, expected=36.000000 predicted=43.881460, expected=76.000000 predicted=47.834930, expected=56.000000 predicted=45.167927, expected=52.000000 predicted=41.193129, expected=56.000000 predicted=45.549349, expected=20.000000 predicted=30.835736, expected=40.000000 predicted=55.705874, expected=36.000000 predicted=44.783183, expected=28.000000 predicted=39.051783, expected=92.000000 predicted=71.119891, expected=68.000000 predicted=45.529460, expected=56.000000 predicted=48.393376, expected=44.000000 predicted=41.052015, expected=24.000000 predicted=31.128407, expected=96.000000 predicted=90.858494, expected=64.000000 predicted=63.633603, expected=68.000000 predicted=61.287004, expected=140.000000 predicted=92.199060, expected=72.000000 predicted=54.195781, expected=28.000000 predicted=60.269389, expected=16.000000 predicted=41.459174, expected=36.000000 predicted=55.821436, expected=52.000000 predicted=86.690453, expected=72.000000 predicted=67.236030, expected=28.000000 predicted=27.510309, expected=12.000000 predicted=16.909827, expected=16.000000 predicted=27.278823, expected=16.000000 predicted=33.759032, expected=4.000000 predicted=32.389840, expected=4.000000 Test MSE: 1219.127
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016])] predicted=5.563794, expected=4.000000 predicted=4.740227, expected=4.000000 predicted=3.959519, expected=12.000000 predicted=5.692341, expected=4.000000 predicted=4.865658, expected=8.000000 predicted=6.276782, expected=4.000000 predicted=6.023981, expected=4.000000 predicted=6.286750, expected=4.000000 predicted=5.542157, expected=4.000000 predicted=4.755484, expected=4.000000 predicted=4.349009, expected=8.000000 predicted=4.819998, expected=4.000000 predicted=4.427676, expected=4.000000 predicted=4.683635, expected=4.000000 predicted=4.753915, expected=16.000000 predicted=7.313105, expected=4.000000 predicted=5.766672, expected=4.000000 predicted=6.128872, expected=4.000000 predicted=6.426744, expected=16.000000 predicted=8.792738, expected=4.000000 predicted=6.572360, expected=4.000000 predicted=6.094429, expected=8.000000 predicted=7.426223, expected=4.000000 predicted=6.721016, expected=8.000000 predicted=6.680355, expected=4.000000 predicted=5.293598, expected=4.000000 predicted=5.464994, expected=12.000000 predicted=6.820817, expected=8.000000 predicted=6.474073, expected=8.000000 predicted=7.072805, expected=4.000000 predicted=6.874410, expected=8.000000 predicted=7.947083, expected=8.000000 predicted=7.640896, expected=4.000000 predicted=6.311572, expected=8.000000 predicted=6.735741, expected=4.000000 predicted=6.087576, expected=4.000000 predicted=5.856978, expected=12.000000 predicted=6.797777, expected=4.000000 predicted=5.687841, expected=4.000000 predicted=5.823599, expected=4.000000 predicted=5.673873, expected=4.000000 predicted=5.576603, expected=4.000000 predicted=4.709677, expected=8.000000 predicted=4.761944, expected=4.000000 predicted=4.418691, expected=4.000000 predicted=4.701526, expected=4.000000 predicted=4.813534, expected=4.000000 predicted=4.763111, expected=12.000000 predicted=5.937590, expected=4.000000 predicted=4.874540, expected=4.000000 predicted=5.440235, expected=4.000000 predicted=5.662858, expected=4.000000 predicted=5.597134, expected=4.000000 predicted=4.732170, expected=8.000000 predicted=4.754409, expected=4.000000 predicted=4.416661, expected=4.000000 predicted=4.697637, expected=4.000000 predicted=4.808453, expected=4.000000 predicted=4.773719, expected=4.000000 predicted=4.360028, expected=4.000000 predicted=3.963573, expected=4.000000 predicted=3.963646, expected=8.000000 predicted=4.754531, expected=4.000000 predicted=4.417482, expected=4.000000 predicted=4.697971, expected=12.000000 predicted=6.381612, expected=8.000000 predicted=6.460057, expected=4.000000 predicted=6.297018, expected=8.000000 predicted=7.192260, expected=12.000000 predicted=8.434419, expected=4.000000 predicted=7.188169, expected=4.000000 predicted=6.743611, expected=4.000000 predicted=6.473822, expected=8.000000 predicted=6.732636, expected=8.000000 predicted=5.974474, expected=8.000000 predicted=5.941695, expected=8.000000 predicted=6.805648, expected=8.000000 predicted=7.597614, expected=4.000000 predicted=7.195248, expected=4.000000 predicted=6.757292, expected=4.000000 predicted=6.001634, expected=8.000000 predicted=5.952810, expected=4.000000 predicted=4.798689, expected=4.000000 predicted=4.714180, expected=8.000000 predicted=5.624089, expected=8.000000 predicted=5.984778, expected=8.000000 predicted=6.347972, expected=4.000000 predicted=6.010361, expected=8.000000 predicted=7.167833, expected=4.000000 predicted=6.443355, expected=4.000000 predicted=5.890276, expected=8.000000 predicted=6.017765, expected=4.000000 predicted=5.190061, expected=8.000000 predicted=5.905580, expected=4.000000 predicted=5.265604, expected=4.000000 predicted=5.512413, expected=8.000000 predicted=5.998884, expected=16.000000 predicted=7.594030, expected=8.000000 predicted=7.205167, expected=8.000000 predicted=8.305447, expected=4.000000 predicted=8.508247, expected=8.000000 predicted=9.140448, expected=4.000000 predicted=7.265161, expected=4.000000 predicted=5.871353, expected=4.000000 predicted=5.222230, expected=4.000000 predicted=4.739880, expected=4.000000 predicted=4.357131, expected=4.000000 predicted=3.967072, expected=4.000000 predicted=3.967133, expected=4.000000 predicted=3.967193, expected=8.000000 predicted=4.783719, expected=8.000000 predicted=5.235437, expected=8.000000 predicted=5.976565, expected=4.000000 predicted=6.010046, expected=4.000000 predicted=6.330895, expected=4.000000 predicted=5.988356, expected=8.000000 predicted=5.958302, expected=4.000000 predicted=4.808803, expected=4.000000 predicted=4.696629, expected=4.000000 predicted=4.830482, expected=16.000000 predicted=7.194587, expected=4.000000 predicted=5.710733, expected=4.000000 predicted=6.152618, expected=4.000000 predicted=6.631843, expected=12.000000 predicted=7.863494, expected=4.000000 predicted=6.057258, expected=8.000000 predicted=6.187504, expected=4.000000 predicted=6.260175, expected=4.000000 predicted=6.172313, expected=4.000000 predicted=5.707505, expected=12.000000 predicted=6.282745, expected=4.000000 predicted=5.297697, expected=4.000000 predicted=5.375029, expected=4.000000 predicted=5.821207, expected=4.000000 predicted=5.439818, expected=4.000000 predicted=4.836020, expected=16.000000 predicted=6.310977, expected=8.000000 predicted=6.069109, expected=12.000000 predicted=8.072716, expected=12.000000 predicted=9.899988, expected=8.000000 predicted=10.125554, expected=4.000000 predicted=9.734045, expected=4.000000 predicted=8.315767, expected=4.000000 predicted=7.158456, expected=4.000000 predicted=5.554192, expected=4.000000 predicted=4.414285, expected=8.000000 predicted=4.800441, expected=8.000000 predicted=5.274039, expected=8.000000 predicted=5.974618, expected=4.000000 predicted=6.023139, expected=4.000000 predicted=6.234514, expected=4.000000 predicted=5.992800, expected=8.000000 predicted=5.947543, expected=4.000000 predicted=4.893382, expected=8.000000 predicted=5.491622, expected=4.000000 predicted=5.335456, expected=8.000000 predicted=6.164404, expected=4.000000 predicted=5.804530, expected=8.000000 predicted=6.151868, expected=4.000000 predicted=5.817086, expected=4.000000 predicted=5.323770, expected=8.000000 predicted=6.151144, expected=4.000000 predicted=5.134789, expected=4.000000 predicted=5.111306, expected=4.000000 predicted=4.866313, expected=4.000000 predicted=4.651335, expected=8.000000 predicted=5.249393, expected=8.000000 predicted=5.277597, expected=8.000000 predicted=5.963046, expected=4.000000 predicted=6.022031, expected=4.000000 predicted=6.223079, expected=4.000000 predicted=6.005405, expected=4.000000 predicted=5.112777, expected=4.000000 predicted=4.429593, expected=8.000000 predicted=4.804266, expected=4.000000 predicted=4.453416, expected=4.000000 predicted=4.646620, expected=4.000000 predicted=4.858930, expected=16.000000 predicted=7.135588, expected=4.000000 predicted=5.887919, expected=4.000000 predicted=5.998009, expected=4.000000 predicted=6.705488, expected=4.000000 predicted=6.013061, expected=4.000000 predicted=5.382902, expected=4.000000 predicted=3.971252, expected=4.000000 predicted=3.971299, expected=4.000000 predicted=3.971345, expected=4.000000 predicted=3.971391, expected=4.000000 predicted=3.971436, expected=4.000000 predicted=3.971482, expected=4.000000 predicted=3.971527, expected=12.000000 predicted=5.623494, expected=4.000000 predicted=4.938668, expected=4.000000 predicted=5.319240, expected=4.000000 predicted=5.782048, expected=4.000000 predicted=5.324745, expected=4.000000 predicted=4.908748, expected=4.000000 predicted=3.971832, expected=8.000000 predicted=4.796596, expected=4.000000 predicted=4.455771, expected=8.000000 predicted=5.465704, expected=8.000000 predicted=6.184164, expected=8.000000 predicted=6.630304, expected=8.000000 predicted=7.322685, expected=12.000000 predicted=8.360866, expected=8.000000 predicted=8.483970, expected=4.000000 predicted=7.839054, expected=4.000000 predicted=7.574876, expected=4.000000 predicted=6.657350, expected=8.000000 predicted=6.404818, expected=8.000000 predicted=5.765396, expected=4.000000 predicted=5.124516, expected=4.000000 predicted=5.535525, expected=4.000000 predicted=5.537531, expected=4.000000 predicted=5.108620, expected=4.000000 predicted=4.439143, expected=4.000000 predicted=3.972771, expected=4.000000 predicted=3.972813, expected=4.000000 predicted=3.972854, expected=4.000000 predicted=3.972895, expected=12.000000 predicted=5.656821, expected=4.000000 predicted=4.945634, expected=12.000000 predicted=6.962672, expected=4.000000 predicted=6.785688, expected=4.000000 predicted=6.634338, expected=4.000000 predicted=6.701058, expected=8.000000 predicted=6.130128, expected=4.000000 predicted=5.432231, expected=8.000000 Test MSE: 10.250
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145])] predicted=32.000550, expected=52.000000 predicted=35.471800, expected=36.000000 predicted=33.371466, expected=20.000000 predicted=29.792778, expected=44.000000 predicted=37.164225, expected=40.000000 predicted=33.036557, expected=20.000000 predicted=33.373449, expected=16.000000 predicted=29.370747, expected=36.000000 predicted=30.241801, expected=36.000000 predicted=33.709946, expected=24.000000 predicted=28.378068, expected=8.000000 predicted=20.491198, expected=36.000000 predicted=27.831574, expected=4.000000 predicted=20.989344, expected=24.000000 predicted=24.081932, expected=68.000000 predicted=37.247621, expected=32.000000 predicted=21.438776, expected=32.000000 predicted=33.199091, expected=32.000000 predicted=30.137016, expected=24.000000 predicted=29.728257, expected=32.000000 predicted=41.666855, expected=36.000000 predicted=32.481013, expected=24.000000 predicted=28.233872, expected=44.000000 predicted=35.139950, expected=16.000000 predicted=25.372526, expected=16.000000 predicted=26.043797, expected=24.000000 predicted=29.649585, expected=12.000000 predicted=19.446273, expected=36.000000 predicted=30.553969, expected=48.000000 predicted=28.195414, expected=20.000000 predicted=20.934788, expected=28.000000 predicted=28.549281, expected=20.000000 predicted=24.235196, expected=44.000000 predicted=34.901772, expected=16.000000 predicted=29.418414, expected=8.000000 predicted=18.950518, expected=68.000000 predicted=40.039155, expected=44.000000 predicted=30.005627, expected=16.000000 predicted=29.461885, expected=24.000000 predicted=30.060849, expected=36.000000 predicted=29.435961, expected=36.000000 predicted=40.512568, expected=24.000000 predicted=30.653775, expected=28.000000 predicted=26.547637, expected=52.000000 predicted=36.036324, expected=32.000000 predicted=32.461912, expected=40.000000 predicted=36.405464, expected=24.000000 predicted=31.128541, expected=20.000000 predicted=29.284062, expected=28.000000 predicted=36.086965, expected=40.000000 predicted=32.143417, expected=28.000000 predicted=30.031432, expected=36.000000 predicted=30.054473, expected=12.000000 predicted=23.462764, expected=36.000000 predicted=31.432953, expected=16.000000 predicted=27.739386, expected=36.000000 predicted=28.271816, expected=48.000000 predicted=35.573651, expected=16.000000 predicted=20.463884, expected=28.000000 predicted=32.087761, expected=24.000000 predicted=26.510151, expected=32.000000 predicted=30.689355, expected=16.000000 predicted=28.440634, expected=24.000000 predicted=22.589246, expected=40.000000 predicted=30.463338, expected=40.000000 predicted=28.955127, expected=4.000000 predicted=21.951116, expected=12.000000 predicted=21.828809, expected=36.000000 predicted=29.140601, expected=28.000000 predicted=26.342572, expected=12.000000 predicted=22.144115, expected=32.000000 predicted=22.191180, expected=24.000000 predicted=21.532770, expected=28.000000 predicted=27.341341, expected=12.000000 predicted=22.092624, expected=32.000000 predicted=23.699466, expected=8.000000 predicted=21.104392, expected=24.000000 predicted=22.032301, expected=44.000000 predicted=29.793018, expected=20.000000 predicted=18.207983, expected=20.000000 predicted=25.640650, expected=8.000000 predicted=18.005943, expected=24.000000 predicted=23.647640, expected=20.000000 predicted=25.158575, expected=32.000000 predicted=21.721518, expected=32.000000 predicted=23.915117, expected=28.000000 predicted=21.470159, expected=32.000000 predicted=28.646376, expected=16.000000 predicted=23.543918, expected=48.000000 predicted=35.161690, expected=28.000000 predicted=29.547118, expected=28.000000 predicted=28.289898, expected=52.000000 predicted=38.842202, expected=24.000000 predicted=26.763395, expected=40.000000 predicted=39.271011, expected=12.000000 predicted=27.994395, expected=20.000000 predicted=27.540699, expected=20.000000 predicted=31.378677, expected=24.000000 predicted=22.562464, expected=28.000000 predicted=26.938168, expected=44.000000 predicted=25.919629, expected=32.000000 predicted=26.596755, expected=28.000000 predicted=27.574677, expected=20.000000 predicted=27.931696, expected=20.000000 predicted=27.317808, expected=36.000000 predicted=33.497537, expected=16.000000 predicted=23.585107, expected=40.000000 predicted=29.442523, expected=28.000000 predicted=26.034797, expected=24.000000 predicted=24.648431, expected=36.000000 predicted=33.155590, expected=24.000000 predicted=24.934362, expected=24.000000 predicted=29.812762, expected=36.000000 predicted=30.667801, expected=36.000000 predicted=29.403574, expected=44.000000 predicted=35.052428, expected=20.000000 predicted=27.566749, expected=12.000000 predicted=25.746668, expected=20.000000 predicted=29.424707, expected=16.000000 predicted=24.310953, expected=16.000000 predicted=23.218489, expected=36.000000 predicted=23.210202, expected=28.000000 predicted=20.107243, expected=24.000000 predicted=22.351940, expected=32.000000 predicted=26.082942, expected=20.000000 predicted=23.080700, expected=20.000000 predicted=26.906950, expected=28.000000 predicted=26.878303, expected=32.000000 predicted=26.197691, expected=16.000000 predicted=23.528051, expected=36.000000 predicted=27.200173, expected=24.000000 predicted=24.572267, expected=28.000000 predicted=26.890558, expected=16.000000 predicted=25.302938, expected=36.000000 predicted=26.470459, expected=32.000000 predicted=30.019949, expected=36.000000 predicted=28.313229, expected=12.000000 predicted=24.547652, expected=28.000000 predicted=26.164344, expected=12.000000 predicted=25.424402, expected=28.000000 predicted=25.805020, expected=52.000000 predicted=33.844743, expected=36.000000 predicted=24.829288, expected=24.000000 predicted=28.459559, expected=28.000000 predicted=28.663339, expected=28.000000 predicted=31.215976, expected=20.000000 predicted=31.970516, expected=28.000000 predicted=29.194190, expected=36.000000 predicted=28.393382, expected=44.000000 predicted=31.801439, expected=28.000000 predicted=29.141714, expected=48.000000 predicted=34.977121, expected=28.000000 predicted=32.872973, expected=24.000000 predicted=32.591532, expected=16.000000 predicted=31.949679, expected=48.000000 predicted=34.432197, expected=20.000000 predicted=30.260392, expected=24.000000 predicted=25.943882, expected=32.000000 predicted=29.498754, expected=24.000000 predicted=23.764741, expected=36.000000 predicted=34.341352, expected=28.000000 predicted=26.312661, expected=36.000000 predicted=29.793854, expected=48.000000 predicted=36.488058, expected=48.000000 predicted=35.765875, expected=36.000000 predicted=37.417130, expected=16.000000 predicted=31.477894, expected=24.000000 predicted=34.385366, expected=32.000000 predicted=36.092979, expected=44.000000 predicted=36.394118, expected=36.000000 predicted=32.110217, expected=16.000000 predicted=23.872607, expected=20.000000 predicted=27.895258, expected=24.000000 predicted=28.964286, expected=8.000000 predicted=23.711348, expected=28.000000 predicted=25.813501, expected=48.000000 predicted=27.097992, expected=52.000000 predicted=30.438521, expected=24.000000 predicted=27.567420, expected=20.000000 predicted=26.167954, expected=28.000000 predicted=33.172088, expected=32.000000 predicted=35.079365, expected=16.000000 predicted=29.131985, expected=32.000000 predicted=27.105288, expected=36.000000 predicted=27.937327, expected=28.000000 predicted=27.094001, expected=20.000000 predicted=27.159163, expected=32.000000 predicted=27.323811, expected=4.000000 predicted=21.906813, expected=16.000000 predicted=24.004148, expected=32.000000 predicted=25.844049, expected=36.000000 predicted=23.210621, expected=32.000000 predicted=26.937197, expected=20.000000 predicted=19.951156, expected=32.000000 predicted=27.746874, expected=20.000000 predicted=27.420957, expected=24.000000 predicted=27.744179, expected=36.000000 predicted=30.352615, expected=52.000000 predicted=32.064718, expected=16.000000 predicted=26.339321, expected=28.000000 predicted=28.828165, expected=24.000000 predicted=29.442971, expected=28.000000 predicted=29.753985, expected=44.000000 predicted=37.727939, expected=48.000000 predicted=31.001401, expected=64.000000 predicted=41.536812, expected=24.000000 predicted=32.916081, expected=40.000000 predicted=40.145159, expected=24.000000 predicted=39.620051, expected=28.000000 predicted=36.744012, expected=36.000000 predicted=41.386491, expected=44.000000 predicted=32.574483, expected=40.000000 predicted=36.346346, expected=20.000000 predicted=28.362950, expected=16.000000 predicted=28.627097, expected=16.000000 predicted=28.396467, expected=28.000000 predicted=29.889770, expected=28.000000 predicted=27.127729, expected=32.000000 predicted=23.884683, expected=28.000000 predicted=23.974117, expected=32.000000 predicted=26.397166, expected=20.000000 predicted=26.509757, expected=36.000000 predicted=30.643402, expected=16.000000 predicted=25.833382, expected=28.000000 predicted=26.929153, expected=40.000000 predicted=32.156907, expected=76.000000 predicted=39.808888, expected=8.000000 predicted=27.549304, expected=28.000000 predicted=30.411859, expected=32.000000 predicted=36.942769, expected=24.000000 predicted=30.706994, expected=20.000000 predicted=37.291429, expected=24.000000 predicted=21.167727, expected=36.000000 predicted=28.887936, expected=20.000000 predicted=24.973616, expected=36.000000 predicted=28.203688, expected=48.000000 predicted=32.652403, expected=36.000000 predicted=30.657428, expected=20.000000 predicted=31.151141, expected=24.000000 predicted=29.248481, expected=40.000000 predicted=35.754036, expected=24.000000 predicted=31.666917, expected=24.000000 predicted=28.541529, expected=52.000000 predicted=34.248374, expected=40.000000 predicted=31.811393, expected=28.000000 predicted=33.480424, expected=16.000000 predicted=28.680281, expected=12.000000 predicted=25.439243, expected=36.000000 predicted=35.575144, expected=44.000000 predicted=32.662153, expected=44.000000 predicted=30.723255, expected=32.000000 predicted=28.732345, expected=60.000000 predicted=38.944450, expected=40.000000 predicted=40.422143, expected=12.000000 predicted=33.545432, expected=52.000000 predicted=46.057200, expected=24.000000 predicted=32.382342, expected=16.000000 predicted=33.521659, expected=56.000000 predicted=41.377124, expected=52.000000 predicted=32.242711, expected=52.000000 predicted=43.931976, expected=28.000000 predicted=35.039563, expected=28.000000 predicted=33.996204, expected=24.000000 predicted=40.555474, expected=20.000000 predicted=33.691777, expected=56.000000 predicted=42.022944, expected=52.000000 predicted=35.359854, expected=24.000000 predicted=29.580133, expected=20.000000 predicted=31.131293, expected=60.000000 predicted=41.122257, expected=16.000000 predicted=34.205134, expected=28.000000 predicted=35.878675, expected=48.000000 predicted=36.467040, expected=28.000000 predicted=27.273483, expected=36.000000 predicted=40.616960, expected=28.000000 predicted=28.642173, expected=44.000000 predicted=35.307756, expected=40.000000 predicted=39.325523, expected=20.000000 predicted=28.857353, expected=40.000000 predicted=37.479730, expected=52.000000 predicted=38.258826, expected=32.000000 predicted=35.888594, expected=40.000000 predicted=39.375831, expected=32.000000 predicted=33.360931, expected=16.000000 predicted=32.038903, expected=28.000000 predicted=36.731418, expected=32.000000 predicted=30.480213, expected=16.000000 predicted=26.144508, expected=20.000000 predicted=25.513740, expected=16.000000 predicted=19.922481, expected=32.000000 predicted=25.755290, expected=16.000000 predicted=21.883279, expected=24.000000 predicted=20.592004, expected=28.000000 predicted=23.836367, expected=44.000000 predicted=27.243036, expected=40.000000 predicted=31.893555, expected=32.000000 predicted=28.252625, expected=32.000000 predicted=32.581397, expected=28.000000 predicted=32.090713, expected=56.000000 predicted=42.802699, expected=44.000000 predicted=38.622408, expected=36.000000 predicted=36.082380, expected=20.000000 predicted=33.957372, expected=20.000000 predicted=31.221147, expected=20.000000 predicted=34.409383, expected=12.000000 predicted=25.231753, expected=44.000000 predicted=30.996239, expected=32.000000 predicted=24.014694, expected=44.000000 predicted=29.375313, expected=24.000000 predicted=27.533845, expected=48.000000 predicted=33.317788, expected=36.000000 predicted=38.564770, expected=40.000000 predicted=36.082643, expected=40.000000 predicted=40.722149, expected=48.000000 predicted=38.086923, expected=32.000000 predicted=39.939415, expected=12.000000 predicted=30.947230, expected=8.000000 predicted=29.013881, expected=40.000000 predicted=34.056695, expected=28.000000 predicted=29.215052, expected=16.000000 predicted=22.004206, expected=32.000000 predicted=24.757962, expected=28.000000 predicted=22.421794, expected=28.000000 predicted=29.512695, expected=32.000000 predicted=28.951897, expected=28.000000 predicted=25.357657, expected=16.000000 predicted=25.879676, expected=32.000000 predicted=29.172241, expected=24.000000 predicted=25.900238, expected=44.000000 predicted=31.981686, expected=28.000000 predicted=28.256727, expected=24.000000 predicted=25.077224, expected=24.000000 predicted=30.102048, expected=40.000000 predicted=31.083694, expected=24.000000 predicted=30.593060, expected=24.000000 predicted=26.917497, expected=56.000000 predicted=36.441743, expected=24.000000 predicted=27.177386, expected=16.000000 predicted=29.728485, expected=40.000000 predicted=33.935156, expected=36.000000 predicted=29.995614, expected=40.000000 predicted=38.560088, expected=40.000000 predicted=33.354451, expected=44.000000 predicted=34.103907, expected=28.000000 predicted=36.343364, expected=40.000000 predicted=38.720797, expected=16.000000 predicted=32.090951, expected=20.000000 predicted=30.759428, expected=20.000000 predicted=30.022944, expected=24.000000 predicted=24.120628, expected=40.000000 predicted=31.245410, expected=44.000000 predicted=27.832812, expected=28.000000 predicted=26.942230, expected=20.000000 predicted=27.133771, expected=16.000000 predicted=26.510415, expected=16.000000 predicted=27.111883, expected=56.000000 predicted=37.240070, expected=40.000000 predicted=29.112563, expected=32.000000 predicted=28.022208, expected=24.000000 predicted=29.073037, expected=28.000000 predicted=29.268538, expected=20.000000 predicted=34.335575, expected=32.000000 predicted=31.597083, expected=40.000000 predicted=31.683211, expected=36.000000 predicted=29.110403, expected=16.000000 predicted=26.293519, expected=28.000000 predicted=28.434345, expected=28.000000 predicted=29.983557, expected=20.000000 predicted=27.370873, expected=32.000000 predicted=29.977559, expected=52.000000 predicted=31.248946, expected=32.000000 predicted=29.655360, expected=36.000000 predicted=33.569872, expected=28.000000 predicted=31.178233, expected=32.000000 predicted=33.756607, expected=24.000000 predicted=35.278291, expected=40.000000 predicted=33.555696, expected=40.000000 predicted=34.741901, expected=16.000000 predicted=26.070438, expected=32.000000 predicted=32.795651, expected=16.000000 predicted=25.066671, expected=36.000000 predicted=32.284541, expected=28.000000 predicted=30.107663, expected=20.000000 predicted=21.478635, expected=24.000000 predicted=27.829357, expected=52.000000 predicted=31.347168, expected=28.000000 predicted=29.724791, expected=40.000000 predicted=33.104041, expected=28.000000 predicted=30.381133, expected=24.000000 predicted=28.939284, expected=36.000000 predicted=38.797688, expected=64.000000 predicted=39.699803, expected=60.000000 predicted=43.319284, expected=12.000000 predicted=30.224603, expected=16.000000 predicted=33.044292, expected=28.000000 predicted=36.185809, expected=20.000000 predicted=33.842719, expected=16.000000 predicted=29.373614, expected=28.000000 predicted=21.084246, expected=48.000000 predicted=28.000843, expected=24.000000 predicted=25.129202, expected=40.000000 predicted=30.703348, expected=32.000000 predicted=29.632392, expected=40.000000 predicted=34.045168, expected=20.000000 predicted=34.011232, expected=48.000000 predicted=35.466894, expected=36.000000 predicted=36.360830, expected=36.000000 predicted=33.727127, expected=28.000000 predicted=35.685242, expected=28.000000 predicted=29.576651, expected=20.000000 predicted=33.048821, expected=20.000000 predicted=27.836869, expected=52.000000 predicted=36.103946, expected=36.000000 predicted=29.426072, expected=28.000000 predicted=29.228489, expected=32.000000 predicted=31.628839, expected=40.000000 predicted=32.799356, expected=16.000000 predicted=32.670518, expected=52.000000 predicted=38.883374, expected=48.000000 predicted=36.403829, expected=36.000000 predicted=34.155775, expected=24.000000 predicted=36.383217, expected=16.000000 predicted=26.956469, expected=12.000000 predicted=31.460589, expected=24.000000 predicted=29.875952, expected=28.000000 predicted=25.733255, expected=48.000000 predicted=28.898045, expected=48.000000 predicted=30.156387, expected=28.000000 predicted=26.655250, expected=20.000000 predicted=30.169803, expected=24.000000 predicted=31.148986, expected=16.000000 Test MSE: 167.420
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864])] predicted=12.175494, expected=4.000000 predicted=11.461041, expected=4.000000 predicted=10.302428, expected=8.000000 predicted=8.280549, expected=24.000000 predicted=9.254027, expected=8.000000 predicted=10.528157, expected=8.000000 predicted=9.760658, expected=4.000000 predicted=9.364050, expected=8.000000 predicted=10.622199, expected=12.000000 predicted=10.528663, expected=4.000000 predicted=7.555870, expected=12.000000 predicted=7.810608, expected=4.000000 predicted=7.321209, expected=4.000000 predicted=7.937564, expected=12.000000 predicted=7.506791, expected=4.000000 predicted=6.895049, expected=8.000000 predicted=7.442055, expected=12.000000 predicted=6.711488, expected=12.000000 predicted=8.581410, expected=4.000000 predicted=8.893207, expected=12.000000 predicted=8.547766, expected=8.000000 predicted=9.256577, expected=8.000000 predicted=9.723510, expected=12.000000 predicted=8.952453, expected=12.000000 predicted=9.172092, expected=8.000000 predicted=10.161590, expected=4.000000 predicted=9.008017, expected=8.000000 predicted=8.821284, expected=4.000000 predicted=8.270706, expected=12.000000 predicted=7.907923, expected=12.000000 predicted=7.444056, expected=12.000000 predicted=8.555628, expected=12.000000 predicted=9.697849, expected=16.000000 predicted=11.061669, expected=8.000000 predicted=12.217719, expected=8.000000 predicted=11.762261, expected=8.000000 predicted=10.747224, expected=12.000000 predicted=10.775220, expected=8.000000 predicted=10.066626, expected=16.000000 predicted=9.711224, expected=4.000000 predicted=9.459166, expected=4.000000 predicted=9.339997, expected=4.000000 predicted=8.070901, expected=8.000000 predicted=7.549791, expected=16.000000 predicted=8.159181, expected=8.000000 predicted=7.118505, expected=20.000000 predicted=9.447598, expected=4.000000 predicted=10.003270, expected=4.000000 predicted=10.899879, expected=32.000000 predicted=12.322350, expected=4.000000 predicted=12.512820, expected=8.000000 predicted=13.276694, expected=16.000000 predicted=9.867345, expected=12.000000 predicted=13.309279, expected=8.000000 predicted=13.938804, expected=4.000000 predicted=8.985030, expected=4.000000 predicted=9.243399, expected=16.000000 predicted=9.604665, expected=12.000000 predicted=8.855337, expected=8.000000 predicted=8.872560, expected=4.000000 predicted=8.117067, expected=8.000000 predicted=9.016499, expected=12.000000 predicted=9.821978, expected=8.000000 predicted=8.682023, expected=8.000000 predicted=8.008247, expected=8.000000 predicted=7.922647, expected=4.000000 predicted=8.446415, expected=4.000000 predicted=7.700281, expected=4.000000 predicted=6.139487, expected=8.000000 predicted=5.947611, expected=24.000000 predicted=7.398510, expected=12.000000 predicted=8.632602, expected=4.000000 predicted=9.940528, expected=4.000000 predicted=9.524131, expected=12.000000 predicted=11.125555, expected=8.000000 predicted=10.856556, expected=12.000000 predicted=8.523277, expected=4.000000 predicted=7.179531, expected=12.000000 predicted=8.831256, expected=16.000000 predicted=9.939608, expected=8.000000 predicted=10.221490, expected=8.000000 predicted=10.135879, expected=8.000000 predicted=9.403256, expected=4.000000 predicted=10.005381, expected=16.000000 predicted=9.732197, expected=12.000000 predicted=8.736595, expected=4.000000 predicted=9.187103, expected=8.000000 predicted=8.635067, expected=16.000000 predicted=9.664093, expected=4.000000 predicted=10.375266, expected=8.000000 predicted=9.006510, expected=8.000000 predicted=7.690684, expected=4.000000 predicted=8.679453, expected=12.000000 predicted=8.462970, expected=8.000000 predicted=6.988270, expected=8.000000 predicted=8.233418, expected=8.000000 predicted=7.757893, expected=4.000000 predicted=7.726848, expected=12.000000 predicted=8.595122, expected=20.000000 predicted=8.986981, expected=4.000000 predicted=9.439029, expected=4.000000 predicted=9.336100, expected=4.000000 predicted=8.209618, expected=4.000000 predicted=8.957177, expected=12.000000 predicted=7.792697, expected=16.000000 predicted=6.341528, expected=4.000000 predicted=7.216303, expected=12.000000 predicted=8.530975, expected=4.000000 predicted=8.601865, expected=8.000000 predicted=10.219956, expected=12.000000 predicted=8.837115, expected=24.000000 predicted=9.746178, expected=8.000000 predicted=10.861043, expected=8.000000 predicted=11.071645, expected=16.000000 predicted=12.145553, expected=4.000000 predicted=12.904422, expected=16.000000 predicted=13.098791, expected=4.000000 predicted=9.048737, expected=4.000000 predicted=9.886833, expected=12.000000 predicted=8.869555, expected=16.000000 predicted=8.939001, expected=20.000000 predicted=11.237524, expected=12.000000 predicted=10.598890, expected=8.000000 predicted=12.262458, expected=4.000000 predicted=12.665634, expected=4.000000 predicted=11.804809, expected=16.000000 predicted=10.821091, expected=4.000000 predicted=8.046612, expected=12.000000 predicted=8.042667, expected=36.000000 predicted=10.354244, expected=4.000000 predicted=12.569184, expected=4.000000 predicted=14.288938, expected=20.000000 predicted=11.905225, expected=8.000000 predicted=14.992263, expected=4.000000 predicted=14.503291, expected=4.000000 predicted=7.155085, expected=8.000000 predicted=8.406403, expected=4.000000 predicted=8.374229, expected=4.000000 predicted=5.635086, expected=8.000000 predicted=5.019706, expected=24.000000 predicted=7.656885, expected=24.000000 predicted=10.628958, expected=12.000000 predicted=12.458793, expected=4.000000 predicted=12.952413, expected=20.000000 predicted=15.616428, expected=4.000000 predicted=14.975933, expected=16.000000 predicted=14.412555, expected=16.000000 predicted=10.742770, expected=4.000000 predicted=11.458992, expected=4.000000 predicted=11.391978, expected=12.000000 predicted=9.135115, expected=12.000000 predicted=10.709345, expected=16.000000 predicted=10.518631, expected=4.000000 predicted=8.321079, expected=20.000000 predicted=11.380116, expected=4.000000 predicted=10.911310, expected=8.000000 predicted=11.975581, expected=4.000000 predicted=9.115695, expected=12.000000 predicted=9.053820, expected=16.000000 predicted=10.069100, expected=20.000000 predicted=9.993027, expected=8.000000 predicted=10.990586, expected=28.000000 predicted=14.187459, expected=8.000000 predicted=14.811153, expected=12.000000 predicted=16.734031, expected=4.000000 predicted=13.398678, expected=12.000000 predicted=12.698224, expected=8.000000 predicted=12.234837, expected=8.000000 predicted=9.029989, expected=12.000000 predicted=9.071689, expected=8.000000 predicted=8.566048, expected=8.000000 predicted=9.622121, expected=36.000000 predicted=11.909125, expected=12.000000 predicted=13.094273, expected=12.000000 predicted=15.806198, expected=8.000000 predicted=13.549386, expected=4.000000 predicted=14.440007, expected=12.000000 predicted=14.878775, expected=20.000000 predicted=10.788073, expected=12.000000 predicted=11.215134, expected=4.000000 predicted=10.309315, expected=8.000000 predicted=9.963762, expected=16.000000 predicted=11.916966, expected=16.000000 predicted=12.694525, expected=4.000000 predicted=10.217205, expected=4.000000 predicted=9.017268, expected=4.000000 predicted=8.948826, expected=20.000000 predicted=10.793203, expected=28.000000 predicted=11.481303, expected=4.000000 predicted=10.069057, expected=16.000000 predicted=12.625652, expected=8.000000 predicted=12.813785, expected=4.000000 predicted=15.203251, expected=8.000000 predicted=11.914116, expected=4.000000 predicted=7.532481, expected=4.000000 predicted=8.015091, expected=4.000000 predicted=5.343370, expected=12.000000 predicted=5.827639, expected=4.000000 predicted=5.817165, expected=8.000000 predicted=6.115504, expected=24.000000 predicted=8.203178, expected=4.000000 predicted=9.013893, expected=4.000000 predicted=10.297973, expected=8.000000 predicted=8.129694, expected=4.000000 predicted=9.366959, expected=4.000000 predicted=8.823206, expected=4.000000 predicted=4.545773, expected=4.000000 predicted=4.790629, expected=16.000000 predicted=6.332459, expected=4.000000 predicted=5.520075, expected=8.000000 predicted=6.996062, expected=4.000000 predicted=6.183148, expected=20.000000 predicted=9.256099, expected=12.000000 predicted=10.002232, expected=4.000000 predicted=9.129276, expected=12.000000 predicted=9.755879, expected=12.000000 predicted=10.433829, expected=8.000000 predicted=11.905573, expected=4.000000 predicted=8.872595, expected=24.000000 predicted=10.128746, expected=8.000000 predicted=10.768217, expected=28.000000 predicted=13.940997, expected=4.000000 predicted=11.887627, expected=16.000000 predicted=14.821233, expected=12.000000 predicted=15.003828, expected=8.000000 predicted=13.598038, expected=32.000000 predicted=15.698458, expected=4.000000 predicted=12.542351, expected=8.000000 predicted=14.806605, expected=4.000000 predicted=11.040782, expected=8.000000 predicted=12.030407, expected=4.000000 predicted=10.403682, expected=20.000000 predicted=7.383133, expected=4.000000 predicted=7.677380, expected=4.000000 predicted=8.032824, expected=4.000000 predicted=7.128423, expected=8.000000 predicted=7.756921, expected=4.000000 predicted=7.711207, expected=12.000000 predicted=5.652058, expected=4.000000 predicted=5.734031, expected=12.000000 predicted=7.259798, expected=4.000000 predicted=7.140506, expected=24.000000 predicted=9.290055, expected=32.000000 predicted=12.874802, expected=32.000000 predicted=17.230570, expected=16.000000 predicted=19.505568, expected=16.000000 predicted=20.643174, expected=28.000000 predicted=24.647194, expected=24.000000 predicted=25.081083, expected=8.000000 predicted=21.515133, expected=12.000000 predicted=17.745179, expected=8.000000 predicted=16.405106, expected=4.000000 predicted=14.955791, expected=12.000000 predicted=11.412050, expected=16.000000 predicted=9.694486, expected=4.000000 predicted=9.582156, expected=12.000000 predicted=9.350796, expected=12.000000 predicted=9.567081, expected=4.000000 predicted=10.526969, expected=8.000000 predicted=9.490066, expected=8.000000 predicted=7.823150, expected=12.000000 predicted=9.459680, expected=4.000000 predicted=8.020708, expected=4.000000 predicted=6.929345, expected=12.000000 predicted=7.749057, expected=32.000000 predicted=11.321250, expected=12.000000 predicted=12.195268, expected=4.000000 predicted=11.828220, expected=8.000000 predicted=11.936156, expected=8.000000 predicted=13.238575, expected=28.000000 predicted=15.397865, expected=8.000000 predicted=10.699720, expected=4.000000 predicted=10.585277, expected=4.000000 predicted=9.977059, expected=20.000000 predicted=12.479944, expected=4.000000 predicted=11.323377, expected=8.000000 predicted=8.290659, expected=8.000000 predicted=7.655090, expected=20.000000 predicted=10.658804, expected=4.000000 predicted=10.466908, expected=8.000000 predicted=9.022984, expected=4.000000 predicted=8.735129, expected=4.000000 predicted=8.650053, expected=4.000000 predicted=7.513690, expected=8.000000 predicted=5.316581, expected=8.000000 predicted=5.792275, expected=12.000000 predicted=6.373001, expected=8.000000 predicted=7.050938, expected=4.000000 predicted=7.496908, expected=8.000000 predicted=8.117818, expected=8.000000 predicted=8.043331, expected=4.000000 predicted=7.515730, expected=12.000000 predicted=7.203093, expected=4.000000 predicted=6.545236, expected=4.000000 predicted=7.008237, expected=4.000000 predicted=6.032890, expected=12.000000 predicted=6.639714, expected=12.000000 predicted=7.606719, expected=8.000000 predicted=7.125115, expected=20.000000 predicted=9.550818, expected=4.000000 predicted=9.871068, expected=4.000000 predicted=10.696621, expected=8.000000 Test MSE: 52.358
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061])] predicted=12.826682, expected=8.000000 predicted=12.763723, expected=12.000000 predicted=14.686397, expected=8.000000 predicted=10.260631, expected=16.000000 predicted=10.461407, expected=20.000000 predicted=12.567476, expected=4.000000 predicted=10.046653, expected=20.000000 predicted=13.781128, expected=8.000000 predicted=11.686702, expected=4.000000 predicted=11.507300, expected=12.000000 predicted=11.953465, expected=8.000000 predicted=8.854999, expected=8.000000 predicted=10.667023, expected=12.000000 predicted=8.817204, expected=8.000000 predicted=8.153756, expected=8.000000 predicted=9.328046, expected=12.000000 predicted=9.411847, expected=16.000000 predicted=11.096870, expected=4.000000 predicted=9.385933, expected=8.000000 predicted=8.856383, expected=20.000000 predicted=12.011183, expected=4.000000 predicted=10.134689, expected=20.000000 predicted=13.140550, expected=12.000000 predicted=10.530000, expected=32.000000 predicted=17.262907, expected=20.000000 predicted=18.309210, expected=16.000000 predicted=15.923317, expected=8.000000 predicted=16.674927, expected=4.000000 predicted=13.775018, expected=20.000000 predicted=18.564451, expected=24.000000 predicted=17.079267, expected=16.000000 predicted=14.909760, expected=16.000000 predicted=13.756885, expected=24.000000 predicted=16.847712, expected=4.000000 predicted=16.150878, expected=8.000000 predicted=15.111102, expected=20.000000 predicted=15.358924, expected=16.000000 predicted=15.302058, expected=20.000000 predicted=16.592213, expected=16.000000 predicted=13.031899, expected=20.000000 predicted=16.247893, expected=16.000000 predicted=17.889133, expected=8.000000 predicted=15.022382, expected=8.000000 predicted=14.217841, expected=16.000000 predicted=14.501239, expected=24.000000 predicted=17.017343, expected=12.000000 predicted=13.884190, expected=4.000000 predicted=10.334881, expected=8.000000 predicted=10.991899, expected=8.000000 predicted=12.138661, expected=8.000000 predicted=11.683144, expected=8.000000 predicted=8.235469, expected=8.000000 predicted=7.027626, expected=16.000000 predicted=9.984537, expected=12.000000 predicted=10.019076, expected=36.000000 predicted=16.657692, expected=16.000000 predicted=15.220548, expected=12.000000 predicted=15.095934, expected=8.000000 predicted=15.140942, expected=20.000000 predicted=17.517086, expected=16.000000 predicted=19.599998, expected=8.000000 predicted=12.817032, expected=8.000000 predicted=11.245847, expected=16.000000 predicted=12.764123, expected=16.000000 predicted=14.907286, expected=4.000000 predicted=10.685966, expected=12.000000 predicted=10.401132, expected=12.000000 predicted=11.192713, expected=8.000000 predicted=11.394961, expected=12.000000 predicted=11.119605, expected=16.000000 predicted=10.728863, expected=12.000000 predicted=11.980415, expected=12.000000 predicted=11.850399, expected=8.000000 predicted=10.534973, expected=12.000000 predicted=12.013839, expected=8.000000 predicted=11.315049, expected=4.000000 predicted=8.855754, expected=16.000000 predicted=10.846528, expected=12.000000 predicted=10.119681, expected=8.000000 predicted=9.825349, expected=12.000000 predicted=9.861731, expected=4.000000 predicted=8.227406, expected=36.000000 predicted=17.361747, expected=12.000000 predicted=13.614751, expected=4.000000 predicted=11.039163, expected=4.000000 predicted=10.690819, expected=16.000000 predicted=12.865500, expected=8.000000 predicted=14.716426, expected=8.000000 predicted=8.655133, expected=20.000000 predicted=10.553488, expected=8.000000 predicted=9.824940, expected=8.000000 predicted=11.171929, expected=16.000000 predicted=11.509990, expected=16.000000 predicted=12.779466, expected=32.000000 predicted=18.669390, expected=4.000000 predicted=12.118033, expected=16.000000 predicted=14.637793, expected=8.000000 predicted=14.617797, expected=8.000000 predicted=13.814543, expected=16.000000 predicted=15.503868, expected=16.000000 predicted=11.379840, expected=4.000000 predicted=10.723730, expected=8.000000 predicted=9.417890, expected=12.000000 predicted=10.700642, expected=8.000000 predicted=10.909388, expected=8.000000 predicted=9.547580, expected=8.000000 predicted=7.588583, expected=8.000000 predicted=8.548589, expected=16.000000 predicted=10.795627, expected=20.000000 predicted=12.002197, expected=20.000000 predicted=13.537325, expected=8.000000 predicted=12.024909, expected=12.000000 predicted=13.186631, expected=20.000000 predicted=16.596572, expected=16.000000 predicted=16.442698, expected=16.000000 predicted=15.580009, expected=16.000000 predicted=14.154094, expected=12.000000 predicted=14.720131, expected=12.000000 predicted=15.304758, expected=8.000000 predicted=12.937944, expected=8.000000 predicted=11.890606, expected=8.000000 predicted=10.780636, expected=12.000000 predicted=10.416911, expected=8.000000 predicted=9.323392, expected=12.000000 predicted=9.439924, expected=8.000000 predicted=8.982541, expected=4.000000 predicted=8.034013, expected=8.000000 predicted=8.784381, expected=16.000000 predicted=10.072395, expected=16.000000 predicted=11.354362, expected=20.000000 predicted=12.407671, expected=4.000000 predicted=9.646123, expected=16.000000 predicted=13.148894, expected=12.000000 predicted=14.018998, expected=8.000000 predicted=12.500303, expected=28.000000 predicted=16.414473, expected=16.000000 predicted=13.473522, expected=16.000000 predicted=15.837496, expected=12.000000 predicted=14.373362, expected=8.000000 predicted=13.597215, expected=16.000000 predicted=16.996676, expected=4.000000 predicted=11.477404, expected=20.000000 predicted=13.709326, expected=12.000000 predicted=11.919854, expected=4.000000 predicted=9.762185, expected=4.000000 predicted=9.460158, expected=8.000000 predicted=8.459017, expected=16.000000 predicted=12.132418, expected=8.000000 predicted=8.716126, expected=8.000000 predicted=7.439080, expected=8.000000 predicted=8.095835, expected=16.000000 predicted=11.217752, expected=8.000000 predicted=10.700144, expected=8.000000 predicted=8.928550, expected=12.000000 predicted=9.947795, expected=4.000000 predicted=8.765512, expected=4.000000 predicted=8.590778, expected=12.000000 predicted=8.405773, expected=12.000000 predicted=9.106516, expected=4.000000 predicted=7.676452, expected=4.000000 predicted=5.935284, expected=4.000000 predicted=6.215241, expected=24.000000 predicted=11.868809, expected=4.000000 predicted=8.264974, expected=8.000000 predicted=7.393374, expected=4.000000 predicted=7.050754, expected=12.000000 predicted=9.601214, expected=8.000000 predicted=10.702332, expected=16.000000 predicted=9.023216, expected=4.000000 predicted=7.921898, expected=4.000000 predicted=7.190710, expected=24.000000 predicted=12.716514, expected=4.000000 predicted=9.380591, expected=16.000000 predicted=11.837826, expected=12.000000 predicted=10.068505, expected=8.000000 predicted=10.736685, expected=24.000000 predicted=15.975228, expected=12.000000 predicted=12.091134, expected=4.000000 predicted=11.896969, expected=4.000000 predicted=9.813124, expected=12.000000 predicted=11.049405, expected=4.000000 predicted=10.504339, expected=12.000000 predicted=8.536292, expected=12.000000 predicted=7.947033, expected=20.000000 predicted=11.193013, expected=16.000000 predicted=12.697477, expected=4.000000 predicted=9.900707, expected=12.000000 predicted=12.410205, expected=20.000000 predicted=14.717854, expected=20.000000 predicted=16.254440, expected=8.000000 predicted=12.559367, expected=8.000000 predicted=10.862202, expected=12.000000 predicted=13.309930, expected=20.000000 predicted=15.857059, expected=8.000000 predicted=12.489569, expected=28.000000 predicted=14.775843, expected=20.000000 predicted=15.733054, expected=4.000000 predicted=13.935562, expected=4.000000 predicted=13.118916, expected=8.000000 predicted=11.789904, expected=12.000000 predicted=14.049726, expected=12.000000 predicted=10.752973, expected=16.000000 predicted=9.422990, expected=4.000000 predicted=8.199064, expected=4.000000 predicted=8.632660, expected=4.000000 predicted=8.488111, expected=8.000000 predicted=8.559953, expected=12.000000 predicted=8.922967, expected=24.000000 predicted=10.359586, expected=8.000000 predicted=9.010896, expected=8.000000 predicted=9.584956, expected=8.000000 predicted=10.666380, expected=12.000000 predicted=12.400531, expected=20.000000 predicted=14.798166, expected=12.000000 predicted=10.964318, expected=4.000000 predicted=9.472148, expected=12.000000 predicted=11.116835, expected=16.000000 predicted=13.280464, expected=12.000000 predicted=13.127021, expected=4.000000 predicted=9.169207, expected=20.000000 predicted=11.716343, expected=12.000000 predicted=12.643242, expected=4.000000 predicted=10.814093, expected=4.000000 predicted=8.746519, expected=12.000000 predicted=9.573934, expected=12.000000 predicted=11.578699, expected=4.000000 predicted=7.615840, expected=12.000000 predicted=7.959217, expected=4.000000 predicted=7.324869, expected=8.000000 predicted=8.905655, expected=12.000000 predicted=9.131735, expected=8.000000 predicted=7.729722, expected=4.000000 predicted=7.661808, expected=4.000000 predicted=6.163027, expected=12.000000 predicted=8.571482, expected=20.000000 predicted=11.171444, expected=8.000000 predicted=8.736323, expected=16.000000 predicted=10.434487, expected=12.000000 predicted=11.354679, expected=4.000000 predicted=11.308538, expected=8.000000 predicted=11.547644, expected=8.000000 predicted=9.290301, expected=20.000000 predicted=12.678075, expected=28.000000 predicted=14.535763, expected=16.000000 predicted=13.054667, expected=8.000000 predicted=12.996385, expected=8.000000 predicted=13.565178, expected=8.000000 predicted=14.874291, expected=12.000000 predicted=14.518036, expected=8.000000 predicted=10.132121, expected=8.000000 predicted=8.440325, expected=8.000000 predicted=8.469479, expected=12.000000 predicted=9.600456, expected=20.000000 predicted=12.265950, expected=12.000000 predicted=10.922670, expected=12.000000 predicted=11.441779, expected=4.000000 predicted=10.177661, expected=16.000000 predicted=13.289374, expected=16.000000 predicted=14.154033, expected=8.000000 predicted=10.904673, expected=8.000000 predicted=10.158876, expected=4.000000 predicted=8.512961, expected=28.000000 predicted=15.404553, expected=4.000000 predicted=10.655650, expected=12.000000 predicted=10.325578, expected=20.000000 predicted=12.853271, expected=4.000000 predicted=11.051617, expected=8.000000 predicted=12.983016, expected=12.000000 predicted=9.832327, expected=8.000000 predicted=10.795731, expected=8.000000 predicted=10.273804, expected=12.000000 predicted=8.609242, expected=8.000000 predicted=9.122202, expected=4.000000 predicted=8.319668, expected=4.000000 predicted=7.001735, expected=16.000000 predicted=9.562081, expected=8.000000 predicted=8.732656, expected=12.000000 predicted=8.732385, expected=16.000000 predicted=9.927394, expected=16.000000 predicted=11.914469, expected=12.000000 predicted=13.130849, expected=4.000000 predicted=10.219700, expected=8.000000 predicted=11.197954, expected=8.000000 predicted=10.973228, expected=20.000000 predicted=12.690504, expected=16.000000 predicted=11.543052, expected=8.000000 predicted=9.617123, expected=12.000000 predicted=11.516016, expected=8.000000 predicted=11.530068, expected=28.000000 predicted=17.172316, expected=12.000000 predicted=13.592024, expected=16.000000 predicted=13.575708, expected=20.000000 predicted=15.817755, expected=8.000000 predicted=14.450849, expected=4.000000 predicted=14.399234, expected=4.000000 predicted=10.231301, expected=4.000000 predicted=9.653536, expected=8.000000 predicted=8.882886, expected=12.000000 predicted=7.221933, expected=4.000000 predicted=5.444604, expected=4.000000 predicted=5.467368, expected=8.000000 predicted=6.634830, expected=8.000000 predicted=7.603782, expected=16.000000 predicted=9.529520, expected=24.000000 predicted=11.390278, expected=8.000000 predicted=10.128350, expected=8.000000 predicted=11.002661, expected=16.000000 predicted=13.341068, expected=12.000000 predicted=14.305556, expected=4.000000 predicted=11.797811, expected=12.000000 predicted=9.993443, expected=4.000000 predicted=8.812469, expected=8.000000 predicted=9.783791, expected=4.000000 predicted=7.122400, expected=24.000000 predicted=10.683569, expected=16.000000 predicted=11.562007, expected=12.000000 predicted=10.610697, expected=12.000000 predicted=11.870540, expected=16.000000 predicted=13.818667, expected=8.000000 predicted=14.637214, expected=28.000000 predicted=16.727263, expected=16.000000 predicted=14.959741, expected=8.000000 predicted=13.672677, expected=8.000000 predicted=13.275393, expected=4.000000 predicted=11.338981, expected=12.000000 predicted=13.981371, expected=8.000000 predicted=9.614141, expected=4.000000 predicted=6.956664, expected=12.000000 predicted=8.280837, expected=8.000000 predicted=7.774695, expected=4.000000 predicted=7.796590, expected=4.000000 predicted=6.316023, expected=20.000000 predicted=9.718679, expected=4.000000 predicted=8.268131, expected=12.000000 predicted=8.776600, expected=12.000000 predicted=8.974450, expected=8.000000 predicted=9.596754, expected=16.000000 predicted=12.773791, expected=4.000000 predicted=8.343419, expected=12.000000 predicted=10.952139, expected=4.000000 predicted=8.840775, expected=12.000000 predicted=9.747913, expected=4.000000 predicted=8.496149, expected=12.000000 Test MSE: 45.502
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889])] predicted=31.746004, expected=24.000000 predicted=25.326204, expected=12.000000 predicted=25.043174, expected=12.000000 predicted=18.088310, expected=32.000000 predicted=24.604949, expected=48.000000 predicted=24.406682, expected=28.000000 predicted=26.223258, expected=32.000000 predicted=29.055778, expected=56.000000 predicted=36.647924, expected=40.000000 predicted=36.246313, expected=16.000000 predicted=35.957688, expected=24.000000 predicted=33.308859, expected=32.000000 predicted=30.573259, expected=28.000000 predicted=32.094787, expected=20.000000 predicted=28.146041, expected=32.000000 predicted=26.283176, expected=20.000000 predicted=23.896471, expected=20.000000 predicted=24.895521, expected=44.000000 predicted=31.095481, expected=40.000000 predicted=28.268849, expected=24.000000 predicted=29.917579, expected=28.000000 predicted=30.812409, expected=36.000000 predicted=30.407429, expected=24.000000 predicted=30.764020, expected=28.000000 predicted=31.699292, expected=52.000000 predicted=34.863741, expected=56.000000 predicted=37.723359, expected=44.000000 predicted=41.205745, expected=32.000000 predicted=39.257084, expected=32.000000 predicted=38.173568, expected=24.000000 predicted=37.132741, expected=12.000000 predicted=31.128422, expected=28.000000 predicted=30.357225, expected=40.000000 predicted=29.043278, expected=64.000000 predicted=37.582046, expected=16.000000 predicted=28.743760, expected=36.000000 predicted=33.707467, expected=24.000000 predicted=33.042712, expected=48.000000 predicted=35.543003, expected=48.000000 predicted=45.108653, expected=20.000000 predicted=27.439072, expected=24.000000 predicted=35.141774, expected=28.000000 predicted=29.793184, expected=12.000000 predicted=26.119070, expected=32.000000 predicted=31.329366, expected=16.000000 predicted=20.361812, expected=36.000000 predicted=25.612933, expected=32.000000 predicted=28.475444, expected=28.000000 predicted=23.672062, expected=24.000000 predicted=29.765757, expected=32.000000 predicted=26.923151, expected=36.000000 predicted=31.987766, expected=52.000000 predicted=36.532723, expected=48.000000 predicted=38.231928, expected=40.000000 predicted=38.120696, expected=32.000000 predicted=39.442190, expected=20.000000 predicted=34.278338, expected=52.000000 predicted=43.221493, expected=12.000000 predicted=30.238701, expected=16.000000 predicted=28.051488, expected=60.000000 predicted=38.790937, expected=40.000000 predicted=28.084821, expected=32.000000 predicted=38.550834, expected=16.000000 predicted=29.295568, expected=36.000000 predicted=30.225241, expected=32.000000 predicted=36.334105, expected=32.000000 predicted=31.284694, expected=20.000000 predicted=28.960005, expected=44.000000 predicted=30.728017, expected=24.000000 predicted=29.837865, expected=12.000000 predicted=25.055436, expected=24.000000 predicted=28.558997, expected=12.000000 predicted=18.106312, expected=28.000000 predicted=26.046600, expected=36.000000 predicted=25.515084, expected=20.000000 predicted=19.566835, expected=8.000000 predicted=21.480679, expected=20.000000 predicted=20.371345, expected=32.000000 predicted=23.650720, expected=32.000000 predicted=25.798636, expected=40.000000 predicted=28.549366, expected=20.000000 predicted=23.519485, expected=48.000000 predicted=34.008492, expected=36.000000 predicted=34.353674, expected=20.000000 predicted=29.451199, expected=20.000000 predicted=32.755547, expected=16.000000 predicted=22.769423, expected=12.000000 predicted=23.995783, expected=36.000000 predicted=26.757700, expected=24.000000 predicted=20.568307, expected=24.000000 predicted=22.466284, expected=24.000000 predicted=24.208427, expected=28.000000 predicted=22.729481, expected=36.000000 predicted=30.535094, expected=36.000000 predicted=29.281340, expected=60.000000 predicted=38.369227, expected=36.000000 predicted=35.499024, expected=8.000000 predicted=30.070107, expected=36.000000 predicted=38.061472, expected=24.000000 predicted=28.576914, expected=40.000000 predicted=35.975052, expected=64.000000 predicted=41.657689, expected=48.000000 predicted=34.098647, expected=32.000000 predicted=41.048633, expected=24.000000 predicted=36.778191, expected=36.000000 predicted=38.311707, expected=32.000000 predicted=39.004264, expected=20.000000 predicted=31.307617, expected=44.000000 predicted=34.875363, expected=44.000000 predicted=32.939998, expected=24.000000 predicted=31.441041, expected=40.000000 predicted=37.507976, expected=16.000000 predicted=26.669931, expected=16.000000 predicted=28.780369, expected=28.000000 predicted=30.700657, expected=40.000000 predicted=26.662342, expected=48.000000 predicted=35.171839, expected=24.000000 predicted=27.524037, expected=16.000000 predicted=26.842389, expected=32.000000 predicted=31.543982, expected=4.000000 predicted=22.077409, expected=12.000000 predicted=23.973679, expected=36.000000 predicted=24.264488, expected=24.000000 predicted=17.766711, expected=36.000000 predicted=28.510695, expected=44.000000 predicted=28.140095, expected=28.000000 predicted=26.613656, expected=52.000000 predicted=40.901487, expected=36.000000 predicted=34.913876, expected=16.000000 predicted=31.673988, expected=8.000000 predicted=30.349461, expected=44.000000 predicted=30.991223, expected=20.000000 predicted=27.487575, expected=36.000000 predicted=30.107537, expected=32.000000 predicted=28.121708, expected=32.000000 predicted=25.166003, expected=24.000000 predicted=32.882404, expected=32.000000 predicted=28.515540, expected=12.000000 predicted=25.764897, expected=8.000000 predicted=21.537721, expected=32.000000 predicted=26.127334, expected=20.000000 predicted=18.935795, expected=48.000000 predicted=30.580056, expected=48.000000 predicted=30.885355, expected=40.000000 predicted=30.792553, expected=28.000000 predicted=36.801051, expected=12.000000 predicted=27.443563, expected=24.000000 predicted=32.687435, expected=44.000000 predicted=34.869363, expected=36.000000 predicted=31.285739, expected=28.000000 predicted=30.189662, expected=36.000000 predicted=30.596355, expected=24.000000 predicted=28.514385, expected=28.000000 predicted=32.976158, expected=32.000000 predicted=31.852202, expected=24.000000 predicted=26.722833, expected=12.000000 predicted=25.295185, expected=32.000000 predicted=26.732293, expected=40.000000 predicted=28.719674, expected=20.000000 predicted=25.411158, expected=36.000000 predicted=30.872526, expected=16.000000 predicted=22.313174, expected=32.000000 predicted=29.216255, expected=36.000000 predicted=32.798612, expected=48.000000 predicted=31.527259, expected=32.000000 predicted=34.690869, expected=8.000000 predicted=24.392331, expected=40.000000 predicted=35.055627, expected=28.000000 predicted=29.132031, expected=48.000000 predicted=37.143345, expected=36.000000 predicted=34.679068, expected=32.000000 predicted=28.854098, expected=36.000000 predicted=38.419055, expected=44.000000 predicted=36.244269, expected=36.000000 predicted=38.929231, expected=36.000000 predicted=37.179164, expected=28.000000 predicted=34.151447, expected=44.000000 predicted=37.867067, expected=32.000000 predicted=36.226080, expected=68.000000 predicted=44.803344, expected=12.000000 predicted=32.936861, expected=44.000000 predicted=38.524083, expected=32.000000 predicted=39.558450, expected=20.000000 predicted=28.247572, expected=24.000000 predicted=38.485819, expected=32.000000 predicted=24.940933, expected=24.000000 predicted=29.127747, expected=28.000000 predicted=28.156490, expected=28.000000 predicted=26.026268, expected=36.000000 predicted=28.759316, expected=40.000000 predicted=33.063270, expected=28.000000 predicted=29.591010, expected=44.000000 predicted=35.927929, expected=36.000000 predicted=34.405117, expected=24.000000 predicted=32.601718, expected=16.000000 predicted=31.120785, expected=32.000000 predicted=29.247757, expected=12.000000 predicted=25.241717, expected=16.000000 predicted=23.102260, expected=44.000000 predicted=28.069995, expected=40.000000 predicted=25.587908, expected=8.000000 predicted=24.356436, expected=24.000000 predicted=25.441497, expected=36.000000 predicted=26.443365, expected=20.000000 predicted=26.420981, expected=60.000000 predicted=39.109005, expected=28.000000 predicted=26.475875, expected=40.000000 predicted=34.507889, expected=16.000000 predicted=33.283544, expected=36.000000 predicted=30.073768, expected=36.000000 predicted=38.978946, expected=40.000000 predicted=31.775301, expected=32.000000 predicted=35.561747, expected=44.000000 predicted=33.703377, expected=40.000000 predicted=38.082176, expected=20.000000 predicted=32.635970, expected=12.000000 predicted=30.418094, expected=36.000000 predicted=30.970499, expected=8.000000 predicted=23.394313, expected=32.000000 predicted=27.980086, expected=52.000000 predicted=30.921278, expected=36.000000 predicted=26.274951, expected=32.000000 predicted=35.857108, expected=36.000000 predicted=31.548734, expected=60.000000 predicted=41.758293, expected=48.000000 predicted=45.055189, expected=44.000000 predicted=43.331775, expected=20.000000 predicted=37.624338, expected=40.000000 predicted=39.741004, expected=24.000000 predicted=38.037713, expected=28.000000 predicted=33.308371, expected=36.000000 predicted=35.334883, expected=28.000000 predicted=26.629728, expected=24.000000 predicted=30.858248, expected=8.000000 predicted=22.353092, expected=28.000000 predicted=25.468816, expected=52.000000 predicted=32.795784, expected=20.000000 predicted=24.479687, expected=16.000000 predicted=25.992668, expected=48.000000 predicted=30.763627, expected=36.000000 predicted=29.677891, expected=16.000000 predicted=31.917364, expected=24.000000 predicted=28.384204, expected=32.000000 predicted=26.042170, expected=16.000000 predicted=27.061192, expected=32.000000 predicted=29.351918, expected=20.000000 predicted=21.925967, expected=36.000000 predicted=27.066274, expected=12.000000 predicted=24.291295, expected=28.000000 predicted=23.460825, expected=32.000000 predicted=28.652721, expected=16.000000 predicted=20.441258, expected=28.000000 predicted=28.764599, expected=32.000000 predicted=24.112438, expected=28.000000 predicted=26.319029, expected=44.000000 predicted=33.709769, expected=16.000000 predicted=24.224609, expected=36.000000 predicted=31.768168, expected=28.000000 predicted=30.725248, expected=16.000000 predicted=24.336630, expected=48.000000 predicted=37.018734, expected=56.000000 predicted=33.367322, expected=24.000000 predicted=32.822945, expected=16.000000 predicted=32.174440, expected=44.000000 predicted=33.637947, expected=16.000000 predicted=29.160985, expected=40.000000 predicted=37.102658, expected=28.000000 predicted=28.777033, expected=24.000000 predicted=24.463775, expected=24.000000 predicted=32.006707, expected=28.000000 predicted=24.510937, expected=56.000000 predicted=37.152048, expected=20.000000 predicted=27.804565, expected=28.000000 predicted=30.825734, expected=48.000000 predicted=36.310595, expected=40.000000 predicted=32.954783, expected=48.000000 predicted=44.314829, expected=28.000000 predicted=33.933124, expected=16.000000 predicted=31.122928, expected=20.000000 predicted=33.306739, expected=28.000000 predicted=28.736731, expected=44.000000 predicted=33.538090, expected=44.000000 predicted=32.113941, expected=20.000000 predicted=26.948268, expected=32.000000 predicted=32.013782, expected=44.000000 predicted=35.057137, expected=16.000000 predicted=29.938879, expected=28.000000 predicted=33.618295, expected=28.000000 predicted=27.148804, expected=36.000000 predicted=29.636125, expected=24.000000 predicted=30.900864, expected=52.000000 predicted=32.747020, expected=40.000000 predicted=34.528958, expected=24.000000 predicted=31.797828, expected=28.000000 predicted=35.694082, expected=52.000000 predicted=36.149678, expected=44.000000 predicted=40.153787, expected=28.000000 predicted=36.303921, expected=28.000000 predicted=34.217241, expected=32.000000 predicted=33.035881, expected=24.000000 predicted=33.511806, expected=48.000000 predicted=37.535056, expected=16.000000 predicted=26.766111, expected=64.000000 predicted=39.301975, expected=24.000000 predicted=33.226543, expected=44.000000 predicted=35.470770, expected=20.000000 predicted=37.959933, expected=20.000000 predicted=25.595496, expected=32.000000 predicted=38.019642, expected=36.000000 predicted=27.529559, expected=32.000000 predicted=32.459682, expected=32.000000 predicted=29.368805, expected=20.000000 predicted=26.747395, expected=40.000000 predicted=33.024371, expected=48.000000 predicted=36.097979, expected=24.000000 predicted=30.676670, expected=60.000000 predicted=42.198995, expected=16.000000 predicted=30.146317, expected=4.000000 predicted=28.686227, expected=40.000000 predicted=36.841851, expected=28.000000 predicted=23.661027, expected=28.000000 predicted=32.559330, expected=24.000000 predicted=25.143034, expected=24.000000 predicted=21.560690, expected=36.000000 predicted=31.743273, expected=28.000000 predicted=27.459525, expected=36.000000 predicted=30.532367, expected=24.000000 predicted=28.135814, expected=32.000000 predicted=29.458123, expected=48.000000 predicted=36.291199, expected=36.000000 predicted=32.644628, expected=40.000000 predicted=37.764840, expected=20.000000 predicted=31.461635, expected=36.000000 predicted=34.667158, expected=24.000000 predicted=33.629438, expected=20.000000 predicted=27.803175, expected=36.000000 predicted=32.287371, expected=56.000000 predicted=32.757313, expected=28.000000 predicted=32.564330, expected=16.000000 predicted=29.691478, expected=40.000000 predicted=33.567108, expected=28.000000 predicted=30.500351, expected=24.000000 predicted=33.220439, expected=24.000000 predicted=28.091969, expected=36.000000 predicted=26.861562, expected=40.000000 predicted=33.323252, expected=16.000000 predicted=26.538544, expected=16.000000 predicted=25.969967, expected=36.000000 predicted=28.501490, expected=8.000000 predicted=21.743477, expected=36.000000 predicted=29.227584, expected=32.000000 predicted=24.552114, expected=60.000000 predicted=32.176596, expected=24.000000 predicted=33.425179, expected=28.000000 predicted=29.582130, expected=16.000000 predicted=32.162563, expected=56.000000 predicted=35.721786, expected=28.000000 predicted=36.210346, expected=24.000000 predicted=28.442495, expected=32.000000 predicted=33.317716, expected=24.000000 predicted=25.406696, expected=36.000000 predicted=35.891428, expected=24.000000 predicted=27.710161, expected=16.000000 predicted=24.346381, expected=32.000000 predicted=29.244843, expected=20.000000 predicted=23.114460, expected=56.000000 predicted=34.302932, expected=24.000000 predicted=27.951478, expected=24.000000 predicted=27.225098, expected=48.000000 predicted=37.683006, expected=28.000000 predicted=28.597400, expected=32.000000 predicted=37.676150, expected=32.000000 predicted=32.073838, expected=40.000000 predicted=32.442879, expected=44.000000 predicted=39.262946, expected=44.000000 predicted=36.879497, expected=32.000000 predicted=36.870258, expected=16.000000 predicted=32.647762, expected=52.000000 predicted=40.059261, expected=24.000000 predicted=32.863104, expected=28.000000 predicted=33.173938, expected=24.000000 predicted=30.990663, expected=24.000000 predicted=24.554996, expected=28.000000 predicted=31.917157, expected=28.000000 predicted=25.684387, expected=36.000000 predicted=29.035107, expected=44.000000 predicted=31.840534, expected=28.000000 predicted=30.269249, expected=28.000000 predicted=32.209835, expected=28.000000 predicted=31.459007, expected=44.000000 predicted=34.775643, expected=20.000000 predicted=31.286213, expected=32.000000 predicted=30.825818, expected=44.000000 predicted=34.129209, expected=32.000000 predicted=30.928121, expected=28.000000 predicted=34.974357, expected=24.000000 predicted=29.151871, expected=24.000000 predicted=29.118369, expected=40.000000 predicted=33.661800, expected=32.000000 predicted=29.790466, expected=36.000000 predicted=31.518454, expected=40.000000 predicted=33.738228, expected=48.000000 predicted=36.371138, expected=24.000000 predicted=35.642819, expected=24.000000 predicted=33.552479, expected=20.000000 predicted=31.055414, expected=32.000000 predicted=30.515767, expected=32.000000 predicted=31.510988, expected=36.000000 predicted=28.535585, expected=20.000000 predicted=26.921927, expected=20.000000 predicted=25.644047, expected=12.000000 Test MSE: 175.197
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717])] predicted=36.386426, expected=40.000000 predicted=35.524433, expected=16.000000 predicted=23.127703, expected=64.000000 predicted=36.774031, expected=16.000000 predicted=19.441134, expected=20.000000 predicted=19.965998, expected=36.000000 predicted=39.352319, expected=52.000000 predicted=28.739944, expected=8.000000 predicted=34.138635, expected=8.000000 predicted=20.493999, expected=48.000000 predicted=33.018104, expected=52.000000 predicted=33.511400, expected=48.000000 predicted=44.083681, expected=24.000000 predicted=26.441962, expected=12.000000 predicted=20.823269, expected=20.000000 predicted=34.009721, expected=40.000000 predicted=37.604421, expected=68.000000 predicted=46.418997, expected=72.000000 predicted=43.893819, expected=16.000000 predicted=25.570174, expected=8.000000 predicted=29.181445, expected=4.000000 predicted=27.781442, expected=16.000000 predicted=32.245714, expected=8.000000 predicted=30.280781, expected=96.000000 predicted=43.459950, expected=32.000000 predicted=19.463975, expected=28.000000 predicted=24.639694, expected=12.000000 predicted=29.489337, expected=20.000000 predicted=16.337795, expected=16.000000 predicted=46.270494, expected=56.000000 predicted=35.935748, expected=80.000000 predicted=45.251069, expected=76.000000 predicted=42.392210, expected=44.000000 predicted=42.604257, expected=20.000000 predicted=33.828905, expected=32.000000 predicted=47.639065, expected=20.000000 predicted=44.451353, expected=20.000000 predicted=41.231570, expected=60.000000 predicted=45.493142, expected=60.000000 predicted=35.166525, expected=28.000000 predicted=32.724740, expected=24.000000 predicted=32.435931, expected=20.000000 predicted=25.964113, expected=28.000000 predicted=38.273751, expected=28.000000 predicted=38.178884, expected=48.000000 predicted=34.274586, expected=36.000000 predicted=29.990733, expected=32.000000 predicted=28.953215, expected=28.000000 predicted=32.019565, expected=36.000000 predicted=32.059860, expected=12.000000 predicted=29.875929, expected=60.000000 predicted=43.354902, expected=56.000000 predicted=39.740002, expected=48.000000 predicted=36.919178, expected=28.000000 predicted=39.925419, expected=36.000000 predicted=30.725610, expected=56.000000 predicted=52.667728, expected=8.000000 predicted=31.679586, expected=48.000000 predicted=46.930918, expected=32.000000 predicted=31.553572, expected=64.000000 predicted=42.697951, expected=20.000000 predicted=40.261408, expected=20.000000 predicted=21.695023, expected=16.000000 predicted=35.336550, expected=32.000000 predicted=27.478092, expected=32.000000 predicted=40.313785, expected=28.000000 predicted=23.854161, expected=72.000000 predicted=42.701783, expected=32.000000 predicted=26.436558, expected=28.000000 predicted=34.485225, expected=16.000000 predicted=32.332876, expected=28.000000 predicted=27.148620, expected=20.000000 predicted=39.646442, expected=56.000000 predicted=37.696989, expected=40.000000 predicted=32.374143, expected=48.000000 predicted=33.100969, expected=28.000000 predicted=34.357743, expected=36.000000 predicted=31.324023, expected=28.000000 predicted=41.247353, expected=16.000000 predicted=28.267063, expected=12.000000 predicted=30.345834, expected=76.000000 predicted=43.729770, expected=12.000000 predicted=22.400725, expected=32.000000 predicted=32.298223, expected=20.000000 predicted=26.921767, expected=28.000000 predicted=18.357251, expected=28.000000 predicted=45.826669, expected=40.000000 predicted=25.049023, expected=64.000000 predicted=43.122005, expected=52.000000 predicted=36.053967, expected=68.000000 predicted=49.229624, expected=52.000000 predicted=45.842842, expected=24.000000 predicted=38.799498, expected=8.000000 predicted=41.982134, expected=28.000000 predicted=38.430576, expected=32.000000 predicted=40.575178, expected=36.000000 predicted=36.813035, expected=28.000000 predicted=27.678159, expected=32.000000 predicted=23.594722, expected=28.000000 predicted=29.170006, expected=52.000000 predicted=38.509602, expected=96.000000 predicted=57.385741, expected=72.000000 predicted=48.616122, expected=48.000000 predicted=49.306320, expected=40.000000 predicted=47.710875, expected=40.000000 predicted=48.667606, expected=32.000000 predicted=57.871541, expected=36.000000 predicted=49.755318, expected=52.000000 predicted=46.408373, expected=64.000000 predicted=47.594666, expected=20.000000 predicted=34.039802, expected=36.000000 predicted=39.727845, expected=32.000000 predicted=36.553738, expected=28.000000 predicted=35.425563, expected=12.000000 predicted=37.072370, expected=64.000000 predicted=38.417595, expected=64.000000 predicted=43.336534, expected=52.000000 predicted=40.811992, expected=88.000000 predicted=61.256603, expected=64.000000 predicted=44.239868, expected=16.000000 predicted=46.889236, expected=48.000000 predicted=60.974032, expected=88.000000 predicted=62.002709, expected=104.000000 predicted=79.339854, expected=44.000000 predicted=59.036281, expected=24.000000 predicted=39.695305, expected=32.000000 predicted=48.775108, expected=28.000000 predicted=49.863070, expected=60.000000 predicted=67.399912, expected=32.000000 predicted=36.667163, expected=92.000000 predicted=54.081446, expected=24.000000 predicted=34.981609, expected=32.000000 predicted=36.003959, expected=36.000000 predicted=52.375483, expected=12.000000 predicted=21.689225, expected=28.000000 predicted=52.522876, expected=44.000000 predicted=31.824795, expected=100.000000 predicted=54.175844, expected=32.000000 predicted=36.317602, expected=12.000000 predicted=26.601806, expected=20.000000 predicted=35.923503, expected=16.000000 predicted=26.182114, expected=24.000000 predicted=48.953081, expected=56.000000 predicted=37.671062, expected=88.000000 predicted=43.319713, expected=76.000000 predicted=47.404878, expected=20.000000 predicted=32.419533, expected=4.000000 predicted=30.787049, expected=52.000000 predicted=51.974756, expected=52.000000 predicted=54.504803, expected=72.000000 predicted=61.791122, expected=76.000000 predicted=50.952012, expected=32.000000 predicted=29.289278, expected=24.000000 predicted=46.619781, expected=28.000000 predicted=43.436581, expected=20.000000 predicted=40.139506, expected=20.000000 predicted=41.694014, expected=36.000000 predicted=31.555315, expected=108.000000 predicted=55.230797, expected=20.000000 predicted=26.312523, expected=16.000000 predicted=30.239468, expected=40.000000 predicted=40.536968, expected=20.000000 predicted=23.570206, expected=36.000000 predicted=60.072237, expected=20.000000 predicted=23.349790, expected=60.000000 predicted=34.885507, expected=16.000000 predicted=29.038271, expected=32.000000 predicted=28.276867, expected=48.000000 predicted=42.260636, expected=12.000000 predicted=17.381462, expected=16.000000 predicted=37.776663, expected=28.000000 predicted=24.493937, expected=44.000000 predicted=31.292691, expected=20.000000 predicted=31.044912, expected=52.000000 predicted=32.967096, expected=16.000000 predicted=21.156688, expected=8.000000 predicted=21.197145, expected=48.000000 predicted=43.323428, expected=36.000000 predicted=23.973750, expected=32.000000 predicted=37.794006, expected=40.000000 predicted=32.429433, expected=48.000000 predicted=29.675725, expected=52.000000 predicted=46.451430, expected=28.000000 predicted=35.311828, expected=28.000000 predicted=34.820014, expected=48.000000 predicted=43.062224, expected=108.000000 predicted=65.326738, expected=24.000000 predicted=39.085652, expected=60.000000 predicted=51.594996, expected=36.000000 predicted=43.211413, expected=20.000000 predicted=33.871585, expected=28.000000 predicted=62.729670, expected=104.000000 predicted=54.370693, expected=40.000000 predicted=44.569485, expected=40.000000 predicted=44.092537, expected=56.000000 predicted=48.586692, expected=16.000000 predicted=25.651448, expected=12.000000 predicted=54.619130, expected=40.000000 predicted=39.073489, expected=56.000000 predicted=38.844928, expected=84.000000 predicted=58.984035, expected=24.000000 predicted=28.457754, expected=16.000000 predicted=27.596048, expected=44.000000 predicted=45.535773, expected=12.000000 predicted=29.712227, expected=12.000000 predicted=42.388700, expected=36.000000 predicted=29.919824, expected=92.000000 predicted=43.008578, expected=56.000000 predicted=44.416919, expected=52.000000 predicted=40.215835, expected=68.000000 predicted=50.150358, expected=20.000000 predicted=34.231429, expected=16.000000 predicted=54.362911, expected=52.000000 predicted=51.528990, expected=72.000000 predicted=50.352316, expected=52.000000 predicted=53.684493, expected=44.000000 predicted=40.233963, expected=16.000000 predicted=28.016170, expected=12.000000 predicted=34.969625, expected=32.000000 predicted=45.975220, expected=68.000000 predicted=48.084945, expected=40.000000 predicted=37.448074, expected=16.000000 predicted=24.537001, expected=36.000000 predicted=32.033232, expected=16.000000 predicted=24.660290, expected=20.000000 predicted=38.427910, expected=28.000000 predicted=32.371255, expected=52.000000 predicted=29.638276, expected=64.000000 predicted=43.972571, expected=44.000000 predicted=32.979827, expected=28.000000 predicted=32.796640, expected=16.000000 predicted=30.009130, expected=36.000000 predicted=41.279233, expected=20.000000 predicted=36.757907, expected=32.000000 predicted=34.331082, expected=12.000000 predicted=22.563138, expected=20.000000 predicted=19.249504, expected=36.000000 predicted=32.778659, expected=56.000000 predicted=32.329717, expected=72.000000 predicted=46.626443, expected=24.000000 predicted=25.702708, expected=40.000000 predicted=38.262017, expected=40.000000 predicted=41.184575, expected=12.000000 predicted=32.287123, expected=44.000000 predicted=53.136863, expected=84.000000 predicted=47.609262, expected=108.000000 predicted=62.963749, expected=52.000000 predicted=51.648085, expected=16.000000 predicted=34.384071, expected=20.000000 predicted=43.995386, expected=40.000000 predicted=53.952569, expected=20.000000 predicted=51.560364, expected=68.000000 predicted=52.422328, expected=104.000000 predicted=54.332381, expected=24.000000 predicted=27.288163, expected=24.000000 predicted=45.243021, expected=40.000000 predicted=39.255440, expected=12.000000 predicted=34.217845, expected=32.000000 predicted=58.718426, expected=40.000000 predicted=31.153267, expected=84.000000 predicted=45.943378, expected=36.000000 predicted=38.563944, expected=20.000000 predicted=26.746638, expected=32.000000 predicted=39.646804, expected=4.000000 predicted=22.296109, expected=16.000000 predicted=43.086372, expected=60.000000 predicted=41.191615, expected=84.000000 predicted=42.078115, expected=68.000000 predicted=47.967302, expected=32.000000 predicted=31.833879, expected=40.000000 predicted=39.750175, expected=56.000000 predicted=55.828456, expected=52.000000 predicted=59.501362, expected=44.000000 predicted=54.073150, expected=32.000000 predicted=37.561700, expected=52.000000 predicted=46.346312, expected=40.000000 predicted=45.529821, expected=48.000000 predicted=47.609477, expected=12.000000 predicted=32.676156, expected=8.000000 predicted=24.866358, expected=40.000000 predicted=42.208567, expected=44.000000 predicted=33.806254, expected=12.000000 predicted=28.128502, expected=20.000000 predicted=22.666529, expected=36.000000 predicted=23.829995, expected=24.000000 predicted=27.359109, expected=32.000000 predicted=35.472203, expected=52.000000 predicted=32.229384, expected=44.000000 predicted=31.077333, expected=28.000000 predicted=34.395208, expected=24.000000 predicted=30.075146, expected=12.000000 predicted=24.968543, expected=40.000000 predicted=40.579648, expected=8.000000 predicted=23.947370, expected=80.000000 predicted=46.751088, expected=56.000000 predicted=37.873481, expected=48.000000 predicted=32.434115, expected=64.000000 predicted=57.623109, expected=48.000000 predicted=33.808274, expected=24.000000 predicted=52.224710, expected=12.000000 predicted=38.999441, expected=44.000000 predicted=42.999846, expected=60.000000 predicted=51.154888, expected=12.000000 predicted=29.072627, expected=16.000000 predicted=27.838515, expected=24.000000 predicted=22.890856, expected=8.000000 predicted=21.707210, expected=12.000000 predicted=31.508247, expected=24.000000 predicted=17.762292, expected=28.000000 predicted=18.874623, expected=16.000000 predicted=19.488028, expected=16.000000 predicted=15.531512, expected=4.000000 predicted=11.339588, expected=36.000000 predicted=26.200725, expected=8.000000 predicted=16.176731, expected=8.000000 predicted=13.162411, expected=40.000000 predicted=27.381955, expected=8.000000 predicted=6.205465, expected=8.000000 predicted=21.791477, expected=20.000000 predicted=17.150463, expected=12.000000 predicted=8.901816, expected=40.000000 predicted=33.416367, expected=48.000000 predicted=25.919458, expected=12.000000 predicted=13.835353, expected=24.000000 predicted=27.528688, expected=20.000000 predicted=19.743540, expected=28.000000 predicted=29.131182, expected=52.000000 predicted=43.415372, expected=32.000000 predicted=22.827417, expected=48.000000 predicted=37.065789, expected=24.000000 predicted=27.607610, expected=28.000000 predicted=30.254339, expected=32.000000 predicted=40.651736, expected=24.000000 predicted=27.006643, expected=4.000000 predicted=26.512360, expected=48.000000 predicted=33.957508, expected=24.000000 predicted=23.361369, expected=12.000000 predicted=22.110783, expected=20.000000 predicted=26.027219, expected=8.000000 predicted=8.580539, expected=20.000000 predicted=28.843979, expected=16.000000 predicted=18.644892, expected=8.000000 predicted=10.610999, expected=180.000000 predicted=80.728094, expected=132.000000 predicted=59.245577, expected=208.000000 predicted=113.579885, expected=100.000000 predicted=90.091778, expected=88.000000 predicted=75.535213, expected=68.000000 predicted=129.592654, expected=72.000000 predicted=95.623679, expected=36.000000 predicted=106.573292, expected=16.000000 predicted=56.116719, expected=32.000000 predicted=55.066646, expected=32.000000 predicted=42.004302, expected=44.000000 predicted=48.290798, expected=36.000000 predicted=35.896468, expected=68.000000 predicted=42.835137, expected=100.000000 predicted=63.763536, expected=28.000000 predicted=37.103285, expected=20.000000 predicted=42.545093, expected=68.000000 predicted=55.316894, expected=44.000000 predicted=46.956369, expected=48.000000 predicted=64.443447, expected=72.000000 predicted=54.088257, expected=44.000000 predicted=36.760781, expected=36.000000 predicted=52.326578, expected=36.000000 predicted=43.899167, expected=48.000000 predicted=45.100828, expected=40.000000 predicted=50.101837, expected=36.000000 predicted=40.111926, expected=52.000000 predicted=44.581521, expected=32.000000 predicted=35.166831, expected=20.000000 predicted=34.850588, expected=52.000000 predicted=44.961255, expected=4.000000 predicted=20.780350, expected=32.000000 predicted=38.157967, expected=12.000000 predicted=23.673235, expected=44.000000 predicted=27.780167, expected=48.000000 predicted=44.419074, expected=20.000000 predicted=16.943213, expected=16.000000 predicted=28.598995, expected=16.000000 predicted=18.474418, expected=16.000000 predicted=25.118722, expected=32.000000 predicted=33.196956, expected=32.000000 predicted=24.528667, expected=28.000000 predicted=23.226952, expected=48.000000 predicted=33.361085, expected=52.000000 predicted=35.071575, expected=4.000000 predicted=22.462950, expected=12.000000 predicted=26.842454, expected=4.000000 predicted=17.456398, expected=8.000000 predicted=20.077395, expected=40.000000 predicted=36.134701, expected=8.000000 predicted=7.318273, expected=8.000000 predicted=12.733858, expected=28.000000 predicted=18.858553, expected=8.000000 predicted=8.043518, expected=28.000000 predicted=29.012138, expected=24.000000 predicted=17.870732, expected=52.000000 predicted=28.370747, expected=24.000000 predicted=27.370414, expected=8.000000 predicted=14.884821, expected=12.000000 predicted=23.229784, expected=28.000000 predicted=22.772256, expected=20.000000 predicted=28.552744, expected=20.000000 predicted=21.355003, expected=24.000000 predicted=18.740243, expected=32.000000 predicted=22.180229, expected=16.000000 predicted=21.911128, expected=16.000000 predicted=19.902465, expected=20.000000 predicted=20.783156, expected=4.000000 predicted=13.496441, expected=16.000000 predicted=21.197313, expected=40.000000 predicted=25.017846, expected=12.000000 predicted=13.682758, expected=4.000000 predicted=14.990590, expected=44.000000 predicted=25.509901, expected=4.000000 Test MSE: 622.402
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014])] predicted=19.610282, expected=20.000000 predicted=14.398314, expected=12.000000 predicted=15.690067, expected=8.000000 predicted=17.225213, expected=28.000000 predicted=20.698874, expected=20.000000 predicted=21.909747, expected=4.000000 predicted=15.089584, expected=20.000000 predicted=16.119576, expected=8.000000 predicted=14.375828, expected=12.000000 predicted=15.871914, expected=16.000000 predicted=14.035122, expected=16.000000 predicted=11.424281, expected=4.000000 predicted=13.060214, expected=16.000000 predicted=12.061305, expected=12.000000 predicted=12.563126, expected=4.000000 predicted=11.252070, expected=4.000000 predicted=10.420428, expected=4.000000 predicted=7.451221, expected=12.000000 predicted=8.906724, expected=8.000000 predicted=7.068117, expected=4.000000 predicted=5.503024, expected=28.000000 predicted=9.361650, expected=16.000000 predicted=10.232306, expected=4.000000 predicted=11.388030, expected=8.000000 predicted=12.360842, expected=8.000000 predicted=11.204519, expected=8.000000 predicted=12.816709, expected=4.000000 predicted=8.476019, expected=4.000000 predicted=5.945926, expected=8.000000 predicted=6.762300, expected=8.000000 predicted=6.338748, expected=4.000000 predicted=5.794868, expected=4.000000 predicted=5.315566, expected=24.000000 predicted=8.028852, expected=20.000000 predicted=9.747306, expected=8.000000 predicted=10.178983, expected=4.000000 predicted=11.127545, expected=16.000000 predicted=12.762949, expected=8.000000 predicted=13.568975, expected=8.000000 predicted=10.929268, expected=4.000000 predicted=8.416795, expected=8.000000 predicted=7.763794, expected=8.000000 predicted=8.997026, expected=4.000000 predicted=6.408594, expected=4.000000 predicted=6.224375, expected=4.000000 predicted=5.325333, expected=4.000000 predicted=5.339056, expected=8.000000 predicted=5.266934, expected=8.000000 predicted=4.810378, expected=48.000000 predicted=11.073658, expected=12.000000 predicted=11.317569, expected=12.000000 predicted=14.259849, expected=8.000000 predicted=17.677369, expected=4.000000 predicted=15.059060, expected=8.000000 predicted=17.871533, expected=24.000000 predicted=11.044481, expected=8.000000 predicted=9.684124, expected=24.000000 predicted=11.984084, expected=8.000000 predicted=12.161372, expected=8.000000 predicted=12.788738, expected=8.000000 predicted=14.909884, expected=8.000000 predicted=10.311945, expected=8.000000 predicted=11.497557, expected=20.000000 predicted=9.555228, expected=4.000000 predicted=8.651028, expected=12.000000 predicted=9.802584, expected=4.000000 predicted=9.665045, expected=28.000000 predicted=11.769742, expected=4.000000 predicted=12.041565, expected=4.000000 predicted=8.722043, expected=12.000000 predicted=11.923028, expected=4.000000 predicted=8.460976, expected=8.000000 predicted=11.113607, expected=28.000000 predicted=9.293482, expected=8.000000 predicted=8.961562, expected=8.000000 predicted=11.271832, expected=4.000000 predicted=10.599330, expected=4.000000 predicted=9.915099, expected=16.000000 predicted=12.561761, expected=20.000000 predicted=8.965617, expected=12.000000 predicted=9.526219, expected=8.000000 predicted=10.245391, expected=28.000000 predicted=14.062531, expected=12.000000 predicted=15.234193, expected=4.000000 predicted=14.284146, expected=20.000000 predicted=14.845188, expected=4.000000 predicted=11.938829, expected=24.000000 predicted=15.907014, expected=12.000000 predicted=12.425529, expected=4.000000 predicted=10.396580, expected=24.000000 predicted=15.629755, expected=48.000000 predicted=16.857207, expected=8.000000 predicted=18.288827, expected=4.000000 predicted=17.421032, expected=24.000000 predicted=19.755735, expected=12.000000 predicted=19.348492, expected=8.000000 predicted=19.516980, expected=24.000000 predicted=13.513380, expected=8.000000 predicted=11.785336, expected=36.000000 predicted=18.596711, expected=12.000000 predicted=15.741095, expected=28.000000 predicted=17.887285, expected=4.000000 predicted=20.065221, expected=8.000000 predicted=15.752775, expected=4.000000 predicted=18.214460, expected=12.000000 predicted=11.027911, expected=20.000000 predicted=13.372758, expected=12.000000 predicted=8.579893, expected=24.000000 predicted=12.610962, expected=28.000000 predicted=15.263797, expected=24.000000 predicted=18.486012, expected=20.000000 predicted=21.306122, expected=12.000000 predicted=19.888546, expected=16.000000 predicted=21.410701, expected=12.000000 predicted=19.506085, expected=12.000000 predicted=16.462245, expected=8.000000 predicted=13.987372, expected=40.000000 predicted=15.887490, expected=20.000000 predicted=16.523457, expected=16.000000 predicted=16.968635, expected=8.000000 predicted=18.389062, expected=16.000000 predicted=17.533329, expected=8.000000 predicted=19.695849, expected=4.000000 predicted=12.462131, expected=4.000000 predicted=10.333239, expected=28.000000 predicted=10.769891, expected=8.000000 predicted=10.536615, expected=8.000000 predicted=9.589408, expected=4.000000 predicted=10.086910, expected=8.000000 predicted=9.378271, expected=16.000000 predicted=12.949731, expected=4.000000 predicted=7.365203, expected=4.000000 predicted=7.502326, expected=48.000000 predicted=13.169463, expected=12.000000 predicted=12.646215, expected=8.000000 predicted=15.214673, expected=4.000000 predicted=15.114181, expected=4.000000 predicted=12.708718, expected=12.000000 predicted=17.114904, expected=4.000000 predicted=7.152413, expected=20.000000 predicted=8.292953, expected=4.000000 predicted=7.412380, expected=20.000000 predicted=9.828893, expected=4.000000 predicted=10.971662, expected=24.000000 predicted=11.495199, expected=8.000000 predicted=13.876795, expected=24.000000 predicted=12.536215, expected=4.000000 predicted=14.916488, expected=8.000000 predicted=11.287405, expected=8.000000 predicted=14.351479, expected=36.000000 predicted=13.109782, expected=8.000000 predicted=14.370903, expected=4.000000 predicted=10.700944, expected=4.000000 predicted=13.069862, expected=4.000000 predicted=10.302583, expected=12.000000 predicted=12.889671, expected=20.000000 predicted=7.920614, expected=8.000000 predicted=7.504826, expected=12.000000 predicted=9.594352, expected=24.000000 predicted=12.827491, expected=4.000000 predicted=12.504280, expected=8.000000 predicted=13.509821, expected=8.000000 predicted=11.330914, expected=36.000000 predicted=14.037303, expected=4.000000 predicted=13.795364, expected=4.000000 predicted=10.205422, expected=8.000000 predicted=13.085315, expected=36.000000 predicted=14.138353, expected=40.000000 predicted=20.361959, expected=8.000000 predicted=14.051047, expected=32.000000 predicted=21.495791, expected=4.000000 predicted=21.695097, expected=60.000000 predicted=28.524577, expected=4.000000 predicted=26.407495, expected=40.000000 predicted=20.869486, expected=8.000000 predicted=29.246522, expected=8.000000 predicted=18.753733, expected=12.000000 predicted=26.788868, expected=12.000000 predicted=13.147222, expected=24.000000 predicted=17.658442, expected=20.000000 predicted=13.002329, expected=16.000000 predicted=14.276373, expected=4.000000 predicted=15.409389, expected=28.000000 predicted=16.988634, expected=12.000000 predicted=17.853242, expected=12.000000 predicted=14.570300, expected=8.000000 predicted=14.758145, expected=12.000000 predicted=12.211659, expected=20.000000 predicted=15.660190, expected=4.000000 predicted=11.153198, expected=8.000000 predicted=10.747906, expected=4.000000 predicted=10.346686, expected=16.000000 predicted=10.090292, expected=16.000000 predicted=11.237325, expected=20.000000 predicted=9.686761, expected=4.000000 predicted=11.417661, expected=28.000000 predicted=13.574848, expected=8.000000 predicted=16.030639, expected=52.000000 predicted=18.055308, expected=8.000000 predicted=21.153343, expected=8.000000 predicted=16.191334, expected=12.000000 predicted=23.130720, expected=28.000000 predicted=17.895624, expected=32.000000 predicted=23.207141, expected=4.000000 predicted=14.475061, expected=32.000000 predicted=18.549541, expected=8.000000 predicted=20.998440, expected=24.000000 predicted=19.982586, expected=24.000000 predicted=21.916739, expected=4.000000 predicted=15.428564, expected=4.000000 predicted=17.761680, expected=24.000000 predicted=15.052844, expected=12.000000 predicted=15.217962, expected=12.000000 predicted=12.654732, expected=24.000000 predicted=12.951486, expected=20.000000 predicted=14.880918, expected=8.000000 predicted=16.758914, expected=24.000000 predicted=16.519768, expected=12.000000 predicted=17.069637, expected=4.000000 predicted=15.637826, expected=8.000000 predicted=14.184270, expected=4.000000 predicted=10.593420, expected=4.000000 predicted=9.914134, expected=16.000000 predicted=7.733349, expected=48.000000 predicted=11.017289, expected=8.000000 predicted=13.069773, expected=4.000000 predicted=13.277895, expected=12.000000 predicted=17.842264, expected=8.000000 predicted=16.364603, expected=32.000000 predicted=18.549634, expected=32.000000 predicted=14.044281, expected=4.000000 predicted=13.783540, expected=4.000000 predicted=16.588756, expected=20.000000 predicted=17.912813, expected=12.000000 predicted=17.911911, expected=12.000000 predicted=14.100641, expected=44.000000 predicted=14.005429, expected=24.000000 predicted=17.049721, expected=20.000000 predicted=20.535262, expected=24.000000 predicted=23.341247, expected=8.000000 predicted=22.328766, expected=20.000000 predicted=24.937383, expected=8.000000 predicted=18.756868, expected=28.000000 predicted=17.071808, expected=12.000000 predicted=17.396785, expected=16.000000 predicted=14.048993, expected=44.000000 predicted=20.662685, expected=4.000000 predicted=17.942987, expected=16.000000 predicted=20.158863, expected=4.000000 predicted=18.469406, expected=4.000000 predicted=15.113451, expected=20.000000 predicted=17.019267, expected=12.000000 predicted=9.089108, expected=4.000000 predicted=9.844086, expected=20.000000 predicted=10.244077, expected=8.000000 predicted=11.119767, expected=28.000000 predicted=14.095615, expected=60.000000 predicted=19.246645, expected=12.000000 predicted=19.614532, expected=12.000000 predicted=23.296583, expected=8.000000 predicted=23.850667, expected=40.000000 predicted=26.564670, expected=28.000000 predicted=27.489909, expected=4.000000 predicted=16.151210, expected=12.000000 predicted=18.669796, expected=24.000000 predicted=20.021860, expected=32.000000 predicted=22.718651, expected=24.000000 predicted=19.378855, expected=12.000000 predicted=17.259122, expected=8.000000 predicted=19.917266, expected=12.000000 predicted=20.413097, expected=40.000000 predicted=20.972265, expected=12.000000 predicted=17.151985, expected=8.000000 predicted=14.497972, expected=48.000000 predicted=20.761957, expected=180.000000 predicted=45.082436, expected=396.000000 predicted=237.032524, expected=188.000000 predicted=144.399080, expected=56.000000 predicted=73.249847, expected=40.000000 predicted=133.900151, expected=32.000000 predicted=148.645897, expected=68.000000 predicted=159.997598, expected=40.000000 predicted=61.310077, expected=20.000000 predicted=29.677222, expected=32.000000 predicted=37.080858, expected=28.000000 predicted=35.290330, expected=12.000000 predicted=23.511373, expected=28.000000 predicted=27.819938, expected=32.000000 predicted=29.578027, expected=76.000000 predicted=53.638862, expected=36.000000 predicted=33.154024, expected=64.000000 predicted=48.261373, expected=28.000000 predicted=37.485442, expected=8.000000 predicted=24.896539, expected=48.000000 predicted=48.552360, expected=24.000000 predicted=32.404478, expected=64.000000 predicted=48.956929, expected=48.000000 predicted=41.105352, expected=24.000000 predicted=28.134248, expected=40.000000 predicted=40.325591, expected=32.000000 predicted=38.270987, expected=32.000000 predicted=36.572333, expected=60.000000 predicted=48.765052, expected=28.000000 predicted=32.114595, expected=44.000000 predicted=39.577195, expected=20.000000 predicted=29.432666, expected=20.000000 predicted=28.489774, expected=32.000000 predicted=34.327822, expected=28.000000 predicted=29.630053, expected=32.000000 predicted=29.589913, expected=24.000000 predicted=24.511308, expected=8.000000 predicted=16.581160, expected=20.000000 predicted=22.869341, expected=20.000000 predicted=22.776639, expected=24.000000 predicted=22.510095, expected=16.000000 predicted=16.539035, expected=4.000000 predicted=9.779703, expected=24.000000 predicted=21.359701, expected=72.000000 predicted=48.795410, expected=12.000000 predicted=17.212172, expected=4.000000 predicted=9.396499, expected=8.000000 predicted=17.280830, expected=4.000000 predicted=17.528910, expected=12.000000 predicted=16.117510, expected=8.000000 predicted=7.834376, expected=16.000000 predicted=11.540334, expected=12.000000 predicted=10.475471, expected=12.000000 predicted=10.788233, expected=4.000000 predicted=7.364682, expected=112.000000 predicted=66.107877, expected=24.000000 predicted=26.418976, expected=16.000000 predicted=16.513375, expected=32.000000 predicted=33.437391, expected=28.000000 predicted=37.929576, expected=20.000000 predicted=30.622469, expected=20.000000 predicted=21.394839, expected=36.000000 predicted=30.735881, expected=20.000000 predicted=23.486025, expected=20.000000 predicted=21.285211, expected=36.000000 predicted=30.286585, expected=32.000000 predicted=29.802404, expected=84.000000 predicted=56.985430, expected=12.000000 predicted=23.023044, expected=24.000000 predicted=27.245284, expected=12.000000 predicted=26.776032, expected=8.000000 Test MSE: 772.617
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191])] predicted=5.137272, expected=4.000000 predicted=5.503920, expected=8.000000 predicted=7.333129, expected=8.000000 predicted=7.873362, expected=16.000000 predicted=8.395435, expected=4.000000 predicted=6.592803, expected=16.000000 predicted=9.062087, expected=8.000000 predicted=10.194221, expected=16.000000 predicted=11.116223, expected=8.000000 predicted=10.985031, expected=8.000000 predicted=10.403652, expected=4.000000 predicted=10.613506, expected=16.000000 predicted=10.599521, expected=4.000000 predicted=9.122312, expected=8.000000 predicted=7.567350, expected=20.000000 predicted=9.938344, expected=16.000000 predicted=10.655056, expected=4.000000 predicted=10.128503, expected=4.000000 predicted=10.388112, expected=16.000000 predicted=13.074896, expected=8.000000 predicted=11.093417, expected=4.000000 predicted=7.792314, expected=4.000000 predicted=7.518275, expected=4.000000 predicted=7.850936, expected=4.000000 predicted=6.753187, expected=8.000000 predicted=5.118003, expected=4.000000 predicted=4.354006, expected=12.000000 predicted=5.561995, expected=12.000000 predicted=6.848168, expected=4.000000 predicted=6.757368, expected=4.000000 predicted=7.629434, expected=8.000000 predicted=8.407744, expected=4.000000 predicted=7.481260, expected=4.000000 predicted=5.725411, expected=4.000000 predicted=4.960614, expected=4.000000 predicted=4.904329, expected=8.000000 predicted=5.124635, expected=16.000000 predicted=6.024151, expected=4.000000 predicted=5.652441, expected=4.000000 predicted=6.550396, expected=4.000000 predicted=7.892811, expected=4.000000 predicted=7.417121, expected=8.000000 predicted=6.396973, expected=8.000000 predicted=4.904861, expected=4.000000 predicted=4.873846, expected=8.000000 predicted=6.032307, expected=20.000000 predicted=8.526840, expected=12.000000 predicted=8.710479, expected=12.000000 predicted=9.613161, expected=4.000000 predicted=10.671388, expected=8.000000 predicted=11.932165, expected=8.000000 predicted=11.261298, expected=24.000000 predicted=10.866034, expected=4.000000 predicted=8.710019, expected=12.000000 predicted=9.461397, expected=8.000000 predicted=11.901954, expected=8.000000 predicted=11.244873, expected=16.000000 predicted=11.728615, expected=4.000000 predicted=8.603775, expected=8.000000 predicted=9.236873, expected=8.000000 predicted=9.440209, expected=4.000000 predicted=8.429554, expected=12.000000 predicted=8.404632, expected=4.000000 predicted=6.737106, expected=4.000000 predicted=6.605493, expected=12.000000 predicted=7.561439, expected=8.000000 predicted=7.264455, expected=8.000000 predicted=7.196767, expected=4.000000 predicted=6.813271, expected=12.000000 predicted=8.463240, expected=12.000000 predicted=9.020331, expected=4.000000 predicted=7.424958, expected=8.000000 predicted=8.093446, expected=12.000000 predicted=9.321694, expected=8.000000 predicted=9.020853, expected=8.000000 predicted=8.156400, expected=4.000000 predicted=7.826441, expected=12.000000 predicted=9.098219, expected=12.000000 predicted=8.990516, expected=4.000000 predicted=7.421205, expected=8.000000 predicted=8.115159, expected=24.000000 predicted=10.872647, expected=8.000000 predicted=10.106575, expected=8.000000 predicted=9.848439, expected=4.000000 predicted=10.856138, expected=12.000000 predicted=12.064595, expected=4.000000 predicted=9.801001, expected=8.000000 predicted=7.135196, expected=12.000000 predicted=8.001865, expected=4.000000 predicted=7.214398, expected=8.000000 predicted=7.803126, expected=8.000000 predicted=7.826144, expected=16.000000 predicted=8.972075, expected=12.000000 predicted=8.914305, expected=4.000000 predicted=8.345552, expected=4.000000 predicted=9.651974, expected=4.000000 predicted=9.499712, expected=8.000000 predicted=8.259638, expected=12.000000 predicted=6.623723, expected=12.000000 predicted=6.317086, expected=4.000000 predicted=6.773216, expected=4.000000 predicted=7.983146, expected=8.000000 predicted=9.057589, expected=4.000000 predicted=7.535641, expected=12.000000 predicted=6.804696, expected=4.000000 predicted=5.714927, expected=4.000000 predicted=6.005623, expected=16.000000 predicted=8.104893, expected=12.000000 predicted=8.091211, expected=8.000000 predicted=8.098118, expected=8.000000 predicted=8.894538, expected=4.000000 predicted=9.786436, expected=4.000000 predicted=9.331399, expected=8.000000 predicted=7.711543, expected=12.000000 predicted=7.015949, expected=8.000000 predicted=6.409841, expected=4.000000 predicted=6.376046, expected=20.000000 predicted=9.555643, expected=12.000000 predicted=10.047130, expected=4.000000 predicted=9.132504, expected=4.000000 predicted=9.645129, expected=8.000000 predicted=10.358859, expected=8.000000 predicted=9.310369, expected=4.000000 predicted=6.110880, expected=4.000000 predicted=5.510948, expected=16.000000 predicted=7.556509, expected=4.000000 predicted=6.611244, expected=8.000000 predicted=6.796688, expected=4.000000 predicted=7.320938, expected=4.000000 predicted=7.413748, expected=8.000000 predicted=7.338160, expected=4.000000 predicted=5.298595, expected=4.000000 predicted=5.135717, expected=12.000000 predicted=6.024674, expected=8.000000 predicted=6.187584, expected=8.000000 predicted=6.601996, expected=4.000000 predicted=6.866279, expected=8.000000 predicted=7.984794, expected=8.000000 predicted=8.040858, expected=4.000000 predicted=6.463664, expected=4.000000 predicted=6.126318, expected=12.000000 predicted=6.996729, expected=8.000000 predicted=6.790832, expected=4.000000 predicted=6.062202, expected=8.000000 predicted=7.062035, expected=4.000000 predicted=7.241415, expected=4.000000 predicted=6.719601, expected=8.000000 predicted=6.107862, expected=4.000000 predicted=5.284228, expected=4.000000 predicted=5.152441, expected=8.000000 predicted=5.491701, expected=4.000000 predicted=5.281798, expected=4.000000 predicted=5.157858, expected=4.000000 predicted=4.956785, expected=12.000000 predicted=5.993717, expected=4.000000 predicted=5.291098, expected=4.000000 predicted=5.114174, expected=4.000000 predicted=5.958502, expected=8.000000 predicted=6.413715, expected=4.000000 predicted=5.553466, expected=8.000000 predicted=5.067896, expected=8.000000 predicted=5.849727, expected=4.000000 predicted=5.845793, expected=16.000000 predicted=7.727912, expected=8.000000 predicted=7.511997, expected=8.000000 predicted=8.152778, expected=4.000000 predicted=8.499077, expected=4.000000 predicted=8.413562, expected=12.000000 predicted=8.814485, expected=8.000000 predicted=6.787542, expected=4.000000 predicted=6.080366, expected=4.000000 predicted=6.523221, expected=4.000000 predicted=6.899515, expected=4.000000 predicted=6.159261, expected=8.000000 predicted=5.112154, expected=8.000000 predicted=4.852854, expected=8.000000 predicted=5.426465, expected=4.000000 predicted=5.878376, expected=8.000000 predicted=7.022113, expected=4.000000 predicted=6.893120, expected=8.000000 predicted=6.648270, expected=8.000000 predicted=6.457278, expected=4.000000 predicted=5.862784, expected=4.000000 predicted=6.141326, expected=4.000000 predicted=5.921591, expected=8.000000 predicted=6.083195, expected=12.000000 predicted=6.003637, expected=8.000000 predicted=5.774936, expected=4.000000 predicted=6.432473, expected=4.000000 predicted=7.468533, expected=12.000000 predicted=8.585917, expected=8.000000 predicted=7.408293, expected=12.000000 predicted=7.124915, expected=8.000000 predicted=7.732421, expected=4.000000 predicted=8.370278, expected=8.000000 predicted=9.249310, expected=4.000000 predicted=7.874104, expected=4.000000 predicted=6.747660, expected=12.000000 predicted=6.634940, expected=8.000000 predicted=6.174520, expected=4.000000 predicted=6.078134, expected=4.000000 predicted=6.485344, expected=16.000000 predicted=8.487492, expected=8.000000 predicted=7.748215, expected=4.000000 predicted=6.643407, expected=8.000000 predicted=8.041259, expected=4.000000 predicted=8.205622, expected=4.000000 predicted=7.399495, expected=4.000000 predicted=5.577703, expected=12.000000 predicted=5.998321, expected=4.000000 predicted=5.278567, expected=4.000000 predicted=5.119809, expected=4.000000 predicted=5.949933, expected=4.000000 predicted=5.893559, expected=8.000000 predicted=5.758259, expected=4.000000 predicted=4.310435, expected=12.000000 predicted=5.602675, expected=4.000000 predicted=5.648776, expected=4.000000 predicted=6.081866, expected=4.000000 predicted=6.571431, expected=4.000000 predicted=5.903159, expected=16.000000 predicted=6.793197, expected=4.000000 predicted=5.006751, expected=8.000000 predicted=6.197415, expected=8.000000 predicted=7.780053, expected=8.000000 predicted=8.357268, expected=4.000000 predicted=7.739852, expected=4.000000 predicted=6.503235, expected=4.000000 predicted=6.544075, expected=4.000000 predicted=5.559209, expected=8.000000 predicted=5.112280, expected=12.000000 predicted=5.380368, expected=8.000000 predicted=5.775880, expected=12.000000 predicted=7.517154, expected=4.000000 predicted=8.177574, expected=4.000000 predicted=8.642157, expected=8.000000 predicted=8.660902, expected=8.000000 predicted=7.423389, expected=4.000000 predicted=6.133948, expected=8.000000 predicted=6.050007, expected=4.000000 predicted=6.267371, expected=8.000000 predicted=6.662809, expected=4.000000 predicted=5.924802, expected=8.000000 predicted=6.036832, expected=8.000000 predicted=6.456762, expected=8.000000 predicted=6.396932, expected=4.000000 predicted=6.495070, expected=4.000000 predicted=6.480723, expected=4.000000 predicted=6.535127, expected=8.000000 predicted=6.095017, expected=4.000000 predicted=4.953347, expected=8.000000 predicted=5.067943, expected=8.000000 predicted=5.839717, expected=4.000000 predicted=5.862668, expected=8.000000 predicted=6.666836, expected=4.000000 predicted=6.273283, expected=12.000000 predicted=7.182004, expected=8.000000 predicted=6.821069, expected=8.000000 predicted=6.962156, expected=4.000000 predicted=7.471584, expected=16.000000 predicted=9.010638, expected=4.000000 predicted=8.286162, expected=8.000000 predicted=7.759401, expected=4.000000 predicted=7.941922, expected=4.000000 predicted=7.418751, expected=4.000000 predicted=6.846624, expected=12.000000 predicted=5.957168, expected=8.000000 predicted=5.869850, expected=4.000000 predicted=5.448718, expected=4.000000 predicted=6.499221, expected=8.000000 predicted=7.388055, expected=16.000000 predicted=8.127280, expected=12.000000 predicted=7.290867, expected=8.000000 predicted=7.846998, expected=4.000000 predicted=9.340621, expected=4.000000 predicted=10.013723, expected=4.000000 predicted=8.798653, expected=8.000000 predicted=6.754703, expected=16.000000 predicted=6.606414, expected=8.000000 predicted=6.131203, expected=4.000000 Test MSE: 18.305
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303])] predicted=37.210010, expected=64.000000 predicted=39.335510, expected=60.000000 predicted=43.359687, expected=40.000000 predicted=47.473347, expected=44.000000 predicted=49.055404, expected=36.000000 predicted=45.440223, expected=64.000000 predicted=51.915612, expected=36.000000 predicted=47.119262, expected=44.000000 predicted=43.181756, expected=64.000000 predicted=49.732843, expected=8.000000 predicted=38.741910, expected=12.000000 predicted=39.886392, expected=4.000000 predicted=29.081212, expected=88.000000 predicted=36.598335, expected=20.000000 predicted=33.460755, expected=4.000000 predicted=19.813409, expected=40.000000 predicted=32.492863, expected=72.000000 predicted=33.082890, expected=52.000000 predicted=46.232747, expected=52.000000 predicted=40.102109, expected=44.000000 predicted=43.263249, expected=48.000000 predicted=49.771844, expected=44.000000 predicted=53.080632, expected=60.000000 predicted=50.031780, expected=64.000000 predicted=52.242828, expected=4.000000 predicted=41.912179, expected=40.000000 predicted=45.581319, expected=60.000000 predicted=46.557956, expected=28.000000 predicted=39.069895, expected=36.000000 predicted=42.028271, expected=60.000000 predicted=37.811485, expected=52.000000 predicted=43.339079, expected=76.000000 predicted=53.169081, expected=44.000000 predicted=48.342955, expected=68.000000 predicted=54.959595, expected=48.000000 predicted=59.097345, expected=56.000000 predicted=55.393395, expected=32.000000 predicted=56.085699, expected=8.000000 predicted=40.974304, expected=40.000000 predicted=44.929271, expected=44.000000 predicted=37.386432, expected=28.000000 predicted=33.560378, expected=60.000000 predicted=37.573732, expected=20.000000 predicted=31.005334, expected=56.000000 predicted=41.042077, expected=48.000000 predicted=44.298856, expected=48.000000 predicted=40.083589, expected=32.000000 predicted=46.256885, expected=20.000000 predicted=35.731902, expected=40.000000 predicted=42.064154, expected=20.000000 predicted=33.941815, expected=24.000000 predicted=30.706480, expected=20.000000 predicted=27.186644, expected=40.000000 predicted=26.268318, expected=52.000000 predicted=33.328165, expected=4.000000 predicted=24.536481, expected=40.000000 predicted=31.489026, expected=28.000000 predicted=30.697363, expected=32.000000 predicted=30.264346, expected=16.000000 predicted=31.075160, expected=8.000000 predicted=19.694370, expected=56.000000 predicted=31.696855, expected=28.000000 predicted=26.213638, expected=16.000000 predicted=25.003647, expected=8.000000 predicted=24.156986, expected=8.000000 predicted=18.984141, expected=36.000000 predicted=26.532521, expected=64.000000 predicted=26.550146, expected=44.000000 predicted=27.409977, expected=32.000000 predicted=31.374245, expected=48.000000 predicted=39.260627, expected=24.000000 predicted=39.617918, expected=20.000000 predicted=38.949831, expected=48.000000 predicted=37.983050, expected=76.000000 predicted=40.357412, expected=24.000000 predicted=38.123493, expected=36.000000 predicted=38.789338, expected=48.000000 predicted=43.127445, expected=72.000000 predicted=48.393092, expected=24.000000 predicted=46.846010, expected=44.000000 predicted=41.605752, expected=28.000000 predicted=43.064454, expected=56.000000 predicted=43.536180, expected=40.000000 predicted=45.755530, expected=44.000000 predicted=37.490961, expected=36.000000 predicted=42.762454, expected=28.000000 predicted=37.151841, expected=36.000000 predicted=41.216237, expected=36.000000 predicted=36.388095, expected=20.000000 predicted=32.755171, expected=40.000000 predicted=33.675263, expected=56.000000 predicted=35.986516, expected=24.000000 predicted=33.166715, expected=16.000000 predicted=32.856280, expected=24.000000 predicted=31.076657, expected=76.000000 predicted=39.049464, expected=44.000000 predicted=38.513114, expected=48.000000 predicted=37.560207, expected=24.000000 predicted=40.087477, expected=12.000000 predicted=35.742176, expected=24.000000 predicted=40.867328, expected=28.000000 predicted=29.650430, expected=48.000000 predicted=31.013071, expected=20.000000 predicted=25.234372, expected=4.000000 predicted=21.573848, expected=48.000000 predicted=31.132881, expected=16.000000 predicted=25.044094, expected=24.000000 predicted=26.346278, expected=36.000000 predicted=27.068862, expected=44.000000 predicted=25.816875, expected=24.000000 predicted=32.076208, expected=24.000000 predicted=27.894999, expected=4.000000 predicted=26.063985, expected=12.000000 predicted=23.939689, expected=12.000000 predicted=21.258377, expected=64.000000 predicted=23.456200, expected=44.000000 predicted=25.654450, expected=36.000000 predicted=26.072509, expected=48.000000 predicted=37.881447, expected=32.000000 predicted=36.595921, expected=16.000000 predicted=40.151749, expected=52.000000 predicted=40.206484, expected=60.000000 predicted=39.849043, expected=8.000000 predicted=33.519216, expected=4.000000 predicted=30.619829, expected=28.000000 predicted=29.430967, expected=64.000000 predicted=35.265984, expected=24.000000 predicted=30.136943, expected=24.000000 predicted=25.023611, expected=40.000000 predicted=32.377321, expected=8.000000 predicted=28.024740, expected=28.000000 predicted=33.512087, expected=32.000000 predicted=27.049039, expected=28.000000 predicted=24.257146, expected=12.000000 predicted=25.684870, expected=12.000000 predicted=19.714951, expected=16.000000 predicted=21.798701, expected=40.000000 predicted=23.520956, expected=52.000000 predicted=26.517558, expected=24.000000 predicted=23.652848, expected=40.000000 predicted=31.239414, expected=4.000000 predicted=28.410871, expected=72.000000 predicted=39.311267, expected=40.000000 predicted=39.047652, expected=20.000000 predicted=29.317880, expected=48.000000 predicted=42.097880, expected=56.000000 predicted=37.021889, expected=36.000000 predicted=44.267944, expected=48.000000 predicted=42.826054, expected=32.000000 predicted=39.180300, expected=52.000000 predicted=45.004096, expected=36.000000 predicted=44.049128, expected=12.000000 predicted=34.357569, expected=24.000000 predicted=36.565189, expected=4.000000 predicted=25.969888, expected=4.000000 predicted=22.104378, expected=36.000000 predicted=21.783693, expected=16.000000 predicted=13.710206, expected=32.000000 predicted=19.318700, expected=16.000000 predicted=18.338716, expected=36.000000 predicted=21.818206, expected=28.000000 predicted=28.126813, expected=28.000000 predicted=24.349287, expected=36.000000 predicted=30.563005, expected=16.000000 predicted=25.064387, expected=8.000000 predicted=25.519483, expected=36.000000 predicted=26.969782, expected=64.000000 predicted=30.747903, expected=12.000000 predicted=25.924882, expected=64.000000 predicted=35.060082, expected=56.000000 predicted=39.834758, expected=20.000000 predicted=37.448522, expected=24.000000 predicted=44.274799, expected=36.000000 predicted=34.765625, expected=16.000000 predicted=34.762710, expected=32.000000 predicted=32.439414, expected=48.000000 predicted=29.862381, expected=4.000000 predicted=23.732920, expected=24.000000 predicted=28.667970, expected=32.000000 predicted=26.763115, expected=52.000000 predicted=29.844983, expected=40.000000 predicted=34.052120, expected=24.000000 predicted=27.665973, expected=8.000000 predicted=30.512846, expected=20.000000 predicted=29.706795, expected=36.000000 predicted=30.878607, expected=28.000000 predicted=25.116178, expected=40.000000 predicted=26.405067, expected=48.000000 predicted=29.667542, expected=40.000000 predicted=33.506923, expected=12.000000 predicted=33.658565, expected=32.000000 predicted=34.444461, expected=80.000000 predicted=43.124049, expected=16.000000 predicted=34.072031, expected=40.000000 predicted=38.474002, expected=32.000000 predicted=36.886007, expected=36.000000 predicted=35.742529, expected=8.000000 predicted=38.046618, expected=56.000000 predicted=31.631498, expected=16.000000 predicted=30.604114, expected=40.000000 predicted=30.161130, expected=24.000000 predicted=32.579874, expected=60.000000 predicted=30.994541, expected=44.000000 predicted=41.339073, expected=12.000000 predicted=29.592125, expected=4.000000 predicted=33.540652, expected=20.000000 predicted=27.506805, expected=56.000000 predicted=33.416359, expected=20.000000 predicted=24.407238, expected=8.000000 predicted=19.606344, expected=24.000000 predicted=24.177999, expected=36.000000 predicted=25.425959, expected=32.000000 predicted=29.199747, expected=12.000000 predicted=21.707435, expected=24.000000 predicted=23.181650, expected=44.000000 predicted=28.907854, expected=32.000000 predicted=28.119377, expected=32.000000 predicted=29.557451, expected=24.000000 predicted=28.145339, expected=20.000000 predicted=28.482725, expected=68.000000 predicted=38.379447, expected=76.000000 predicted=40.267627, expected=40.000000 predicted=39.875512, expected=20.000000 predicted=42.515284, expected=20.000000 predicted=41.507890, expected=28.000000 predicted=42.640571, expected=68.000000 predicted=43.974024, expected=44.000000 predicted=34.835440, expected=20.000000 predicted=31.265859, expected=80.000000 predicted=46.643342, expected=4.000000 predicted=36.441731, expected=16.000000 predicted=39.741095, expected=56.000000 predicted=42.325113, expected=32.000000 predicted=28.691228, expected=32.000000 predicted=39.002249, expected=40.000000 predicted=30.788042, expected=48.000000 predicted=35.041683, expected=4.000000 predicted=34.945580, expected=12.000000 predicted=29.623404, expected=16.000000 predicted=27.066399, expected=28.000000 predicted=23.571940, expected=52.000000 predicted=28.258810, expected=20.000000 predicted=19.087014, expected=24.000000 predicted=25.118513, expected=44.000000 predicted=31.969986, expected=56.000000 predicted=35.077525, expected=12.000000 predicted=33.636704, expected=40.000000 predicted=34.226710, expected=48.000000 predicted=37.668046, expected=20.000000 predicted=33.437397, expected=44.000000 predicted=39.984523, expected=32.000000 predicted=31.508516, expected=16.000000 predicted=31.774957, expected=8.000000 predicted=30.617161, expected=16.000000 predicted=22.753275, expected=8.000000 predicted=20.948382, expected=40.000000 predicted=21.012891, expected=16.000000 predicted=16.117845, expected=20.000000 predicted=16.787475, expected=8.000000 predicted=19.279819, expected=24.000000 predicted=18.139310, expected=40.000000 predicted=25.845183, expected=56.000000 predicted=25.569122, expected=12.000000 predicted=24.704949, expected=20.000000 predicted=27.022930, expected=32.000000 predicted=32.187886, expected=56.000000 predicted=34.399689, expected=32.000000 predicted=34.414636, expected=56.000000 predicted=34.225245, expected=32.000000 predicted=37.232867, expected=20.000000 predicted=36.212150, expected=36.000000 predicted=42.095069, expected=16.000000 predicted=30.323104, expected=44.000000 predicted=35.521586, expected=12.000000 predicted=26.515376, expected=20.000000 predicted=23.706546, expected=4.000000 predicted=24.132409, expected=12.000000 predicted=16.842005, expected=20.000000 predicted=20.739159, expected=72.000000 predicted=22.744809, expected=16.000000 predicted=20.842659, expected=32.000000 predicted=25.067084, expected=52.000000 predicted=36.362178, expected=16.000000 predicted=29.549188, expected=12.000000 predicted=36.633414, expected=44.000000 predicted=30.455759, expected=68.000000 predicted=35.260580, expected=8.000000 predicted=31.068148, expected=68.000000 predicted=38.445813, expected=28.000000 predicted=36.310053, expected=32.000000 predicted=38.437060, expected=40.000000 predicted=46.109461, expected=48.000000 predicted=33.409794, expected=28.000000 predicted=41.684758, expected=68.000000 predicted=41.282088, expected=48.000000 predicted=42.415064, expected=32.000000 predicted=41.947073, expected=36.000000 predicted=46.428972, expected=8.000000 predicted=34.785061, expected=4.000000 predicted=34.765559, expected=52.000000 predicted=33.264095, expected=44.000000 predicted=26.796363, expected=28.000000 predicted=27.550062, expected=4.000000 predicted=24.193906, expected=8.000000 predicted=22.607906, expected=88.000000 predicted=40.087524, expected=20.000000 predicted=27.515898, expected=4.000000 predicted=24.996190, expected=56.000000 predicted=35.049816, expected=56.000000 predicted=32.226910, expected=4.000000 predicted=37.949701, expected=88.000000 predicted=42.434311, expected=24.000000 predicted=33.000650, expected=4.000000 predicted=37.829367, expected=4.000000 predicted=38.370187, expected=12.000000 predicted=18.930671, expected=44.000000 predicted=33.050731, expected=60.000000 predicted=23.342737, expected=48.000000 predicted=25.238279, expected=28.000000 predicted=31.155883, expected=36.000000 predicted=37.717947, expected=48.000000 predicted=43.939511, expected=76.000000 predicted=49.303883, expected=8.000000 predicted=38.665727, expected=4.000000 predicted=35.001827, expected=20.000000 predicted=35.877196, expected=40.000000 predicted=31.022884, expected=36.000000 predicted=32.522126, expected=44.000000 predicted=24.211054, expected=60.000000 predicted=32.692645, expected=40.000000 predicted=36.955269, expected=56.000000 predicted=46.498343, expected=48.000000 predicted=46.892303, expected=16.000000 Test MSE: 407.372
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027])] predicted=19.871641, expected=12.000000 predicted=18.183254, expected=8.000000 predicted=14.643219, expected=20.000000 predicted=18.133549, expected=20.000000 predicted=17.541472, expected=32.000000 predicted=21.124652, expected=4.000000 predicted=13.984451, expected=12.000000 predicted=16.943246, expected=8.000000 predicted=13.261930, expected=12.000000 predicted=13.602047, expected=24.000000 predicted=16.938853, expected=12.000000 predicted=11.657214, expected=8.000000 predicted=13.082904, expected=12.000000 predicted=12.495362, expected=4.000000 predicted=9.738816, expected=28.000000 predicted=17.408130, expected=12.000000 predicted=11.470916, expected=24.000000 predicted=17.834953, expected=12.000000 predicted=14.459336, expected=12.000000 predicted=15.170878, expected=24.000000 predicted=19.407622, expected=12.000000 predicted=14.530527, expected=32.000000 predicted=22.543522, expected=20.000000 predicted=18.117144, expected=12.000000 predicted=18.646038, expected=28.000000 predicted=22.745837, expected=8.000000 predicted=15.634488, expected=24.000000 predicted=22.417135, expected=8.000000 predicted=14.192918, expected=24.000000 predicted=19.141899, expected=16.000000 predicted=16.854811, expected=8.000000 predicted=14.265918, expected=12.000000 predicted=15.012643, expected=8.000000 predicted=11.169857, expected=8.000000 predicted=11.861560, expected=20.000000 predicted=13.174790, expected=20.000000 predicted=13.477666, expected=4.000000 predicted=11.371898, expected=12.000000 predicted=12.869619, expected=16.000000 predicted=12.722764, expected=4.000000 predicted=11.025714, expected=28.000000 predicted=17.026964, expected=8.000000 predicted=10.257324, expected=8.000000 predicted=13.477401, expected=12.000000 predicted=12.146369, expected=16.000000 predicted=12.547227, expected=8.000000 predicted=12.516504, expected=24.000000 predicted=15.060306, expected=4.000000 predicted=10.053011, expected=12.000000 predicted=13.727497, expected=8.000000 predicted=10.560977, expected=12.000000 predicted=11.347111, expected=16.000000 predicted=13.080687, expected=48.000000 predicted=21.643988, expected=4.000000 predicted=14.428424, expected=16.000000 predicted=20.069169, expected=32.000000 predicted=21.232822, expected=4.000000 predicted=16.482800, expected=16.000000 predicted=21.663224, expected=16.000000 predicted=13.367532, expected=8.000000 predicted=14.075219, expected=12.000000 predicted=14.926397, expected=24.000000 predicted=14.282534, expected=16.000000 predicted=15.148270, expected=4.000000 predicted=13.079448, expected=12.000000 predicted=12.778928, expected=20.000000 predicted=14.218468, expected=20.000000 predicted=16.514787, expected=8.000000 predicted=13.341551, expected=20.000000 predicted=15.487875, expected=12.000000 predicted=13.793191, expected=12.000000 predicted=15.396381, expected=12.000000 predicted=13.676463, expected=20.000000 predicted=14.585909, expected=20.000000 predicted=16.423250, expected=12.000000 predicted=14.783103, expected=12.000000 predicted=14.786683, expected=16.000000 predicted=14.949736, expected=4.000000 predicted=12.154033, expected=36.000000 predicted=20.059549, expected=8.000000 predicted=12.372401, expected=20.000000 predicted=18.762566, expected=8.000000 predicted=13.569765, expected=32.000000 predicted=19.678977, expected=12.000000 predicted=17.839360, expected=16.000000 predicted=17.288401, expected=12.000000 predicted=15.845488, expected=20.000000 predicted=16.520518, expected=16.000000 predicted=17.641978, expected=28.000000 predicted=19.127444, expected=28.000000 predicted=21.013016, expected=4.000000 predicted=16.645404, expected=16.000000 predicted=19.309255, expected=16.000000 predicted=16.092796, expected=24.000000 predicted=19.750263, expected=12.000000 predicted=16.524701, expected=12.000000 predicted=14.373073, expected=4.000000 predicted=12.341358, expected=12.000000 predicted=12.817120, expected=24.000000 predicted=15.412844, expected=8.000000 predicted=11.370193, expected=16.000000 predicted=14.429468, expected=20.000000 predicted=14.179067, expected=8.000000 predicted=13.505034, expected=8.000000 predicted=14.090933, expected=12.000000 predicted=11.452926, expected=24.000000 predicted=15.361832, expected=24.000000 predicted=17.115058, expected=20.000000 predicted=17.344377, expected=12.000000 predicted=16.557283, expected=12.000000 predicted=16.531797, expected=8.000000 predicted=14.971985, expected=8.000000 predicted=13.033280, expected=16.000000 predicted=12.976229, expected=16.000000 predicted=12.244347, expected=12.000000 predicted=12.461903, expected=8.000000 predicted=11.250651, expected=16.000000 predicted=12.942285, expected=8.000000 predicted=11.533634, expected=20.000000 predicted=14.717219, expected=20.000000 predicted=14.462141, expected=28.000000 predicted=18.511459, expected=8.000000 predicted=15.862797, expected=20.000000 predicted=18.412170, expected=8.000000 predicted=15.155549, expected=36.000000 predicted=22.122325, expected=16.000000 predicted=18.525508, expected=4.000000 predicted=15.127076, expected=8.000000 predicted=14.774751, expected=4.000000 predicted=9.950232, expected=8.000000 predicted=12.110265, expected=12.000000 predicted=9.081310, expected=20.000000 predicted=10.689634, expected=8.000000 predicted=9.966238, expected=12.000000 predicted=11.545630, expected=24.000000 predicted=14.903837, expected=28.000000 predicted=18.264300, expected=20.000000 predicted=19.644888, expected=8.000000 predicted=16.255951, expected=28.000000 predicted=20.994023, expected=12.000000 predicted=17.705659, expected=20.000000 predicted=20.357211, expected=8.000000 predicted=14.897489, expected=28.000000 predicted=18.540553, expected=8.000000 predicted=15.747821, expected=8.000000 predicted=14.006099, expected=16.000000 predicted=14.756767, expected=32.000000 predicted=17.539782, expected=24.000000 predicted=20.235211, expected=32.000000 predicted=22.802418, expected=60.000000 predicted=33.148349, expected=12.000000 predicted=26.725687, expected=16.000000 predicted=30.382624, expected=12.000000 predicted=22.780863, expected=32.000000 predicted=26.056952, expected=20.000000 predicted=24.895371, expected=12.000000 predicted=17.617237, expected=24.000000 predicted=20.421466, expected=24.000000 predicted=19.918961, expected=24.000000 predicted=23.171413, expected=28.000000 predicted=23.410519, expected=28.000000 predicted=23.877260, expected=44.000000 predicted=30.976498, expected=4.000000 predicted=22.631857, expected=8.000000 predicted=22.201712, expected=16.000000 predicted=19.379325, expected=4.000000 predicted=13.786458, expected=48.000000 predicted=25.125844, expected=20.000000 predicted=16.196810, expected=4.000000 predicted=17.227239, expected=24.000000 predicted=20.399177, expected=48.000000 predicted=25.266756, expected=32.000000 predicted=29.551633, expected=48.000000 predicted=34.064819, expected=48.000000 predicted=35.683552, expected=44.000000 predicted=41.288798, expected=44.000000 predicted=44.908823, expected=68.000000 predicted=49.949018, expected=24.000000 predicted=42.766452, expected=52.000000 predicted=49.383950, expected=20.000000 predicted=37.972207, expected=16.000000 predicted=34.499925, expected=16.000000 predicted=30.318480, expected=8.000000 predicted=18.763688, expected=52.000000 predicted=30.405823, expected=20.000000 predicted=21.189838, expected=20.000000 predicted=24.287937, expected=12.000000 predicted=20.218833, expected=16.000000 predicted=19.454806, expected=12.000000 predicted=20.152467, expected=20.000000 predicted=16.999328, expected=20.000000 predicted=17.030641, expected=36.000000 predicted=21.849542, expected=8.000000 predicted=17.704546, expected=20.000000 predicted=20.420980, expected=16.000000 predicted=18.574097, expected=16.000000 predicted=18.414757, expected=16.000000 predicted=18.627894, expected=12.000000 predicted=14.190848, expected=20.000000 predicted=17.094262, expected=20.000000 predicted=16.878280, expected=12.000000 predicted=15.821830, expected=12.000000 predicted=15.279611, expected=4.000000 predicted=11.689509, expected=4.000000 predicted=10.601485, expected=16.000000 predicted=11.428394, expected=8.000000 predicted=8.816353, expected=8.000000 predicted=9.288148, expected=20.000000 predicted=11.328796, expected=24.000000 predicted=14.395944, expected=24.000000 predicted=18.379086, expected=40.000000 predicted=24.094545, expected=24.000000 predicted=23.752577, expected=16.000000 predicted=24.565491, expected=24.000000 predicted=24.904320, expected=12.000000 predicted=20.667595, expected=20.000000 predicted=22.443149, expected=20.000000 predicted=19.048561, expected=28.000000 predicted=21.071824, expected=16.000000 predicted=19.894236, expected=24.000000 predicted=21.040987, expected=20.000000 predicted=20.820067, expected=36.000000 predicted=25.562472, expected=36.000000 predicted=28.131616, expected=20.000000 predicted=25.538528, expected=20.000000 predicted=25.930497, expected=40.000000 predicted=29.226343, expected=24.000000 predicted=27.986990, expected=32.000000 predicted=30.382814, expected=80.000000 predicted=41.784757, expected=36.000000 predicted=38.167937, expected=4.000000 predicted=35.675079, expected=28.000000 predicted=33.032084, expected=24.000000 predicted=28.452997, expected=28.000000 predicted=33.411453, expected=40.000000 predicted=29.533226, expected=28.000000 predicted=25.367796, expected=16.000000 predicted=26.855003, expected=40.000000 predicted=30.645663, expected=12.000000 predicted=23.820025, expected=36.000000 predicted=31.117068, expected=24.000000 predicted=24.963522, expected=8.000000 predicted=21.108329, expected=16.000000 predicted=22.481645, expected=20.000000 predicted=17.701646, expected=16.000000 predicted=19.599503, expected=4.000000 predicted=14.039441, expected=24.000000 predicted=15.805298, expected=12.000000 predicted=13.822758, expected=12.000000 predicted=15.282584, expected=4.000000 predicted=11.129483, expected=12.000000 predicted=10.808772, expected=20.000000 predicted=14.386287, expected=8.000000 predicted=11.021516, expected=12.000000 predicted=12.396842, expected=24.000000 predicted=14.165174, expected=16.000000 predicted=15.028234, expected=4.000000 predicted=13.810736, expected=16.000000 predicted=13.740601, expected=12.000000 predicted=12.470309, expected=8.000000 predicted=13.068288, expected=8.000000 predicted=10.719292, expected=8.000000 predicted=8.632414, expected=20.000000 predicted=12.934243, expected=8.000000 predicted=10.242068, expected=40.000000 predicted=19.338624, expected=8.000000 predicted=13.941114, expected=8.000000 predicted=16.058534, expected=12.000000 predicted=14.945539, expected=16.000000 predicted=13.821047, expected=4.000000 predicted=13.959370, expected=8.000000 predicted=9.665623, expected=20.000000 predicted=11.780590, expected=4.000000 predicted=9.453069, expected=12.000000 predicted=12.002776, expected=20.000000 predicted=11.802027, expected=12.000000 predicted=12.233655, expected=8.000000 predicted=13.170597, expected=12.000000 predicted=11.197879, expected=8.000000 predicted=10.808144, expected=16.000000 predicted=13.307846, expected=20.000000 predicted=13.483980, expected=24.000000 predicted=16.104711, expected=12.000000 predicted=15.507930, expected=12.000000 predicted=15.339557, expected=8.000000 predicted=13.806158, expected=32.000000 predicted=19.292560, expected=16.000000 predicted=16.889033, expected=28.000000 predicted=20.652807, expected=8.000000 predicted=16.183104, expected=12.000000 predicted=16.599858, expected=24.000000 predicted=20.002834, expected=16.000000 predicted=16.419370, expected=12.000000 predicted=17.298966, expected=8.000000 predicted=12.670709, expected=8.000000 predicted=12.043197, expected=4.000000 predicted=10.739805, expected=20.000000 predicted=12.341864, expected=12.000000 predicted=10.526349, expected=4.000000 predicted=9.519163, expected=12.000000 predicted=10.505685, expected=4.000000 predicted=7.643035, expected=16.000000 predicted=12.245692, expected=24.000000 predicted=13.305540, expected=8.000000 predicted=11.148585, expected=20.000000 predicted=15.876306, expected=20.000000 predicted=15.009774, expected=16.000000 predicted=17.213797, expected=4.000000 predicted=14.659650, expected=24.000000 predicted=16.105708, expected=20.000000 predicted=16.653808, expected=8.000000 predicted=15.268601, expected=12.000000 predicted=14.573123, expected=12.000000 predicted=12.037199, expected=60.000000 predicted=27.000195, expected=48.000000 predicted=29.160906, expected=12.000000 predicted=26.239379, expected=20.000000 predicted=27.986822, expected=16.000000 predicted=23.762997, expected=20.000000 predicted=27.875879, expected=4.000000 predicted=18.274549, expected=8.000000 predicted=12.880412, expected=24.000000 predicted=15.750345, expected=24.000000 predicted=16.446615, expected=16.000000 predicted=17.086138, expected=20.000000 predicted=17.211431, expected=4.000000 predicted=13.852608, expected=12.000000 predicted=16.250204, expected=8.000000 predicted=12.479411, expected=20.000000 predicted=14.109775, expected=20.000000 predicted=14.826829, expected=32.000000 predicted=18.544557, expected=16.000000 predicted=18.037865, expected=4.000000 predicted=15.702894, expected=4.000000 predicted=14.179954, expected=12.000000 predicted=13.125669, expected=36.000000 predicted=19.624501, expected=28.000000 predicted=18.335346, expected=20.000000 predicted=19.078570, expected=8.000000 predicted=16.886989, expected=12.000000 predicted=17.701523, expected=8.000000 predicted=16.633158, expected=8.000000 predicted=13.265781, expected=36.000000 predicted=18.323534, expected=24.000000 predicted=16.484267, expected=16.000000 predicted=18.578759, expected=12.000000 predicted=16.813725, expected=4.000000 predicted=13.928109, expected=28.000000 predicted=21.228841, expected=12.000000 predicted=14.811058, expected=32.000000 predicted=20.460916, expected=8.000000 predicted=14.601309, expected=4.000000 predicted=13.690542, expected=12.000000 predicted=15.258698, expected=4.000000 predicted=9.932726, expected=12.000000 predicted=12.793748, expected=24.000000 predicted=12.233574, expected=16.000000 predicted=12.401319, expected=28.000000 predicted=18.506595, expected=12.000000 predicted=15.013339, expected=24.000000 predicted=20.347499, expected=4.000000 predicted=15.707428, expected=16.000000 predicted=16.840068, expected=16.000000 predicted=16.153325, expected=8.000000 predicted=12.584701, expected=12.000000 predicted=13.804234, expected=16.000000 predicted=11.961018, expected=8.000000 predicted=12.037700, expected=4.000000 predicted=10.241162, expected=16.000000 predicted=11.106102, expected=32.000000 predicted=16.510843, expected=4.000000 predicted=12.425321, expected=20.000000 predicted=16.083167, expected=8.000000 predicted=11.965173, expected=4.000000 predicted=12.746612, expected=24.000000 predicted=16.808192, expected=4.000000 predicted=8.951851, expected=20.000000 predicted=15.394273, expected=24.000000 predicted=14.631729, expected=12.000000 predicted=14.356513, expected=4.000000 predicted=14.183728, expected=8.000000 predicted=10.875574, expected=20.000000 predicted=14.771529, expected=16.000000 predicted=14.363107, expected=8.000000 predicted=11.621947, expected=8.000000 predicted=10.376875, expected=8.000000 predicted=10.342166, expected=12.000000 predicted=11.962215, expected=4.000000 predicted=8.707277, expected=12.000000 predicted=9.365950, expected=24.000000 predicted=12.620686, expected=8.000000 predicted=10.882864, expected=8.000000 predicted=11.849318, expected=8.000000 predicted=9.731732, expected=8.000000 predicted=10.496641, expected=32.000000 predicted=17.179792, expected=16.000000 predicted=13.334753, expected=8.000000 predicted=13.813614, expected=4.000000 predicted=11.340917, expected=8.000000 predicted=11.291165, expected=12.000000 predicted=13.142287, expected=20.000000 predicted=12.650683, expected=20.000000 predicted=13.175781, expected=12.000000 predicted=12.834436, expected=8.000000 predicted=12.764998, expected=12.000000 predicted=13.392300, expected=12.000000 predicted=13.484640, expected=8.000000 predicted=11.733855, expected=8.000000 Test MSE: 118.728
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497])] predicted=103.450014, expected=92.000000 predicted=89.406387, expected=60.000000 predicted=78.246903, expected=60.000000 predicted=88.113145, expected=76.000000 predicted=95.014754, expected=120.000000 predicted=102.679505, expected=88.000000 predicted=85.905334, expected=132.000000 predicted=97.135782, expected=96.000000 predicted=89.508242, expected=84.000000 predicted=91.392266, expected=88.000000 predicted=100.890348, expected=92.000000 predicted=93.700713, expected=68.000000 predicted=92.982004, expected=156.000000 predicted=113.972794, expected=68.000000 predicted=84.451323, expected=52.000000 predicted=78.647657, expected=72.000000 predicted=82.138392, expected=108.000000 predicted=88.929271, expected=40.000000 predicted=84.307004, expected=56.000000 predicted=64.426741, expected=120.000000 predicted=83.017467, expected=160.000000 predicted=107.196325, expected=68.000000 predicted=88.590974, expected=96.000000 predicted=85.087187, expected=124.000000 predicted=101.151367, expected=76.000000 predicted=99.142983, expected=76.000000 predicted=105.516253, expected=92.000000 predicted=86.219984, expected=108.000000 predicted=98.034766, expected=100.000000 predicted=102.213451, expected=84.000000 predicted=86.216909, expected=88.000000 predicted=88.328239, expected=52.000000 predicted=77.907025, expected=120.000000 predicted=102.946500, expected=112.000000 predicted=98.609551, expected=132.000000 predicted=105.231638, expected=92.000000 predicted=96.603324, expected=72.000000 predicted=82.393052, expected=92.000000 predicted=103.604114, expected=100.000000 predicted=101.249894, expected=132.000000 predicted=116.361516, expected=132.000000 predicted=109.702374, expected=156.000000 predicted=119.184403, expected=84.000000 predicted=103.265940, expected=100.000000 predicted=110.370464, expected=32.000000 predicted=89.778860, expected=20.000000 predicted=74.878673, expected=120.000000 predicted=108.140263, expected=92.000000 predicted=79.658791, expected=36.000000 predicted=64.985355, expected=80.000000 predicted=64.516068, expected=52.000000 predicted=52.543610, expected=12.000000 predicted=59.990511, expected=44.000000 predicted=58.280758, expected=44.000000 predicted=41.449126, expected=4.000000 predicted=36.252247, expected=68.000000 predicted=49.873770, expected=36.000000 predicted=29.571102, expected=40.000000 predicted=40.926745, expected=48.000000 predicted=43.690886, expected=48.000000 predicted=35.321501, expected=48.000000 predicted=51.910218, expected=48.000000 predicted=44.179622, expected=56.000000 predicted=48.829876, expected=92.000000 predicted=65.210629, expected=84.000000 predicted=66.057247, expected=148.000000 predicted=94.604895, expected=60.000000 predicted=69.569594, expected=36.000000 predicted=64.198661, expected=148.000000 predicted=109.115086, expected=92.000000 predicted=88.909713, expected=100.000000 predicted=109.894331, expected=116.000000 predicted=93.711871, expected=152.000000 predicted=106.238966, expected=144.000000 predicted=134.974787, expected=112.000000 predicted=113.879684, expected=92.000000 predicted=109.329717, expected=60.000000 predicted=97.861312, expected=84.000000 predicted=108.050472, expected=96.000000 predicted=104.426634, expected=124.000000 predicted=106.148962, expected=124.000000 predicted=104.312438, expected=52.000000 predicted=74.612211, expected=84.000000 predicted=90.747663, expected=56.000000 predicted=79.484882, expected=84.000000 predicted=92.747267, expected=88.000000 predicted=90.597160, expected=100.000000 predicted=79.520424, expected=96.000000 predicted=88.334435, expected=72.000000 predicted=75.357255, expected=92.000000 predicted=89.246397, expected=48.000000 predicted=73.162012, expected=80.000000 predicted=84.683778, expected=156.000000 predicted=109.604552, expected=80.000000 predicted=82.372760, expected=116.000000 predicted=103.281472, expected=76.000000 predicted=79.467913, expected=92.000000 predicted=94.560846, expected=52.000000 predicted=93.702126, expected=152.000000 predicted=107.759927, expected=152.000000 predicted=120.349864, expected=68.000000 predicted=87.471520, expected=164.000000 predicted=125.493149, expected=116.000000 predicted=103.153696, expected=152.000000 predicted=143.532822, expected=76.000000 predicted=115.121179, expected=96.000000 predicted=100.759060, expected=136.000000 predicted=132.553647, expected=92.000000 predicted=106.679654, expected=72.000000 predicted=104.580236, expected=80.000000 predicted=86.093977, expected=100.000000 predicted=96.362350, expected=104.000000 predicted=105.230428, expected=104.000000 predicted=95.791966, expected=136.000000 predicted=105.346446, expected=104.000000 predicted=100.681827, expected=96.000000 predicted=104.091469, expected=104.000000 predicted=106.289325, expected=72.000000 predicted=94.288169, expected=68.000000 predicted=95.550654, expected=96.000000 predicted=93.453890, expected=132.000000 predicted=104.583167, expected=112.000000 predicted=102.856796, expected=116.000000 predicted=100.767680, expected=136.000000 predicted=110.621301, expected=140.000000 predicted=122.801428, expected=76.000000 predicted=109.867089, expected=104.000000 predicted=111.871391, expected=144.000000 predicted=124.358569, expected=144.000000 predicted=131.001524, expected=60.000000 predicted=103.287862, expected=68.000000 predicted=88.766385, expected=64.000000 predicted=88.024401, expected=36.000000 predicted=80.259694, expected=68.000000 predicted=83.347353, expected=96.000000 predicted=72.207181, expected=104.000000 predicted=80.728898, expected=72.000000 predicted=72.569427, expected=60.000000 predicted=64.243148, expected=64.000000 predicted=71.855766, expected=56.000000 predicted=72.513986, expected=104.000000 predicted=88.745823, expected=108.000000 predicted=84.688672, expected=124.000000 predicted=93.412401, expected=156.000000 predicted=112.291602, expected=20.000000 predicted=67.816651, expected=92.000000 predicted=100.702834, expected=64.000000 predicted=85.549306, expected=72.000000 predicted=89.426683, expected=156.000000 predicted=120.588999, expected=108.000000 predicted=80.892127, expected=80.000000 predicted=92.934600, expected=68.000000 predicted=80.162615, expected=84.000000 predicted=87.554630, expected=100.000000 predicted=108.303966, expected=152.000000 predicted=115.200103, expected=148.000000 predicted=113.323638, expected=140.000000 predicted=115.840804, expected=100.000000 predicted=109.226887, expected=92.000000 predicted=110.209970, expected=80.000000 predicted=112.791583, expected=60.000000 predicted=98.318539, expected=72.000000 predicted=93.290396, expected=92.000000 predicted=87.727520, expected=116.000000 predicted=95.448545, expected=100.000000 predicted=89.991985, expected=80.000000 predicted=81.156694, expected=108.000000 predicted=94.656571, expected=64.000000 predicted=84.383987, expected=80.000000 predicted=92.924804, expected=88.000000 predicted=88.429913, expected=156.000000 predicted=110.645551, expected=56.000000 predicted=85.142201, expected=132.000000 predicted=102.037657, expected=124.000000 predicted=105.168381, expected=40.000000 predicted=82.597675, expected=64.000000 predicted=97.543782, expected=140.000000 predicted=97.004772, expected=148.000000 predicted=123.060923, expected=92.000000 predicted=104.726444, expected=88.000000 predicted=85.318179, expected=92.000000 predicted=92.978647, expected=72.000000 predicted=101.376846, expected=76.000000 predicted=98.785576, expected=84.000000 predicted=85.027828, expected=104.000000 predicted=91.341486, expected=96.000000 predicted=90.805212, expected=164.000000 predicted=113.729524, expected=108.000000 predicted=101.074968, expected=104.000000 predicted=105.858290, expected=96.000000 predicted=105.873502, expected=176.000000 predicted=133.139123, expected=152.000000 predicted=143.435546, expected=96.000000 predicted=114.266282, expected=80.000000 predicted=105.858884, expected=116.000000 predicted=113.633355, expected=88.000000 predicted=118.129144, expected=56.000000 predicted=95.809661, expected=104.000000 predicted=95.422760, expected=192.000000 predicted=124.840483, expected=80.000000 predicted=99.681009, expected=84.000000 predicted=98.146310, expected=100.000000 predicted=93.946703, expected=72.000000 predicted=93.591308, expected=100.000000 predicted=119.004914, expected=140.000000 predicted=105.206895, expected=132.000000 predicted=108.529483, expected=100.000000 predicted=105.598799, expected=104.000000 predicted=101.974110, expected=112.000000 predicted=110.799548, expected=72.000000 predicted=103.859287, expected=68.000000 predicted=96.214987, expected=72.000000 predicted=84.979903, expected=136.000000 predicted=106.919530, expected=84.000000 predicted=91.589891, expected=144.000000 predicted=107.646092, expected=136.000000 predicted=108.191243, expected=52.000000 predicted=84.261481, expected=108.000000 predicted=116.246095, expected=112.000000 predicted=101.224309, expected=120.000000 predicted=119.529148, expected=108.000000 predicted=112.893280, expected=132.000000 predicted=104.319116, expected=88.000000 predicted=103.973401, expected=76.000000 predicted=99.627867, expected=104.000000 predicted=106.967598, expected=128.000000 predicted=111.201251, expected=164.000000 predicted=132.281303, expected=112.000000 predicted=108.517229, expected=96.000000 predicted=104.077415, expected=120.000000 predicted=117.718412, expected=128.000000 predicted=124.819092, expected=96.000000 predicted=120.669422, expected=132.000000 predicted=120.062278, expected=124.000000 predicted=113.969679, expected=104.000000 predicted=114.482549, expected=112.000000 predicted=118.002440, expected=156.000000 predicted=125.897562, expected=84.000000 predicted=110.539753, expected=120.000000 predicted=121.314835, expected=96.000000 predicted=105.223259, expected=76.000000 predicted=99.214825, expected=116.000000 predicted=119.269151, expected=144.000000 predicted=111.420789, expected=48.000000 predicted=89.310249, expected=108.000000 predicted=103.586376, expected=212.000000 predicted=133.618245, expected=80.000000 predicted=104.411447, expected=72.000000 predicted=113.944938, expected=124.000000 predicted=100.763011, expected=80.000000 predicted=97.935688, expected=152.000000 predicted=147.933039, expected=116.000000 predicted=101.362287, expected=172.000000 predicted=127.046779, expected=32.000000 predicted=93.732080, expected=104.000000 predicted=105.484083, expected=80.000000 predicted=106.780176, expected=76.000000 predicted=93.248786, expected=112.000000 predicted=115.349771, expected=152.000000 predicted=95.958506, expected=160.000000 predicted=125.037486, expected=148.000000 predicted=123.271054, expected=92.000000 predicted=107.949218, expected=80.000000 predicted=110.810605, expected=96.000000 predicted=118.722135, expected=144.000000 predicted=132.214984, expected=132.000000 predicted=125.503244, expected=112.000000 predicted=108.780599, expected=120.000000 predicted=110.752726, expected=100.000000 predicted=108.019460, expected=76.000000 predicted=109.446938, expected=92.000000 predicted=106.852809, expected=96.000000 predicted=99.573375, expected=112.000000 predicted=106.509996, expected=172.000000 predicted=124.472951, expected=84.000000 predicted=93.925636, expected=48.000000 predicted=88.121449, expected=108.000000 predicted=103.293751, expected=44.000000 predicted=80.430632, expected=120.000000 predicted=118.625591, expected=80.000000 predicted=79.819798, expected=120.000000 predicted=89.446862, expected=108.000000 predicted=102.054414, expected=104.000000 predicted=89.062743, expected=116.000000 predicted=113.030149, expected=72.000000 predicted=88.670219, expected=96.000000 predicted=104.896217, expected=76.000000 predicted=91.457078, expected=76.000000 predicted=88.920250, expected=80.000000 predicted=89.831654, expected=68.000000 predicted=73.947136, expected=72.000000 predicted=79.937839, expected=72.000000 predicted=73.616264, expected=128.000000 predicted=93.456833, expected=108.000000 predicted=91.536700, expected=124.000000 predicted=99.947296, expected=40.000000 predicted=74.488209, expected=76.000000 predicted=84.652737, expected=76.000000 predicted=92.271999, expected=60.000000 predicted=79.514494, expected=68.000000 predicted=82.263488, expected=136.000000 predicted=84.920864, expected=148.000000 predicted=104.738257, expected=48.000000 predicted=77.789003, expected=64.000000 predicted=79.150220, expected=80.000000 predicted=81.464751, expected=80.000000 predicted=95.382590, expected=72.000000 predicted=92.069266, expected=116.000000 predicted=82.518967, expected=144.000000 predicted=100.760446, expected=76.000000 predicted=87.683037, expected=68.000000 predicted=86.452933, expected=92.000000 predicted=89.071525, expected=56.000000 predicted=84.679977, expected=120.000000 predicted=110.428462, expected=140.000000 predicted=100.875915, expected=132.000000 predicted=104.232546, expected=88.000000 predicted=99.997621, expected=100.000000 predicted=96.062974, expected=92.000000 predicted=106.820878, expected=76.000000 predicted=103.002113, expected=140.000000 predicted=119.790184, expected=108.000000 predicted=99.053946, expected=108.000000 predicted=106.198429, expected=56.000000 predicted=85.587632, expected=104.000000 predicted=95.892662, expected=132.000000 predicted=118.741478, expected=4.000000 predicted=67.635431, expected=64.000000 predicted=83.488574, expected=100.000000 predicted=75.542042, expected=100.000000 predicted=90.040979, expected=64.000000 predicted=85.918614, expected=108.000000 predicted=71.534685, expected=96.000000 predicted=84.678955, expected=44.000000 predicted=77.475092, expected=148.000000 predicted=110.731635, expected=76.000000 predicted=78.055356, expected=164.000000 predicted=123.723750, expected=28.000000 predicted=77.715156, expected=44.000000 predicted=68.567564, expected=88.000000 predicted=99.182524, expected=68.000000 predicted=72.381052, expected=64.000000 predicted=89.798850, expected=132.000000 predicted=79.157176, expected=120.000000 predicted=86.108562, expected=112.000000 predicted=101.405799, expected=60.000000 predicted=81.529157, expected=84.000000 predicted=87.187362, expected=88.000000 predicted=100.602361, expected=132.000000 predicted=110.748104, expected=116.000000 predicted=105.736205, expected=152.000000 predicted=110.697815, expected=80.000000 predicted=97.553963, expected=64.000000 predicted=92.991038, expected=104.000000 predicted=110.728584, expected=64.000000 predicted=89.584924, expected=76.000000 predicted=98.538486, expected=136.000000 predicted=98.282762, expected=128.000000 predicted=97.037051, expected=112.000000 predicted=107.763534, expected=72.000000 predicted=86.654777, expected=72.000000 predicted=88.067550, expected=20.000000 predicted=78.913937, expected=92.000000 predicted=92.911976, expected=80.000000 predicted=81.095406, expected=160.000000 predicted=101.421315, expected=68.000000 predicted=77.887059, expected=132.000000 predicted=90.620647, expected=160.000000 predicted=122.184802, expected=48.000000 predicted=87.463848, expected=88.000000 predicted=116.195809, expected=104.000000 predicted=92.502067, expected=24.000000 predicted=81.115952, expected=96.000000 predicted=104.355396, expected=88.000000 predicted=70.625821, expected=124.000000 predicted=97.333013, expected=68.000000 predicted=85.191320, expected=108.000000 predicted=80.626462, expected=76.000000 predicted=88.687193, expected=172.000000 predicted=118.934991, expected=136.000000 predicted=121.688460, expected=116.000000 predicted=107.776902, expected=136.000000 predicted=125.661031, expected=56.000000 predicted=92.256319, expected=116.000000 predicted=129.684011, expected=116.000000 predicted=115.735635, expected=136.000000 predicted=119.341401, expected=96.000000 predicted=112.448411, expected=92.000000 predicted=92.083786, expected=72.000000 predicted=97.973739, expected=72.000000 predicted=93.443238, expected=92.000000 predicted=99.988020, expected=76.000000 predicted=83.478371, expected=104.000000 predicted=91.432775, expected=104.000000 predicted=88.477267, expected=120.000000 predicted=97.606125, expected=132.000000 predicted=110.072526, expected=92.000000 predicted=97.210160, expected=60.000000 predicted=92.677977, expected=128.000000 predicted=110.109707, expected=148.000000 predicted=121.514419, expected=68.000000 predicted=102.056595, expected=92.000000 predicted=97.846550, expected=76.000000 predicted=82.410361, expected=104.000000 predicted=106.549264, expected=96.000000 predicted=106.091625, expected=124.000000 predicted=97.012964, expected=112.000000 predicted=102.495387, expected=100.000000 predicted=97.739376, expected=88.000000 predicted=100.474827, expected=76.000000 predicted=92.475859, expected=56.000000 predicted=88.574905, expected=128.000000 predicted=104.675819, expected=156.000000 predicted=113.598835, expected=76.000000 predicted=91.755961, expected=128.000000 predicted=107.201578, expected=56.000000 predicted=79.707937, expected=112.000000 predicted=113.181842, expected=32.000000 predicted=89.187099, expected=108.000000 predicted=88.493990, expected=160.000000 predicted=118.317640, expected=116.000000 predicted=95.377065, expected=128.000000 predicted=117.482489, expected=52.000000 predicted=76.131126, expected=76.000000 predicted=98.945503, expected=100.000000 Test MSE: 1252.436
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297])] predicted=15.302958, expected=12.000000 predicted=20.911140, expected=12.000000 predicted=10.186832, expected=36.000000 predicted=20.598542, expected=24.000000 predicted=17.652474, expected=20.000000 predicted=19.282663, expected=40.000000 predicted=25.581048, expected=24.000000 predicted=21.957967, expected=24.000000 predicted=28.932019, expected=24.000000 predicted=26.035470, expected=32.000000 predicted=26.042701, expected=16.000000 predicted=27.196842, expected=36.000000 predicted=27.659489, expected=24.000000 predicted=25.214575, expected=16.000000 predicted=22.428928, expected=8.000000 predicted=22.381709, expected=32.000000 predicted=22.202107, expected=20.000000 predicted=24.069282, expected=16.000000 predicted=19.431658, expected=12.000000 predicted=17.152189, expected=4.000000 predicted=11.266241, expected=16.000000 predicted=19.521477, expected=8.000000 predicted=12.817307, expected=52.000000 predicted=23.478557, expected=16.000000 predicted=16.211727, expected=16.000000 predicted=15.305457, expected=12.000000 predicted=19.638722, expected=20.000000 predicted=16.500419, expected=8.000000 predicted=24.535263, expected=16.000000 predicted=15.083573, expected=36.000000 predicted=21.029428, expected=28.000000 predicted=18.942815, expected=8.000000 predicted=17.771894, expected=32.000000 predicted=21.749148, expected=12.000000 predicted=18.233263, expected=16.000000 predicted=23.110043, expected=52.000000 predicted=31.158069, expected=32.000000 predicted=21.481509, expected=28.000000 predicted=29.727684, expected=48.000000 predicted=31.943475, expected=16.000000 predicted=24.669202, expected=24.000000 predicted=35.926850, expected=40.000000 predicted=33.579660, expected=48.000000 predicted=33.657413, expected=36.000000 predicted=38.327299, expected=4.000000 predicted=22.097540, expected=12.000000 predicted=24.809541, expected=48.000000 predicted=35.575982, expected=20.000000 predicted=28.533199, expected=44.000000 predicted=32.812450, expected=40.000000 predicted=26.124329, expected=20.000000 predicted=23.946448, expected=28.000000 predicted=36.709656, expected=4.000000 predicted=20.595824, expected=8.000000 predicted=24.871770, expected=20.000000 predicted=24.144811, expected=12.000000 predicted=14.515159, expected=20.000000 predicted=18.931653, expected=16.000000 predicted=12.136266, expected=36.000000 predicted=19.364511, expected=12.000000 predicted=18.067041, expected=16.000000 predicted=17.113107, expected=4.000000 predicted=16.062489, expected=8.000000 predicted=13.398248, expected=16.000000 predicted=19.536982, expected=16.000000 predicted=12.064946, expected=32.000000 predicted=18.525014, expected=36.000000 predicted=18.860392, expected=24.000000 predicted=19.536135, expected=28.000000 predicted=24.718986, expected=16.000000 predicted=21.799789, expected=44.000000 predicted=32.622794, expected=56.000000 predicted=38.046492, expected=20.000000 predicted=27.303610, expected=24.000000 predicted=30.977061, expected=44.000000 predicted=32.516267, expected=20.000000 predicted=32.255349, expected=28.000000 predicted=36.693738, expected=56.000000 predicted=34.332300, expected=32.000000 predicted=30.238458, expected=12.000000 predicted=31.791034, expected=40.000000 predicted=31.946582, expected=16.000000 predicted=25.875106, expected=16.000000 predicted=31.897520, expected=4.000000 predicted=20.441131, expected=16.000000 predicted=15.210193, expected=40.000000 predicted=28.446674, expected=24.000000 predicted=18.573660, expected=12.000000 predicted=17.790147, expected=20.000000 predicted=17.438385, expected=16.000000 predicted=18.441267, expected=16.000000 predicted=23.698182, expected=24.000000 predicted=20.896901, expected=28.000000 predicted=19.053601, expected=8.000000 predicted=16.918889, expected=12.000000 predicted=16.803038, expected=12.000000 predicted=15.592878, expected=8.000000 predicted=14.929530, expected=24.000000 predicted=19.574121, expected=20.000000 predicted=13.437632, expected=44.000000 predicted=22.701638, expected=16.000000 predicted=18.166091, expected=20.000000 predicted=19.346483, expected=20.000000 predicted=23.912571, expected=4.000000 predicted=16.488510, expected=12.000000 predicted=23.308424, expected=4.000000 predicted=11.406947, expected=12.000000 predicted=13.090138, expected=12.000000 predicted=12.730613, expected=20.000000 predicted=10.714116, expected=24.000000 predicted=15.494169, expected=4.000000 predicted=9.320176, expected=20.000000 predicted=16.132263, expected=28.000000 predicted=18.258067, expected=20.000000 predicted=18.764230, expected=4.000000 predicted=16.559672, expected=12.000000 predicted=12.592179, expected=16.000000 predicted=16.566997, expected=20.000000 predicted=18.780263, expected=24.000000 predicted=18.391480, expected=16.000000 predicted=13.273734, expected=20.000000 predicted=17.464481, expected=12.000000 predicted=16.488923, expected=12.000000 predicted=16.714005, expected=24.000000 predicted=20.276476, expected=12.000000 predicted=14.689282, expected=20.000000 predicted=18.155415, expected=24.000000 predicted=17.630976, expected=20.000000 predicted=17.096807, expected=12.000000 predicted=18.843728, expected=24.000000 predicted=18.544664, expected=16.000000 predicted=18.374113, expected=8.000000 predicted=16.837004, expected=24.000000 predicted=19.524306, expected=28.000000 predicted=18.312312, expected=16.000000 predicted=19.327090, expected=28.000000 predicted=21.466796, expected=4.000000 predicted=13.314780, expected=4.000000 predicted=16.308687, expected=4.000000 predicted=15.116918, expected=24.000000 predicted=14.811571, expected=20.000000 predicted=17.380237, expected=44.000000 predicted=19.272959, expected=12.000000 predicted=14.367700, expected=16.000000 predicted=16.600991, expected=24.000000 predicted=24.117863, expected=12.000000 predicted=18.059391, expected=8.000000 predicted=22.573849, expected=8.000000 predicted=12.287898, expected=36.000000 predicted=19.895863, expected=16.000000 predicted=17.701910, expected=8.000000 predicted=13.450322, expected=52.000000 predicted=25.177110, expected=16.000000 predicted=16.903429, expected=12.000000 predicted=24.661443, expected=8.000000 predicted=17.605730, expected=44.000000 predicted=22.530669, expected=24.000000 predicted=29.780085, expected=8.000000 predicted=16.722844, expected=12.000000 predicted=17.411356, expected=16.000000 predicted=15.144449, expected=16.000000 predicted=23.121263, expected=40.000000 predicted=24.004161, expected=48.000000 predicted=24.375097, expected=36.000000 predicted=26.311009, expected=8.000000 predicted=22.821101, expected=16.000000 predicted=23.915987, expected=16.000000 predicted=26.973080, expected=12.000000 predicted=24.574700, expected=16.000000 predicted=21.076457, expected=36.000000 predicted=18.760947, expected=12.000000 predicted=15.888093, expected=12.000000 predicted=16.843772, expected=16.000000 predicted=16.636092, expected=12.000000 predicted=14.961391, expected=12.000000 predicted=19.678621, expected=20.000000 predicted=14.772320, expected=68.000000 predicted=29.021438, expected=28.000000 predicted=23.380919, expected=24.000000 predicted=25.173589, expected=28.000000 predicted=27.876676, expected=12.000000 predicted=22.913321, expected=48.000000 predicted=43.854310, expected=40.000000 predicted=30.683051, expected=28.000000 predicted=28.274826, expected=16.000000 predicted=27.733235, expected=40.000000 predicted=28.608787, expected=12.000000 predicted=29.653701, expected=20.000000 predicted=27.930149, expected=12.000000 predicted=21.497035, expected=60.000000 predicted=29.565663, expected=52.000000 predicted=36.911071, expected=40.000000 predicted=29.977049, expected=36.000000 predicted=35.402047, expected=40.000000 predicted=34.261643, expected=44.000000 predicted=47.386392, expected=8.000000 predicted=34.088476, expected=60.000000 predicted=43.252384, expected=40.000000 predicted=36.921838, expected=28.000000 predicted=35.020647, expected=8.000000 predicted=31.944076, expected=28.000000 predicted=24.107809, expected=16.000000 predicted=32.225323, expected=24.000000 predicted=26.478180, expected=56.000000 predicted=32.864271, expected=12.000000 predicted=17.629895, expected=8.000000 predicted=23.322526, expected=32.000000 predicted=25.443195, expected=36.000000 predicted=26.219869, expected=28.000000 predicted=33.644321, expected=24.000000 predicted=22.429565, expected=28.000000 predicted=23.123321, expected=16.000000 predicted=25.733583, expected=16.000000 predicted=25.385467, expected=28.000000 predicted=25.156303, expected=24.000000 predicted=22.332579, expected=12.000000 predicted=20.611864, expected=28.000000 predicted=21.819900, expected=32.000000 predicted=22.834680, expected=8.000000 predicted=20.057215, expected=16.000000 predicted=21.311780, expected=24.000000 predicted=19.000160, expected=20.000000 predicted=21.131014, expected=8.000000 predicted=19.326060, expected=36.000000 predicted=20.291981, expected=24.000000 predicted=19.785473, expected=12.000000 predicted=19.617014, expected=32.000000 predicted=24.857659, expected=16.000000 predicted=16.639936, expected=20.000000 predicted=25.148944, expected=36.000000 predicted=26.356258, expected=16.000000 predicted=17.872562, expected=44.000000 predicted=31.898759, expected=12.000000 predicted=20.248057, expected=32.000000 predicted=26.335017, expected=32.000000 predicted=31.130809, expected=32.000000 predicted=25.166794, expected=12.000000 predicted=28.714349, expected=24.000000 predicted=22.143720, expected=36.000000 predicted=29.725338, expected=28.000000 predicted=27.230363, expected=32.000000 predicted=29.759320, expected=24.000000 predicted=23.346129, expected=32.000000 predicted=28.643925, expected=32.000000 predicted=31.824533, expected=16.000000 predicted=25.195114, expected=20.000000 predicted=26.792187, expected=28.000000 predicted=25.336473, expected=44.000000 predicted=31.069581, expected=40.000000 predicted=31.888867, expected=32.000000 predicted=28.182919, expected=52.000000 predicted=36.637681, expected=16.000000 predicted=29.968641, expected=44.000000 predicted=40.741196, expected=32.000000 predicted=36.097461, expected=20.000000 predicted=29.375053, expected=28.000000 predicted=36.372719, expected=20.000000 predicted=22.820206, expected=52.000000 predicted=37.711313, expected=28.000000 predicted=29.580756, expected=8.000000 predicted=22.310204, expected=64.000000 predicted=38.868370, expected=12.000000 predicted=23.526660, expected=8.000000 predicted=30.629385, expected=24.000000 predicted=26.371336, expected=24.000000 predicted=18.339184, expected=20.000000 predicted=31.311810, expected=24.000000 predicted=18.972769, expected=20.000000 predicted=17.713202, expected=12.000000 predicted=19.814857, expected=8.000000 predicted=17.707560, expected=4.000000 predicted=13.701622, expected=32.000000 predicted=20.124151, expected=24.000000 predicted=17.503690, expected=4.000000 predicted=12.268427, expected=32.000000 predicted=19.406959, expected=28.000000 predicted=17.664338, expected=16.000000 predicted=22.840616, expected=24.000000 predicted=23.483765, expected=16.000000 predicted=16.053122, expected=60.000000 predicted=34.427349, expected=36.000000 predicted=29.668233, expected=12.000000 predicted=23.669610, expected=4.000000 predicted=23.721325, expected=16.000000 predicted=20.662980, expected=12.000000 predicted=26.651699, expected=8.000000 predicted=17.057081, expected=36.000000 predicted=18.061978, expected=24.000000 predicted=14.688919, expected=12.000000 predicted=17.028191, expected=8.000000 predicted=15.632940, expected=12.000000 predicted=13.983944, expected=40.000000 predicted=26.715455, expected=40.000000 predicted=24.748532, expected=52.000000 predicted=29.013584, expected=24.000000 predicted=25.341839, expected=16.000000 predicted=25.805375, expected=28.000000 predicted=34.088377, expected=12.000000 predicted=26.608000, expected=32.000000 predicted=32.587104, expected=40.000000 predicted=27.238018, expected=16.000000 predicted=20.685234, expected=8.000000 predicted=22.464656, expected=28.000000 predicted=21.976329, expected=16.000000 predicted=22.262119, expected=8.000000 predicted=21.240538, expected=20.000000 predicted=17.391512, expected=32.000000 predicted=18.171052, expected=8.000000 predicted=17.972022, expected=52.000000 predicted=27.367073, expected=16.000000 predicted=18.049610, expected=4.000000 predicted=19.247318, expected=40.000000 predicted=30.229638, expected=48.000000 predicted=25.274262, expected=36.000000 predicted=36.289334, expected=36.000000 predicted=30.053090, expected=4.000000 predicted=19.968262, expected=20.000000 predicted=31.185284, expected=16.000000 predicted=28.043944, expected=8.000000 predicted=20.077069, expected=16.000000 predicted=20.582859, expected=48.000000 predicted=20.383812, expected=8.000000 predicted=16.487731, expected=12.000000 predicted=18.300124, expected=16.000000 predicted=16.405590, expected=8.000000 predicted=14.590088, expected=16.000000 predicted=23.415594, expected=28.000000 predicted=15.401167, expected=44.000000 predicted=22.390715, expected=20.000000 predicted=20.474686, expected=28.000000 predicted=22.952479, expected=16.000000 predicted=22.161815, expected=20.000000 predicted=24.965756, expected=8.000000 predicted=24.115143, expected=20.000000 predicted=19.026301, expected=28.000000 predicted=22.415159, expected=20.000000 predicted=17.865648, expected=32.000000 predicted=23.510383, expected=24.000000 predicted=19.638160, expected=20.000000 predicted=22.658637, expected=40.000000 predicted=29.930743, expected=48.000000 predicted=30.768780, expected=36.000000 predicted=33.405790, expected=24.000000 predicted=30.288858, expected=12.000000 predicted=25.637001, expected=32.000000 predicted=33.275153, expected=24.000000 predicted=30.748790, expected=24.000000 predicted=27.014028, expected=24.000000 predicted=24.106756, expected=16.000000 predicted=18.916035, expected=8.000000 predicted=21.197494, expected=8.000000 predicted=17.042175, expected=52.000000 predicted=26.993100, expected=20.000000 predicted=20.079622, expected=16.000000 predicted=19.851312, expected=48.000000 predicted=27.148786, expected=40.000000 predicted=26.082069, expected=12.000000 predicted=32.296051, expected=12.000000 predicted=23.587151, expected=8.000000 predicted=18.431505, expected=32.000000 predicted=29.662292, expected=16.000000 predicted=22.057907, expected=52.000000 predicted=25.691055, expected=44.000000 predicted=27.042963, expected=8.000000 predicted=20.198227, expected=4.000000 predicted=25.568158, expected=20.000000 predicted=21.393897, expected=16.000000 predicted=25.987010, expected=60.000000 predicted=34.818679, expected=48.000000 predicted=25.546226, expected=12.000000 predicted=20.380385, expected=24.000000 predicted=29.403467, expected=12.000000 predicted=22.392886, expected=4.000000 predicted=28.481391, expected=8.000000 predicted=22.330883, expected=12.000000 predicted=11.351225, expected=4.000000 predicted=11.600841, expected=12.000000 predicted=10.200503, expected=36.000000 predicted=14.902941, expected=32.000000 predicted=17.310805, expected=8.000000 predicted=15.262796, expected=8.000000 predicted=14.104665, expected=28.000000 predicted=19.930581, expected=48.000000 predicted=30.830301, expected=12.000000 predicted=21.980995, expected=16.000000 predicted=18.977669, expected=20.000000 predicted=19.270835, expected=12.000000 predicted=20.506548, expected=8.000000 predicted=23.000446, expected=60.000000 predicted=26.554860, expected=52.000000 predicted=28.008486, expected=24.000000 predicted=27.103553, expected=16.000000 predicted=25.784407, expected=20.000000 predicted=23.823049, expected=8.000000 predicted=30.629371, expected=24.000000 predicted=29.534432, expected=60.000000 predicted=30.961418, expected=16.000000 predicted=19.400102, expected=28.000000 predicted=27.494811, expected=48.000000 predicted=29.747442, expected=24.000000 predicted=27.709030, expected=8.000000 predicted=33.819459, expected=12.000000 predicted=20.396393, expected=52.000000 predicted=31.698675, expected=36.000000 predicted=32.533990, expected=8.000000 predicted=21.609248, expected=16.000000 predicted=20.625875, expected=8.000000 predicted=16.475220, expected=24.000000 predicted=28.775637, expected=12.000000 predicted=19.445317, expected=40.000000 predicted=20.316922, expected=24.000000 predicted=19.757451, expected=8.000000 predicted=15.398398, expected=4.000000 predicted=18.476464, expected=16.000000 predicted=15.567598, expected=8.000000 predicted=18.473903, expected=20.000000 predicted=16.783342, expected=44.000000 predicted=19.899586, expected=12.000000 predicted=12.546982, expected=12.000000 predicted=18.674820, expected=16.000000 predicted=16.717162, expected=8.000000 predicted=15.663601, expected=20.000000 predicted=24.140743, expected=56.000000 predicted=25.077593, expected=48.000000 predicted=26.134477, expected=16.000000 predicted=23.805717, expected=16.000000 predicted=23.784235, expected=36.000000 predicted=29.988074, expected=20.000000 Test MSE: 204.560
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404])] predicted=21.038091, expected=24.000000 predicted=25.409560, expected=24.000000 predicted=22.930468, expected=4.000000 predicted=17.814249, expected=8.000000 predicted=17.855071, expected=44.000000 predicted=19.850863, expected=20.000000 predicted=19.980422, expected=24.000000 predicted=23.347377, expected=48.000000 predicted=26.164392, expected=48.000000 predicted=29.532673, expected=40.000000 predicted=40.100217, expected=44.000000 predicted=38.517786, expected=40.000000 predicted=38.839749, expected=28.000000 predicted=40.451644, expected=16.000000 predicted=35.465872, expected=28.000000 predicted=31.426204, expected=52.000000 predicted=34.892666, expected=56.000000 predicted=38.505624, expected=28.000000 predicted=36.449317, expected=40.000000 predicted=37.174240, expected=24.000000 predicted=34.951206, expected=40.000000 predicted=38.879809, expected=28.000000 predicted=37.533003, expected=20.000000 predicted=28.448177, expected=56.000000 predicted=37.051045, expected=44.000000 predicted=34.073857, expected=44.000000 predicted=40.582608, expected=28.000000 predicted=37.933309, expected=16.000000 predicted=30.772383, expected=24.000000 predicted=34.951344, expected=40.000000 predicted=32.064209, expected=60.000000 predicted=37.628324, expected=56.000000 predicted=40.074695, expected=20.000000 predicted=35.568642, expected=16.000000 predicted=34.210839, expected=32.000000 predicted=34.699541, expected=16.000000 predicted=31.404021, expected=36.000000 predicted=32.611158, expected=32.000000 predicted=26.093648, expected=20.000000 predicted=23.821606, expected=24.000000 predicted=28.145017, expected=24.000000 predicted=23.345349, expected=56.000000 predicted=33.417064, expected=32.000000 predicted=32.358359, expected=36.000000 predicted=32.667865, expected=48.000000 predicted=37.719503, expected=32.000000 predicted=34.776261, expected=56.000000 predicted=46.161857, expected=32.000000 predicted=38.682088, expected=28.000000 predicted=37.362460, expected=20.000000 predicted=36.300167, expected=32.000000 predicted=30.744846, expected=44.000000 predicted=37.203585, expected=16.000000 predicted=28.288741, expected=28.000000 predicted=29.140622, expected=52.000000 predicted=31.967535, expected=36.000000 predicted=33.383879, expected=16.000000 predicted=33.964817, expected=44.000000 predicted=32.254911, expected=32.000000 predicted=31.830366, expected=40.000000 predicted=38.003428, expected=20.000000 predicted=32.655033, expected=16.000000 predicted=25.303066, expected=12.000000 predicted=26.980885, expected=36.000000 predicted=25.262554, expected=12.000000 predicted=23.117780, expected=40.000000 predicted=24.288095, expected=56.000000 predicted=30.658424, expected=20.000000 predicted=27.112814, expected=28.000000 predicted=34.758759, expected=40.000000 predicted=30.722164, expected=20.000000 predicted=31.160372, expected=40.000000 predicted=37.409886, expected=44.000000 predicted=31.902962, expected=40.000000 predicted=34.681563, expected=16.000000 predicted=34.505652, expected=20.000000 predicted=28.088018, expected=40.000000 predicted=32.702608, expected=36.000000 predicted=32.432864, expected=40.000000 predicted=34.727771, expected=32.000000 predicted=30.934569, expected=40.000000 predicted=33.589440, expected=48.000000 predicted=40.021090, expected=12.000000 predicted=33.073515, expected=48.000000 predicted=38.360464, expected=20.000000 predicted=31.382974, expected=28.000000 predicted=31.724195, expected=48.000000 predicted=37.452634, expected=36.000000 predicted=29.137421, expected=28.000000 predicted=37.004425, expected=76.000000 predicted=40.937290, expected=72.000000 predicted=47.322301, expected=24.000000 predicted=48.042341, expected=8.000000 predicted=41.055052, expected=20.000000 predicted=32.556161, expected=40.000000 predicted=38.789032, expected=20.000000 predicted=32.894856, expected=12.000000 predicted=22.091191, expected=20.000000 predicted=19.460355, expected=28.000000 predicted=21.412601, expected=44.000000 predicted=29.480065, expected=36.000000 predicted=28.029825, expected=64.000000 predicted=36.173447, expected=28.000000 predicted=35.804024, expected=28.000000 predicted=36.918964, expected=24.000000 predicted=37.106377, expected=16.000000 predicted=28.596210, expected=32.000000 predicted=34.276156, expected=28.000000 predicted=25.718012, expected=40.000000 predicted=29.188265, expected=28.000000 predicted=28.858183, expected=24.000000 predicted=26.887895, expected=32.000000 predicted=31.108060, expected=20.000000 predicted=26.796027, expected=36.000000 predicted=31.261907, expected=12.000000 predicted=24.592707, expected=20.000000 predicted=23.280704, expected=12.000000 predicted=21.953686, expected=8.000000 predicted=15.717637, expected=16.000000 predicted=18.741738, expected=20.000000 predicted=14.077985, expected=24.000000 predicted=17.665056, expected=36.000000 predicted=21.023039, expected=44.000000 predicted=25.723865, expected=20.000000 predicted=26.367248, expected=28.000000 predicted=28.988697, expected=16.000000 predicted=26.001066, expected=16.000000 predicted=24.835239, expected=36.000000 predicted=28.756993, expected=52.000000 predicted=28.765435, expected=40.000000 predicted=33.215859, expected=28.000000 predicted=32.065923, expected=32.000000 predicted=32.730493, expected=24.000000 predicted=32.813718, expected=32.000000 predicted=35.051216, expected=52.000000 predicted=36.646767, expected=36.000000 predicted=33.791249, expected=44.000000 predicted=38.468968, expected=36.000000 predicted=36.846194, expected=28.000000 predicted=35.708320, expected=52.000000 predicted=43.244283, expected=28.000000 predicted=35.707847, expected=52.000000 predicted=41.783642, expected=20.000000 predicted=35.519506, expected=48.000000 predicted=36.982840, expected=4.000000 predicted=33.685269, expected=40.000000 predicted=30.437752, expected=16.000000 predicted=31.254567, expected=12.000000 predicted=20.180264, expected=40.000000 predicted=30.743327, expected=16.000000 predicted=18.005958, expected=12.000000 predicted=24.039669, expected=20.000000 predicted=19.724102, expected=28.000000 predicted=19.137839, expected=28.000000 predicted=25.866121, expected=28.000000 predicted=23.047247, expected=28.000000 predicted=23.955703, expected=36.000000 predicted=27.988999, expected=24.000000 predicted=28.394412, expected=16.000000 predicted=26.127333, expected=8.000000 predicted=22.175166, expected=20.000000 predicted=20.700214, expected=44.000000 predicted=26.262294, expected=28.000000 predicted=24.276911, expected=52.000000 predicted=30.972863, expected=24.000000 predicted=28.599769, expected=16.000000 predicted=28.193663, expected=36.000000 predicted=34.396404, expected=28.000000 predicted=28.087328, expected=32.000000 predicted=33.451291, expected=16.000000 predicted=25.559216, expected=40.000000 predicted=27.282530, expected=44.000000 predicted=33.693168, expected=12.000000 predicted=27.569622, expected=28.000000 predicted=30.240937, expected=36.000000 predicted=27.573912, expected=20.000000 predicted=28.668632, expected=16.000000 predicted=27.936155, expected=24.000000 predicted=21.520499, expected=28.000000 predicted=24.428513, expected=20.000000 predicted=24.793734, expected=16.000000 predicted=20.893060, expected=24.000000 predicted=20.869382, expected=36.000000 predicted=24.790306, expected=24.000000 predicted=25.201819, expected=48.000000 predicted=30.034813, expected=48.000000 predicted=33.317925, expected=20.000000 predicted=32.062147, expected=16.000000 predicted=32.331684, expected=24.000000 predicted=27.348329, expected=16.000000 predicted=26.881368, expected=40.000000 predicted=29.989581, expected=32.000000 predicted=25.451659, expected=24.000000 predicted=25.112516, expected=36.000000 predicted=30.063460, expected=8.000000 predicted=22.894942, expected=20.000000 predicted=26.733949, expected=24.000000 predicted=24.056589, expected=20.000000 predicted=20.673698, expected=32.000000 predicted=26.038002, expected=20.000000 predicted=19.869687, expected=28.000000 predicted=24.166699, expected=24.000000 predicted=24.852852, expected=28.000000 predicted=24.626098, expected=24.000000 predicted=26.704109, expected=20.000000 predicted=23.203082, expected=36.000000 predicted=27.472115, expected=40.000000 predicted=28.988469, expected=24.000000 predicted=28.951327, expected=24.000000 predicted=28.448423, expected=40.000000 predicted=29.939289, expected=24.000000 predicted=30.217942, expected=24.000000 predicted=30.363656, expected=68.000000 predicted=36.155096, expected=44.000000 predicted=36.418607, expected=36.000000 predicted=41.367003, expected=8.000000 predicted=32.783496, expected=48.000000 predicted=35.048322, expected=44.000000 predicted=42.148403, expected=52.000000 predicted=40.228022, expected=24.000000 predicted=37.297956, expected=20.000000 predicted=29.449485, expected=60.000000 predicted=42.409090, expected=36.000000 predicted=37.785830, expected=64.000000 predicted=46.374239, expected=24.000000 predicted=37.933715, expected=40.000000 predicted=38.306136, expected=32.000000 predicted=43.385652, expected=28.000000 predicted=34.547879, expected=20.000000 predicted=36.296252, expected=24.000000 predicted=26.534979, expected=28.000000 predicted=28.779417, expected=12.000000 predicted=23.338637, expected=16.000000 predicted=21.563648, expected=16.000000 predicted=18.622342, expected=20.000000 predicted=18.757260, expected=24.000000 predicted=20.561699, expected=44.000000 predicted=23.204743, expected=12.000000 predicted=21.603336, expected=44.000000 predicted=27.905721, expected=32.000000 predicted=29.194248, expected=36.000000 predicted=30.935023, expected=44.000000 predicted=38.219613, expected=48.000000 predicted=34.782170, expected=88.000000 predicted=52.174796, expected=40.000000 predicted=47.997404, expected=40.000000 predicted=49.314399, expected=32.000000 predicted=47.453527, expected=36.000000 predicted=43.204389, expected=36.000000 predicted=47.067142, expected=72.000000 predicted=44.424087, expected=76.000000 predicted=51.328269, expected=76.000000 predicted=56.955847, expected=28.000000 predicted=53.164733, expected=36.000000 predicted=50.465458, expected=40.000000 predicted=52.647966, expected=16.000000 predicted=42.341230, expected=12.000000 predicted=35.712179, expected=44.000000 predicted=29.402037, expected=16.000000 predicted=25.749108, expected=20.000000 predicted=26.190162, expected=48.000000 predicted=28.005728, expected=32.000000 predicted=26.588207, expected=32.000000 predicted=34.430136, expected=16.000000 predicted=26.561500, expected=28.000000 predicted=26.996672, expected=24.000000 predicted=30.105620, expected=28.000000 predicted=26.590456, expected=52.000000 predicted=32.857790, expected=40.000000 predicted=31.533138, expected=32.000000 predicted=34.769816, expected=20.000000 predicted=31.686469, expected=28.000000 predicted=30.854590, expected=12.000000 predicted=29.424777, expected=40.000000 predicted=29.749924, expected=24.000000 predicted=26.600227, expected=12.000000 predicted=21.540005, expected=16.000000 predicted=22.639157, expected=32.000000 predicted=20.956121, expected=8.000000 predicted=21.786565, expected=48.000000 predicted=26.197087, expected=20.000000 predicted=22.368830, expected=48.000000 predicted=29.215467, expected=56.000000 predicted=38.958991, expected=40.000000 predicted=34.730701, expected=24.000000 predicted=40.701616, expected=16.000000 predicted=30.464883, expected=48.000000 predicted=37.964760, expected=36.000000 predicted=37.277489, expected=24.000000 predicted=32.248556, expected=24.000000 predicted=29.182370, expected=20.000000 predicted=24.863777, expected=12.000000 predicted=26.455148, expected=28.000000 predicted=24.779568, expected=16.000000 predicted=20.111067, expected=44.000000 predicted=25.825664, expected=24.000000 predicted=24.874980, expected=20.000000 predicted=22.965072, expected=36.000000 predicted=29.418538, expected=24.000000 predicted=24.977895, expected=40.000000 predicted=33.329273, expected=16.000000 predicted=26.367765, expected=20.000000 predicted=24.473890, expected=20.000000 predicted=25.983236, expected=28.000000 predicted=23.454154, expected=36.000000 predicted=28.897855, expected=24.000000 predicted=24.078766, expected=28.000000 predicted=26.422727, expected=12.000000 predicted=23.162207, expected=24.000000 predicted=24.357024, expected=32.000000 predicted=26.896671, expected=24.000000 predicted=23.772071, expected=28.000000 predicted=26.219606, expected=20.000000 predicted=22.415807, expected=52.000000 predicted=30.978556, expected=36.000000 predicted=33.015744, expected=52.000000 predicted=36.857231, expected=40.000000 predicted=39.236987, expected=40.000000 predicted=38.143322, expected=36.000000 predicted=43.146597, expected=28.000000 predicted=36.622923, expected=20.000000 predicted=35.191365, expected=24.000000 predicted=30.273313, expected=28.000000 predicted=29.015961, expected=16.000000 predicted=24.967519, expected=4.000000 predicted=19.188508, expected=8.000000 predicted=15.266753, expected=20.000000 predicted=15.991452, expected=12.000000 predicted=14.981996, expected=36.000000 predicted=18.528341, expected=24.000000 predicted=18.089202, expected=40.000000 predicted=24.338263, expected=4.000000 predicted=22.234162, expected=12.000000 predicted=18.802291, expected=24.000000 predicted=23.470421, expected=36.000000 predicted=22.843274, expected=28.000000 predicted=27.012071, expected=16.000000 predicted=19.779363, expected=4.000000 predicted=17.949805, expected=32.000000 predicted=22.609801, expected=8.000000 predicted=19.838550, expected=12.000000 predicted=16.987598, expected=16.000000 predicted=15.517109, expected=16.000000 predicted=12.723999, expected=8.000000 predicted=16.218240, expected=32.000000 predicted=16.346285, expected=16.000000 predicted=16.495277, expected=48.000000 predicted=24.797085, expected=20.000000 predicted=24.271201, expected=16.000000 predicted=21.453430, expected=32.000000 predicted=28.533477, expected=32.000000 predicted=25.311199, expected=48.000000 predicted=35.664817, expected=20.000000 predicted=28.308118, expected=36.000000 predicted=30.232796, expected=40.000000 predicted=34.978399, expected=36.000000 predicted=34.308650, expected=40.000000 predicted=38.847606, expected=28.000000 predicted=32.203472, expected=12.000000 predicted=30.070803, expected=24.000000 predicted=29.217041, expected=8.000000 predicted=22.526280, expected=12.000000 predicted=20.156228, expected=32.000000 predicted=20.999717, expected=36.000000 predicted=21.242033, expected=20.000000 predicted=23.429261, expected=20.000000 predicted=21.397537, expected=16.000000 predicted=20.711311, expected=12.000000 predicted=21.072009, expected=28.000000 predicted=23.083350, expected=12.000000 predicted=17.539573, expected=16.000000 predicted=17.482346, expected=40.000000 predicted=22.365151, expected=20.000000 predicted=20.464023, expected=8.000000 predicted=20.990765, expected=12.000000 predicted=17.136976, expected=16.000000 predicted=16.325947, expected=12.000000 predicted=18.383520, expected=20.000000 predicted=15.825039, expected=12.000000 predicted=13.086613, expected=24.000000 predicted=16.367870, expected=36.000000 predicted=21.613549, expected=24.000000 predicted=21.443395, expected=20.000000 predicted=23.339480, expected=16.000000 predicted=20.768564, expected=28.000000 predicted=23.767737, expected=8.000000 predicted=21.449969, expected=12.000000 predicted=17.603371, expected=24.000000 predicted=18.429480, expected=20.000000 predicted=17.250266, expected=24.000000 predicted=21.107672, expected=12.000000 predicted=16.332084, expected=20.000000 predicted=17.928805, expected=20.000000 predicted=20.044956, expected=36.000000 predicted=22.774100, expected=16.000000 predicted=21.988256, expected=8.000000 predicted=17.529280, expected=12.000000 predicted=17.825253, expected=4.000000 predicted=13.447341, expected=32.000000 predicted=19.855582, expected=24.000000 predicted=17.322713, expected=40.000000 predicted=21.824145, expected=24.000000 predicted=23.948113, expected=28.000000 predicted=24.056970, expected=12.000000 predicted=25.921320, expected=12.000000 predicted=20.959569, expected=24.000000 predicted=23.828576, expected=20.000000 predicted=19.552738, expected=8.000000 predicted=17.654294, expected=16.000000 predicted=15.324437, expected=24.000000 predicted=16.882918, expected=8.000000 predicted=16.187394, expected=20.000000 predicted=17.070719, expected=32.000000 predicted=18.611478, expected=20.000000 predicted=19.681511, expected=16.000000 predicted=20.958139, expected=20.000000 predicted=18.618797, expected=24.000000 predicted=21.125469, expected=12.000000 predicted=20.636403, expected=24.000000 predicted=19.904865, expected=32.000000 predicted=21.905157, expected=16.000000 predicted=20.826994, expected=20.000000 predicted=22.126649, expected=32.000000 predicted=22.562393, expected=16.000000 predicted=22.171878, expected=12.000000 predicted=21.609260, expected=12.000000 predicted=17.047436, expected=16.000000 predicted=16.596707, expected=4.000000 predicted=15.156559, expected=20.000000 predicted=13.951424, expected=20.000000 Test MSE: 192.947
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447])] predicted=158.532296, expected=192.000000 predicted=166.598720, expected=80.000000 predicted=157.029479, expected=168.000000 predicted=181.501149, expected=172.000000 predicted=153.792188, expected=152.000000 predicted=141.582331, expected=148.000000 predicted=167.924265, expected=132.000000 predicted=128.056283, expected=172.000000 predicted=162.599073, expected=172.000000 predicted=160.822994, expected=168.000000 predicted=156.933426, expected=228.000000 predicted=182.955108, expected=184.000000 predicted=164.586814, expected=128.000000 predicted=165.916888, expected=160.000000 predicted=179.868042, expected=144.000000 predicted=157.378615, expected=156.000000 predicted=172.744959, expected=112.000000 predicted=148.033607, expected=196.000000 predicted=158.019308, expected=108.000000 predicted=134.954974, expected=228.000000 predicted=172.747983, expected=120.000000 predicted=145.905043, expected=132.000000 predicted=136.777083, expected=104.000000 predicted=158.299443, expected=184.000000 predicted=139.515649, expected=196.000000 predicted=177.813084, expected=156.000000 predicted=140.202394, expected=212.000000 predicted=178.104308, expected=148.000000 predicted=147.641649, expected=152.000000 predicted=171.957630, expected=128.000000 predicted=168.100658, expected=128.000000 predicted=144.796310, expected=156.000000 predicted=166.417390, expected=228.000000 predicted=167.348056, expected=216.000000 predicted=170.494164, expected=112.000000 predicted=145.407920, expected=140.000000 predicted=164.576621, expected=88.000000 predicted=139.204968, expected=112.000000 predicted=151.302947, expected=184.000000 predicted=167.922597, expected=236.000000 predicted=150.105245, expected=192.000000 predicted=159.978094, expected=168.000000 predicted=157.068974, expected=252.000000 predicted=195.952996, expected=120.000000 predicted=164.412822, expected=160.000000 predicted=197.650132, expected=120.000000 predicted=167.709521, expected=204.000000 predicted=169.066200, expected=148.000000 predicted=178.469761, expected=108.000000 predicted=129.825626, expected=124.000000 predicted=152.781938, expected=116.000000 predicted=123.203705, expected=152.000000 predicted=153.638243, expected=208.000000 predicted=157.988253, expected=248.000000 predicted=165.370000, expected=148.000000 predicted=152.866946, expected=152.000000 predicted=165.978878, expected=176.000000 predicted=178.056538, expected=144.000000 predicted=166.962731, expected=168.000000 predicted=189.081958, expected=208.000000 predicted=173.089897, expected=152.000000 predicted=154.683111, expected=172.000000 predicted=177.024076, expected=192.000000 predicted=174.001576, expected=200.000000 predicted=177.379167, expected=88.000000 predicted=158.551097, expected=132.000000 predicted=158.570421, expected=132.000000 predicted=150.594540, expected=208.000000 predicted=167.360444, expected=132.000000 predicted=153.845252, expected=132.000000 predicted=130.047090, expected=204.000000 predicted=170.155187, expected=128.000000 predicted=133.448333, expected=176.000000 predicted=179.466656, expected=252.000000 predicted=185.470845, expected=232.000000 predicted=174.943466, expected=192.000000 predicted=202.134408, expected=148.000000 predicted=175.727878, expected=100.000000 predicted=163.758189, expected=184.000000 predicted=198.920498, expected=128.000000 predicted=160.468062, expected=176.000000 predicted=166.096688, expected=148.000000 predicted=151.912990, expected=136.000000 predicted=130.790477, expected=120.000000 predicted=153.879585, expected=140.000000 predicted=137.184870, expected=92.000000 predicted=130.998481, expected=164.000000 predicted=145.028684, expected=176.000000 predicted=144.014337, expected=192.000000 predicted=147.007263, expected=224.000000 predicted=178.774813, expected=140.000000 predicted=142.976372, expected=140.000000 predicted=169.495971, expected=176.000000 predicted=178.659182, expected=144.000000 predicted=158.848103, expected=152.000000 predicted=174.194456, expected=220.000000 predicted=174.092790, expected=180.000000 predicted=158.636233, expected=120.000000 predicted=159.349033, expected=196.000000 predicted=179.915078, expected=128.000000 predicted=146.468190, expected=164.000000 predicted=176.612694, expected=108.000000 predicted=150.189052, expected=144.000000 predicted=136.388869, expected=136.000000 predicted=154.774829, expected=192.000000 predicted=148.450007, expected=128.000000 predicted=144.589163, expected=96.000000 predicted=122.545411, expected=120.000000 predicted=140.834470, expected=124.000000 predicted=124.766352, expected=148.000000 predicted=146.290743, expected=140.000000 predicted=130.007218, expected=4.000000 predicted=79.995078, expected=140.000000 predicted=130.854376, expected=68.000000 predicted=91.809459, expected=104.000000 predicted=103.006358, expected=220.000000 predicted=151.210533, expected=148.000000 predicted=86.730265, expected=136.000000 predicted=143.164550, expected=48.000000 predicted=103.174628, expected=172.000000 predicted=139.049565, expected=152.000000 predicted=154.229485, expected=164.000000 predicted=138.462879, expected=220.000000 predicted=170.775845, expected=184.000000 predicted=136.822180, expected=200.000000 predicted=186.870496, expected=144.000000 predicted=168.355925, expected=196.000000 predicted=183.907998, expected=132.000000 predicted=175.099065, expected=184.000000 predicted=176.970610, expected=160.000000 predicted=174.502156, expected=208.000000 predicted=170.221777, expected=172.000000 predicted=179.983206, expected=124.000000 predicted=148.408598, expected=228.000000 predicted=197.619859, expected=104.000000 predicted=143.258828, expected=160.000000 predicted=175.273753, expected=236.000000 predicted=190.132544, expected=208.000000 predicted=160.299327, expected=160.000000 predicted=191.481178, expected=112.000000 predicted=149.143284, expected=72.000000 predicted=140.330633, expected=120.000000 predicted=159.661315, expected=120.000000 predicted=137.787349, expected=148.000000 predicted=131.853800, expected=168.000000 predicted=132.927918, expected=136.000000 predicted=117.463443, expected=120.000000 predicted=132.453180, expected=168.000000 predicted=146.856328, expected=124.000000 predicted=135.454093, expected=232.000000 predicted=177.452163, expected=152.000000 predicted=148.756927, expected=180.000000 predicted=159.063324, expected=96.000000 predicted=153.168829, expected=148.000000 predicted=146.266843, expected=164.000000 predicted=175.524259, expected=56.000000 predicted=112.470032, expected=208.000000 predicted=172.028583, expected=152.000000 predicted=126.645733, expected=196.000000 predicted=156.795630, expected=128.000000 predicted=156.546386, expected=128.000000 predicted=124.460769, expected=144.000000 predicted=167.998951, expected=172.000000 predicted=151.895770, expected=144.000000 predicted=156.708412, expected=252.000000 predicted=176.873471, expected=192.000000 predicted=165.201202, expected=128.000000 predicted=158.098853, expected=52.000000 predicted=147.364632, expected=104.000000 predicted=136.205142, expected=184.000000 predicted=171.624143, expected=200.000000 predicted=155.576634, expected=136.000000 predicted=134.718783, expected=180.000000 predicted=142.007722, expected=124.000000 predicted=137.927585, expected=156.000000 predicted=163.915455, expected=176.000000 predicted=173.840098, expected=108.000000 predicted=131.538856, expected=176.000000 predicted=168.226443, expected=168.000000 predicted=148.362739, expected=208.000000 predicted=168.479836, expected=124.000000 predicted=157.520290, expected=140.000000 predicted=145.766628, expected=188.000000 predicted=175.886748, expected=124.000000 predicted=145.324305, expected=152.000000 predicted=168.215403, expected=128.000000 predicted=138.262463, expected=212.000000 predicted=162.861518, expected=132.000000 predicted=154.564049, expected=144.000000 predicted=144.761271, expected=136.000000 predicted=153.175110, expected=68.000000 predicted=115.956003, expected=84.000000 predicted=138.388460, expected=228.000000 predicted=151.776354, expected=128.000000 predicted=121.410547, expected=176.000000 predicted=149.272494, expected=172.000000 predicted=142.419463, expected=172.000000 predicted=142.329591, expected=132.000000 predicted=174.386075, expected=220.000000 predicted=172.460549, expected=200.000000 predicted=178.933501, expected=236.000000 predicted=193.512207, expected=184.000000 predicted=190.018771, expected=128.000000 predicted=163.081315, expected=216.000000 predicted=210.816823, expected=140.000000 predicted=170.947107, expected=176.000000 predicted=188.814429, expected=156.000000 predicted=171.890448, expected=244.000000 predicted=177.818454, expected=172.000000 predicted=185.917397, expected=136.000000 predicted=159.265338, expected=120.000000 predicted=166.749996, expected=128.000000 predicted=148.726567, expected=228.000000 predicted=193.986799, expected=164.000000 predicted=156.106972, expected=212.000000 predicted=171.757790, expected=164.000000 predicted=163.885806, expected=176.000000 predicted=166.965042, expected=252.000000 predicted=218.090187, expected=152.000000 predicted=169.482763, expected=100.000000 predicted=171.285746, expected=196.000000 predicted=184.196408, expected=224.000000 predicted=180.676478, expected=176.000000 predicted=188.545969, expected=152.000000 predicted=168.668202, expected=248.000000 predicted=185.179530, expected=124.000000 predicted=168.326646, expected=120.000000 predicted=175.541981, expected=144.000000 predicted=167.218284, expected=232.000000 predicted=170.806920, expected=204.000000 predicted=191.277374, expected=144.000000 predicted=152.916259, expected=116.000000 predicted=152.634704, expected=176.000000 predicted=167.040872, expected=164.000000 predicted=175.020829, expected=248.000000 predicted=193.451392, expected=212.000000 predicted=177.621117, expected=204.000000 predicted=177.688719, expected=212.000000 predicted=205.951159, expected=212.000000 predicted=199.257924, expected=204.000000 predicted=218.309910, expected=172.000000 predicted=198.959342, expected=288.000000 predicted=230.232429, expected=232.000000 predicted=215.391184, expected=12.000000 predicted=154.703853, expected=200.000000 predicted=211.398145, expected=88.000000 predicted=140.949607, expected=36.000000 predicted=137.669200, expected=220.000000 predicted=180.824316, expected=156.000000 predicted=91.293029, expected=160.000000 predicted=156.429874, expected=224.000000 predicted=162.144392, expected=204.000000 predicted=144.726964, expected=140.000000 predicted=182.836355, expected=188.000000 predicted=183.394517, expected=108.000000 predicted=152.610864, expected=200.000000 predicted=190.317183, expected=264.000000 predicted=201.695743, expected=196.000000 predicted=170.581152, expected=112.000000 predicted=175.046152, expected=168.000000 predicted=169.311301, expected=244.000000 predicted=200.850100, expected=168.000000 predicted=191.138289, expected=168.000000 predicted=184.967604, expected=160.000000 predicted=162.327967, expected=212.000000 predicted=184.823781, expected=112.000000 predicted=173.226372, expected=128.000000 predicted=158.481168, expected=112.000000 predicted=147.006653, expected=180.000000 predicted=153.170962, expected=200.000000 predicted=172.642560, expected=192.000000 predicted=152.145933, expected=148.000000 predicted=156.205187, expected=128.000000 predicted=148.722261, expected=136.000000 predicted=161.969775, expected=140.000000 predicted=158.450506, expected=132.000000 predicted=149.736675, expected=244.000000 predicted=172.395570, expected=204.000000 predicted=160.181342, expected=152.000000 predicted=160.401097, expected=184.000000 predicted=180.522387, expected=116.000000 predicted=149.912013, expected=156.000000 predicted=184.587329, expected=208.000000 predicted=183.580768, expected=188.000000 predicted=162.308303, expected=172.000000 predicted=176.391656, expected=164.000000 predicted=161.322702, expected=176.000000 predicted=172.760314, expected=168.000000 predicted=180.683805, expected=148.000000 predicted=168.271529, expected=164.000000 predicted=167.984204, expected=180.000000 predicted=167.719273, expected=156.000000 predicted=163.362243, expected=172.000000 predicted=168.844234, expected=184.000000 predicted=167.439057, expected=192.000000 predicted=174.383192, expected=108.000000 predicted=156.726196, expected=140.000000 predicted=159.489310, expected=100.000000 predicted=142.287251, expected=200.000000 predicted=165.954438, expected=140.000000 predicted=150.079530, expected=168.000000 predicted=142.034956, expected=148.000000 predicted=151.720008, expected=88.000000 predicted=120.536259, expected=168.000000 predicted=168.216521, expected=232.000000 predicted=164.280903, expected=188.000000 predicted=163.479794, expected=148.000000 predicted=162.892997, expected=160.000000 predicted=155.502301, expected=172.000000 predicted=172.375915, expected=144.000000 predicted=175.402836, expected=156.000000 predicted=167.021141, expected=188.000000 predicted=164.527755, expected=256.000000 predicted=188.303675, expected=120.000000 predicted=158.819546, expected=120.000000 predicted=160.297385, expected=168.000000 predicted=170.483521, expected=96.000000 predicted=140.974197, expected=172.000000 predicted=180.096114, expected=204.000000 predicted=152.125587, expected=172.000000 predicted=146.573219, expected=140.000000 predicted=162.116751, expected=136.000000 predicted=143.184791, expected=208.000000 predicted=178.047924, expected=96.000000 predicted=148.985159, expected=112.000000 predicted=148.020090, expected=172.000000 predicted=152.299327, expected=252.000000 predicted=166.567809, expected=152.000000 predicted=166.104839, expected=164.000000 predicted=156.583429, expected=204.000000 predicted=174.846931, expected=192.000000 predicted=179.113912, expected=108.000000 predicted=178.424037, expected=180.000000 predicted=173.963342, expected=136.000000 predicted=154.133718, expected=176.000000 predicted=171.959021, expected=124.000000 predicted=155.954621, expected=132.000000 predicted=134.604340, expected=104.000000 predicted=143.130452, expected=160.000000 predicted=140.934498, expected=252.000000 predicted=177.591636, expected=264.000000 predicted=175.789974, expected=192.000000 predicted=178.360280, expected=156.000000 predicted=175.654066, expected=144.000000 predicted=181.365625, expected=176.000000 predicted=199.794490, expected=124.000000 predicted=177.055072, expected=240.000000 predicted=191.621062, expected=172.000000 predicted=163.033473, expected=128.000000 predicted=153.047365, expected=164.000000 predicted=177.579497, expected=100.000000 predicted=132.559919, expected=84.000000 predicted=152.006611, expected=160.000000 predicted=149.710652, expected=240.000000 predicted=154.702907, expected=200.000000 predicted=162.186066, expected=156.000000 predicted=152.062657, expected=68.000000 predicted=128.350969, expected=220.000000 predicted=184.367806, expected=164.000000 predicted=174.286018, expected=108.000000 predicted=148.928368, expected=136.000000 predicted=155.224740, expected=200.000000 predicted=141.067721, expected=120.000000 predicted=154.125795, expected=116.000000 predicted=145.341715, expected=120.000000 predicted=130.607470, expected=148.000000 predicted=136.185749, expected=196.000000 predicted=166.486338, expected=248.000000 predicted=167.178679, expected=152.000000 predicted=150.421612, expected=80.000000 predicted=142.011474, expected=136.000000 predicted=161.172043, expected=192.000000 predicted=170.186527, expected=136.000000 predicted=161.194711, expected=116.000000 predicted=139.987760, expected=228.000000 predicted=157.577807, expected=108.000000 predicted=130.468511, expected=188.000000 predicted=177.228856, expected=96.000000 predicted=136.657691, expected=224.000000 predicted=162.223794, expected=200.000000 predicted=187.327644, expected=184.000000 predicted=154.214740, expected=188.000000 predicted=191.509019, expected=188.000000 predicted=165.500666, expected=176.000000 predicted=194.370476, expected=128.000000 predicted=172.253660, expected=148.000000 predicted=170.097499, expected=100.000000 predicted=148.095325, expected=156.000000 predicted=157.189455, expected=152.000000 predicted=149.311413, expected=220.000000 predicted=157.613538, expected=136.000000 predicted=147.477883, expected=132.000000 predicted=140.696568, expected=184.000000 predicted=171.402972, expected=160.000000 predicted=153.465320, expected=184.000000 predicted=181.656738, expected=164.000000 predicted=158.491857, expected=180.000000 predicted=163.260543, expected=128.000000 predicted=162.592673, expected=152.000000 predicted=160.807994, expected=232.000000 predicted=187.322040, expected=148.000000 predicted=155.127148, expected=144.000000 predicted=167.885271, expected=196.000000 predicted=171.617596, expected=148.000000 predicted=154.854284, expected=124.000000 predicted=170.600672, expected=152.000000 predicted=156.170311, expected=196.000000 predicted=160.449991, expected=176.000000 predicted=168.593625, expected=140.000000 predicted=153.542340, expected=172.000000 predicted=161.013458, expected=204.000000 predicted=173.332640, expected=156.000000 predicted=169.888699, expected=168.000000 predicted=174.480216, expected=180.000000 predicted=168.580828, expected=144.000000 predicted=161.972168, expected=136.000000 predicted=168.374737, expected=268.000000 predicted=192.265444, expected=156.000000 predicted=160.455354, expected=128.000000 predicted=167.201250, expected=124.000000 predicted=160.290087, expected=156.000000 predicted=150.040392, expected=112.000000 predicted=164.226548, expected=116.000000 predicted=134.860421, expected=160.000000 predicted=139.476201, expected=164.000000 predicted=135.909631, expected=176.000000 predicted=154.059685, expected=144.000000 predicted=141.036268, expected=168.000000 predicted=152.626856, expected=144.000000 Test MSE: 2228.951
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567])] predicted=34.642417, expected=56.000000 predicted=42.988714, expected=16.000000 predicted=24.615874, expected=40.000000 predicted=38.316633, expected=84.000000 predicted=47.922951, expected=64.000000 predicted=46.921844, expected=56.000000 predicted=55.980937, expected=24.000000 predicted=35.860581, expected=16.000000 predicted=40.005591, expected=64.000000 predicted=58.962471, expected=44.000000 predicted=46.465424, expected=40.000000 predicted=45.426448, expected=60.000000 predicted=41.172477, expected=48.000000 predicted=40.394989, expected=68.000000 predicted=59.838738, expected=40.000000 predicted=45.507108, expected=36.000000 predicted=46.147384, expected=32.000000 predicted=44.932487, expected=40.000000 predicted=44.115001, expected=52.000000 predicted=49.790663, expected=16.000000 predicted=32.199183, expected=48.000000 predicted=40.708730, expected=76.000000 predicted=46.496101, expected=36.000000 predicted=42.728324, expected=12.000000 predicted=37.654174, expected=28.000000 predicted=29.953633, expected=124.000000 predicted=67.566135, expected=92.000000 predicted=67.287967, expected=64.000000 predicted=59.865272, expected=16.000000 predicted=38.694349, expected=20.000000 predicted=46.676647, expected=12.000000 predicted=56.093610, expected=64.000000 predicted=58.380691, expected=40.000000 predicted=39.251624, expected=68.000000 predicted=42.174007, expected=28.000000 predicted=30.642149, expected=44.000000 predicted=40.034861, expected=28.000000 predicted=42.835798, expected=32.000000 predicted=39.662578, expected=92.000000 predicted=60.795981, expected=112.000000 predicted=62.206581, expected=80.000000 predicted=65.025276, expected=56.000000 predicted=57.848770, expected=44.000000 predicted=56.905882, expected=156.000000 predicted=106.328270, expected=92.000000 predicted=90.028288, expected=60.000000 predicted=80.653540, expected=52.000000 predicted=66.423504, expected=48.000000 predicted=66.089111, expected=60.000000 predicted=87.544004, expected=24.000000 predicted=53.748026, expected=64.000000 predicted=57.196172, expected=48.000000 predicted=47.137953, expected=56.000000 predicted=52.832490, expected=96.000000 predicted=65.411179, expected=76.000000 predicted=57.441583, expected=60.000000 predicted=65.837286, expected=24.000000 predicted=49.558599, expected=76.000000 predicted=67.896466, expected=28.000000 predicted=56.220754, expected=72.000000 predicted=65.632936, expected=160.000000 predicted=85.224318, expected=100.000000 predicted=71.771645, expected=56.000000 predicted=77.694821, expected=28.000000 predicted=55.252822, expected=48.000000 predicted=72.660652, expected=72.000000 predicted=89.691047, expected=48.000000 predicted=62.200083, expected=48.000000 predicted=51.056777, expected=104.000000 predicted=63.519050, expected=32.000000 predicted=48.916423, expected=52.000000 predicted=63.314303, expected=56.000000 predicted=52.280005, expected=60.000000 predicted=59.174769, expected=72.000000 predicted=70.410269, expected=116.000000 predicted=70.937510, expected=36.000000 predicted=54.574254, expected=44.000000 predicted=61.801443, expected=48.000000 predicted=56.867557, expected=56.000000 predicted=64.125102, expected=16.000000 predicted=53.884079, expected=84.000000 predicted=55.475525, expected=136.000000 predicted=74.109394, expected=40.000000 predicted=54.284137, expected=52.000000 predicted=63.848394, expected=40.000000 predicted=46.534241, expected=56.000000 predicted=70.611798, expected=28.000000 predicted=63.173986, expected=24.000000 predicted=37.855721, expected=68.000000 predicted=50.871626, expected=60.000000 predicted=46.629939, expected=36.000000 predicted=45.577523, expected=32.000000 predicted=37.354345, expected=48.000000 predicted=42.367490, expected=32.000000 predicted=45.713278, expected=96.000000 predicted=63.589087, expected=104.000000 predicted=61.800806, expected=60.000000 predicted=57.112008, expected=16.000000 predicted=48.253769, expected=56.000000 predicted=56.922603, expected=52.000000 predicted=64.984761, expected=28.000000 predicted=56.201018, expected=48.000000 predicted=47.663240, expected=96.000000 predicted=53.889818, expected=108.000000 predicted=71.787658, expected=20.000000 predicted=47.429255, expected=44.000000 predicted=53.800194, expected=92.000000 predicted=68.955947, expected=12.000000 predicted=53.915381, expected=56.000000 predicted=68.734195, expected=64.000000 predicted=43.515153, expected=72.000000 predicted=58.977885, expected=48.000000 predicted=59.751336, expected=24.000000 predicted=36.865651, expected=60.000000 predicted=56.960194, expected=28.000000 predicted=44.576161, expected=48.000000 predicted=53.163341, expected=56.000000 predicted=45.568904, expected=52.000000 predicted=43.238228, expected=28.000000 predicted=43.501028, expected=36.000000 predicted=39.280113, expected=76.000000 predicted=54.833562, expected=44.000000 predicted=46.586386, expected=88.000000 predicted=63.584671, expected=72.000000 predicted=53.074909, expected=32.000000 predicted=50.198952, expected=32.000000 predicted=55.971930, expected=48.000000 predicted=50.212073, expected=120.000000 predicted=81.349491, expected=48.000000 predicted=53.829204, expected=72.000000 predicted=61.856553, expected=60.000000 predicted=55.295576, expected=80.000000 predicted=71.554633, expected=40.000000 predicted=69.400694, expected=24.000000 predicted=48.717869, expected=56.000000 predicted=58.587720, expected=52.000000 predicted=51.750725, expected=48.000000 predicted=54.340615, expected=112.000000 predicted=65.925602, expected=76.000000 predicted=55.471801, expected=36.000000 predicted=58.308853, expected=52.000000 predicted=60.154887, expected=56.000000 predicted=58.718906, expected=100.000000 predicted=84.844833, expected=68.000000 predicted=64.219504, expected=36.000000 predicted=51.572452, expected=60.000000 predicted=61.466878, expected=28.000000 predicted=49.925891, expected=16.000000 predicted=52.766809, expected=20.000000 predicted=38.393909, expected=28.000000 predicted=31.330106, expected=36.000000 predicted=36.145494, expected=68.000000 predicted=39.660937, expected=52.000000 predicted=35.175117, expected=52.000000 predicted=42.444957, expected=20.000000 predicted=34.644012, expected=48.000000 predicted=47.082230, expected=40.000000 predicted=46.481541, expected=48.000000 predicted=46.605919, expected=52.000000 predicted=45.710912, expected=60.000000 predicted=44.500623, expected=28.000000 predicted=41.475676, expected=24.000000 predicted=39.254480, expected=64.000000 predicted=50.553557, expected=24.000000 predicted=37.282789, expected=64.000000 predicted=53.414435, expected=76.000000 predicted=47.683622, expected=80.000000 predicted=56.446113, expected=32.000000 predicted=51.339503, expected=32.000000 predicted=45.346523, expected=32.000000 predicted=49.350480, expected=28.000000 predicted=47.187190, expected=60.000000 predicted=53.362877, expected=60.000000 predicted=42.037638, expected=60.000000 predicted=46.912357, expected=64.000000 predicted=50.608835, expected=28.000000 predicted=41.220922, expected=52.000000 predicted=56.457787, expected=72.000000 predicted=58.845311, expected=28.000000 predicted=46.151436, expected=136.000000 predicted=82.352089, expected=76.000000 predicted=55.822849, expected=36.000000 predicted=62.243307, expected=48.000000 predicted=62.982552, expected=68.000000 predicted=60.345790, expected=60.000000 predicted=77.761450, expected=44.000000 predicted=56.137545, expected=72.000000 predicted=56.460720, expected=56.000000 predicted=54.504770, expected=48.000000 predicted=58.472628, expected=32.000000 predicted=48.538647, expected=32.000000 predicted=44.355317, expected=56.000000 predicted=54.242415, expected=24.000000 predicted=38.306820, expected=92.000000 predicted=59.479053, expected=68.000000 predicted=47.581392, expected=68.000000 predicted=57.786357, expected=56.000000 predicted=57.838509, expected=72.000000 predicted=60.489283, expected=20.000000 predicted=56.450717, expected=100.000000 predicted=75.577066, expected=128.000000 predicted=80.687392, expected=132.000000 predicted=90.997330, expected=52.000000 predicted=73.819045, expected=48.000000 predicted=67.165499, expected=84.000000 predicted=91.008511, expected=52.000000 predicted=81.593832, expected=76.000000 predicted=85.353775, expected=64.000000 predicted=59.590196, expected=84.000000 predicted=69.775065, expected=56.000000 predicted=67.177214, expected=40.000000 predicted=57.076019, expected=64.000000 predicted=66.420438, expected=24.000000 predicted=48.366315, expected=56.000000 predicted=61.302801, expected=92.000000 predicted=61.785721, expected=92.000000 predicted=63.927044, expected=56.000000 predicted=61.846599, expected=44.000000 predicted=52.704796, expected=64.000000 predicted=65.521487, expected=44.000000 predicted=63.740122, expected=68.000000 predicted=68.828601, expected=76.000000 predicted=60.740770, expected=84.000000 predicted=65.111967, expected=48.000000 predicted=59.582977, expected=52.000000 predicted=58.780873, expected=60.000000 predicted=63.757062, expected=60.000000 predicted=64.507512, expected=76.000000 predicted=69.453064, expected=84.000000 predicted=64.892749, expected=76.000000 predicted=67.056708, expected=44.000000 predicted=60.587374, expected=52.000000 predicted=63.030714, expected=76.000000 predicted=70.803832, expected=32.000000 predicted=56.620565, expected=80.000000 predicted=69.466262, expected=56.000000 predicted=51.636274, expected=72.000000 predicted=64.234931, expected=52.000000 predicted=60.055784, expected=32.000000 predicted=46.901425, expected=28.000000 predicted=52.334250, expected=24.000000 predicted=41.503926, expected=80.000000 predicted=59.571893, expected=80.000000 predicted=54.019194, expected=68.000000 predicted=52.753258, expected=40.000000 predicted=46.093087, expected=64.000000 predicted=56.453447, expected=68.000000 predicted=67.964063, expected=32.000000 predicted=55.836600, expected=16.000000 predicted=45.061588, expected=64.000000 predicted=50.937777, expected=72.000000 predicted=56.759805, expected=36.000000 predicted=47.845366, expected=68.000000 predicted=51.686148, expected=40.000000 predicted=40.215481, expected=28.000000 predicted=49.743856, expected=36.000000 predicted=48.274127, expected=64.000000 predicted=48.122557, expected=100.000000 predicted=66.848710, expected=80.000000 predicted=58.350611, expected=84.000000 predicted=64.875003, expected=28.000000 predicted=51.262651, expected=72.000000 predicted=73.662620, expected=32.000000 predicted=61.029345, expected=36.000000 predicted=57.205955, expected=108.000000 predicted=74.178703, expected=40.000000 predicted=42.796982, expected=40.000000 predicted=57.582034, expected=48.000000 predicted=45.984402, expected=44.000000 predicted=48.738259, expected=44.000000 predicted=60.081946, expected=104.000000 predicted=62.907943, expected=76.000000 predicted=57.140972, expected=44.000000 predicted=56.003906, expected=48.000000 predicted=55.478613, expected=40.000000 predicted=52.536486, expected=32.000000 predicted=59.643495, expected=64.000000 predicted=58.149743, expected=84.000000 predicted=56.669938, expected=64.000000 predicted=55.358724, expected=32.000000 predicted=46.370954, expected=24.000000 predicted=42.289756, expected=28.000000 predicted=47.283357, expected=76.000000 predicted=62.793156, expected=64.000000 predicted=51.907597, expected=44.000000 predicted=42.968298, expected=64.000000 predicted=49.402741, expected=48.000000 predicted=47.467339, expected=76.000000 predicted=68.766152, expected=64.000000 predicted=59.751987, expected=40.000000 predicted=51.228471, expected=32.000000 predicted=51.209590, expected=64.000000 predicted=56.061327, expected=96.000000 predicted=70.999410, expected=36.000000 predicted=50.394261, expected=48.000000 predicted=52.305088, expected=44.000000 predicted=46.669019, expected=40.000000 predicted=53.973314, expected=40.000000 predicted=55.359106, expected=92.000000 predicted=57.677255, expected=76.000000 predicted=56.979835, expected=28.000000 predicted=46.579664, expected=68.000000 predicted=58.992724, expected=48.000000 predicted=51.200536, expected=56.000000 predicted=66.932606, expected=84.000000 predicted=67.118851, expected=100.000000 predicted=65.341951, expected=80.000000 predicted=72.619931, expected=76.000000 predicted=70.944916, expected=108.000000 predicted=85.245682, expected=80.000000 predicted=84.039728, expected=72.000000 predicted=86.693929, expected=64.000000 predicted=76.260539, expected=40.000000 predicted=66.748046, expected=56.000000 predicted=74.304339, expected=68.000000 predicted=66.370186, expected=68.000000 predicted=64.370419, expected=56.000000 predicted=58.654680, expected=84.000000 predicted=64.224367, expected=88.000000 predicted=70.527583, expected=56.000000 predicted=66.336584, expected=52.000000 predicted=65.205375, expected=64.000000 predicted=64.488807, expected=36.000000 predicted=59.888156, expected=92.000000 predicted=76.663985, expected=68.000000 predicted=58.737984, expected=88.000000 predicted=71.183035, expected=56.000000 predicted=62.254113, expected=16.000000 predicted=47.380353, expected=84.000000 predicted=77.131226, expected=44.000000 predicted=53.930548, expected=60.000000 predicted=66.218309, expected=64.000000 predicted=54.470207, expected=76.000000 predicted=55.648609, expected=60.000000 predicted=65.740912, expected=52.000000 predicted=56.017032, expected=56.000000 predicted=60.090650, expected=16.000000 predicted=46.700382, expected=48.000000 predicted=56.699535, expected=76.000000 predicted=56.612661, expected=56.000000 predicted=51.363363, expected=28.000000 predicted=44.289847, expected=16.000000 predicted=31.540811, expected=24.000000 predicted=39.308832, expected=56.000000 predicted=51.162244, expected=56.000000 predicted=44.288706, expected=88.000000 predicted=52.066691, expected=92.000000 predicted=55.535241, expected=72.000000 predicted=59.849108, expected=40.000000 predicted=59.447030, expected=44.000000 predicted=60.325252, expected=28.000000 predicted=57.238226, expected=72.000000 predicted=68.343576, expected=76.000000 predicted=60.645658, expected=44.000000 predicted=47.451937, expected=64.000000 predicted=56.052726, expected=28.000000 predicted=41.141231, expected=36.000000 predicted=54.722323, expected=8.000000 predicted=38.732980, expected=68.000000 predicted=50.194223, expected=64.000000 predicted=49.212722, expected=60.000000 predicted=46.008428, expected=88.000000 predicted=58.395564, expected=44.000000 predicted=43.591382, expected=56.000000 predicted=64.678652, expected=28.000000 predicted=49.667164, expected=76.000000 predicted=65.245031, expected=68.000000 predicted=63.849242, expected=68.000000 predicted=58.365182, expected=44.000000 predicted=52.601685, expected=36.000000 predicted=46.378952, expected=40.000000 predicted=55.332850, expected=80.000000 predicted=63.993002, expected=60.000000 predicted=56.338960, expected=56.000000 predicted=52.955651, expected=52.000000 predicted=49.977419, expected=20.000000 predicted=42.543561, expected=28.000000 predicted=50.806244, expected=44.000000 predicted=45.840159, expected=84.000000 predicted=57.484452, expected=48.000000 predicted=45.337556, expected=100.000000 predicted=60.843958, expected=72.000000 predicted=56.036496, expected=32.000000 predicted=54.708027, expected=56.000000 predicted=66.979911, expected=20.000000 predicted=44.543253, expected=28.000000 predicted=56.208564, expected=36.000000 predicted=43.595842, expected=52.000000 predicted=40.353729, expected=84.000000 predicted=56.044706, expected=32.000000 predicted=34.430188, expected=64.000000 predicted=51.484640, expected=40.000000 predicted=43.814822, expected=48.000000 predicted=54.081490, expected=56.000000 predicted=58.186314, expected=112.000000 predicted=67.311363, expected=80.000000 predicted=67.028414, expected=24.000000 predicted=49.423488, expected=72.000000 predicted=65.386105, expected=24.000000 Test MSE: 710.270
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528])] predicted=41.588993, expected=12.000000 predicted=35.309566, expected=28.000000 predicted=38.600439, expected=24.000000 predicted=33.849515, expected=20.000000 predicted=26.256738, expected=56.000000 predicted=33.294074, expected=28.000000 predicted=22.961549, expected=36.000000 predicted=32.444533, expected=48.000000 predicted=36.512009, expected=40.000000 predicted=35.399868, expected=16.000000 predicted=36.968643, expected=24.000000 predicted=35.321452, expected=28.000000 predicted=32.888419, expected=24.000000 predicted=28.968890, expected=8.000000 predicted=23.128326, expected=16.000000 predicted=21.380859, expected=32.000000 predicted=22.561904, expected=24.000000 predicted=19.248477, expected=16.000000 predicted=19.395109, expected=24.000000 predicted=21.394374, expected=16.000000 predicted=20.468535, expected=24.000000 predicted=23.143786, expected=44.000000 predicted=24.801002, expected=52.000000 predicted=26.466815, expected=28.000000 predicted=28.067255, expected=40.000000 predicted=36.154985, expected=32.000000 predicted=36.488602, expected=60.000000 predicted=43.379222, expected=20.000000 predicted=35.188873, expected=36.000000 predicted=38.526393, expected=28.000000 predicted=37.053834, expected=32.000000 predicted=34.061142, expected=20.000000 predicted=32.869027, expected=40.000000 predicted=30.544067, expected=76.000000 predicted=38.426789, expected=64.000000 predicted=37.491688, expected=32.000000 predicted=41.568744, expected=56.000000 predicted=52.945860, expected=36.000000 predicted=49.296990, expected=52.000000 predicted=53.663535, expected=20.000000 predicted=42.423612, expected=20.000000 predicted=37.740820, expected=32.000000 predicted=38.720054, expected=20.000000 predicted=27.856485, expected=20.000000 predicted=27.706797, expected=4.000000 predicted=19.433844, expected=36.000000 predicted=24.362037, expected=28.000000 predicted=20.774750, expected=16.000000 predicted=18.610811, expected=44.000000 predicted=27.585380, expected=32.000000 predicted=23.980013, expected=52.000000 predicted=34.573850, expected=16.000000 predicted=29.159020, expected=24.000000 predicted=32.946058, expected=40.000000 predicted=36.764315, expected=24.000000 predicted=28.189295, expected=40.000000 predicted=33.603339, expected=12.000000 predicted=24.625937, expected=40.000000 predicted=32.353979, expected=8.000000 predicted=25.393174, expected=32.000000 predicted=27.528526, expected=28.000000 predicted=26.339806, expected=36.000000 predicted=24.634328, expected=32.000000 predicted=28.736340, expected=32.000000 predicted=27.832348, expected=20.000000 predicted=29.846012, expected=32.000000 predicted=31.332535, expected=28.000000 predicted=29.337578, expected=12.000000 predicted=24.804112, expected=32.000000 predicted=28.308222, expected=32.000000 predicted=24.949523, expected=12.000000 predicted=22.413333, expected=32.000000 predicted=27.213263, expected=48.000000 predicted=27.737109, expected=8.000000 predicted=22.951848, expected=20.000000 predicted=28.683373, expected=32.000000 predicted=27.112958, expected=16.000000 predicted=22.935529, expected=12.000000 predicted=23.312834, expected=16.000000 predicted=18.848273, expected=44.000000 predicted=23.613005, expected=32.000000 predicted=21.695559, expected=32.000000 predicted=24.706147, expected=24.000000 predicted=27.497436, expected=56.000000 predicted=35.536893, expected=16.000000 predicted=30.105531, expected=28.000000 predicted=33.324925, expected=64.000000 predicted=39.320437, expected=48.000000 predicted=33.853584, expected=48.000000 predicted=42.737761, expected=36.000000 predicted=41.294668, expected=52.000000 predicted=47.494129, expected=32.000000 predicted=45.090121, expected=12.000000 predicted=38.002470, expected=36.000000 predicted=39.893851, expected=24.000000 predicted=29.957118, expected=44.000000 predicted=32.963290, expected=28.000000 predicted=27.885612, expected=16.000000 predicted=26.553583, expected=24.000000 predicted=31.105261, expected=32.000000 predicted=27.833238, expected=28.000000 predicted=26.766041, expected=56.000000 predicted=31.406698, expected=24.000000 predicted=26.750636, expected=48.000000 predicted=37.349411, expected=44.000000 predicted=38.572654, expected=16.000000 predicted=33.777760, expected=16.000000 predicted=36.949095, expected=60.000000 predicted=37.454365, expected=28.000000 predicted=29.455629, expected=36.000000 predicted=33.912714, expected=44.000000 predicted=35.350225, expected=40.000000 predicted=35.456037, expected=28.000000 predicted=38.888035, expected=28.000000 predicted=35.480527, expected=52.000000 predicted=39.190820, expected=20.000000 predicted=31.743918, expected=16.000000 predicted=32.165054, expected=8.000000 predicted=27.623735, expected=20.000000 predicted=24.529640, expected=12.000000 predicted=19.850904, expected=20.000000 predicted=15.935067, expected=52.000000 predicted=22.097376, expected=16.000000 predicted=16.589229, expected=24.000000 predicted=25.971320, expected=28.000000 predicted=27.258418, expected=36.000000 predicted=27.958997, expected=8.000000 predicted=25.392291, expected=28.000000 predicted=26.120516, expected=32.000000 predicted=25.774640, expected=44.000000 predicted=27.437201, expected=36.000000 predicted=29.378474, expected=28.000000 predicted=29.357027, expected=24.000000 predicted=33.257809, expected=8.000000 predicted=28.635077, expected=48.000000 predicted=33.825699, expected=68.000000 predicted=32.871437, expected=32.000000 predicted=28.974940, expected=4.000000 predicted=32.752156, expected=60.000000 predicted=43.723642, expected=64.000000 predicted=41.252227, expected=16.000000 predicted=34.513068, expected=28.000000 predicted=40.439282, expected=32.000000 predicted=36.050313, expected=28.000000 predicted=35.403143, expected=48.000000 predicted=36.771549, expected=8.000000 predicted=23.732256, expected=8.000000 predicted=28.153349, expected=20.000000 predicted=27.026727, expected=4.000000 predicted=16.563429, expected=48.000000 predicted=24.420841, expected=48.000000 predicted=19.103799, expected=36.000000 predicted=24.076590, expected=52.000000 predicted=37.284555, expected=12.000000 predicted=31.308091, expected=36.000000 predicted=42.201700, expected=28.000000 predicted=34.964555, expected=8.000000 predicted=26.706060, expected=8.000000 predicted=26.282462, expected=16.000000 predicted=19.087331, expected=8.000000 predicted=15.463711, expected=24.000000 predicted=15.869260, expected=8.000000 predicted=10.339944, expected=24.000000 predicted=15.680291, expected=20.000000 predicted=15.936920, expected=8.000000 predicted=14.154734, expected=12.000000 predicted=17.481840, expected=20.000000 predicted=15.684177, expected=20.000000 predicted=15.864641, expected=20.000000 predicted=16.099635, expected=28.000000 predicted=18.391401, expected=28.000000 predicted=20.555800, expected=44.000000 predicted=26.794710, expected=28.000000 predicted=26.095775, expected=16.000000 predicted=27.637304, expected=20.000000 predicted=29.567726, expected=16.000000 predicted=24.926722, expected=20.000000 predicted=23.624109, expected=32.000000 predicted=22.076235, expected=32.000000 predicted=21.229502, expected=28.000000 predicted=23.953494, expected=20.000000 predicted=24.968608, expected=20.000000 predicted=26.212375, expected=12.000000 predicted=23.751966, expected=32.000000 predicted=25.060111, expected=32.000000 predicted=22.336751, expected=40.000000 predicted=25.135009, expected=52.000000 predicted=31.541908, expected=16.000000 predicted=27.985787, expected=36.000000 predicted=38.210607, expected=24.000000 predicted=32.907376, expected=16.000000 predicted=29.625438, expected=20.000000 predicted=28.626589, expected=44.000000 predicted=26.665942, expected=36.000000 predicted=26.347052, expected=24.000000 predicted=26.498248, expected=24.000000 predicted=29.260878, expected=28.000000 predicted=29.874709, expected=12.000000 predicted=26.454315, expected=28.000000 predicted=26.931988, expected=48.000000 predicted=27.400451, expected=32.000000 predicted=25.150622, expected=20.000000 predicted=28.264568, expected=40.000000 predicted=33.063784, expected=16.000000 predicted=28.046710, expected=36.000000 predicted=33.527427, expected=24.000000 predicted=27.079477, expected=20.000000 predicted=25.477732, expected=20.000000 predicted=27.025910, expected=16.000000 predicted=21.695923, expected=72.000000 predicted=33.511337, expected=24.000000 predicted=22.653454, expected=80.000000 predicted=42.196524, expected=48.000000 predicted=41.091571, expected=60.000000 predicted=50.092998, expected=4.000000 predicted=48.009177, expected=32.000000 predicted=45.343429, expected=28.000000 predicted=42.068737, expected=36.000000 predicted=32.231542, expected=8.000000 predicted=27.001914, expected=24.000000 predicted=24.209863, expected=52.000000 predicted=31.080185, expected=20.000000 predicted=23.138487, expected=24.000000 predicted=28.978747, expected=12.000000 predicted=24.902287, expected=40.000000 predicted=29.333518, expected=60.000000 predicted=33.478502, expected=36.000000 predicted=28.162446, expected=28.000000 predicted=34.815873, expected=12.000000 predicted=33.185095, expected=32.000000 predicted=36.174349, expected=36.000000 predicted=32.651887, expected=28.000000 predicted=26.510711, expected=24.000000 predicted=27.307290, expected=8.000000 predicted=23.587125, expected=28.000000 predicted=27.695789, expected=36.000000 predicted=25.803633, expected=28.000000 predicted=22.929931, expected=4.000000 predicted=20.991981, expected=20.000000 predicted=23.747516, expected=12.000000 predicted=20.534893, expected=28.000000 predicted=20.790998, expected=4.000000 predicted=14.347672, expected=32.000000 predicted=18.508416, expected=24.000000 predicted=19.013177, expected=20.000000 predicted=18.485466, expected=60.000000 predicted=30.588254, expected=20.000000 predicted=22.576229, expected=44.000000 predicted=35.067853, expected=20.000000 predicted=31.666445, expected=52.000000 predicted=36.889935, expected=36.000000 predicted=36.995920, expected=16.000000 predicted=30.026799, expected=48.000000 predicted=39.627455, expected=8.000000 predicted=27.348435, expected=32.000000 predicted=33.103489, expected=24.000000 predicted=27.518249, expected=40.000000 predicted=27.242595, expected=48.000000 predicted=32.589118, expected=44.000000 predicted=31.610731, expected=28.000000 predicted=35.798273, expected=28.000000 predicted=37.128555, expected=16.000000 predicted=34.138276, expected=28.000000 predicted=32.394266, expected=48.000000 predicted=31.845937, expected=32.000000 predicted=27.183669, expected=32.000000 predicted=31.045486, expected=36.000000 predicted=33.571929, expected=24.000000 predicted=32.455757, expected=24.000000 predicted=32.885599, expected=28.000000 predicted=29.925726, expected=40.000000 predicted=30.354745, expected=24.000000 predicted=27.515372, expected=48.000000 predicted=32.752336, expected=40.000000 predicted=33.155079, expected=56.000000 predicted=39.129409, expected=56.000000 predicted=43.758276, expected=56.000000 predicted=46.346277, expected=56.000000 predicted=52.423767, expected=12.000000 predicted=44.803931, expected=28.000000 predicted=47.173904, expected=48.000000 predicted=43.762780, expected=16.000000 predicted=31.352142, expected=12.000000 predicted=29.319429, expected=20.000000 predicted=25.181906, expected=32.000000 predicted=25.110063, expected=36.000000 predicted=25.439502, expected=24.000000 predicted=22.436999, expected=48.000000 predicted=30.840538, expected=68.000000 predicted=38.290022, expected=16.000000 predicted=33.074437, expected=32.000000 predicted=41.188271, expected=60.000000 predicted=44.229074, expected=40.000000 predicted=39.251811, expected=72.000000 predicted=48.953590, expected=68.000000 predicted=48.068939, expected=92.000000 predicted=61.343736, expected=48.000000 predicted=61.396599, expected=24.000000 predicted=58.928689, expected=20.000000 predicted=56.693975, expected=16.000000 predicted=43.014702, expected=36.000000 predicted=37.786994, expected=24.000000 predicted=25.483612, expected=48.000000 predicted=29.240036, expected=48.000000 predicted=32.196146, expected=44.000000 predicted=35.679928, expected=36.000000 predicted=39.963835, expected=20.000000 predicted=36.692805, expected=40.000000 predicted=40.671387, expected=28.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=33.980456, expected=32.000000 predicted=32.634186, expected=36.000000 predicted=32.647672, expected=52.000000 predicted=35.365754, expected=48.000000 predicted=38.417795, expected=16.000000 predicted=33.890609, expected=36.000000 predicted=39.819742, expected=52.000000 predicted=40.532290, expected=72.000000 predicted=44.612071, expected=40.000000 predicted=41.474153, expected=36.000000 predicted=44.318859, expected=40.000000 predicted=48.116735, expected=32.000000 predicted=43.505986, expected=36.000000 predicted=41.740840, expected=44.000000 predicted=38.392641, expected=52.000000 predicted=39.847117, expected=32.000000 predicted=37.774801, expected=36.000000 predicted=40.040843, expected=48.000000 predicted=42.635527, expected=12.000000 predicted=33.835792, expected=48.000000 predicted=40.704144, expected=28.000000 predicted=32.513034, expected=40.000000 predicted=34.831683, expected=16.000000 predicted=31.118711, expected=44.000000 predicted=33.514211, expected=12.000000 predicted=28.800578, expected=24.000000 predicted=27.718775, expected=36.000000 predicted=29.841512, expected=44.000000 predicted=28.248080, expected=8.000000 predicted=25.365980, expected=44.000000 predicted=31.982110, expected=24.000000 predicted=28.704683, expected=32.000000 predicted=30.205840, expected=28.000000 predicted=30.648263, expected=16.000000 predicted=24.563062, expected=48.000000 predicted=33.815961, expected=36.000000 predicted=28.987146, expected=40.000000 predicted=32.850633, expected=16.000000 predicted=30.768576, expected=28.000000 predicted=32.235563, expected=16.000000 predicted=29.595259, expected=32.000000 predicted=27.749584, expected=28.000000 predicted=25.905587, expected=32.000000 predicted=25.108330, expected=40.000000 predicted=30.119236, expected=28.000000 predicted=28.594487, expected=12.000000 predicted=28.167239, expected=36.000000 predicted=31.635477, expected=20.000000 predicted=25.970216, expected=52.000000 predicted=31.922599, expected=52.000000 predicted=33.250763, expected=24.000000 predicted=30.702138, expected=32.000000 predicted=38.523945, expected=24.000000 predicted=34.364798, expected=40.000000 Test MSE: 267.365
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792])] predicted=31.711475, expected=36.000000 predicted=33.481599, expected=20.000000 predicted=33.782350, expected=60.000000 predicted=38.880252, expected=72.000000 predicted=43.602129, expected=24.000000 predicted=38.200115, expected=32.000000 predicted=37.804686, expected=24.000000 predicted=36.355191, expected=28.000000 predicted=42.613009, expected=28.000000 predicted=36.209945, expected=28.000000 predicted=27.420777, expected=64.000000 predicted=35.927267, expected=36.000000 predicted=33.932382, expected=60.000000 predicted=40.956954, expected=24.000000 predicted=36.594764, expected=40.000000 predicted=42.031825, expected=12.000000 predicted=38.129511, expected=48.000000 predicted=38.880413, expected=20.000000 predicted=34.246327, expected=28.000000 predicted=29.054133, expected=32.000000 predicted=29.418800, expected=36.000000 predicted=29.812094, expected=24.000000 predicted=31.401451, expected=16.000000 predicted=24.540167, expected=36.000000 predicted=29.045895, expected=32.000000 predicted=30.280168, expected=56.000000 predicted=35.254767, expected=48.000000 predicted=34.683812, expected=32.000000 predicted=34.832108, expected=40.000000 predicted=39.268583, expected=40.000000 predicted=41.172598, expected=48.000000 predicted=45.688256, expected=40.000000 predicted=41.277069, expected=24.000000 predicted=35.848182, expected=20.000000 predicted=34.132715, expected=4.000000 predicted=28.532130, expected=100.000000 predicted=45.072682, expected=244.000000 predicted=88.054521, expected=28.000000 predicted=59.199886, expected=92.000000 predicted=71.845594, expected=28.000000 predicted=69.013094, expected=48.000000 predicted=99.645021, expected=12.000000 predicted=82.601784, expected=44.000000 predicted=43.024551, expected=48.000000 predicted=48.619752, expected=72.000000 predicted=44.935752, expected=44.000000 predicted=43.914898, expected=28.000000 predicted=37.316548, expected=68.000000 predicted=50.894938, expected=124.000000 predicted=70.234220, expected=44.000000 predicted=62.863747, expected=12.000000 predicted=46.232127, expected=60.000000 predicted=53.600390, expected=72.000000 predicted=68.104471, expected=52.000000 predicted=64.405467, expected=16.000000 predicted=38.326466, expected=16.000000 predicted=34.506114, expected=92.000000 predicted=57.173156, expected=100.000000 predicted=63.613881, expected=16.000000 predicted=43.460947, expected=20.000000 predicted=37.495997, expected=4.000000 predicted=38.909293, expected=40.000000 predicted=51.266190, expected=24.000000 predicted=36.339162, expected=52.000000 predicted=27.493722, expected=48.000000 predicted=30.932500, expected=36.000000 predicted=32.365121, expected=36.000000 predicted=38.095100, expected=44.000000 predicted=40.045733, expected=28.000000 predicted=40.462273, expected=96.000000 predicted=52.396357, expected=80.000000 predicted=54.419665, expected=88.000000 predicted=61.934399, expected=60.000000 predicted=61.886564, expected=52.000000 predicted=64.398070, expected=88.000000 predicted=80.068187, expected=56.000000 predicted=70.969182, expected=52.000000 predicted=65.373420, expected=32.000000 predicted=53.946837, expected=40.000000 predicted=53.635619, expected=36.000000 predicted=51.781890, expected=28.000000 predicted=40.735657, expected=28.000000 predicted=35.755396, expected=32.000000 predicted=32.912983, expected=28.000000 predicted=32.221336, expected=28.000000 predicted=29.928584, expected=36.000000 predicted=30.392616, expected=36.000000 predicted=31.692223, expected=28.000000 predicted=30.737871, expected=36.000000 predicted=31.881452, expected=40.000000 predicted=34.444053, expected=20.000000 predicted=31.571335, expected=52.000000 predicted=36.672107, expected=24.000000 predicted=32.301371, expected=20.000000 predicted=31.052787, expected=64.000000 predicted=38.950312, expected=20.000000 predicted=32.324876, expected=40.000000 predicted=36.942151, expected=28.000000 predicted=30.973813, expected=48.000000 predicted=38.307638, expected=40.000000 predicted=40.445402, expected=44.000000 predicted=36.554275, expected=28.000000 predicted=36.460992, expected=28.000000 predicted=35.141938, expected=28.000000 predicted=36.030717, expected=24.000000 predicted=32.211212, expected=44.000000 predicted=34.259634, expected=28.000000 predicted=29.638034, expected=28.000000 predicted=29.359040, expected=40.000000 predicted=32.132480, expected=32.000000 predicted=32.743422, expected=48.000000 predicted=37.769350, expected=24.000000 predicted=31.761651, expected=40.000000 predicted=35.434710, expected=32.000000 predicted=35.661222, expected=24.000000 predicted=32.950735, expected=32.000000 predicted=33.415323, expected=12.000000 predicted=26.165427, expected=32.000000 predicted=29.657760, expected=32.000000 predicted=28.011580, expected=16.000000 predicted=24.034963, expected=48.000000 predicted=29.803694, expected=56.000000 predicted=34.158507, expected=12.000000 predicted=30.383139, expected=12.000000 predicted=26.469705, expected=40.000000 predicted=31.712092, expected=20.000000 predicted=32.599902, expected=52.000000 predicted=34.349930, expected=44.000000 predicted=29.524254, expected=76.000000 predicted=42.746145, expected=24.000000 predicted=39.486389, expected=60.000000 predicted=45.796529, expected=64.000000 predicted=54.183922, expected=36.000000 predicted=50.154001, expected=28.000000 predicted=46.057558, expected=32.000000 predicted=39.673034, expected=44.000000 predicted=46.023465, expected=56.000000 predicted=45.617544, expected=60.000000 predicted=43.453012, expected=16.000000 predicted=35.713699, expected=32.000000 predicted=38.525281, expected=72.000000 predicted=49.881518, expected=24.000000 predicted=43.141738, expected=36.000000 predicted=39.209946, expected=28.000000 predicted=32.735721, expected=16.000000 predicted=34.463573, expected=36.000000 predicted=36.861455, expected=20.000000 predicted=26.345581, expected=20.000000 predicted=25.904829, expected=48.000000 predicted=29.386512, expected=68.000000 predicted=37.361977, expected=32.000000 predicted=35.817999, expected=16.000000 predicted=30.227624, expected=16.000000 predicted=31.337817, expected=56.000000 predicted=43.273799, expected=52.000000 predicted=42.649621, expected=56.000000 predicted=38.247012, expected=48.000000 predicted=38.585336, expected=40.000000 predicted=43.011838, expected=20.000000 predicted=43.534652, expected=36.000000 predicted=42.635649, expected=16.000000 predicted=35.727689, expected=20.000000 predicted=30.351785, expected=52.000000 predicted=32.985130, expected=44.000000 predicted=32.405595, expected=72.000000 predicted=41.959508, expected=16.000000 predicted=32.305063, expected=12.000000 predicted=32.859613, expected=4.000000 predicted=31.740949, expected=8.000000 predicted=27.560108, expected=24.000000 predicted=25.464245, expected=44.000000 predicted=20.571060, expected=24.000000 predicted=18.603924, expected=28.000000 predicted=20.508672, expected=24.000000 predicted=23.918108, expected=16.000000 predicted=26.144281, expected=44.000000 predicted=32.047927, expected=40.000000 predicted=30.306321, expected=24.000000 predicted=28.270015, expected=16.000000 predicted=24.945230, expected=12.000000 predicted=24.093023, expected=20.000000 predicted=27.172906, expected=28.000000 predicted=24.986607, expected=60.000000 predicted=29.788083, expected=24.000000 predicted=24.993863, expected=52.000000 predicted=32.490287, expected=24.000000 predicted=32.238707, expected=36.000000 predicted=37.601215, expected=8.000000 predicted=32.217222, expected=48.000000 predicted=34.062468, expected=28.000000 predicted=33.319816, expected=16.000000 predicted=25.546031, expected=8.000000 predicted=21.879084, expected=12.000000 predicted=19.650562, expected=88.000000 predicted=40.249632, expected=20.000000 predicted=27.574636, expected=24.000000 predicted=24.866104, expected=24.000000 predicted=26.362192, expected=16.000000 predicted=31.177729, expected=20.000000 predicted=33.456909, expected=32.000000 predicted=23.577961, expected=32.000000 predicted=25.451975, expected=68.000000 predicted=34.588503, expected=56.000000 predicted=37.432272, expected=12.000000 predicted=32.332443, expected=32.000000 predicted=36.628987, expected=48.000000 predicted=43.205934, expected=60.000000 predicted=49.765567, expected=16.000000 predicted=34.646561, expected=44.000000 predicted=34.231091, expected=24.000000 predicted=36.376179, expected=44.000000 predicted=41.361076, expected=68.000000 predicted=45.243670, expected=36.000000 predicted=37.368379, expected=28.000000 predicted=38.154779, expected=12.000000 predicted=32.414689, expected=20.000000 predicted=35.463117, expected=32.000000 predicted=35.141755, expected=52.000000 predicted=32.841232, expected=40.000000 predicted=30.527000, expected=56.000000 predicted=35.069621, expected=16.000000 predicted=32.507216, expected=44.000000 predicted=40.210155, expected=44.000000 predicted=43.071253, expected=24.000000 predicted=37.082822, expected=32.000000 predicted=35.439106, expected=40.000000 predicted=33.619516, expected=60.000000 predicted=43.346195, expected=8.000000 predicted=31.751105, expected=80.000000 predicted=42.795703, expected=28.000000 predicted=40.017678, expected=16.000000 predicted=37.007898, expected=36.000000 predicted=37.331050, expected=52.000000 predicted=39.071222, expected=40.000000 predicted=43.632393, expected=8.000000 predicted=26.466999, expected=64.000000 predicted=37.447386, expected=28.000000 predicted=38.090351, expected=44.000000 predicted=40.250851, expected=52.000000 predicted=39.083675, expected=68.000000 predicted=45.374633, expected=92.000000 predicted=60.531530, expected=36.000000 predicted=49.606646, expected=32.000000 predicted=50.398691, expected=60.000000 predicted=57.504739, expected=8.000000 predicted=48.787842, expected=8.000000 predicted=38.472113, expected=16.000000 predicted=26.211365, expected=24.000000 predicted=26.941806, expected=20.000000 predicted=23.729195, expected=8.000000 predicted=12.535484, expected=12.000000 predicted=13.858594, expected=48.000000 predicted=24.078160, expected=72.000000 predicted=34.629277, expected=52.000000 predicted=35.049469, expected=32.000000 predicted=33.472553, expected=44.000000 predicted=41.761829, expected=136.000000 predicted=72.050721, expected=20.000000 predicted=55.920078, expected=52.000000 predicted=53.372599, expected=52.000000 predicted=54.295538, expected=52.000000 predicted=61.718375, expected=44.000000 predicted=59.603733, expected=40.000000 predicted=42.287584, expected=20.000000 predicted=41.686450, expected=56.000000 predicted=45.955262, expected=52.000000 predicted=45.450008, expected=40.000000 predicted=41.627037, expected=24.000000 predicted=36.184435, expected=44.000000 predicted=39.699904, expected=32.000000 predicted=41.702158, expected=28.000000 predicted=36.477171, expected=28.000000 predicted=32.082164, expected=72.000000 predicted=41.196184, expected=64.000000 predicted=46.229345, expected=28.000000 predicted=39.084202, expected=20.000000 predicted=36.635564, expected=28.000000 predicted=39.906735, expected=24.000000 predicted=40.508470, expected=24.000000 predicted=31.813640, expected=52.000000 predicted=31.232513, expected=48.000000 predicted=33.528786, expected=44.000000 predicted=36.252541, expected=24.000000 predicted=33.507415, expected=40.000000 predicted=38.682462, expected=28.000000 predicted=39.265124, expected=40.000000 predicted=38.304247, expected=48.000000 predicted=38.249347, expected=28.000000 predicted=33.605803, expected=24.000000 predicted=33.306940, expected=40.000000 predicted=35.233627, expected=28.000000 predicted=34.873345, expected=40.000000 predicted=35.422158, expected=88.000000 predicted=44.996201, expected=96.000000 predicted=55.659155, expected=44.000000 predicted=52.296848, expected=28.000000 predicted=48.908845, expected=24.000000 predicted=51.269019, expected=28.000000 predicted=52.850960, expected=24.000000 predicted=41.736373, expected=48.000000 predicted=34.768402, expected=40.000000 predicted=32.420526, expected=68.000000 predicted=40.703882, expected=36.000000 predicted=38.833981, expected=56.000000 predicted=45.309123, expected=32.000000 predicted=44.976416, expected=52.000000 predicted=48.193801, expected=20.000000 predicted=42.358026, expected=28.000000 predicted=36.680752, expected=72.000000 predicted=46.993899, expected=24.000000 predicted=36.883434, expected=60.000000 predicted=43.625738, expected=40.000000 predicted=39.327828, expected=52.000000 predicted=46.697369, expected=64.000000 predicted=53.213871, expected=64.000000 predicted=51.342153, expected=60.000000 predicted=56.436516, expected=28.000000 predicted=48.115124, expected=48.000000 predicted=52.446065, expected=68.000000 predicted=57.890165, expected=16.000000 predicted=45.248349, expected=40.000000 predicted=42.684834, expected=44.000000 predicted=41.034860, expected=88.000000 predicted=55.504071, expected=44.000000 predicted=48.843489, expected=32.000000 predicted=40.681888, expected=20.000000 predicted=41.810036, expected=40.000000 predicted=46.163875, expected=40.000000 predicted=45.819237, expected=16.000000 predicted=30.555207, expected=52.000000 predicted=34.597814, expected=56.000000 predicted=39.067595, expected=36.000000 predicted=39.330388, expected=32.000000 predicted=36.791928, expected=28.000000 predicted=35.521330, expected=8.000000 predicted=33.902009, expected=32.000000 predicted=33.188606, expected=56.000000 predicted=35.123680, expected=40.000000 predicted=33.183320, expected=28.000000 predicted=29.981024, expected=24.000000 predicted=29.397428, expected=52.000000 predicted=40.727775, expected=52.000000 predicted=43.827215, expected=60.000000 predicted=43.653889, expected=60.000000 predicted=45.775085, expected=44.000000 predicted=47.062726, expected=36.000000 predicted=49.033238, expected=24.000000 predicted=44.431510, expected=36.000000 predicted=44.035565, expected=28.000000 predicted=38.251896, expected=44.000000 predicted=36.649952, expected=64.000000 predicted=40.937555, expected=20.000000 predicted=33.521224, expected=20.000000 predicted=32.886119, expected=32.000000 predicted=34.689875, expected=36.000000 predicted=37.725975, expected=52.000000 predicted=39.460178, expected=4.000000 predicted=23.894053, expected=52.000000 predicted=33.902378, expected=40.000000 predicted=36.744385, expected=20.000000 predicted=32.997383, expected=24.000000 predicted=30.625216, expected=40.000000 predicted=31.059052, expected=28.000000 predicted=34.429162, expected=48.000000 predicted=34.525879, expected=60.000000 predicted=38.090286, expected=4.000000 predicted=30.255321, expected=36.000000 predicted=35.531780, expected=40.000000 predicted=37.001072, expected=8.000000 predicted=31.730006, expected=52.000000 predicted=35.204461, expected=40.000000 predicted=30.315535, expected=20.000000 predicted=31.540481, expected=52.000000 predicted=36.069938, expected=32.000000 predicted=33.432794, expected=36.000000 predicted=38.948052, expected=28.000000 predicted=33.503055, expected=48.000000 predicted=37.237263, expected=76.000000 predicted=48.562075, expected=20.000000 predicted=37.183540, expected=48.000000 predicted=41.974565, expected=20.000000 predicted=37.810428, expected=12.000000 predicted=36.779763, expected=36.000000 predicted=36.617719, expected=44.000000 predicted=32.016153, expected=52.000000 predicted=37.048385, expected=48.000000 predicted=34.822527, expected=36.000000 predicted=36.319746, expected=20.000000 predicted=37.131302, expected=36.000000 predicted=39.748062, expected=44.000000 predicted=41.012452, expected=48.000000 predicted=40.067804, expected=32.000000 predicted=34.711988, expected=40.000000 predicted=36.055391, expected=20.000000 predicted=35.137491, expected=12.000000 predicted=31.529491, expected=8.000000 predicted=25.803330, expected=12.000000 predicted=21.115834, expected=24.000000 predicted=20.901070, expected=40.000000 predicted=21.371800, expected=32.000000 predicted=21.427195, expected=20.000000 predicted=20.944936, expected=32.000000 predicted=26.280102, expected=32.000000 predicted=30.441072, expected=24.000000 predicted=29.865637, expected=32.000000 predicted=28.701937, expected=36.000000 predicted=29.751946, expected=32.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=31.450999, expected=20.000000 predicted=28.054452, expected=12.000000 predicted=24.453883, expected=16.000000 predicted=24.502374, expected=32.000000 predicted=26.432952, expected=20.000000 predicted=22.190431, expected=12.000000 predicted=17.481697, expected=40.000000 predicted=23.176707, expected=28.000000 predicted=25.043868, expected=12.000000 predicted=22.690598, expected=16.000000 predicted=20.058646, expected=8.000000 predicted=18.613161, expected=28.000000 predicted=23.809426, expected=16.000000 predicted=17.995881, expected=16.000000 predicted=15.644240, expected=12.000000 predicted=15.063063, expected=28.000000 predicted=19.046720, expected=12.000000 predicted=18.237687, expected=52.000000 predicted=25.215033, expected=24.000000 predicted=23.153452, expected=20.000000 predicted=23.410277, expected=24.000000 predicted=25.654611, expected=12.000000 predicted=23.347263, expected=40.000000 predicted=30.813379, expected=28.000000 Test MSE: 539.559
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906])] predicted=152.613570, expected=148.000000 predicted=138.063207, expected=176.000000 predicted=142.692206, expected=156.000000 predicted=136.599574, expected=84.000000 predicted=79.674972, expected=112.000000 predicted=118.611459, expected=116.000000 predicted=119.579283, expected=140.000000 predicted=153.690275, expected=152.000000 predicted=151.582139, expected=200.000000 predicted=160.399358, expected=152.000000 predicted=132.288103, expected=156.000000 predicted=149.419460, expected=92.000000 predicted=103.860119, expected=100.000000 predicted=124.160553, expected=112.000000 predicted=138.576658, expected=236.000000 predicted=208.268950, expected=128.000000 predicted=123.521897, expected=144.000000 predicted=143.406068, expected=88.000000 predicted=84.167533, expected=96.000000 predicted=105.821791, expected=96.000000 predicted=142.130102, expected=72.000000 predicted=90.425318, expected=184.000000 predicted=174.883470, expected=252.000000 predicted=183.278186, expected=92.000000 predicted=88.238461, expected=120.000000 predicted=132.764038, expected=116.000000 predicted=88.191195, expected=92.000000 predicted=123.766844, expected=168.000000 predicted=202.289826, expected=180.000000 predicted=139.729420, expected=156.000000 predicted=145.293458, expected=140.000000 predicted=134.487388, expected=140.000000 predicted=122.719365, expected=140.000000 predicted=148.459500, expected=60.000000 predicted=100.085091, expected=144.000000 predicted=157.773463, expected=180.000000 predicted=153.439434, expected=240.000000 predicted=206.243622, expected=176.000000 predicted=158.616351, expected=112.000000 predicted=101.291277, expected=180.000000 predicted=171.850048, expected=96.000000 predicted=112.617418, expected=124.000000 predicted=177.156895, expected=128.000000 predicted=137.943137, expected=244.000000 predicted=199.447729, expected=88.000000 predicted=107.311098, expected=72.000000 predicted=100.976594, expected=120.000000 predicted=116.648961, expected=44.000000 predicted=64.300633, expected=112.000000 predicted=170.092312, expected=120.000000 predicted=97.983530, expected=140.000000 predicted=117.869542, expected=100.000000 predicted=105.240797, expected=140.000000 predicted=111.010638, expected=140.000000 predicted=123.853183, expected=88.000000 predicted=99.750824, expected=148.000000 predicted=151.290191, expected=200.000000 predicted=156.334032, expected=84.000000 predicted=99.234247, expected=132.000000 predicted=150.189920, expected=72.000000 predicted=65.760832, expected=92.000000 predicted=118.942426, expected=92.000000 predicted=125.553352, expected=56.000000 predicted=65.399482, expected=108.000000 predicted=120.413775, expected=168.000000 predicted=127.385570, expected=136.000000 predicted=116.215170, expected=88.000000 predicted=95.083253, expected=176.000000 predicted=137.752066, expected=104.000000 predicted=92.479399, expected=164.000000 predicted=177.105263, expected=204.000000 predicted=171.172805, expected=176.000000 predicted=142.819940, expected=96.000000 predicted=128.621296, expected=84.000000 predicted=97.041989, expected=152.000000 predicted=153.465896, expected=116.000000 predicted=138.416587, expected=136.000000 predicted=157.210686, expected=192.000000 predicted=155.059067, expected=132.000000 predicted=109.030311, expected=148.000000 predicted=158.409459, expected=100.000000 predicted=100.411740, expected=112.000000 predicted=125.247101, expected=120.000000 predicted=141.725373, expected=132.000000 predicted=131.204377, expected=164.000000 predicted=157.749793, expected=160.000000 predicted=135.927701, expected=136.000000 predicted=129.060141, expected=72.000000 predicted=90.215445, expected=112.000000 predicted=124.062024, expected=80.000000 predicted=101.542938, expected=164.000000 predicted=167.808432, expected=96.000000 predicted=99.902198, expected=120.000000 predicted=113.164862, expected=112.000000 predicted=106.575183, expected=160.000000 predicted=132.729998, expected=156.000000 predicted=153.859528, expected=100.000000 predicted=100.404269, expected=152.000000 predicted=146.355276, expected=200.000000 predicted=160.981512, expected=156.000000 predicted=154.235434, expected=144.000000 predicted=155.106742, expected=140.000000 predicted=124.812379, expected=156.000000 predicted=153.763322, expected=100.000000 predicted=132.813204, expected=88.000000 predicted=117.783146, expected=164.000000 predicted=155.730330, expected=88.000000 predicted=96.846714, expected=120.000000 predicted=143.785697, expected=100.000000 predicted=93.272656, expected=104.000000 predicted=100.671840, expected=116.000000 predicted=131.614583, expected=332.000000 predicted=245.465848, expected=380.000000 predicted=268.968118, expected=248.000000 predicted=200.362445, expected=212.000000 predicted=190.686985, expected=132.000000 predicted=121.727770, expected=148.000000 predicted=217.849065, expected=124.000000 predicted=208.079168, expected=116.000000 predicted=164.065915, expected=176.000000 predicted=188.773992, expected=204.000000 predicted=172.536537, expected=124.000000 predicted=131.520326, expected=148.000000 predicted=149.294988, expected=204.000000 predicted=167.388387, expected=132.000000 predicted=141.273834, expected=160.000000 predicted=185.705437, expected=148.000000 predicted=133.284728, expected=280.000000 predicted=236.667322, expected=164.000000 predicted=164.299787, expected=276.000000 predicted=242.709431, expected=240.000000 predicted=197.781249, expected=188.000000 predicted=180.193494, expected=200.000000 predicted=232.920081, expected=360.000000 predicted=287.139440, expected=340.000000 predicted=302.631773, expected=192.000000 predicted=217.687703, expected=208.000000 predicted=216.930885, expected=200.000000 predicted=190.476740, expected=196.000000 predicted=252.744707, expected=212.000000 predicted=257.718429, expected=168.000000 predicted=174.054523, expected=136.000000 predicted=165.665043, expected=168.000000 predicted=180.462593, expected=128.000000 predicted=145.896699, expected=148.000000 predicted=175.113671, expected=144.000000 predicted=148.820498, expected=160.000000 predicted=152.054112, expected=232.000000 predicted=208.551194, expected=180.000000 predicted=155.071480, expected=48.000000 predicted=90.395099, expected=64.000000 predicted=103.207631, expected=156.000000 predicted=149.222916, expected=132.000000 predicted=156.017812, expected=172.000000 predicted=181.827070, expected=136.000000 predicted=101.030787, expected=156.000000 predicted=128.632570, expected=68.000000 predicted=95.025085, expected=44.000000 predicted=83.024094, expected=24.000000 predicted=73.765393, expected=84.000000 predicted=101.426267, expected=68.000000 predicted=91.146624, expected=104.000000 predicted=95.119578, expected=92.000000 predicted=71.590276, expected=84.000000 predicted=64.889621, expected=108.000000 predicted=100.235042, expected=76.000000 predicted=69.607970, expected=40.000000 predicted=65.655113, expected=88.000000 predicted=91.690352, expected=76.000000 predicted=71.364500, expected=116.000000 predicted=115.769725, expected=48.000000 predicted=53.415011, expected=24.000000 predicted=36.981127, expected=68.000000 predicted=74.695111, expected=24.000000 predicted=34.830441, expected=64.000000 predicted=87.687571, expected=44.000000 predicted=39.643875, expected=128.000000 predicted=94.472932, expected=76.000000 predicted=64.370132, expected=32.000000 predicted=36.812521, expected=60.000000 predicted=64.380155, expected=40.000000 predicted=35.242909, expected=36.000000 predicted=69.965869, expected=64.000000 predicted=67.724787, expected=48.000000 predicted=38.600201, expected=16.000000 predicted=33.359868, expected=44.000000 predicted=44.978461, expected=32.000000 predicted=28.374821, expected=32.000000 predicted=44.445366, expected=48.000000 predicted=47.419574, expected=64.000000 predicted=45.017255, expected=32.000000 predicted=34.672500, expected=40.000000 predicted=40.733082, expected=92.000000 predicted=68.819585, expected=56.000000 predicted=47.345404, expected=4.000000 predicted=30.116403, expected=60.000000 predicted=54.209981, expected=80.000000 predicted=57.175953, expected=56.000000 predicted=67.621774, expected=24.000000 predicted=38.709134, expected=32.000000 predicted=24.100907, expected=16.000000 predicted=28.075354, expected=28.000000 predicted=46.958483, expected=24.000000 predicted=32.811959, expected=40.000000 predicted=34.526593, expected=52.000000 predicted=42.980719, expected=68.000000 predicted=48.855115, expected=52.000000 predicted=42.287441, expected=36.000000 predicted=33.677925, expected=16.000000 predicted=24.843696, expected=40.000000 predicted=44.670895, expected=72.000000 predicted=66.704149, expected=140.000000 predicted=106.774250, expected=104.000000 predicted=74.900186, expected=84.000000 predicted=66.783293, expected=44.000000 predicted=43.475964, expected=104.000000 predicted=94.994901, expected=160.000000 predicted=144.974254, expected=68.000000 predicted=76.131940, expected=152.000000 predicted=140.647924, expected=140.000000 predicted=94.871405, expected=124.000000 predicted=119.933308, expected=132.000000 predicted=143.858072, expected=116.000000 predicted=97.343681, expected=108.000000 predicted=124.594982, expected=112.000000 predicted=121.600268, expected=76.000000 predicted=91.243677, expected=232.000000 predicted=200.599959, expected=140.000000 predicted=114.688605, expected=100.000000 predicted=117.655387, expected=84.000000 predicted=95.981038, expected=184.000000 predicted=144.248283, expected=200.000000 predicted=199.482304, expected=140.000000 predicted=141.774535, expected=164.000000 predicted=149.843774, expected=164.000000 predicted=131.702168, expected=184.000000 predicted=183.700777, expected=160.000000 predicted=171.930816, expected=216.000000 predicted=192.583929, expected=372.000000 predicted=293.684863, expected=384.000000 predicted=294.512713, expected=448.000000 predicted=364.406389, expected=432.000000 predicted=336.934366, expected=864.000000 predicted=656.063514, expected=816.000000 predicted=634.716859, expected=260.000000 predicted=322.014029, expected=128.000000 predicted=304.874249, expected=216.000000 predicted=286.912718, expected=268.000000 predicted=442.653822, expected=488.000000 predicted=597.481385, expected=536.000000 predicted=423.390626, expected=172.000000 predicted=150.738264, expected=216.000000 predicted=266.430093, expected=208.000000 predicted=213.608349, expected=176.000000 predicted=280.276431, expected=172.000000 predicted=291.192039, expected=112.000000 predicted=130.219724, expected=132.000000 predicted=166.222224, expected=204.000000 predicted=201.248852, expected=228.000000 predicted=202.792526, expected=172.000000 predicted=169.098520, expected=100.000000 predicted=110.838324, expected=116.000000 predicted=130.014312, expected=112.000000 predicted=137.108452, expected=128.000000 predicted=159.799622, expected=184.000000 predicted=177.476485, expected=132.000000 predicted=114.180697, expected=104.000000 predicted=115.440038, expected=136.000000 predicted=130.978107, expected=108.000000 predicted=109.521299, expected=100.000000 predicted=130.047872, expected=220.000000 predicted=193.277656, expected=152.000000 predicted=120.042113, expected=156.000000 predicted=161.405969, expected=108.000000 predicted=104.504789, expected=104.000000 predicted=110.571532, expected=128.000000 predicted=155.440711, expected=88.000000 predicted=104.366616, expected=124.000000 predicted=139.430661, expected=168.000000 predicted=143.250006, expected=192.000000 predicted=159.799049, expected=124.000000 predicted=121.596272, expected=88.000000 predicted=97.308535, expected=116.000000 predicted=122.097932, expected=80.000000 predicted=102.941477, expected=168.000000 predicted=180.902448, expected=176.000000 predicted=146.182342, expected=112.000000 predicted=105.212984, expected=116.000000 predicted=123.614593, expected=112.000000 predicted=100.543338, expected=96.000000 predicted=119.296583, expected=76.000000 predicted=108.151405, expected=132.000000 predicted=128.219234, expected=100.000000 predicted=96.432334, expected=140.000000 predicted=136.755068, expected=128.000000 predicted=110.850854, expected=132.000000 predicted=117.509944, expected=108.000000 predicted=113.651113, expected=72.000000 predicted=84.024823, expected=80.000000 predicted=102.651967, expected=240.000000 predicted=204.030525, expected=184.000000 predicted=145.493021, expected=72.000000 predicted=93.047371, expected=48.000000 predicted=68.276856, expected=116.000000 predicted=107.926166, expected=92.000000 predicted=128.059452, expected=96.000000 predicted=126.919218, expected=120.000000 predicted=103.117647, expected=116.000000 predicted=91.909017, expected=112.000000 predicted=113.664253, expected=128.000000 predicted=116.909843, expected=128.000000 predicted=115.643939, expected=92.000000 predicted=100.504526, expected=136.000000 predicted=134.596271, expected=164.000000 predicted=140.937205, expected=204.000000 predicted=177.460149, expected=120.000000 predicted=116.123360, expected=68.000000 predicted=87.659763, expected=156.000000 predicted=155.776903, expected=156.000000 predicted=145.734224, expected=84.000000 predicted=121.894546, expected=120.000000 predicted=129.129628, expected=196.000000 predicted=150.552362, expected=120.000000 predicted=120.729547, expected=120.000000 predicted=142.486843, expected=108.000000 predicted=98.671826, expected=128.000000 predicted=128.080098, expected=156.000000 predicted=164.541558, expected=140.000000 predicted=129.840408, expected=212.000000 predicted=186.056071, expected=160.000000 predicted=132.826455, expected=108.000000 predicted=122.894872, expected=148.000000 predicted=156.346294, expected=88.000000 predicted=97.994339, expected=104.000000 predicted=146.570349, expected=192.000000 predicted=177.885114, expected=192.000000 predicted=154.070682, expected=128.000000 predicted=134.749942, expected=104.000000 predicted=107.398626, expected=180.000000 predicted=159.517505, expected=156.000000 predicted=155.844737, expected=160.000000 predicted=174.180996, expected=172.000000 predicted=156.412417, expected=240.000000 predicted=196.927148, expected=160.000000 predicted=155.966366, expected=76.000000 predicted=113.141530, expected=124.000000 predicted=145.691667, expected=108.000000 predicted=120.113362, expected=80.000000 predicted=132.331746, expected=128.000000 predicted=140.628760, expected=100.000000 predicted=85.111277, expected=44.000000 predicted=73.292855, expected=56.000000 predicted=78.928161, expected=104.000000 predicted=94.101570, expected=52.000000 predicted=68.311673, expected=112.000000 predicted=116.055986, expected=148.000000 predicted=105.530982, expected=480.000000 predicted=346.925972, expected=584.000000 predicted=393.211952, expected=636.000000 predicted=458.636491, expected=360.000000 predicted=274.894573, expected=360.000000 predicted=335.524631, expected=232.000000 predicted=299.995362, expected=196.000000 predicted=327.513232, expected=276.000000 predicted=387.066823, expected=136.000000 predicted=188.396051, expected=108.000000 predicted=199.674060, expected=128.000000 predicted=157.803832, expected=100.000000 predicted=124.378612, expected=92.000000 predicted=147.751736, expected=216.000000 predicted=194.499469, expected=232.000000 predicted=180.502583, expected=176.000000 predicted=162.356747, expected=184.000000 predicted=167.205382, expected=92.000000 predicted=88.548442, expected=120.000000 predicted=159.847256, expected=120.000000 predicted=145.788216, expected=260.000000 predicted=238.198611, expected=100.000000 predicted=104.744714, expected=104.000000 predicted=123.659941, expected=112.000000 predicted=110.102641, expected=108.000000 predicted=110.543023, expected=128.000000 predicted=166.209356, expected=68.000000 predicted=73.788521, expected=152.000000 predicted=146.571738, expected=128.000000 predicted=111.050819, expected=116.000000 predicted=118.301928, expected=76.000000 predicted=91.087207, expected=96.000000 predicted=92.909141, expected=92.000000 predicted=105.450232, expected=84.000000 predicted=97.136608, expected=136.000000 predicted=131.047304, expected=148.000000 predicted=120.485786, expected=120.000000 predicted=112.211193, expected=76.000000 predicted=83.707113, expected=104.000000 predicted=103.309663, expected=80.000000 predicted=91.223837, expected=120.000000 predicted=131.517951, expected=108.000000 predicted=105.363574, expected=136.000000 predicted=121.072049, expected=132.000000 predicted=119.799933, expected=128.000000 predicted=115.136768, expected=112.000000 predicted=114.300072, expected=88.000000 predicted=95.329264, expected=116.000000 predicted=124.312089, expected=148.000000 predicted=139.327114, expected=112.000000 predicted=112.588385, expected=100.000000 predicted=108.168863, expected=104.000000 predicted=100.008768, expected=60.000000 predicted=74.868337, expected=68.000000 predicted=96.189060, expected=84.000000 predicted=89.842913, expected=160.000000 predicted=141.132720, expected=144.000000 predicted=122.745739, expected=100.000000 predicted=91.484207, expected=116.000000 predicted=107.277167, expected=124.000000 predicted=109.665874, expected=72.000000 predicted=95.927834, expected=156.000000 predicted=159.359591, expected=228.000000 predicted=179.829225, expected=100.000000 predicted=96.227970, expected=120.000000 predicted=138.646778, expected=100.000000 predicted=86.521883, expected=64.000000 predicted=93.325191, expected=80.000000 predicted=126.168376, expected=84.000000 predicted=85.581098, expected=132.000000 predicted=128.328089, expected=160.000000 predicted=136.506216, expected=128.000000 predicted=106.667720, expected=68.000000 predicted=75.373287, expected=44.000000 predicted=62.053093, expected=40.000000 Test MSE: 4408.916
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345])] predicted=40.160909, expected=24.000000 predicted=41.959363, expected=32.000000 predicted=35.224143, expected=48.000000 predicted=41.941326, expected=20.000000 predicted=25.445555, expected=20.000000 predicted=33.255256, expected=32.000000 predicted=28.729813, expected=16.000000 predicted=25.727007, expected=36.000000 predicted=35.736862, expected=56.000000 predicted=33.628862, expected=32.000000 predicted=28.144647, expected=48.000000 predicted=38.731747, expected=24.000000 predicted=26.624017, expected=32.000000 predicted=37.105769, expected=24.000000 predicted=37.229786, expected=8.000000 predicted=24.200166, expected=44.000000 predicted=38.563147, expected=32.000000 predicted=26.666902, expected=36.000000 predicted=32.045290, expected=36.000000 predicted=29.092123, expected=28.000000 predicted=24.627211, expected=24.000000 predicted=33.483517, expected=32.000000 predicted=31.821629, expected=40.000000 predicted=35.302630, expected=56.000000 predicted=41.008536, expected=44.000000 predicted=35.842252, expected=40.000000 predicted=35.749424, expected=28.000000 predicted=34.611908, expected=20.000000 predicted=34.348832, expected=20.000000 predicted=36.311160, expected=40.000000 predicted=37.426928, expected=60.000000 predicted=42.277707, expected=64.000000 predicted=41.942779, expected=32.000000 predicted=31.447478, expected=24.000000 predicted=31.166225, expected=32.000000 predicted=39.374421, expected=20.000000 predicted=39.391135, expected=56.000000 predicted=49.900947, expected=84.000000 predicted=49.363605, expected=36.000000 predicted=34.434620, expected=20.000000 predicted=33.401614, expected=12.000000 predicted=26.635768, expected=36.000000 predicted=45.417693, expected=52.000000 predicted=54.141916, expected=48.000000 predicted=37.411648, expected=80.000000 predicted=45.825718, expected=36.000000 predicted=31.828487, expected=24.000000 predicted=38.585453, expected=36.000000 predicted=44.836103, expected=12.000000 predicted=35.037662, expected=32.000000 predicted=47.461327, expected=40.000000 predicted=33.362021, expected=72.000000 predicted=43.267882, expected=28.000000 predicted=32.021287, expected=32.000000 predicted=29.500676, expected=24.000000 predicted=31.942649, expected=32.000000 predicted=38.421225, expected=28.000000 predicted=42.599317, expected=40.000000 predicted=32.765848, expected=48.000000 predicted=36.707063, expected=20.000000 predicted=26.136278, expected=20.000000 predicted=28.712503, expected=40.000000 predicted=33.601958, expected=20.000000 predicted=30.431034, expected=28.000000 predicted=34.071282, expected=56.000000 predicted=34.249911, expected=60.000000 predicted=38.652355, expected=36.000000 predicted=37.994165, expected=12.000000 predicted=24.629579, expected=8.000000 predicted=25.830539, expected=36.000000 predicted=41.875431, expected=44.000000 predicted=42.618906, expected=72.000000 predicted=44.933729, expected=72.000000 predicted=40.047251, expected=44.000000 predicted=34.656061, expected=44.000000 predicted=45.566188, expected=44.000000 predicted=48.589172, expected=8.000000 predicted=43.147882, expected=12.000000 predicted=40.066190, expected=16.000000 predicted=28.668755, expected=40.000000 predicted=36.221117, expected=20.000000 predicted=26.553762, expected=44.000000 predicted=25.650543, expected=28.000000 predicted=21.894951, expected=48.000000 predicted=33.575442, expected=16.000000 predicted=28.519859, expected=36.000000 predicted=31.056801, expected=36.000000 predicted=36.653971, expected=32.000000 predicted=31.739396, expected=32.000000 predicted=36.273409, expected=20.000000 predicted=22.762227, expected=8.000000 predicted=24.194316, expected=8.000000 predicted=22.099918, expected=20.000000 predicted=23.390186, expected=40.000000 predicted=29.473490, expected=36.000000 predicted=24.783810, expected=28.000000 predicted=20.185571, expected=36.000000 predicted=24.852435, expected=16.000000 predicted=22.769011, expected=28.000000 predicted=32.893197, expected=60.000000 predicted=41.806291, expected=52.000000 predicted=38.336788, expected=20.000000 predicted=30.408005, expected=32.000000 predicted=29.185919, expected=36.000000 predicted=34.900079, expected=12.000000 predicted=35.272694, expected=24.000000 predicted=34.015902, expected=24.000000 predicted=22.872186, expected=16.000000 predicted=24.015480, expected=40.000000 predicted=32.346189, expected=20.000000 predicted=18.270215, expected=12.000000 predicted=20.318504, expected=12.000000 predicted=18.643570, expected=36.000000 predicted=25.339466, expected=56.000000 predicted=39.413675, expected=52.000000 predicted=33.576040, expected=24.000000 predicted=23.505675, expected=32.000000 predicted=28.635471, expected=28.000000 predicted=34.565722, expected=12.000000 predicted=33.763255, expected=40.000000 predicted=39.606300, expected=36.000000 predicted=28.883816, expected=20.000000 predicted=26.791892, expected=32.000000 predicted=28.939769, expected=24.000000 predicted=22.070510, expected=36.000000 predicted=35.453952, expected=28.000000 predicted=29.921972, expected=32.000000 predicted=27.658061, expected=32.000000 predicted=30.939911, expected=56.000000 predicted=38.375785, expected=44.000000 predicted=38.317089, expected=32.000000 predicted=33.375009, expected=36.000000 predicted=35.960100, expected=40.000000 predicted=38.157837, expected=12.000000 predicted=34.333575, expected=32.000000 predicted=36.114575, expected=40.000000 predicted=33.802050, expected=52.000000 predicted=40.662666, expected=16.000000 predicted=28.242471, expected=20.000000 predicted=22.498680, expected=16.000000 predicted=25.912383, expected=24.000000 predicted=30.760561, expected=44.000000 predicted=38.942142, expected=48.000000 predicted=30.102784, expected=12.000000 predicted=20.095547, expected=40.000000 predicted=30.180627, expected=24.000000 predicted=26.787438, expected=16.000000 predicted=30.801284, expected=8.000000 predicted=25.488698, expected=20.000000 predicted=18.468687, expected=60.000000 predicted=40.519447, expected=40.000000 predicted=29.114024, expected=16.000000 predicted=20.422897, expected=4.000000 predicted=14.096114, expected=24.000000 predicted=25.685761, expected=8.000000 predicted=29.095280, expected=40.000000 predicted=32.546310, expected=44.000000 predicted=25.796863, expected=24.000000 predicted=18.412868, expected=28.000000 predicted=26.683153, expected=36.000000 predicted=25.954406, expected=28.000000 predicted=33.539266, expected=24.000000 predicted=32.135221, expected=72.000000 predicted=43.313915, expected=100.000000 predicted=57.185648, expected=24.000000 predicted=35.416793, expected=12.000000 predicted=31.277486, expected=20.000000 predicted=31.676976, expected=28.000000 predicted=47.740841, expected=40.000000 predicted=54.584938, expected=32.000000 predicted=26.327645, expected=56.000000 predicted=33.740185, expected=48.000000 predicted=34.886892, expected=24.000000 predicted=31.098475, expected=40.000000 predicted=40.539624, expected=16.000000 predicted=28.642025, expected=32.000000 predicted=41.212770, expected=20.000000 predicted=30.835555, expected=48.000000 predicted=34.627672, expected=36.000000 predicted=33.927940, expected=24.000000 predicted=24.425661, expected=40.000000 predicted=34.956275, expected=12.000000 predicted=21.681858, expected=12.000000 predicted=29.614699, expected=40.000000 predicted=33.384543, expected=52.000000 predicted=34.645522, expected=52.000000 predicted=40.341545, expected=16.000000 predicted=20.243792, expected=28.000000 predicted=27.308307, expected=32.000000 predicted=36.199780, expected=16.000000 predicted=32.987337, expected=28.000000 predicted=34.643912, expected=20.000000 predicted=19.991837, expected=28.000000 predicted=27.259602, expected=24.000000 predicted=25.705035, expected=36.000000 predicted=26.339800, expected=32.000000 predicted=28.485240, expected=8.000000 predicted=18.303341, expected=28.000000 predicted=27.769339, expected=36.000000 predicted=28.721761, expected=44.000000 predicted=35.949613, expected=20.000000 predicted=25.430019, expected=24.000000 predicted=21.656535, expected=16.000000 predicted=24.310464, expected=48.000000 predicted=38.406070, expected=60.000000 predicted=43.689052, expected=52.000000 predicted=36.077856, expected=32.000000 predicted=31.994031, expected=24.000000 predicted=29.002199, expected=44.000000 predicted=45.713681, expected=16.000000 predicted=36.631748, expected=52.000000 predicted=46.143088, expected=32.000000 predicted=31.074110, expected=20.000000 predicted=26.813797, expected=16.000000 predicted=29.128582, expected=28.000000 predicted=25.526537, expected=8.000000 predicted=26.960225, expected=32.000000 predicted=28.437068, expected=28.000000 predicted=22.307667, expected=40.000000 predicted=27.472890, expected=40.000000 predicted=31.119346, expected=24.000000 predicted=21.738130, expected=24.000000 predicted=29.495662, expected=28.000000 predicted=29.402394, expected=16.000000 predicted=27.866713, expected=20.000000 predicted=27.732779, expected=80.000000 predicted=44.427497, expected=48.000000 predicted=34.265453, expected=24.000000 predicted=30.252492, expected=40.000000 predicted=32.946276, expected=16.000000 predicted=27.178533, expected=28.000000 predicted=47.721258, expected=40.000000 predicted=38.269064, expected=52.000000 predicted=36.444974, expected=40.000000 predicted=37.156016, expected=44.000000 predicted=33.436597, expected=20.000000 predicted=29.286774, expected=24.000000 predicted=34.805609, expected=24.000000 predicted=35.708815, expected=20.000000 predicted=29.409418, expected=24.000000 predicted=30.003293, expected=36.000000 predicted=26.720743, expected=40.000000 predicted=30.100475, expected=24.000000 predicted=25.167986, expected=16.000000 predicted=21.818415, expected=12.000000 predicted=21.274477, expected=4.000000 predicted=20.683502, expected=16.000000 predicted=23.850746, expected=28.000000 predicted=21.695676, expected=32.000000 predicted=21.200865, expected=36.000000 predicted=22.655820, expected=24.000000 predicted=17.851693, expected=104.000000 predicted=53.833628, expected=32.000000 predicted=32.896641, expected=16.000000 predicted=32.784973, expected=40.000000 predicted=39.489314, expected=28.000000 predicted=33.563471, expected=16.000000 predicted=49.487863, expected=64.000000 predicted=41.998113, expected=24.000000 predicted=23.578466, expected=16.000000 predicted=30.267626, expected=32.000000 predicted=29.596136, expected=32.000000 predicted=27.425387, expected=36.000000 predicted=42.422892, expected=16.000000 predicted=21.840418, expected=64.000000 predicted=38.357010, expected=52.000000 predicted=39.152273, expected=20.000000 predicted=30.837285, expected=20.000000 predicted=30.898284, expected=16.000000 predicted=23.263390, expected=24.000000 predicted=38.956028, expected=36.000000 predicted=36.233399, expected=40.000000 predicted=28.106443, expected=48.000000 predicted=32.617895, expected=32.000000 predicted=27.449759, expected=60.000000 predicted=42.336642, expected=28.000000 predicted=34.515101, expected=12.000000 predicted=31.340360, expected=44.000000 predicted=42.298628, expected=56.000000 predicted=41.692326, expected=48.000000 predicted=47.669368, expected=28.000000 predicted=30.906398, expected=28.000000 predicted=28.002024, expected=24.000000 predicted=35.657459, expected=16.000000 predicted=34.422969, expected=56.000000 predicted=44.268125, expected=36.000000 predicted=30.340566, expected=12.000000 predicted=23.964608, expected=32.000000 predicted=28.959768, expected=28.000000 predicted=25.569230, expected=20.000000 predicted=34.423486, expected=4.000000 predicted=19.955950, expected=20.000000 predicted=18.399357, expected=56.000000 predicted=36.485686, expected=56.000000 predicted=36.181801, expected=8.000000 predicted=18.558043, expected=32.000000 predicted=24.985628, expected=40.000000 predicted=32.318182, expected=16.000000 predicted=34.755005, expected=28.000000 predicted=36.442638, expected=48.000000 predicted=28.696954, expected=28.000000 predicted=30.088439, expected=12.000000 predicted=26.903153, expected=24.000000 predicted=23.373702, expected=36.000000 predicted=30.946735, expected=12.000000 predicted=27.128289, expected=8.000000 predicted=19.090579, expected=20.000000 predicted=17.544539, expected=24.000000 predicted=22.311049, expected=20.000000 predicted=23.655746, expected=8.000000 predicted=12.042117, expected=16.000000 predicted=14.439005, expected=8.000000 predicted=14.282484, expected=8.000000 predicted=15.095056, expected=32.000000 predicted=21.408440, expected=24.000000 predicted=15.194089, expected=16.000000 predicted=16.544749, expected=24.000000 predicted=17.517923, expected=28.000000 predicted=20.010412, expected=24.000000 predicted=26.053577, expected=20.000000 predicted=22.082548, expected=16.000000 predicted=18.429871, expected=8.000000 predicted=17.572921, expected=16.000000 predicted=20.637598, expected=24.000000 predicted=20.998328, expected=32.000000 predicted=22.878633, expected=8.000000 predicted=13.348023, expected=20.000000 predicted=16.923505, expected=16.000000 predicted=16.918764, expected=32.000000 predicted=25.915767, expected=28.000000 predicted=25.554713, expected=4.000000 predicted=11.151634, expected=36.000000 predicted=26.899051, expected=8.000000 predicted=14.356241, expected=40.000000 predicted=32.386788, expected=24.000000 predicted=22.806258, expected=28.000000 predicted=20.635527, expected=20.000000 predicted=26.026704, expected=12.000000 predicted=16.073082, expected=20.000000 predicted=27.107625, expected=32.000000 predicted=25.572433, expected=24.000000 predicted=23.751929, expected=40.000000 predicted=28.018417, expected=40.000000 predicted=26.595579, expected=4.000000 predicted=18.078702, expected=36.000000 predicted=33.290661, expected=4.000000 predicted=17.287734, expected=24.000000 predicted=30.003313, expected=24.000000 predicted=25.802380, expected=32.000000 predicted=20.125306, expected=24.000000 predicted=26.110817, expected=12.000000 predicted=13.808909, expected=36.000000 predicted=28.512845, expected=16.000000 predicted=20.806875, expected=4.000000 predicted=19.326526, expected=32.000000 predicted=24.972230, expected=48.000000 predicted=27.563546, expected=20.000000 predicted=25.752328, expected=24.000000 predicted=22.436783, expected=4.000000 predicted=11.980550, expected=8.000000 predicted=22.062943, expected=20.000000 predicted=27.160410, expected=12.000000 predicted=14.901651, expected=52.000000 predicted=30.381786, expected=4.000000 predicted=7.773143, expected=16.000000 predicted=16.924144, expected=8.000000 predicted=15.000410, expected=20.000000 predicted=18.561466, expected=12.000000 predicted=24.186550, expected=32.000000 predicted=17.558278, expected=48.000000 predicted=27.250861, expected=32.000000 predicted=22.114502, expected=20.000000 predicted=23.330804, expected=16.000000 predicted=20.221724, expected=8.000000 predicted=22.831442, expected=8.000000 predicted=24.894985, expected=36.000000 predicted=27.739364, expected=24.000000 predicted=19.416130, expected=8.000000 predicted=14.005826, expected=16.000000 predicted=14.430709, expected=20.000000 predicted=16.408344, expected=16.000000 predicted=22.763859, expected=28.000000 predicted=22.549418, expected=20.000000 predicted=15.420151, expected=40.000000 predicted=26.549661, expected=4.000000 predicted=14.863664, expected=8.000000 predicted=16.546946, expected=12.000000 predicted=18.804874, expected=4.000000 predicted=13.325358, expected=4.000000 predicted=16.682959, expected=16.000000 predicted=9.205942, expected=20.000000 predicted=12.250398, expected=24.000000 predicted=15.670562, expected=16.000000 predicted=11.503629, expected=16.000000 predicted=13.110069, expected=24.000000 predicted=19.771768, expected=24.000000 predicted=21.197131, expected=20.000000 predicted=21.087903, expected=16.000000 predicted=17.422720, expected=20.000000 predicted=19.120538, expected=16.000000 predicted=19.673423, expected=12.000000 predicted=17.817676, expected=12.000000 predicted=15.830732, expected=8.000000 predicted=12.745738, expected=12.000000 predicted=14.713629, expected=16.000000 predicted=14.212123, expected=16.000000 predicted=13.212028, expected=56.000000 predicted=28.322951, expected=16.000000 predicted=14.317910, expected=4.000000 predicted=14.464917, expected=20.000000 predicted=19.650400, expected=28.000000 predicted=23.090987, expected=48.000000 predicted=40.644735, expected=12.000000 predicted=15.834734, expected=4.000000 predicted=12.159244, expected=4.000000 predicted=15.368274, expected=32.000000 predicted=26.980437, expected=20.000000 predicted=25.622771, expected=16.000000 predicted=14.343666, expected=16.000000 predicted=12.366162, expected=8.000000 predicted=11.027508, expected=4.000000 predicted=16.740573, expected=12.000000 predicted=14.437548, expected=20.000000 predicted=15.371358, expected=16.000000 predicted=13.906832, expected=36.000000 predicted=19.595230, expected=24.000000 predicted=15.516680, expected=12.000000 predicted=15.934421, expected=24.000000 predicted=22.245338, expected=8.000000 predicted=15.392409, expected=24.000000 Test MSE: 241.329
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897])] predicted=44.656897, expected=16.000000 predicted=34.002949, expected=36.000000 predicted=38.607457, expected=24.000000 predicted=36.036498, expected=20.000000 predicted=26.882784, expected=48.000000 predicted=31.027188, expected=44.000000 predicted=32.919632, expected=24.000000 predicted=30.456613, expected=40.000000 predicted=31.435790, expected=60.000000 predicted=41.927337, expected=64.000000 predicted=51.911829, expected=44.000000 predicted=43.712271, expected=40.000000 predicted=38.956989, expected=44.000000 predicted=46.461326, expected=40.000000 predicted=49.791850, expected=44.000000 predicted=48.538488, expected=60.000000 predicted=48.518422, expected=28.000000 predicted=39.064300, expected=36.000000 predicted=39.716967, expected=52.000000 predicted=44.974020, expected=40.000000 predicted=44.384532, expected=8.000000 predicted=33.100230, expected=36.000000 predicted=32.119393, expected=80.000000 predicted=51.902765, expected=52.000000 predicted=48.682013, expected=64.000000 predicted=46.522496, expected=48.000000 predicted=39.934329, expected=36.000000 predicted=46.858216, expected=36.000000 predicted=53.083393, expected=28.000000 predicted=42.670930, expected=76.000000 predicted=57.902183, expected=60.000000 predicted=51.175302, expected=64.000000 predicted=49.735815, expected=44.000000 predicted=44.955522, expected=52.000000 predicted=49.687386, expected=44.000000 predicted=57.436440, expected=52.000000 predicted=54.463177, expected=68.000000 predicted=58.942022, expected=72.000000 predicted=57.788455, expected=48.000000 predicted=52.535644, expected=20.000000 predicted=40.904588, expected=52.000000 predicted=52.342886, expected=24.000000 predicted=47.816344, expected=48.000000 predicted=49.821053, expected=56.000000 predicted=45.358193, expected=52.000000 predicted=41.454207, expected=36.000000 predicted=42.258398, expected=40.000000 predicted=38.307949, expected=48.000000 predicted=47.958069, expected=24.000000 predicted=41.269988, expected=40.000000 predicted=41.253645, expected=36.000000 predicted=37.240845, expected=48.000000 predicted=42.183981, expected=44.000000 predicted=41.700932, expected=48.000000 predicted=38.934757, expected=48.000000 predicted=43.793667, expected=44.000000 predicted=43.101740, expected=56.000000 predicted=49.633943, expected=60.000000 predicted=51.645433, expected=36.000000 predicted=45.419745, expected=40.000000 predicted=44.634688, expected=52.000000 predicted=48.836451, expected=40.000000 predicted=48.315609, expected=44.000000 predicted=46.769852, expected=32.000000 predicted=37.559761, expected=44.000000 predicted=42.462742, expected=44.000000 predicted=44.826736, expected=20.000000 predicted=33.867832, expected=24.000000 predicted=32.715032, expected=68.000000 predicted=45.253925, expected=72.000000 predicted=53.026604, expected=68.000000 predicted=51.340022, expected=36.000000 predicted=37.820646, expected=68.000000 predicted=53.236590, expected=44.000000 predicted=58.726897, expected=20.000000 predicted=47.572579, expected=60.000000 predicted=53.916811, expected=24.000000 predicted=39.051732, expected=40.000000 predicted=45.866713, expected=68.000000 predicted=47.914294, expected=24.000000 predicted=34.295506, expected=40.000000 predicted=42.840579, expected=64.000000 predicted=44.645666, expected=44.000000 predicted=47.070563, expected=24.000000 predicted=41.741447, expected=56.000000 predicted=41.322267, expected=40.000000 predicted=44.443240, expected=44.000000 predicted=48.310084, expected=44.000000 predicted=41.584186, expected=44.000000 predicted=40.087577, expected=56.000000 predicted=50.606639, expected=40.000000 predicted=42.856760, expected=32.000000 predicted=40.362985, expected=36.000000 predicted=40.608713, expected=44.000000 predicted=43.798518, expected=76.000000 predicted=55.880612, expected=28.000000 predicted=38.591155, expected=52.000000 predicted=42.661706, expected=8.000000 predicted=32.197594, expected=56.000000 predicted=47.944429, expected=32.000000 predicted=46.050956, expected=80.000000 predicted=48.784857, expected=44.000000 predicted=45.453587, expected=24.000000 predicted=30.624963, expected=40.000000 predicted=44.650723, expected=36.000000 predicted=41.961616, expected=40.000000 predicted=49.671803, expected=32.000000 predicted=35.757799, expected=28.000000 predicted=30.505656, expected=60.000000 predicted=43.933690, expected=40.000000 predicted=39.884302, expected=36.000000 predicted=37.684291, expected=28.000000 predicted=33.221824, expected=64.000000 predicted=45.917432, expected=44.000000 predicted=48.375241, expected=72.000000 predicted=50.555142, expected=68.000000 predicted=52.141140, expected=44.000000 predicted=47.241462, expected=68.000000 predicted=60.759492, expected=40.000000 predicted=51.823215, expected=52.000000 predicted=58.693145, expected=52.000000 predicted=55.565595, expected=68.000000 predicted=56.532299, expected=32.000000 predicted=49.985845, expected=40.000000 predicted=43.466524, expected=24.000000 predicted=41.668746, expected=40.000000 predicted=44.841637, expected=36.000000 predicted=44.017281, expected=64.000000 predicted=43.720381, expected=68.000000 predicted=49.305591, expected=104.000000 predicted=61.094562, expected=52.000000 predicted=54.760775, expected=60.000000 predicted=56.209128, expected=36.000000 predicted=57.673186, expected=32.000000 predicted=55.859213, expected=84.000000 predicted=73.719188, expected=80.000000 predicted=64.041044, expected=68.000000 predicted=60.633394, expected=28.000000 predicted=42.702172, expected=48.000000 predicted=50.276677, expected=36.000000 predicted=59.322803, expected=36.000000 predicted=52.654945, expected=52.000000 predicted=49.552193, expected=76.000000 predicted=50.645032, expected=64.000000 predicted=54.200445, expected=20.000000 predicted=37.442274, expected=60.000000 predicted=48.899547, expected=24.000000 predicted=46.801975, expected=40.000000 predicted=50.835216, expected=68.000000 predicted=53.277141, expected=116.000000 predicted=64.417853, expected=48.000000 predicted=56.610615, expected=68.000000 predicted=51.681644, expected=52.000000 predicted=57.935334, expected=52.000000 predicted=66.005196, expected=32.000000 predicted=64.328933, expected=56.000000 predicted=51.851094, expected=44.000000 predicted=53.377846, expected=48.000000 predicted=48.204744, expected=36.000000 predicted=43.499163, expected=36.000000 predicted=38.812307, expected=40.000000 predicted=44.954164, expected=44.000000 predicted=42.937283, expected=64.000000 predicted=49.690257, expected=128.000000 predicted=70.743771, expected=92.000000 predicted=68.777558, expected=52.000000 predicted=57.097789, expected=40.000000 predicted=55.504208, expected=16.000000 predicted=55.136971, expected=32.000000 predicted=67.124092, expected=52.000000 predicted=58.263284, expected=72.000000 predicted=53.698929, expected=44.000000 predicted=42.079329, expected=32.000000 predicted=32.171439, expected=64.000000 predicted=49.199889, expected=48.000000 predicted=53.178274, expected=56.000000 predicted=56.469179, expected=60.000000 predicted=51.095259, expected=84.000000 predicted=59.774466, expected=64.000000 predicted=63.624937, expected=44.000000 predicted=52.229719, expected=48.000000 predicted=54.906223, expected=28.000000 predicted=50.220639, expected=48.000000 predicted=57.422233, expected=52.000000 predicted=52.423909, expected=84.000000 predicted=58.232687, expected=48.000000 predicted=50.048225, expected=84.000000 predicted=56.562771, expected=52.000000 predicted=57.321736, expected=44.000000 predicted=54.434225, expected=36.000000 predicted=56.596423, expected=48.000000 predicted=51.161873, expected=52.000000 predicted=59.259724, expected=48.000000 predicted=48.179630, expected=84.000000 predicted=57.912592, expected=76.000000 predicted=59.197449, expected=48.000000 predicted=53.613929, expected=40.000000 predicted=50.352225, expected=68.000000 predicted=60.637868, expected=72.000000 predicted=72.172670, expected=12.000000 predicted=46.636425, expected=44.000000 predicted=43.969271, expected=60.000000 predicted=52.148041, expected=60.000000 predicted=58.936480, expected=32.000000 predicted=46.423925, expected=116.000000 predicted=60.204281, expected=76.000000 predicted=66.352307, expected=56.000000 predicted=61.000325, expected=68.000000 predicted=64.930407, expected=20.000000 predicted=46.972045, expected=60.000000 predicted=73.052179, expected=40.000000 predicted=55.740858, expected=56.000000 predicted=52.711834, expected=100.000000 predicted=69.437890, expected=68.000000 predicted=54.881195, expected=4.000000 predicted=41.213798, expected=52.000000 predicted=48.029202, expected=24.000000 predicted=48.007310, expected=32.000000 predicted=53.834432, expected=72.000000 predicted=53.554307, expected=124.000000 predicted=61.903177, expected=84.000000 predicted=68.208098, expected=64.000000 predicted=54.970403, expected=68.000000 predicted=62.688939, expected=20.000000 predicted=59.551723, expected=60.000000 predicted=77.589616, expected=44.000000 predicted=60.208207, expected=64.000000 predicted=58.688817, expected=64.000000 predicted=58.890575, expected=40.000000 predicted=41.019391, expected=44.000000 predicted=50.609094, expected=32.000000 predicted=43.217630, expected=20.000000 predicted=41.865152, expected=84.000000 predicted=59.664243, expected=52.000000 predicted=48.429298, expected=76.000000 predicted=55.315818, expected=36.000000 predicted=42.099934, expected=64.000000 predicted=49.679626, expected=44.000000 predicted=61.002405, expected=48.000000 predicted=51.862065, expected=48.000000 predicted=55.646076, expected=56.000000 predicted=48.836299, expected=16.000000 predicted=42.203870, expected=40.000000 predicted=40.292997, expected=28.000000 predicted=38.961582, expected=40.000000 predicted=40.854470, expected=56.000000 predicted=46.812114, expected=68.000000 predicted=43.882008, expected=48.000000 predicted=45.861791, expected=32.000000 predicted=37.229526, expected=68.000000 predicted=52.785860, expected=52.000000 predicted=55.743613, expected=48.000000 predicted=54.278466, expected=84.000000 predicted=60.200105, expected=52.000000 predicted=51.879059, expected=52.000000 predicted=58.170580, expected=48.000000 predicted=52.349355, expected=72.000000 predicted=60.787331, expected=28.000000 predicted=55.619202, expected=44.000000 predicted=46.907214, expected=148.000000 predicted=83.469864, expected=44.000000 predicted=60.461946, expected=48.000000 predicted=58.856748, expected=84.000000 predicted=59.925704, expected=24.000000 predicted=54.168710, expected=32.000000 predicted=72.544608, expected=96.000000 predicted=60.946500, expected=124.000000 predicted=80.292877, expected=16.000000 predicted=57.432563, expected=36.000000 predicted=41.065806, expected=52.000000 predicted=50.805874, expected=56.000000 predicted=69.996083, expected=16.000000 predicted=57.837079, expected=80.000000 predicted=45.300527, expected=68.000000 predicted=52.652206, expected=80.000000 predicted=62.759964, expected=28.000000 predicted=48.801856, expected=48.000000 predicted=42.987378, expected=20.000000 predicted=51.479840, expected=36.000000 predicted=48.066146, expected=48.000000 predicted=52.776009, expected=96.000000 predicted=54.542678, expected=56.000000 predicted=52.531221, expected=24.000000 predicted=34.567993, expected=72.000000 predicted=54.666756, expected=24.000000 predicted=45.258701, expected=36.000000 predicted=57.071833, expected=112.000000 predicted=68.520384, expected=44.000000 predicted=44.752998, expected=52.000000 predicted=59.207618, expected=68.000000 predicted=50.853953, expected=56.000000 predicted=54.284621, expected=44.000000 predicted=69.756575, expected=40.000000 predicted=46.276285, expected=72.000000 predicted=58.312054, expected=72.000000 predicted=64.384598, expected=60.000000 predicted=58.119873, expected=28.000000 predicted=44.706791, expected=44.000000 predicted=47.135000, expected=16.000000 predicted=45.807661, expected=24.000000 predicted=43.291103, expected=80.000000 predicted=55.123578, expected=80.000000 predicted=50.588971, expected=36.000000 predicted=44.172065, expected=32.000000 predicted=34.589085, expected=36.000000 predicted=38.927923, expected=48.000000 predicted=57.340181, expected=52.000000 predicted=56.163765, expected=68.000000 predicted=48.920378, expected=60.000000 predicted=48.216323, expected=48.000000 predicted=47.406421, expected=32.000000 predicted=45.621691, expected=60.000000 predicted=54.334965, expected=28.000000 predicted=48.523600, expected=40.000000 predicted=46.922138, expected=80.000000 predicted=55.729965, expected=40.000000 predicted=42.049264, expected=32.000000 predicted=46.347721, expected=40.000000 predicted=38.506778, expected=72.000000 predicted=53.189113, expected=28.000000 predicted=51.278401, expected=36.000000 predicted=39.723415, expected=92.000000 predicted=55.821778, expected=32.000000 predicted=43.471855, expected=28.000000 predicted=49.293714, expected=28.000000 predicted=34.277640, expected=44.000000 predicted=41.230505, expected=40.000000 predicted=54.185425, expected=20.000000 predicted=29.185125, expected=52.000000 predicted=37.629686, expected=96.000000 predicted=54.361030, expected=68.000000 predicted=55.141568, expected=32.000000 predicted=44.596398, expected=24.000000 predicted=36.140425, expected=48.000000 predicted=51.345962, expected=36.000000 predicted=56.956250, expected=72.000000 predicted=57.851528, expected=44.000000 predicted=40.694965, expected=40.000000 predicted=38.574851, expected=60.000000 predicted=52.041836, expected=40.000000 predicted=43.493321, expected=28.000000 predicted=48.269485, expected=72.000000 predicted=52.565266, expected=52.000000 predicted=47.262631, expected=88.000000 predicted=65.313571, expected=108.000000 predicted=69.986246, expected=64.000000 predicted=58.598538, expected=56.000000 predicted=69.172663, expected=48.000000 predicted=59.790513, expected=52.000000 predicted=69.010026, expected=68.000000 predicted=76.020188, expected=76.000000 predicted=65.312335, expected=36.000000 predicted=51.259343, expected=16.000000 predicted=40.801535, expected=36.000000 predicted=45.236541, expected=36.000000 predicted=47.469068, expected=32.000000 predicted=45.541268, expected=100.000000 predicted=55.553816, expected=68.000000 predicted=45.650607, expected=56.000000 predicted=51.386005, expected=56.000000 predicted=52.375911, expected=44.000000 predicted=48.788844, expected=32.000000 predicted=61.835523, expected=36.000000 predicted=49.700930, expected=104.000000 predicted=67.298672, expected=68.000000 predicted=59.538178, expected=64.000000 predicted=57.045705, expected=48.000000 predicted=49.712726, expected=32.000000 predicted=46.277210, expected=20.000000 predicted=57.899504, expected=72.000000 predicted=59.912529, expected=72.000000 predicted=59.594277, expected=72.000000 predicted=57.092411, expected=16.000000 predicted=35.903203, expected=52.000000 predicted=43.452433, expected=20.000000 predicted=47.643462, expected=40.000000 predicted=50.192967, expected=40.000000 predicted=47.773347, expected=92.000000 predicted=48.842566, expected=24.000000 predicted=41.922510, expected=64.000000 predicted=44.344128, expected=8.000000 predicted=34.872182, expected=36.000000 predicted=39.704609, expected=68.000000 predicted=64.395139, expected=16.000000 predicted=28.358681, expected=52.000000 predicted=49.052969, expected=72.000000 predicted=40.898462, expected=24.000000 predicted=37.850925, expected=64.000000 predicted=57.452056, expected=60.000000 predicted=42.861411, expected=32.000000 predicted=46.816941, expected=68.000000 predicted=61.266699, expected=60.000000 predicted=46.602124, expected=44.000000 predicted=54.811307, expected=76.000000 predicted=61.989526, expected=48.000000 predicted=47.576737, expected=44.000000 predicted=56.657758, expected=36.000000 predicted=49.369891, expected=20.000000 predicted=38.264953, expected=92.000000 predicted=67.266946, expected=44.000000 predicted=47.269427, expected=64.000000 predicted=52.515779, expected=44.000000 predicted=44.780377, expected=60.000000 predicted=47.178007, expected=24.000000 predicted=56.562641, expected=56.000000 predicted=48.857253, expected=68.000000 predicted=58.835906, expected=112.000000 predicted=69.240703, expected=84.000000 predicted=70.627161, expected=28.000000 predicted=45.082357, expected=52.000000 predicted=59.655661, expected=28.000000 predicted=54.881505, expected=48.000000 predicted=69.092040, expected=36.000000 predicted=52.706317, expected=64.000000 predicted=44.199294, expected=80.000000 predicted=58.603421, expected=48.000000 predicted=45.331822, expected=52.000000 predicted=52.296622, expected=20.000000 predicted=39.089924, expected=28.000000 predicted=46.903800, expected=84.000000 predicted=65.889453, expected=52.000000 predicted=49.589307, expected=52.000000 predicted=50.326905, expected=52.000000 predicted=41.654667, expected=28.000000 predicted=39.257000, expected=32.000000 predicted=53.543306, expected=16.000000 predicted=36.071911, expected=60.000000 predicted=47.366712, expected=72.000000 predicted=52.576672, expected=40.000000 predicted=38.753964, expected=32.000000 predicted=36.824923, expected=72.000000 predicted=45.738044, expected=32.000000 Test MSE: 519.737
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421])] predicted=14.965359, expected=4.000000 predicted=8.606954, expected=12.000000 predicted=10.631786, expected=32.000000 predicted=15.815677, expected=28.000000 predicted=18.256882, expected=12.000000 predicted=16.386080, expected=8.000000 predicted=14.561179, expected=12.000000 predicted=16.253604, expected=8.000000 predicted=16.052696, expected=20.000000 predicted=15.524751, expected=52.000000 predicted=22.243660, expected=8.000000 predicted=17.487134, expected=16.000000 predicted=18.563257, expected=40.000000 predicted=24.713272, expected=24.000000 predicted=26.568016, expected=16.000000 predicted=25.987744, expected=12.000000 predicted=17.982338, expected=20.000000 predicted=20.756161, expected=12.000000 predicted=20.287685, expected=8.000000 predicted=14.754525, expected=4.000000 predicted=11.059270, expected=4.000000 predicted=9.172372, expected=8.000000 predicted=9.309111, expected=12.000000 predicted=8.517615, expected=12.000000 predicted=8.523273, expected=20.000000 predicted=10.981496, expected=8.000000 predicted=10.349119, expected=24.000000 predicted=14.832657, expected=4.000000 predicted=12.410455, expected=20.000000 predicted=14.994196, expected=32.000000 predicted=19.524231, expected=8.000000 predicted=15.358835, expected=16.000000 predicted=17.275034, expected=24.000000 predicted=17.433138, expected=12.000000 predicted=18.142135, expected=68.000000 predicted=31.041662, expected=24.000000 predicted=25.641986, expected=32.000000 predicted=29.607844, expected=16.000000 predicted=27.440715, expected=12.000000 predicted=25.176476, expected=24.000000 predicted=29.415656, expected=48.000000 predicted=28.343547, expected=48.000000 predicted=32.695671, expected=48.000000 predicted=34.367358, expected=60.000000 predicted=41.557032, expected=40.000000 predicted=43.975946, expected=28.000000 predicted=43.485755, expected=20.000000 predicted=38.013869, expected=8.000000 predicted=30.950653, expected=36.000000 predicted=32.815094, expected=12.000000 predicted=23.501521, expected=12.000000 predicted=18.804256, expected=16.000000 predicted=16.756252, expected=8.000000 predicted=14.301975, expected=8.000000 predicted=14.933020, expected=24.000000 predicted=14.278496, expected=8.000000 predicted=12.474751, expected=24.000000 predicted=15.742965, expected=36.000000 predicted=19.807455, expected=20.000000 predicted=20.355133, expected=4.000000 predicted=17.748931, expected=12.000000 predicted=15.688069, expected=4.000000 predicted=15.106037, expected=16.000000 predicted=15.927166, expected=8.000000 predicted=10.730684, expected=32.000000 predicted=14.653927, expected=12.000000 predicted=14.195603, expected=16.000000 predicted=14.566606, expected=16.000000 predicted=16.261924, expected=4.000000 predicted=13.244747, expected=48.000000 predicted=24.289618, expected=68.000000 predicted=32.474141, expected=16.000000 predicted=27.853457, expected=4.000000 predicted=22.608949, expected=8.000000 predicted=20.686776, expected=16.000000 predicted=26.006023, expected=12.000000 predicted=21.486984, expected=16.000000 predicted=12.691849, expected=24.000000 predicted=14.305225, expected=4.000000 predicted=12.271383, expected=16.000000 predicted=14.614795, expected=20.000000 predicted=15.580856, expected=20.000000 predicted=17.345299, expected=32.000000 predicted=21.134985, expected=16.000000 predicted=17.567224, expected=4.000000 predicted=16.183546, expected=12.000000 predicted=16.175415, expected=28.000000 predicted=19.708865, expected=20.000000 predicted=19.772502, expected=12.000000 predicted=15.141441, expected=8.000000 predicted=12.614051, expected=36.000000 predicted=20.828848, expected=24.000000 predicted=22.324121, expected=20.000000 predicted=20.342792, expected=32.000000 predicted=22.612878, expected=8.000000 predicted=19.458520, expected=20.000000 predicted=23.157048, expected=20.000000 predicted=20.437623, expected=12.000000 predicted=18.155135, expected=8.000000 predicted=15.986989, expected=8.000000 predicted=11.684018, expected=8.000000 predicted=12.218701, expected=8.000000 predicted=10.605381, expected=20.000000 predicted=11.792541, expected=12.000000 predicted=10.946573, expected=24.000000 predicted=14.522069, expected=12.000000 predicted=13.636984, expected=24.000000 predicted=17.262039, expected=8.000000 predicted=15.746938, expected=40.000000 predicted=21.984825, expected=16.000000 predicted=20.624621, expected=20.000000 predicted=19.886022, expected=36.000000 predicted=25.044016, expected=8.000000 predicted=19.779462, expected=16.000000 predicted=22.250721, expected=12.000000 predicted=16.781981, expected=20.000000 predicted=18.911349, expected=24.000000 predicted=20.486704, expected=36.000000 predicted=21.187151, expected=24.000000 predicted=22.433020, expected=32.000000 predicted=25.168979, expected=16.000000 predicted=24.020850, expected=8.000000 predicted=21.376802, expected=12.000000 predicted=20.172842, expected=4.000000 predicted=14.678636, expected=12.000000 predicted=14.214397, expected=4.000000 predicted=8.871478, expected=4.000000 predicted=6.903301, expected=20.000000 predicted=10.462258, expected=12.000000 predicted=9.810790, expected=20.000000 predicted=13.142139, expected=20.000000 predicted=13.844490, expected=12.000000 predicted=14.191864, expected=16.000000 predicted=16.507379, expected=20.000000 predicted=16.801140, expected=52.000000 predicted=26.863425, expected=20.000000 predicted=23.734294, expected=20.000000 predicted=22.656901, expected=8.000000 predicted=20.013891, expected=4.000000 predicted=18.333818, expected=8.000000 predicted=18.038295, expected=28.000000 predicted=16.428963, expected=12.000000 predicted=13.971386, expected=12.000000 predicted=11.950992, expected=20.000000 predicted=14.004469, expected=12.000000 predicted=14.839957, expected=28.000000 predicted=20.101748, expected=32.000000 predicted=20.828834, expected=24.000000 predicted=21.852643, expected=12.000000 predicted=20.093814, expected=12.000000 predicted=18.269191, expected=20.000000 predicted=21.104322, expected=32.000000 predicted=23.762093, expected=20.000000 predicted=20.624576, expected=24.000000 predicted=20.222782, expected=12.000000 predicted=18.574722, expected=8.000000 predicted=17.779583, expected=20.000000 predicted=19.475623, expected=8.000000 predicted=14.784514, expected=40.000000 predicted=21.415704, expected=8.000000 predicted=15.427317, expected=12.000000 predicted=15.208494, expected=12.000000 predicted=15.535062, expected=24.000000 predicted=17.905971, expected=4.000000 predicted=16.285233, expected=4.000000 predicted=9.532817, expected=24.000000 predicted=14.072422, expected=20.000000 predicted=15.669946, expected=8.000000 predicted=13.973095, expected=16.000000 predicted=12.392697, expected=12.000000 predicted=13.316488, expected=20.000000 predicted=17.376273, expected=36.000000 predicted=20.881538, expected=20.000000 predicted=19.030397, expected=312.000000 predicted=96.659963, expected=44.000000 predicted=84.189034, expected=28.000000 predicted=74.929032, expected=32.000000 predicted=69.473216, expected=8.000000 predicted=74.254030, expected=24.000000 predicted=86.772525, expected=48.000000 predicted=32.813682, expected=4.000000 predicted=23.667556, expected=88.000000 predicted=38.733235, expected=16.000000 predicted=30.569849, expected=8.000000 predicted=29.793954, expected=16.000000 predicted=25.494041, expected=20.000000 predicted=24.272477, expected=24.000000 predicted=31.297699, expected=16.000000 predicted=16.867303, expected=20.000000 predicted=17.058224, expected=16.000000 predicted=18.087605, expected=72.000000 predicted=32.223578, expected=36.000000 predicted=33.155123, expected=24.000000 predicted=30.414340, expected=32.000000 predicted=30.402126, expected=16.000000 predicted=30.422495, expected=8.000000 predicted=30.371333, expected=12.000000 predicted=19.835873, expected=16.000000 predicted=17.889651, expected=8.000000 predicted=15.571567, expected=8.000000 predicted=10.962377, expected=32.000000 predicted=15.253451, expected=20.000000 predicted=17.299309, expected=16.000000 predicted=17.157334, expected=16.000000 predicted=15.463342, expected=72.000000 predicted=31.155138, expected=8.000000 predicted=27.961351, expected=4.000000 predicted=20.656523, expected=20.000000 predicted=19.105939, expected=4.000000 predicted=19.362015, expected=28.000000 predicted=25.143094, expected=4.000000 predicted=10.653015, expected=16.000000 predicted=12.853225, expected=40.000000 predicted=20.163438, expected=8.000000 predicted=16.978741, expected=8.000000 predicted=16.528498, expected=20.000000 predicted=14.470183, expected=4.000000 predicted=15.378143, expected=4.000000 predicted=13.762021, expected=4.000000 predicted=6.785544, expected=4.000000 predicted=7.029087, expected=44.000000 predicted=16.607282, expected=4.000000 predicted=11.322905, expected=24.000000 predicted=14.901754, expected=44.000000 predicted=21.223641, expected=12.000000 predicted=22.364708, expected=8.000000 predicted=21.571027, expected=4.000000 predicted=12.693045, expected=12.000000 predicted=16.785248, expected=12.000000 predicted=15.992882, expected=16.000000 predicted=11.605290, expected=32.000000 predicted=15.737764, expected=12.000000 predicted=14.871592, expected=12.000000 predicted=15.434855, expected=20.000000 predicted=16.425674, expected=16.000000 predicted=18.118897, expected=8.000000 predicted=16.487691, expected=12.000000 predicted=12.615047, expected=16.000000 predicted=13.911256, expected=36.000000 predicted=20.241060, expected=20.000000 predicted=19.079876, expected=8.000000 predicted=15.834401, expected=12.000000 predicted=15.352708, expected=20.000000 predicted=18.382490, expected=16.000000 predicted=19.458496, expected=20.000000 predicted=16.718834, expected=28.000000 predicted=18.054051, expected=36.000000 predicted=23.633152, expected=24.000000 predicted=24.559789, expected=8.000000 predicted=20.296668, expected=12.000000 predicted=19.170386, expected=24.000000 predicted=21.869649, expected=20.000000 predicted=21.768081, expected=20.000000 predicted=18.766311, expected=20.000000 predicted=17.085905, expected=16.000000 predicted=18.209006, expected=28.000000 predicted=21.952650, expected=12.000000 predicted=18.877171, expected=8.000000 predicted=16.431985, expected=24.000000 predicted=17.739553, expected=16.000000 predicted=17.628197, expected=4.000000 predicted=15.010217, expected=4.000000 predicted=9.717115, expected=20.000000 predicted=12.739245, expected=8.000000 predicted=13.135361, expected=16.000000 predicted=12.212647, expected=8.000000 predicted=9.278272, expected=12.000000 predicted=11.272297, expected=16.000000 predicted=13.536391, expected=4.000000 predicted=10.245093, expected=8.000000 predicted=10.256737, expected=28.000000 predicted=13.643175, expected=24.000000 predicted=17.050080, expected=4.000000 predicted=13.772371, expected=12.000000 predicted=11.943278, expected=8.000000 predicted=12.600085, expected=8.000000 predicted=14.085038, expected=24.000000 predicted=14.510570, expected=20.000000 predicted=13.711171, expected=12.000000 predicted=14.297936, expected=4.000000 predicted=11.095166, expected=28.000000 predicted=16.339881, expected=16.000000 predicted=17.913076, expected=8.000000 predicted=14.820690, expected=12.000000 predicted=12.244257, expected=36.000000 predicted=18.634780, expected=4.000000 predicted=17.345297, expected=4.000000 predicted=12.426721, expected=8.000000 predicted=9.985848, expected=4.000000 predicted=10.803741, expected=16.000000 predicted=13.147301, expected=24.000000 predicted=11.422537, expected=32.000000 predicted=16.914883, expected=4.000000 predicted=13.955266, expected=156.000000 predicted=48.797462, expected=208.000000 predicted=96.355892, expected=12.000000 predicted=70.132650, expected=12.000000 predicted=61.807840, expected=60.000000 predicted=67.533370, expected=36.000000 predicted=79.564654, expected=28.000000 predicted=62.108729, expected=4.000000 predicted=21.642387, expected=44.000000 predicted=32.226302, expected=12.000000 predicted=27.455879, expected=76.000000 predicted=40.456593, expected=60.000000 predicted=39.794131, expected=16.000000 predicted=33.850086, expected=28.000000 predicted=37.828979, expected=16.000000 predicted=30.387101, expected=24.000000 predicted=35.752556, expected=8.000000 predicted=22.982464, expected=28.000000 predicted=21.305356, expected=16.000000 predicted=19.085438, expected=4.000000 predicted=14.774245, expected=24.000000 predicted=18.141860, expected=12.000000 predicted=14.308755, expected=12.000000 predicted=16.121769, expected=16.000000 predicted=14.039052, expected=4.000000 predicted=10.660550, expected=8.000000 predicted=12.254878, expected=16.000000 predicted=11.650691, expected=12.000000 predicted=11.469491, expected=8.000000 predicted=10.587062, expected=56.000000 predicted=22.657478, expected=8.000000 predicted=16.237700, expected=8.000000 predicted=18.060428, expected=16.000000 predicted=16.412729, expected=8.000000 predicted=15.617495, expected=20.000000 predicted=20.212200, expected=12.000000 predicted=11.698231, expected=12.000000 predicted=12.834896, expected=28.000000 predicted=17.511271, expected=8.000000 predicted=13.560799, expected=8.000000 predicted=14.297867, expected=12.000000 predicted=12.560711, expected=8.000000 predicted=11.887844, expected=4.000000 predicted=10.613042, expected=4.000000 predicted=6.730487, expected=8.000000 predicted=7.262566, expected=4.000000 predicted=6.294413, expected=8.000000 predicted=6.402866, expected=12.000000 predicted=7.245195, expected=8.000000 predicted=7.451418, expected=4.000000 predicted=6.977898, expected=12.000000 predicted=8.387410, expected=16.000000 predicted=10.652016, expected=24.000000 predicted=14.486454, expected=8.000000 predicted=11.498969, expected=8.000000 predicted=11.593602, expected=16.000000 predicted=13.790289, expected=8.000000 predicted=12.508867, expected=12.000000 predicted=12.958611, expected=16.000000 predicted=11.715506, expected=16.000000 predicted=13.147915, expected=24.000000 predicted=16.711919, expected=16.000000 predicted=15.328029, expected=24.000000 Test MSE: 644.092
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851])] predicted=6.640490, expected=16.000000 predicted=8.606266, expected=16.000000 predicted=10.014942, expected=16.000000 predicted=10.509105, expected=8.000000 predicted=11.286089, expected=4.000000 predicted=10.559486, expected=4.000000 predicted=10.675849, expected=4.000000 predicted=8.612981, expected=8.000000 predicted=7.300793, expected=4.000000 predicted=5.246493, expected=4.000000 predicted=4.550649, expected=8.000000 predicted=5.324153, expected=4.000000 predicted=5.217297, expected=8.000000 predicted=5.926639, expected=4.000000 predicted=5.279167, expected=8.000000 predicted=5.897400, expected=28.000000 predicted=10.141694, expected=12.000000 predicted=10.504761, expected=4.000000 predicted=10.416115, expected=8.000000 predicted=10.801455, expected=16.000000 predicted=12.668435, expected=4.000000 predicted=11.863106, expected=8.000000 predicted=8.596157, expected=12.000000 predicted=8.750959, expected=4.000000 predicted=8.468466, expected=4.000000 predicted=7.942899, expected=24.000000 predicted=9.474784, expected=4.000000 predicted=9.116035, expected=8.000000 predicted=9.184447, expected=8.000000 predicted=8.826837, expected=12.000000 predicted=9.814136, expected=4.000000 predicted=9.979947, expected=4.000000 predicted=6.560001, expected=12.000000 predicted=8.065327, expected=4.000000 predicted=7.175359, expected=8.000000 predicted=7.258457, expected=16.000000 predicted=8.078033, expected=12.000000 predicted=9.169959, expected=24.000000 predicted=12.694119, expected=12.000000 predicted=12.615234, expected=16.000000 predicted=14.548950, expected=16.000000 predicted=16.124421, expected=4.000000 predicted=13.793118, expected=24.000000 predicted=16.131162, expected=16.000000 predicted=14.669356, expected=12.000000 predicted=14.448365, expected=4.000000 predicted=12.740125, expected=20.000000 predicted=13.346925, expected=8.000000 predicted=13.961162, expected=24.000000 predicted=13.914352, expected=20.000000 predicted=14.790056, expected=16.000000 predicted=15.085825, expected=24.000000 predicted=18.822743, expected=4.000000 predicted=15.867102, expected=20.000000 predicted=18.003224, expected=12.000000 predicted=16.121039, expected=4.000000 predicted=13.084074, expected=4.000000 predicted=11.422316, expected=12.000000 predicted=9.309857, expected=4.000000 predicted=9.223695, expected=4.000000 predicted=6.561855, expected=8.000000 predicted=6.033988, expected=12.000000 predicted=7.247959, expected=16.000000 predicted=9.300169, expected=32.000000 predicted=12.762762, expected=16.000000 predicted=14.594453, expected=12.000000 predicted=15.867830, expected=4.000000 predicted=15.378944, expected=28.000000 predicted=18.044281, expected=20.000000 predicted=18.714531, expected=8.000000 predicted=14.381658, expected=28.000000 predicted=16.934852, expected=32.000000 predicted=20.040304, expected=16.000000 predicted=21.749485, expected=12.000000 predicted=19.429489, expected=16.000000 predicted=18.783394, expected=12.000000 predicted=19.204515, expected=56.000000 predicted=24.278688, expected=4.000000 predicted=19.155787, expected=12.000000 predicted=18.444356, expected=44.000000 predicted=24.538246, expected=20.000000 predicted=24.169408, expected=16.000000 predicted=25.462727, expected=24.000000 predicted=20.332832, expected=12.000000 predicted=21.162946, expected=4.000000 predicted=20.110196, expected=12.000000 predicted=14.833580, expected=8.000000 predicted=12.527987, expected=8.000000 predicted=11.262572, expected=4.000000 predicted=8.010436, expected=8.000000 predicted=7.274829, expected=16.000000 predicted=9.302344, expected=16.000000 predicted=9.864608, expected=8.000000 predicted=9.926576, expected=8.000000 predicted=10.048650, expected=16.000000 predicted=12.013717, expected=8.000000 predicted=11.838507, expected=12.000000 predicted=11.333700, expected=8.000000 predicted=10.002574, expected=32.000000 predicted=13.981280, expected=12.000000 predicted=14.493047, expected=12.000000 predicted=13.965623, expected=4.000000 predicted=13.554168, expected=4.000000 predicted=11.862487, expected=8.000000 predicted=12.041820, expected=8.000000 predicted=7.870454, expected=28.000000 predicted=10.685850, expected=12.000000 predicted=10.491313, expected=4.000000 predicted=10.582614, expected=12.000000 predicted=12.225920, expected=4.000000 predicted=11.145061, expected=12.000000 predicted=11.989432, expected=12.000000 predicted=9.332159, expected=12.000000 predicted=9.194752, expected=8.000000 predicted=9.996549, expected=4.000000 predicted=8.609672, expected=8.000000 predicted=9.341023, expected=4.000000 predicted=7.910241, expected=8.000000 predicted=7.281524, expected=12.000000 predicted=7.314641, expected=16.000000 predicted=8.566569, expected=16.000000 predicted=10.619441, expected=4.000000 predicted=9.902734, expected=4.000000 predicted=10.025358, expected=16.000000 predicted=11.394429, expected=16.000000 predicted=11.848631, expected=4.000000 predicted=9.869193, expected=12.000000 predicted=9.443598, expected=16.000000 predicted=11.303119, expected=12.000000 predicted=12.494626, expected=4.000000 predicted=10.660659, expected=12.000000 predicted=10.067617, expected=16.000000 predicted=11.944991, expected=4.000000 predicted=10.474045, expected=20.000000 predicted=11.465659, expected=12.000000 predicted=11.231637, expected=4.000000 predicted=11.175771, expected=4.000000 predicted=10.162398, expected=4.000000 predicted=7.916394, expected=4.000000 predicted=7.918597, expected=4.000000 predicted=5.281757, expected=4.000000 predicted=3.930222, expected=12.000000 predicted=5.302504, expected=8.000000 predicted=5.875947, expected=4.000000 predicted=5.912801, expected=16.000000 predicted=8.086149, expected=8.000000 predicted=8.494252, expected=4.000000 predicted=8.585767, expected=8.000000 predicted=8.100861, expected=4.000000 predicted=7.187574, expected=8.000000 predicted=7.961590, expected=8.000000 predicted=6.630920, expected=12.000000 predicted=7.250126, expected=12.000000 predicted=8.625968, expected=300.000000 predicted=60.753919, expected=8.000000 predicted=60.444657, expected=4.000000 predicted=64.716039, expected=12.000000 predicted=71.534559, expected=24.000000 predicted=69.507453, expected=20.000000 predicted=79.816736, expected=4.000000 predicted=11.944260, expected=28.000000 predicted=15.811155, expected=20.000000 predicted=17.919561, expected=12.000000 predicted=17.614088, expected=12.000000 predicted=16.304631, expected=8.000000 predicted=14.210872, expected=8.000000 predicted=14.488308, expected=4.000000 predicted=10.555405, expected=16.000000 predicted=9.961351, expected=20.000000 predicted=11.152489, expected=12.000000 predicted=11.089110, expected=16.000000 predicted=12.829425, expected=20.000000 predicted=14.870297, expected=20.000000 predicted=17.179971, expected=12.000000 predicted=16.574839, expected=4.000000 predicted=14.157571, expected=4.000000 predicted=12.826053, expected=8.000000 predicted=11.239523, expected=8.000000 predicted=9.025870, expected=4.000000 predicted=6.474422, expected=12.000000 predicted=6.735297, expected=24.000000 predicted=9.993103, expected=12.000000 predicted=11.034626, expected=16.000000 predicted=12.773530, expected=16.000000 predicted=14.307112, expected=8.000000 predicted=14.556670, expected=8.000000 predicted=13.964732, expected=12.000000 predicted=12.074813, expected=12.000000 predicted=11.800097, expected=12.000000 predicted=11.176252, expected=4.000000 predicted=9.329898, expected=4.000000 predicted=8.744892, expected=16.000000 predicted=10.044037, expected=4.000000 predicted=8.339225, expected=24.000000 predicted=10.629196, expected=12.000000 predicted=10.669615, expected=12.000000 predicted=11.927623, expected=4.000000 predicted=12.186477, expected=8.000000 predicted=10.772062, expected=24.000000 predicted=13.880544, expected=16.000000 predicted=12.314599, expected=16.000000 predicted=13.244884, expected=20.000000 predicted=15.007763, expected=20.000000 predicted=17.367658, expected=28.000000 predicted=20.569935, expected=16.000000 predicted=19.288895, expected=8.000000 predicted=18.084382, expected=12.000000 predicted=17.603750, expected=16.000000 predicted=16.593463, expected=8.000000 predicted=14.270822, expected=12.000000 predicted=11.990189, expected=16.000000 predicted=12.109737, expected=12.000000 predicted=12.490960, expected=4.000000 predicted=11.243811, expected=8.000000 predicted=10.185404, expected=8.000000 predicted=9.953700, expected=4.000000 predicted=8.398687, expected=4.000000 predicted=6.606532, expected=4.000000 predicted=5.348503, expected=8.000000 predicted=5.892526, expected=4.000000 predicted=5.171873, expected=8.000000 predicted=5.306274, expected=12.000000 predicted=6.684595, expected=12.000000 predicted=7.889716, expected=12.000000 predicted=9.289396, expected=8.000000 predicted=9.400284, expected=16.000000 predicted=11.421369, expected=4.000000 predicted=10.536170, expected=4.000000 predicted=9.284301, expected=4.000000 predicted=8.087286, expected=12.000000 predicted=7.888416, expected=32.000000 predicted=11.833119, expected=16.000000 predicted=11.705311, expected=16.000000 predicted=14.148158, expected=4.000000 predicted=14.431818, expected=4.000000 predicted=14.071311, expected=8.000000 predicted=13.172410, expected=16.000000 predicted=10.458613, expected=20.000000 predicted=11.101604, expected=20.000000 predicted=11.974489, expected=12.000000 predicted=13.417876, expected=4.000000 predicted=13.466634, expected=12.000000 predicted=14.163506, expected=16.000000 predicted=13.872164, expected=16.000000 predicted=13.029428, expected=4.000000 predicted=10.560550, expected=16.000000 predicted=11.608952, expected=4.000000 predicted=11.263684, expected=4.000000 predicted=9.799698, expected=8.000000 predicted=8.742939, expected=4.000000 predicted=6.530856, expected=24.000000 predicted=9.937119, expected=24.000000 predicted=11.263052, expected=24.000000 predicted=14.565006, expected=24.000000 predicted=18.267905, expected=12.000000 predicted=18.824951, expected=20.000000 predicted=21.449382, expected=28.000000 predicted=22.072512, expected=12.000000 predicted=19.638986, expected=16.000000 predicted=18.715543, expected=28.000000 predicted=19.673644, expected=16.000000 predicted=19.693311, expected=4.000000 predicted=17.130593, expected=12.000000 predicted=15.048039, expected=16.000000 predicted=15.297508, expected=24.000000 predicted=16.328818, expected=32.000000 predicted=17.319883, expected=44.000000 predicted=22.265235, expected=56.000000 predicted=31.144203, expected=8.000000 predicted=29.763296, expected=8.000000 predicted=29.054448, expected=12.000000 predicted=27.103260, expected=4.000000 predicted=21.184578, expected=4.000000 predicted=14.661620, expected=20.000000 predicted=9.586884, expected=12.000000 predicted=9.803344, expected=4.000000 predicted=9.126103, expected=12.000000 predicted=9.668856, expected=20.000000 predicted=12.119552, expected=68.000000 predicted=23.371408, expected=12.000000 predicted=20.778269, expected=12.000000 predicted=21.586854, expected=36.000000 predicted=27.921743, expected=4.000000 predicted=24.507808, expected=8.000000 predicted=22.770219, expected=12.000000 predicted=14.313359, expected=16.000000 predicted=14.390115, expected=12.000000 predicted=14.254412, expected=12.000000 predicted=10.807461, expected=20.000000 predicted=13.564734, expected=4.000000 predicted=12.378628, expected=12.000000 predicted=12.712302, expected=20.000000 predicted=13.515092, expected=12.000000 predicted=13.037635, expected=8.000000 predicted=12.562733, expected=16.000000 predicted=12.318732, expected=4.000000 predicted=11.700180, expected=8.000000 predicted=11.180985, expected=20.000000 predicted=11.531794, expected=12.000000 predicted=11.097795, expected=4.000000 predicted=10.504356, expected=12.000000 predicted=10.325224, expected=16.000000 predicted=11.979732, expected=4.000000 predicted=10.894518, expected=20.000000 predicted=11.631772, expected=16.000000 predicted=12.055965, expected=20.000000 predicted=14.629828, expected=32.000000 predicted=18.380324, expected=28.000000 predicted=20.174244, expected=8.000000 predicted=20.474214, expected=28.000000 predicted=22.559143, expected=24.000000 predicted=23.223153, expected=8.000000 predicted=20.741812, expected=8.000000 predicted=17.429059, expected=28.000000 predicted=17.667493, expected=4.000000 predicted=15.878247, expected=20.000000 predicted=15.508433, expected=4.000000 predicted=12.013982, expected=12.000000 predicted=12.555117, expected=16.000000 predicted=13.973570, expected=8.000000 predicted=10.434143, expected=4.000000 predicted=10.566438, expected=8.000000 predicted=8.799178, expected=28.000000 predicted=12.791469, expected=4.000000 predicted=10.818487, expected=16.000000 predicted=11.668011, expected=12.000000 predicted=12.251484, expected=28.000000 predicted=16.013691, expected=4.000000 predicted=14.945775, expected=8.000000 predicted=12.190638, expected=12.000000 Test MSE: 401.864
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764])] predicted=12.409678, expected=4.000000 predicted=7.353686, expected=20.000000 predicted=11.714381, expected=4.000000 predicted=9.773949, expected=4.000000 predicted=8.727869, expected=4.000000 predicted=9.172767, expected=8.000000 predicted=6.789318, expected=4.000000 predicted=7.916610, expected=4.000000 predicted=4.293445, expected=12.000000 predicted=6.669437, expected=8.000000 predicted=6.612580, expected=12.000000 predicted=7.867138, expected=12.000000 predicted=9.155295, expected=4.000000 predicted=7.715266, expected=4.000000 predicted=8.478065, expected=4.000000 predicted=7.480493, expected=8.000000 predicted=7.465452, expected=4.000000 predicted=6.237275, expected=12.000000 predicted=6.115712, expected=12.000000 predicted=7.963724, expected=12.000000 predicted=8.198722, expected=4.000000 predicted=8.448218, expected=8.000000 predicted=8.191990, expected=8.000000 predicted=9.845121, expected=4.000000 predicted=7.474273, expected=4.000000 predicted=6.796668, expected=8.000000 predicted=6.233575, expected=12.000000 predicted=7.738517, expected=8.000000 predicted=7.305401, expected=12.000000 predicted=7.991450, expected=8.000000 predicted=8.708373, expected=8.000000 predicted=8.765985, expected=8.000000 predicted=9.690201, expected=16.000000 predicted=10.308617, expected=8.000000 predicted=10.096846, expected=4.000000 predicted=7.706641, expected=4.000000 predicted=8.209930, expected=4.000000 predicted=7.012145, expected=12.000000 predicted=8.752839, expected=8.000000 predicted=6.990641, expected=20.000000 predicted=8.974042, expected=4.000000 predicted=8.631693, expected=12.000000 predicted=8.769637, expected=4.000000 predicted=10.943753, expected=4.000000 predicted=7.207752, expected=4.000000 predicted=9.002860, expected=4.000000 predicted=4.887233, expected=4.000000 predicted=5.593771, expected=4.000000 predicted=3.980743, expected=8.000000 predicted=4.915269, expected=4.000000 predicted=4.657465, expected=8.000000 predicted=5.204786, expected=4.000000 predicted=5.523912, expected=12.000000 predicted=6.579433, expected=8.000000 predicted=7.947062, expected=20.000000 predicted=9.411511, expected=4.000000 predicted=9.616881, expected=8.000000 predicted=7.765988, expected=4.000000 predicted=10.257282, expected=8.000000 predicted=7.763592, expected=8.000000 predicted=9.723384, expected=4.000000 predicted=5.411089, expected=4.000000 predicted=5.919304, expected=8.000000 predicted=6.231347, expected=4.000000 predicted=5.932294, expected=8.000000 predicted=5.976080, expected=16.000000 predicted=8.331298, expected=4.000000 predicted=6.807046, expected=4.000000 predicted=6.508533, expected=8.000000 predicted=7.946505, expected=8.000000 predicted=7.741096, expected=12.000000 predicted=9.227890, expected=4.000000 predicted=6.516674, expected=8.000000 predicted=6.790055, expected=12.000000 predicted=9.498041, expected=8.000000 predicted=8.288150, expected=20.000000 predicted=11.337371, expected=8.000000 predicted=10.183316, expected=4.000000 predicted=8.454342, expected=4.000000 predicted=9.763963, expected=8.000000 predicted=8.470232, expected=4.000000 predicted=8.362651, expected=8.000000 predicted=5.985901, expected=8.000000 predicted=6.444390, expected=8.000000 predicted=6.348413, expected=8.000000 predicted=7.535697, expected=4.000000 predicted=6.284197, expected=4.000000 predicted=6.387276, expected=4.000000 predicted=6.099719, expected=8.000000 predicted=6.172823, expected=4.000000 predicted=5.482179, expected=12.000000 predicted=6.095916, expected=20.000000 predicted=9.957858, expected=16.000000 predicted=10.647597, expected=8.000000 predicted=10.623743, expected=8.000000 predicted=10.750694, expected=4.000000 predicted=10.887221, expected=20.000000 predicted=13.520103, expected=8.000000 predicted=11.444884, expected=20.000000 predicted=10.692546, expected=8.000000 predicted=12.244488, expected=4.000000 predicted=8.477383, expected=4.000000 predicted=11.333557, expected=4.000000 predicted=7.532893, expected=8.000000 predicted=8.644440, expected=8.000000 predicted=6.455233, expected=8.000000 predicted=5.896216, expected=16.000000 predicted=8.613483, expected=4.000000 predicted=7.715678, expected=4.000000 predicted=6.844932, expected=4.000000 predicted=7.708092, expected=16.000000 predicted=9.059055, expected=12.000000 predicted=10.450476, expected=8.000000 predicted=7.067233, expected=4.000000 predicted=7.653484, expected=12.000000 predicted=9.244193, expected=4.000000 predicted=9.645280, expected=8.000000 predicted=7.504597, expected=8.000000 predicted=8.117966, expected=16.000000 predicted=8.699242, expected=12.000000 predicted=10.707931, expected=8.000000 predicted=8.375874, expected=16.000000 predicted=11.815927, expected=8.000000 predicted=11.234333, expected=4.000000 predicted=9.653244, expected=12.000000 predicted=10.714394, expected=8.000000 predicted=9.400013, expected=8.000000 predicted=9.055494, expected=12.000000 predicted=9.295623, expected=8.000000 predicted=8.364996, expected=4.000000 predicted=8.151145, expected=4.000000 predicted=7.181965, expected=4.000000 predicted=6.558013, expected=4.000000 predicted=6.081192, expected=16.000000 predicted=7.636266, expected=16.000000 predicted=8.952491, expected=12.000000 predicted=8.771459, expected=4.000000 predicted=8.557010, expected=8.000000 predicted=9.275625, expected=12.000000 predicted=12.142741, expected=4.000000 predicted=9.030416, expected=4.000000 predicted=6.959714, expected=4.000000 predicted=6.094604, expected=8.000000 predicted=6.685729, expected=8.000000 predicted=7.274095, expected=4.000000 predicted=4.930924, expected=4.000000 predicted=5.066260, expected=8.000000 predicted=6.246399, expected=8.000000 predicted=6.915839, expected=4.000000 predicted=5.736664, expected=16.000000 predicted=7.962258, expected=4.000000 predicted=7.369679, expected=8.000000 predicted=6.994395, expected=8.000000 predicted=8.930361, expected=12.000000 predicted=8.228382, expected=4.000000 predicted=8.935744, expected=8.000000 predicted=6.746120, expected=20.000000 predicted=11.433854, expected=4.000000 predicted=8.764640, expected=4.000000 predicted=7.601231, expected=4.000000 predicted=7.805497, expected=8.000000 predicted=7.573253, expected=4.000000 predicted=7.916644, expected=4.000000 predicted=4.265191, expected=20.000000 predicted=8.625049, expected=4.000000 predicted=7.183778, expected=4.000000 predicted=5.991967, expected=4.000000 predicted=7.373985, expected=4.000000 predicted=5.804365, expected=4.000000 predicted=7.218080, expected=4.000000 predicted=3.984001, expected=4.000000 predicted=3.984023, expected=4.000000 predicted=3.984043, expected=4.000000 predicted=3.984065, expected=4.000000 predicted=3.984086, expected=12.000000 predicted=5.871757, expected=8.000000 predicted=6.296687, expected=8.000000 predicted=6.211771, expected=4.000000 predicted=6.645481, expected=8.000000 predicted=6.970596, expected=16.000000 predicted=10.392104, expected=16.000000 predicted=10.425444, expected=8.000000 predicted=9.472373, expected=16.000000 predicted=11.392894, expected=4.000000 predicted=11.020451, expected=8.000000 predicted=10.429047, expected=8.000000 predicted=10.984738, expected=8.000000 predicted=8.079205, expected=8.000000 predicted=9.149502, expected=8.000000 predicted=7.203679, expected=12.000000 predicted=8.951581, expected=4.000000 predicted=7.748137, expected=4.000000 predicted=6.661682, expected=20.000000 predicted=10.663326, expected=8.000000 predicted=9.360901, expected=8.000000 predicted=8.465807, expected=16.000000 predicted=11.073935, expected=4.000000 predicted=8.996817, expected=20.000000 predicted=13.080447, expected=4.000000 predicted=10.551413, expected=8.000000 predicted=8.473228, expected=4.000000 predicted=10.291251, expected=8.000000 predicted=7.187349, expected=20.000000 predicted=12.143403, expected=4.000000 predicted=7.730249, expected=4.000000 predicted=6.865694, expected=8.000000 predicted=8.597485, expected=12.000000 predicted=9.368344, expected=8.000000 predicted=9.621532, expected=8.000000 predicted=7.045409, expected=12.000000 predicted=8.948217, expected=4.000000 predicted=8.364326, expected=20.000000 predicted=10.973218, expected=4.000000 predicted=9.797210, expected=8.000000 predicted=8.038421, expected=8.000000 predicted=10.278424, expected=4.000000 predicted=7.292977, expected=8.000000 predicted=8.947472, expected=4.000000 predicted=6.073622, expected=4.000000 predicted=5.628864, expected=4.000000 predicted=5.508112, expected=4.000000 predicted=4.551940, expected=12.000000 predicted=6.423564, expected=16.000000 predicted=8.033166, expected=4.000000 predicted=6.830511, expected=4.000000 predicted=6.585276, expected=16.000000 predicted=10.079292, expected=8.000000 predicted=10.128255, expected=12.000000 predicted=9.681655, expected=4.000000 predicted=8.168282, expected=4.000000 predicted=7.207124, expected=4.000000 predicted=8.348325, expected=4.000000 predicted=5.856209, expected=8.000000 predicted=6.299499, expected=4.000000 predicted=4.704378, expected=4.000000 predicted=4.335113, expected=4.000000 predicted=4.776141, expected=4.000000 predicted=4.561182, expected=4.000000 predicted=4.711182, expected=12.000000 predicted=5.697366, expected=16.000000 predicted=8.024403, expected=4.000000 predicted=6.814853, expected=4.000000 predicted=6.609041, expected=4.000000 predicted=7.507132, expected=8.000000 predicted=8.050745, expected=12.000000 predicted=8.632921, expected=8.000000 predicted=6.599673, expected=8.000000 predicted=7.023378, expected=4.000000 predicted=7.185827, expected=4.000000 predicted=7.013823, expected=4.000000 predicted=6.827752, expected=12.000000 predicted=7.047240, expected=20.000000 predicted=9.652075, expected=4.000000 predicted=7.425983, expected=20.000000 predicted=10.319924, expected=16.000000 predicted=13.696195, expected=8.000000 predicted=12.211867, expected=8.000000 predicted=12.699795, expected=8.000000 predicted=10.533152, expected=8.000000 predicted=11.369735, expected=4.000000 predicted=8.579129, expected=4.000000 predicted=6.404442, expected=16.000000 predicted=8.685930, expected=8.000000 predicted=8.288100, expected=4.000000 predicted=6.512822, expected=4.000000 predicted=6.680433, expected=12.000000 predicted=8.230843, expected=4.000000 predicted=8.126228, expected=8.000000 predicted=6.317753, expected=8.000000 predicted=7.135040, expected=16.000000 predicted=8.795631, expected=4.000000 predicted=8.712268, expected=4.000000 predicted=6.436724, expected=8.000000 predicted=8.541651, expected=12.000000 predicted=8.816093, expected=4.000000 predicted=7.906836, expected=8.000000 predicted=6.407427, expected=8.000000 predicted=7.722480, expected=4.000000 predicted=6.868300, expected=4.000000 predicted=6.616635, expected=4.000000 predicted=5.341472, expected=16.000000 predicted=7.872734, expected=12.000000 predicted=8.527104, expected=12.000000 predicted=8.226520, expected=12.000000 predicted=10.304580, expected=4.000000 predicted=9.364545, expected=4.000000 predicted=9.590060, expected=16.000000 predicted=10.795827, expected=4.000000 predicted=8.618581, expected=8.000000 predicted=7.457492, expected=8.000000 predicted=7.937801, expected=4.000000 predicted=6.699248, expected=4.000000 predicted=7.375080, expected=12.000000 predicted=7.059741, expected=4.000000 predicted=6.645656, expected=4.000000 predicted=5.504579, expected=4.000000 predicted=5.572324, expected=8.000000 predicted=5.930869, expected=8.000000 predicted=7.030867, expected=8.000000 predicted=5.920921, expected=8.000000 predicted=6.717297, expected=4.000000 predicted=6.384007, expected=8.000000 Test MSE: 25.679
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724])] predicted=18.990555, expected=36.000000 predicted=22.657351, expected=16.000000 predicted=23.409589, expected=16.000000 predicted=22.068713, expected=4.000000 predicted=22.082415, expected=28.000000 predicted=21.298764, expected=28.000000 predicted=23.711204, expected=32.000000 predicted=21.257531, expected=24.000000 predicted=22.376368, expected=24.000000 predicted=21.434864, expected=4.000000 predicted=21.150726, expected=20.000000 predicted=21.961449, expected=24.000000 predicted=22.862168, expected=40.000000 predicted=24.540188, expected=44.000000 predicted=28.898829, expected=32.000000 predicted=25.596388, expected=20.000000 predicted=27.842131, expected=20.000000 predicted=27.981334, expected=12.000000 predicted=26.546006, expected=60.000000 predicted=36.560739, expected=28.000000 predicted=29.155104, expected=56.000000 predicted=33.783587, expected=24.000000 predicted=32.395133, expected=28.000000 predicted=29.813167, expected=12.000000 predicted=35.429382, expected=40.000000 predicted=30.938917, expected=16.000000 predicted=31.200470, expected=8.000000 predicted=18.706398, expected=4.000000 predicted=17.967203, expected=20.000000 predicted=15.735842, expected=16.000000 predicted=19.575822, expected=28.000000 predicted=16.868318, expected=20.000000 predicted=16.307838, expected=40.000000 predicted=21.712116, expected=12.000000 predicted=21.564093, expected=8.000000 predicted=17.422659, expected=12.000000 predicted=20.458740, expected=48.000000 predicted=25.570984, expected=36.000000 predicted=29.339427, expected=48.000000 predicted=28.202227, expected=4.000000 predicted=22.058832, expected=28.000000 predicted=25.763418, expected=20.000000 predicted=32.570596, expected=32.000000 predicted=27.598922, expected=24.000000 predicted=29.454711, expected=40.000000 predicted=23.711735, expected=24.000000 predicted=28.202775, expected=12.000000 predicted=21.947188, expected=12.000000 predicted=23.729736, expected=4.000000 predicted=17.141331, expected=20.000000 predicted=20.850147, expected=28.000000 predicted=19.567168, expected=20.000000 predicted=15.709119, expected=12.000000 predicted=15.118328, expected=32.000000 predicted=19.446325, expected=36.000000 predicted=25.896826, expected=12.000000 predicted=21.725802, expected=16.000000 predicted=20.600087, expected=28.000000 predicted=22.587839, expected=20.000000 predicted=23.595711, expected=20.000000 predicted=23.247955, expected=32.000000 predicted=22.236886, expected=28.000000 predicted=23.434703, expected=20.000000 predicted=24.143373, expected=8.000000 predicted=19.490274, expected=16.000000 predicted=19.592612, expected=40.000000 predicted=27.312801, expected=24.000000 predicted=23.221438, expected=12.000000 predicted=18.485741, expected=20.000000 predicted=19.442977, expected=12.000000 predicted=18.434510, expected=36.000000 predicted=27.030887, expected=36.000000 predicted=25.901859, expected=36.000000 predicted=24.584294, expected=28.000000 predicted=27.790367, expected=20.000000 predicted=24.694288, expected=20.000000 predicted=28.757715, expected=36.000000 predicted=31.004630, expected=32.000000 predicted=29.974574, expected=20.000000 predicted=24.991422, expected=12.000000 predicted=21.622852, expected=24.000000 predicted=23.463623, expected=36.000000 predicted=29.072664, expected=8.000000 predicted=20.699640, expected=20.000000 predicted=19.850857, expected=24.000000 predicted=21.068121, expected=48.000000 predicted=28.336902, expected=96.000000 predicted=48.005478, expected=48.000000 predicted=37.947313, expected=16.000000 predicted=34.121594, expected=12.000000 predicted=36.150725, expected=16.000000 predicted=36.592513, expected=24.000000 predicted=40.937129, expected=8.000000 predicted=21.487836, expected=16.000000 predicted=15.207717, expected=16.000000 predicted=15.629272, expected=4.000000 predicted=11.815993, expected=16.000000 predicted=15.512152, expected=20.000000 predicted=14.166349, expected=20.000000 predicted=15.615112, expected=32.000000 predicted=20.361629, expected=20.000000 predicted=17.336988, expected=16.000000 predicted=18.859059, expected=24.000000 predicted=22.575059, expected=8.000000 predicted=17.713272, expected=40.000000 predicted=26.721562, expected=28.000000 predicted=24.097674, expected=24.000000 predicted=21.366845, expected=40.000000 predicted=29.992669, expected=32.000000 predicted=26.813947, expected=20.000000 predicted=29.408479, expected=24.000000 predicted=27.668842, expected=20.000000 predicted=25.255965, expected=36.000000 predicted=30.824758, expected=56.000000 predicted=36.025700, expected=32.000000 predicted=29.874365, expected=44.000000 predicted=35.186985, expected=24.000000 predicted=32.590851, expected=8.000000 predicted=28.291657, expected=12.000000 predicted=29.838093, expected=28.000000 predicted=26.017070, expected=36.000000 predicted=29.297893, expected=24.000000 predicted=22.421631, expected=24.000000 predicted=20.628050, expected=44.000000 predicted=29.315196, expected=28.000000 predicted=29.829977, expected=40.000000 predicted=33.805501, expected=24.000000 predicted=29.535878, expected=36.000000 predicted=31.449259, expected=52.000000 predicted=41.384803, expected=36.000000 predicted=34.739185, expected=44.000000 predicted=39.506297, expected=52.000000 predicted=41.453912, expected=80.000000 predicted=53.511216, expected=56.000000 predicted=54.115875, expected=52.000000 predicted=50.583576, expected=12.000000 predicted=42.989325, expected=36.000000 predicted=45.391097, expected=36.000000 predicted=48.813408, expected=20.000000 predicted=33.473309, expected=16.000000 predicted=29.071682, expected=44.000000 predicted=28.934782, expected=20.000000 predicted=27.916747, expected=20.000000 predicted=25.053400, expected=36.000000 predicted=28.257983, expected=28.000000 predicted=25.733760, expected=40.000000 predicted=33.949676, expected=44.000000 predicted=33.121107, expected=40.000000 predicted=33.716780, expected=12.000000 predicted=29.845429, expected=32.000000 predicted=31.764931, expected=32.000000 predicted=34.418160, expected=32.000000 predicted=32.284994, expected=28.000000 predicted=30.809953, expected=56.000000 predicted=34.093849, expected=32.000000 predicted=34.790730, expected=24.000000 predicted=31.063592, expected=36.000000 predicted=35.657920, expected=32.000000 predicted=32.926663, expected=56.000000 predicted=43.877536, expected=24.000000 predicted=32.672311, expected=48.000000 predicted=36.339666, expected=48.000000 predicted=42.975336, expected=16.000000 predicted=31.785583, expected=8.000000 predicted=31.483328, expected=36.000000 predicted=30.743919, expected=8.000000 predicted=25.594966, expected=20.000000 predicted=24.123537, expected=24.000000 predicted=20.587131, expected=4.000000 predicted=12.396953, expected=16.000000 predicted=19.669343, expected=20.000000 predicted=15.709460, expected=24.000000 predicted=18.609773, expected=16.000000 predicted=18.168875, expected=32.000000 predicted=19.348987, expected=48.000000 predicted=29.321261, expected=20.000000 predicted=24.515433, expected=32.000000 predicted=28.751845, expected=8.000000 predicted=22.449635, expected=12.000000 predicted=22.297824, expected=8.000000 predicted=22.389536, expected=48.000000 predicted=25.138650, expected=4.000000 predicted=18.423614, expected=8.000000 predicted=11.494453, expected=20.000000 predicted=18.374037, expected=24.000000 predicted=16.935596, expected=4.000000 predicted=19.062083, expected=12.000000 predicted=11.130726, expected=24.000000 predicted=16.378580, expected=20.000000 predicted=17.402435, expected=40.000000 predicted=24.649569, expected=28.000000 predicted=21.248767, expected=12.000000 predicted=19.001364, expected=12.000000 predicted=21.420893, expected=16.000000 predicted=19.835554, expected=40.000000 predicted=28.708559, expected=28.000000 predicted=24.474288, expected=36.000000 predicted=24.503313, expected=20.000000 predicted=23.800776, expected=8.000000 predicted=19.871388, expected=24.000000 predicted=27.499750, expected=12.000000 predicted=20.172556, expected=56.000000 predicted=31.803882, expected=20.000000 predicted=23.640074, expected=28.000000 predicted=21.868104, expected=8.000000 predicted=23.498195, expected=12.000000 predicted=18.009487, expected=16.000000 predicted=26.330285, expected=28.000000 predicted=19.873707, expected=32.000000 predicted=23.783149, expected=4.000000 predicted=13.387825, expected=12.000000 predicted=15.496706, expected=24.000000 predicted=20.305137, expected=8.000000 predicted=16.684395, expected=12.000000 predicted=16.435271, expected=24.000000 predicted=15.090843, expected=32.000000 predicted=19.883801, expected=20.000000 predicted=20.509952, expected=16.000000 predicted=16.953790, expected=28.000000 predicted=22.173128, expected=24.000000 predicted=23.840479, expected=12.000000 predicted=21.012940, expected=16.000000 predicted=18.983883, expected=36.000000 predicted=23.826343, expected=56.000000 predicted=33.361401, expected=20.000000 predicted=25.670402, expected=28.000000 predicted=25.991676, expected=16.000000 predicted=26.164794, expected=16.000000 predicted=25.933070, expected=20.000000 predicted=28.747432, expected=8.000000 predicted=16.085833, expected=44.000000 predicted=26.274169, expected=12.000000 predicted=18.469734, expected=24.000000 predicted=19.360233, expected=16.000000 predicted=21.331953, expected=4.000000 predicted=13.327359, expected=32.000000 predicted=26.192813, expected=28.000000 predicted=20.399285, expected=48.000000 predicted=28.357961, expected=28.000000 predicted=26.276945, expected=12.000000 predicted=20.017680, expected=4.000000 predicted=22.723963, expected=20.000000 predicted=22.934448, expected=36.000000 predicted=29.270018, expected=16.000000 predicted=19.444369, expected=24.000000 predicted=18.529527, expected=36.000000 predicted=23.714106, expected=4.000000 predicted=18.781092, expected=32.000000 predicted=26.564981, expected=44.000000 predicted=29.034787, expected=56.000000 predicted=34.921347, expected=28.000000 predicted=33.225395, expected=12.000000 predicted=23.130299, expected=28.000000 predicted=32.815105, expected=24.000000 predicted=31.912840, expected=24.000000 predicted=30.110906, expected=52.000000 predicted=32.530645, expected=8.000000 predicted=20.706740, expected=20.000000 predicted=24.090044, expected=16.000000 predicted=23.963638, expected=24.000000 predicted=23.000559, expected=12.000000 predicted=23.938976, expected=12.000000 predicted=13.526317, expected=20.000000 predicted=18.353509, expected=24.000000 predicted=18.667857, expected=12.000000 predicted=16.988908, expected=8.000000 predicted=13.065428, expected=8.000000 predicted=12.910206, expected=24.000000 predicted=17.610932, expected=20.000000 predicted=17.621483, expected=4.000000 predicted=10.676612, expected=28.000000 predicted=16.776349, expected=12.000000 predicted=14.945629, expected=12.000000 predicted=15.691060, expected=20.000000 predicted=17.711395, expected=20.000000 predicted=15.172893, expected=20.000000 predicted=19.682945, expected=20.000000 predicted=17.290206, expected=4.000000 predicted=13.475080, expected=24.000000 predicted=18.955810, expected=24.000000 predicted=20.189087, expected=20.000000 predicted=18.364716, expected=4.000000 predicted=14.605267, expected=40.000000 predicted=20.964926, expected=32.000000 predicted=25.943251, expected=20.000000 predicted=21.758629, expected=24.000000 predicted=23.716100, expected=16.000000 predicted=19.660144, expected=16.000000 predicted=24.428972, expected=28.000000 predicted=24.725981, expected=16.000000 predicted=19.273996, expected=16.000000 predicted=18.867446, expected=12.000000 predicted=16.659060, expected=24.000000 predicted=18.971365, expected=32.000000 predicted=23.981684, expected=8.000000 predicted=15.852684, expected=24.000000 predicted=19.501921, expected=48.000000 predicted=27.924589, expected=20.000000 predicted=24.255968, expected=28.000000 predicted=27.038250, expected=20.000000 predicted=23.102131, expected=52.000000 predicted=33.729037, expected=48.000000 predicted=39.741212, expected=40.000000 predicted=33.252161, expected=24.000000 predicted=33.247484, expected=20.000000 predicted=30.238412, expected=4.000000 predicted=28.982989, expected=16.000000 predicted=25.663848, expected=32.000000 predicted=26.398679, expected=40.000000 predicted=25.422894, expected=4.000000 predicted=16.651215, expected=20.000000 predicted=17.560863, expected=8.000000 predicted=18.532097, expected=20.000000 predicted=20.649565, expected=20.000000 predicted=21.740326, expected=12.000000 predicted=12.100491, expected=20.000000 predicted=17.624434, expected=12.000000 predicted=14.194699, expected=32.000000 predicted=21.107148, expected=20.000000 predicted=19.962380, expected=16.000000 predicted=16.804683, expected=20.000000 predicted=20.465481, expected=20.000000 predicted=19.080145, expected=8.000000 predicted=18.526761, expected=16.000000 predicted=16.777122, expected=16.000000 predicted=16.271579, expected=28.000000 predicted=19.478158, expected=16.000000 predicted=17.569342, expected=16.000000 predicted=15.222987, expected=20.000000 predicted=19.008301, expected=12.000000 predicted=16.586186, expected=4.000000 predicted=14.978609, expected=12.000000 predicted=13.463613, expected=32.000000 predicted=18.770018, expected=12.000000 predicted=15.068042, expected=24.000000 predicted=16.376763, expected=24.000000 predicted=18.372369, expected=16.000000 predicted=17.875353, expected=20.000000 predicted=22.279262, expected=28.000000 predicted=21.157677, expected=20.000000 predicted=21.688656, expected=36.000000 predicted=25.804651, expected=40.000000 predicted=28.234008, expected=28.000000 predicted=27.218484, expected=32.000000 predicted=30.667926, expected=28.000000 predicted=29.427123, expected=4.000000 predicted=24.420217, expected=12.000000 predicted=23.484740, expected=12.000000 predicted=19.360247, expected=8.000000 predicted=15.653520, expected=44.000000 predicted=23.565729, expected=60.000000 predicted=28.168391, expected=4.000000 predicted=18.077486, expected=12.000000 predicted=19.953893, expected=24.000000 predicted=24.436023, expected=44.000000 predicted=33.911462, expected=20.000000 predicted=29.597441, expected=4.000000 predicted=13.690336, expected=60.000000 predicted=32.222294, expected=36.000000 predicted=31.273078, expected=32.000000 predicted=32.090641, expected=36.000000 predicted=32.570257, expected=56.000000 predicted=36.780704, expected=24.000000 predicted=39.616028, expected=16.000000 predicted=30.317297, expected=8.000000 predicted=26.600272, expected=24.000000 predicted=27.026740, expected=28.000000 predicted=29.271971, expected=8.000000 predicted=16.205349, expected=24.000000 predicted=19.103647, expected=12.000000 predicted=16.012295, expected=28.000000 predicted=21.364376, expected=12.000000 predicted=18.999946, expected=12.000000 predicted=13.859617, expected=16.000000 predicted=18.412985, expected=16.000000 predicted=15.204365, expected=28.000000 predicted=20.980635, expected=12.000000 predicted=14.973329, expected=28.000000 predicted=19.309265, expected=24.000000 predicted=21.412629, expected=24.000000 predicted=21.018778, expected=24.000000 predicted=24.279479, expected=20.000000 predicted=20.625112, expected=8.000000 predicted=19.616505, expected=20.000000 predicted=20.409504, expected=24.000000 predicted=21.199143, expected=16.000000 predicted=18.097741, expected=20.000000 predicted=18.644167, expected=40.000000 predicted=23.536566, expected=24.000000 predicted=23.311952, expected=12.000000 predicted=20.565259, expected=12.000000 predicted=19.554746, expected=16.000000 predicted=19.673819, expected=48.000000 predicted=30.283679, expected=24.000000 predicted=22.803648, expected=28.000000 predicted=22.346105, expected=8.000000 predicted=20.443139, expected=16.000000 predicted=20.813384, expected=4.000000 predicted=21.414432, expected=20.000000 predicted=17.221031, expected=8.000000 predicted=14.707949, expected=4.000000 predicted=8.034688, expected=12.000000 predicted=11.962540, expected=8.000000 predicted=8.389060, expected=8.000000 predicted=10.206328, expected=28.000000 predicted=14.080866, expected=8.000000 predicted=9.940872, expected=24.000000 predicted=15.424279, expected=12.000000 predicted=14.490145, expected=16.000000 predicted=14.363294, expected=8.000000 predicted=16.343174, expected=16.000000 predicted=13.346106, expected=16.000000 predicted=16.484376, expected=28.000000 predicted=17.237909, expected=16.000000 predicted=16.638636, expected=28.000000 predicted=18.886030, expected=12.000000 predicted=18.333012, expected=12.000000 predicted=16.631710, expected=12.000000 Test MSE: 183.335
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982])] predicted=20.179529, expected=28.000000 predicted=21.998805, expected=8.000000 predicted=19.318532, expected=16.000000 predicted=17.892826, expected=16.000000 predicted=19.961935, expected=12.000000 predicted=16.546168, expected=20.000000 predicted=17.004411, expected=12.000000 predicted=13.897309, expected=52.000000 predicted=22.661451, expected=36.000000 predicted=26.472933, expected=32.000000 predicted=26.167384, expected=20.000000 predicted=25.839976, expected=36.000000 predicted=31.053997, expected=4.000000 predicted=30.700660, expected=20.000000 predicted=23.691240, expected=28.000000 predicted=24.617927, expected=36.000000 predicted=25.979641, expected=28.000000 predicted=26.048472, expected=8.000000 predicted=18.033416, expected=20.000000 predicted=21.868443, expected=16.000000 predicted=23.634693, expected=28.000000 predicted=24.249017, expected=28.000000 predicted=22.351749, expected=44.000000 predicted=24.646257, expected=8.000000 predicted=22.979590, expected=16.000000 predicted=20.363936, expected=16.000000 predicted=23.499427, expected=16.000000 predicted=22.667761, expected=36.000000 predicted=24.822898, expected=8.000000 predicted=16.555051, expected=12.000000 predicted=15.217390, expected=4.000000 predicted=14.336046, expected=32.000000 predicted=19.658496, expected=12.000000 predicted=19.512246, expected=20.000000 predicted=13.316085, expected=8.000000 predicted=13.730054, expected=44.000000 predicted=20.371280, expected=20.000000 predicted=24.984233, expected=40.000000 predicted=22.364581, expected=24.000000 predicted=26.097304, expected=20.000000 predicted=24.066516, expected=16.000000 predicted=27.256083, expected=24.000000 predicted=24.171696, expected=16.000000 predicted=24.703708, expected=20.000000 predicted=19.754402, expected=44.000000 predicted=24.543815, expected=16.000000 predicted=23.478090, expected=36.000000 predicted=24.188572, expected=28.000000 predicted=27.002222, expected=36.000000 predicted=29.792605, expected=36.000000 predicted=33.607622, expected=56.000000 predicted=34.852889, expected=20.000000 predicted=35.803832, expected=28.000000 predicted=30.728961, expected=8.000000 predicted=30.412979, expected=24.000000 predicted=28.407251, expected=32.000000 predicted=31.646027, expected=24.000000 predicted=23.508984, expected=8.000000 predicted=19.342330, expected=24.000000 predicted=18.218843, expected=20.000000 predicted=23.589744, expected=8.000000 predicted=19.485998, expected=40.000000 predicted=20.843252, expected=36.000000 predicted=24.601625, expected=4.000000 predicted=20.894267, expected=28.000000 predicted=20.255295, expected=12.000000 predicted=21.428529, expected=8.000000 predicted=21.996882, expected=16.000000 predicted=18.300844, expected=16.000000 predicted=13.975150, expected=28.000000 predicted=19.519974, expected=16.000000 predicted=16.241233, expected=20.000000 predicted=15.919486, expected=28.000000 predicted=20.727785, expected=28.000000 predicted=23.179734, expected=36.000000 predicted=26.707084, expected=4.000000 predicted=20.903015, expected=32.000000 predicted=22.646444, expected=28.000000 predicted=27.950891, expected=12.000000 predicted=23.640753, expected=12.000000 predicted=19.929833, expected=36.000000 predicted=20.176012, expected=24.000000 predicted=26.220350, expected=4.000000 predicted=18.541775, expected=16.000000 predicted=15.666363, expected=40.000000 predicted=23.018581, expected=16.000000 predicted=24.397593, expected=24.000000 predicted=19.840396, expected=36.000000 predicted=22.290604, expected=8.000000 predicted=22.663436, expected=28.000000 predicted=25.449788, expected=28.000000 predicted=23.710379, expected=28.000000 predicted=25.525117, expected=16.000000 predicted=24.581358, expected=20.000000 predicted=19.773412, expected=40.000000 predicted=27.572788, expected=12.000000 predicted=24.661357, expected=36.000000 predicted=24.789568, expected=12.000000 predicted=22.853261, expected=16.000000 predicted=21.441877, expected=24.000000 predicted=24.550241, expected=12.000000 predicted=18.592619, expected=20.000000 predicted=20.524790, expected=32.000000 predicted=19.479490, expected=24.000000 predicted=21.704342, expected=20.000000 predicted=21.730432, expected=8.000000 predicted=18.173172, expected=28.000000 predicted=21.671821, expected=28.000000 predicted=24.949947, expected=40.000000 predicted=25.251808, expected=28.000000 predicted=25.360584, expected=20.000000 predicted=23.434884, expected=32.000000 predicted=28.953578, expected=20.000000 predicted=28.467808, expected=24.000000 predicted=27.701494, expected=28.000000 predicted=25.670969, expected=12.000000 predicted=22.502123, expected=12.000000 predicted=21.035590, expected=16.000000 predicted=18.626265, expected=32.000000 predicted=21.687494, expected=44.000000 predicted=25.743709, expected=32.000000 predicted=24.488536, expected=20.000000 predicted=23.933208, expected=12.000000 predicted=24.033503, expected=24.000000 predicted=27.628508, expected=4.000000 predicted=24.112800, expected=32.000000 predicted=21.228739, expected=52.000000 predicted=26.131726, expected=28.000000 predicted=25.492278, expected=12.000000 predicted=22.991375, expected=28.000000 predicted=23.483893, expected=4.000000 predicted=26.482948, expected=4.000000 predicted=22.501707, expected=8.000000 predicted=14.553967, expected=16.000000 predicted=12.566588, expected=20.000000 predicted=15.450819, expected=12.000000 predicted=10.333185, expected=20.000000 predicted=12.569359, expected=12.000000 predicted=14.173731, expected=12.000000 predicted=14.930399, expected=32.000000 predicted=18.964313, expected=24.000000 predicted=19.377089, expected=28.000000 predicted=21.488545, expected=16.000000 predicted=19.568188, expected=36.000000 predicted=23.902425, expected=20.000000 predicted=26.973851, expected=4.000000 predicted=19.982633, expected=32.000000 predicted=22.757776, expected=24.000000 predicted=22.768063, expected=28.000000 predicted=25.279410, expected=28.000000 predicted=22.685877, expected=24.000000 predicted=21.908754, expected=20.000000 predicted=25.963093, expected=12.000000 predicted=21.910785, expected=36.000000 predicted=25.334221, expected=40.000000 predicted=28.631480, expected=8.000000 predicted=22.843429, expected=12.000000 predicted=19.354579, expected=16.000000 predicted=19.734789, expected=16.000000 predicted=22.710805, expected=8.000000 predicted=17.944766, expected=36.000000 predicted=16.267888, expected=16.000000 predicted=17.740257, expected=20.000000 predicted=18.030051, expected=44.000000 predicted=23.843973, expected=8.000000 predicted=21.032143, expected=20.000000 predicted=23.906076, expected=4.000000 predicted=17.481563, expected=28.000000 predicted=20.768193, expected=12.000000 predicted=21.732425, expected=12.000000 predicted=13.113071, expected=16.000000 predicted=15.435397, expected=12.000000 predicted=13.370905, expected=16.000000 predicted=16.790898, expected=20.000000 predicted=14.835716, expected=32.000000 predicted=18.552310, expected=24.000000 predicted=20.438333, expected=8.000000 predicted=17.340628, expected=12.000000 predicted=17.337238, expected=12.000000 predicted=17.897877, expected=20.000000 predicted=19.368358, expected=4.000000 predicted=13.861231, expected=36.000000 predicted=15.294578, expected=24.000000 predicted=18.966324, expected=4.000000 predicted=15.578197, expected=12.000000 predicted=15.674555, expected=12.000000 predicted=14.435692, expected=12.000000 predicted=18.118622, expected=8.000000 predicted=12.629661, expected=40.000000 predicted=15.064218, expected=20.000000 predicted=18.209924, expected=12.000000 predicted=16.242720, expected=24.000000 predicted=18.450628, expected=24.000000 predicted=20.750757, expected=20.000000 predicted=24.651983, expected=16.000000 predicted=19.074431, expected=28.000000 predicted=20.247862, expected=32.000000 predicted=24.845752, expected=44.000000 predicted=28.406270, expected=4.000000 predicted=23.040723, expected=28.000000 predicted=23.574177, expected=36.000000 predicted=29.469931, expected=24.000000 predicted=28.555037, expected=4.000000 predicted=23.708229, expected=8.000000 predicted=15.391623, expected=20.000000 predicted=20.607780, expected=48.000000 predicted=25.990591, expected=24.000000 predicted=22.123064, expected=4.000000 predicted=15.408424, expected=36.000000 predicted=22.907659, expected=8.000000 predicted=23.183237, expected=16.000000 predicted=23.554608, expected=16.000000 predicted=17.859537, expected=20.000000 predicted=16.065826, expected=16.000000 predicted=19.685391, expected=36.000000 predicted=18.732187, expected=16.000000 predicted=19.915863, expected=20.000000 predicted=19.908955, expected=4.000000 predicted=18.198417, expected=12.000000 predicted=16.671749, expected=16.000000 predicted=18.793583, expected=20.000000 predicted=15.096413, expected=24.000000 predicted=16.744362, expected=20.000000 predicted=15.418609, expected=8.000000 predicted=15.769232, expected=20.000000 predicted=17.735959, expected=4.000000 predicted=15.975814, expected=20.000000 predicted=16.419279, expected=32.000000 predicted=18.628554, expected=12.000000 predicted=15.456432, expected=20.000000 predicted=17.752654, expected=20.000000 predicted=17.227719, expected=28.000000 predicted=22.226622, expected=4.000000 predicted=19.666084, expected=32.000000 predicted=18.848925, expected=12.000000 predicted=19.749197, expected=8.000000 predicted=16.676023, expected=16.000000 predicted=17.416007, expected=12.000000 predicted=13.345782, expected=12.000000 predicted=16.322096, expected=16.000000 predicted=12.754378, expected=28.000000 predicted=15.459915, expected=24.000000 predicted=18.412052, expected=8.000000 predicted=15.830878, expected=16.000000 predicted=16.567024, expected=4.000000 predicted=15.609872, expected=28.000000 predicted=18.941689, expected=24.000000 predicted=18.655006, expected=24.000000 predicted=16.832540, expected=24.000000 predicted=19.854746, expected=16.000000 predicted=18.650843, expected=12.000000 predicted=21.235106, expected=16.000000 predicted=19.451041, expected=4.000000 predicted=16.118121, expected=28.000000 predicted=17.474640, expected=16.000000 predicted=15.984785, expected=32.000000 predicted=17.922013, expected=4.000000 predicted=16.473188, expected=8.000000 predicted=13.403723, expected=4.000000 predicted=15.912560, expected=16.000000 predicted=13.619025, expected=28.000000 predicted=17.570453, expected=28.000000 predicted=14.768586, expected=8.000000 predicted=14.219341, expected=20.000000 predicted=15.748362, expected=8.000000 predicted=17.755484, expected=8.000000 predicted=16.946259, expected=12.000000 predicted=15.037004, expected=24.000000 predicted=13.561272, expected=16.000000 predicted=15.529489, expected=16.000000 predicted=13.309044, expected=28.000000 predicted=17.054167, expected=8.000000 predicted=16.787200, expected=12.000000 predicted=17.080553, expected=20.000000 predicted=16.844654, expected=16.000000 predicted=16.865103, expected=4.000000 predicted=15.182340, expected=20.000000 predicted=12.839647, expected=8.000000 predicted=13.374245, expected=20.000000 predicted=15.084734, expected=32.000000 predicted=17.660397, expected=24.000000 predicted=17.439701, expected=16.000000 predicted=19.592820, expected=32.000000 predicted=21.005337, expected=12.000000 predicted=22.332299, expected=20.000000 predicted=22.917160, expected=12.000000 predicted=19.558691, expected=24.000000 predicted=19.038049, expected=20.000000 predicted=21.452251, expected=16.000000 predicted=16.715334, expected=12.000000 predicted=17.185602, expected=12.000000 predicted=15.294166, expected=12.000000 predicted=16.501997, expected=24.000000 predicted=16.771738, expected=20.000000 predicted=16.566910, expected=12.000000 predicted=14.777756, expected=12.000000 predicted=14.602431, expected=16.000000 predicted=15.606439, expected=24.000000 predicted=18.983789, expected=24.000000 predicted=18.739771, expected=44.000000 predicted=22.311876, expected=40.000000 predicted=26.813642, expected=12.000000 predicted=24.813045, expected=24.000000 predicted=26.589527, expected=12.000000 predicted=25.272572, expected=12.000000 predicted=24.924294, expected=24.000000 predicted=22.662446, expected=16.000000 predicted=16.585396, expected=32.000000 predicted=20.948177, expected=24.000000 predicted=19.980175, expected=8.000000 predicted=17.856876, expected=8.000000 predicted=17.892543, expected=12.000000 predicted=16.184263, expected=4.000000 predicted=15.801772, expected=12.000000 predicted=12.339371, expected=36.000000 predicted=14.460635, expected=20.000000 predicted=15.832563, expected=12.000000 predicted=15.061444, expected=28.000000 predicted=17.385091, expected=12.000000 predicted=19.065955, expected=24.000000 predicted=23.228277, expected=16.000000 predicted=18.857114, expected=4.000000 predicted=14.718212, expected=8.000000 predicted=15.580552, expected=20.000000 predicted=14.145852, expected=12.000000 predicted=15.319143, expected=28.000000 predicted=15.581901, expected=16.000000 predicted=14.116425, expected=16.000000 predicted=15.549745, expected=16.000000 predicted=17.907205, expected=20.000000 predicted=17.511430, expected=24.000000 predicted=21.232014, expected=8.000000 predicted=16.238795, expected=40.000000 predicted=20.893368, expected=12.000000 predicted=20.093417, expected=16.000000 predicted=19.263263, expected=16.000000 predicted=19.330596, expected=8.000000 predicted=15.384466, expected=20.000000 predicted=20.531157, expected=16.000000 predicted=14.799999, expected=16.000000 predicted=15.505723, expected=40.000000 predicted=20.140026, expected=32.000000 predicted=22.216891, expected=28.000000 predicted=25.184703, expected=28.000000 predicted=25.424106, expected=12.000000 predicted=24.109906, expected=8.000000 predicted=24.473475, expected=20.000000 predicted=21.803740, expected=32.000000 predicted=23.190937, expected=16.000000 predicted=20.721356, expected=20.000000 predicted=17.139130, expected=16.000000 predicted=17.237588, expected=4.000000 predicted=17.210934, expected=4.000000 predicted=15.671469, expected=20.000000 predicted=13.803033, expected=20.000000 predicted=15.686108, expected=16.000000 predicted=14.133220, expected=20.000000 predicted=13.212581, expected=20.000000 predicted=15.659723, expected=4.000000 predicted=16.203540, expected=20.000000 predicted=16.621771, expected=24.000000 predicted=17.931375, expected=8.000000 predicted=16.374851, expected=24.000000 predicted=17.026980, expected=12.000000 predicted=14.135861, expected=20.000000 predicted=18.251968, expected=36.000000 predicted=22.093924, expected=8.000000 predicted=17.145351, expected=8.000000 predicted=17.299197, expected=16.000000 predicted=15.426901, expected=4.000000 predicted=15.429547, expected=8.000000 predicted=15.140496, expected=8.000000 predicted=8.353977, expected=28.000000 predicted=12.775287, expected=40.000000 predicted=19.649292, expected=12.000000 predicted=15.932173, expected=8.000000 predicted=14.855150, expected=8.000000 predicted=14.861557, expected=8.000000 Test MSE: 127.088
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703])] predicted=16.586738, expected=16.000000 predicted=13.682161, expected=8.000000 predicted=11.763716, expected=8.000000 predicted=10.630471, expected=80.000000 predicted=20.113592, expected=4.000000 predicted=23.790267, expected=24.000000 predicted=24.203984, expected=20.000000 predicted=21.783166, expected=20.000000 predicted=24.549769, expected=4.000000 predicted=29.809180, expected=16.000000 predicted=13.461101, expected=4.000000 predicted=14.947984, expected=4.000000 predicted=11.650922, expected=8.000000 predicted=9.638251, expected=4.000000 predicted=6.274979, expected=20.000000 predicted=9.528303, expected=12.000000 predicted=8.739469, expected=32.000000 predicted=12.981469, expected=32.000000 predicted=18.128929, expected=12.000000 predicted=18.870720, expected=16.000000 predicted=20.622557, expected=28.000000 predicted=20.487740, expected=4.000000 predicted=21.487739, expected=20.000000 predicted=19.357659, expected=16.000000 predicted=15.347862, expected=28.000000 predicted=18.369660, expected=20.000000 predicted=20.510010, expected=12.000000 predicted=16.354188, expected=4.000000 predicted=16.654011, expected=16.000000 predicted=15.025725, expected=12.000000 predicted=15.752868, expected=20.000000 predicted=14.497517, expected=8.000000 predicted=12.465572, expected=20.000000 predicted=12.611822, expected=24.000000 predicted=16.555764, expected=16.000000 predicted=16.841695, expected=16.000000 predicted=17.813389, expected=4.000000 predicted=14.133187, expected=8.000000 predicted=14.330763, expected=16.000000 predicted=13.971238, expected=8.000000 predicted=11.707067, expected=16.000000 predicted=11.765133, expected=24.000000 predicted=12.158871, expected=8.000000 predicted=13.568498, expected=24.000000 predicted=16.020506, expected=12.000000 predicted=14.910367, expected=16.000000 predicted=16.606233, expected=4.000000 predicted=15.253789, expected=28.000000 predicted=14.125671, expected=20.000000 predicted=17.994151, expected=12.000000 predicted=15.848285, expected=20.000000 predicted=16.621530, expected=16.000000 predicted=15.598833, expected=16.000000 predicted=19.234918, expected=12.000000 predicted=16.286533, expected=24.000000 predicted=16.042311, expected=8.000000 predicted=16.530993, expected=32.000000 predicted=17.601396, expected=8.000000 predicted=17.219237, expected=20.000000 predicted=16.882315, expected=20.000000 predicted=18.830594, expected=16.000000 predicted=16.761958, expected=32.000000 predicted=21.875993, expected=16.000000 predicted=18.610635, expected=16.000000 predicted=20.264623, expected=16.000000 predicted=19.032365, expected=8.000000 predicted=16.976459, expected=12.000000 predicted=17.180944, expected=20.000000 predicted=14.308572, expected=8.000000 predicted=13.850298, expected=52.000000 predicted=18.524703, expected=4.000000 predicted=18.676189, expected=24.000000 predicted=19.658432, expected=12.000000 predicted=19.661164, expected=24.000000 predicted=19.095197, expected=12.000000 predicted=23.702172, expected=28.000000 predicted=16.034832, expected=4.000000 predicted=18.611006, expected=12.000000 predicted=14.648479, expected=20.000000 predicted=16.433517, expected=16.000000 predicted=15.166304, expected=16.000000 predicted=17.185189, expected=16.000000 predicted=13.416325, expected=20.000000 predicted=16.174600, expected=4.000000 predicted=16.133169, expected=24.000000 predicted=15.198650, expected=28.000000 predicted=17.669699, expected=4.000000 predicted=17.240731, expected=8.000000 predicted=15.034637, expected=12.000000 predicted=11.778850, expected=12.000000 predicted=14.839401, expected=12.000000 predicted=13.845257, expected=28.000000 predicted=11.794809, expected=20.000000 predicted=15.481992, expected=12.000000 predicted=16.485934, expected=12.000000 predicted=15.627028, expected=24.000000 predicted=16.733710, expected=8.000000 predicted=18.464214, expected=4.000000 predicted=13.986224, expected=32.000000 predicted=13.914756, expected=4.000000 predicted=14.562896, expected=4.000000 predicted=13.993636, expected=12.000000 predicted=9.814880, expected=20.000000 predicted=11.140856, expected=12.000000 predicted=15.823883, expected=20.000000 predicted=11.726447, expected=28.000000 predicted=15.114402, expected=20.000000 predicted=18.755255, expected=8.000000 predicted=18.919155, expected=12.000000 predicted=15.923849, expected=24.000000 predicted=17.707105, expected=12.000000 predicted=18.280150, expected=8.000000 predicted=14.905967, expected=8.000000 predicted=11.535242, expected=8.000000 predicted=11.370656, expected=32.000000 predicted=15.089017, expected=4.000000 predicted=13.131848, expected=28.000000 predicted=14.124406, expected=12.000000 predicted=15.367111, expected=12.000000 predicted=15.404119, expected=32.000000 predicted=20.074416, expected=12.000000 predicted=16.456392, expected=16.000000 predicted=19.618207, expected=20.000000 predicted=16.675293, expected=12.000000 predicted=16.971097, expected=32.000000 predicted=20.786727, expected=28.000000 predicted=19.748819, expected=8.000000 predicted=20.394573, expected=16.000000 predicted=19.213108, expected=4.000000 predicted=15.951195, expected=20.000000 predicted=17.969372, expected=16.000000 predicted=16.077613, expected=12.000000 predicted=12.842272, expected=16.000000 predicted=14.113093, expected=4.000000 predicted=11.732290, expected=20.000000 predicted=14.320246, expected=20.000000 predicted=14.533860, expected=16.000000 predicted=15.027151, expected=16.000000 predicted=15.647811, expected=16.000000 predicted=14.548922, expected=20.000000 predicted=17.889584, expected=20.000000 predicted=18.158865, expected=4.000000 predicted=16.052137, expected=16.000000 predicted=14.847225, expected=24.000000 predicted=15.869613, expected=20.000000 predicted=17.823704, expected=24.000000 predicted=18.485317, expected=12.000000 predicted=16.438899, expected=12.000000 predicted=17.831459, expected=16.000000 predicted=17.813229, expected=12.000000 predicted=16.150902, expected=20.000000 predicted=16.264750, expected=8.000000 predicted=13.661479, expected=28.000000 predicted=15.182117, expected=12.000000 predicted=16.480665, expected=8.000000 predicted=15.006500, expected=16.000000 predicted=15.020377, expected=8.000000 predicted=12.955529, expected=60.000000 predicted=20.489617, expected=20.000000 predicted=22.035300, expected=4.000000 predicted=20.679404, expected=24.000000 predicted=20.256628, expected=12.000000 predicted=20.419983, expected=4.000000 predicted=23.548875, expected=-4.000000 predicted=10.466840, expected=20.000000 predicted=8.366431, expected=36.000000 predicted=14.867328, expected=12.000000 predicted=14.699599, expected=4.000000 predicted=12.624038, expected=16.000000 predicted=12.468696, expected=28.000000 predicted=18.460625, expected=12.000000 predicted=19.286116, expected=44.000000 predicted=18.412041, expected=20.000000 predicted=20.549019, expected=16.000000 predicted=23.255984, expected=8.000000 predicted=21.703136, expected=20.000000 predicted=18.858720, expected=4.000000 predicted=20.026213, expected=12.000000 predicted=13.498822, expected=48.000000 predicted=16.468958, expected=36.000000 predicted=21.253838, expected=20.000000 predicted=24.848826, expected=32.000000 predicted=24.327821, expected=12.000000 predicted=25.874021, expected=24.000000 predicted=29.302127, expected=44.000000 predicted=27.498462, expected=24.000000 predicted=26.458421, expected=8.000000 predicted=25.648299, expected=16.000000 predicted=20.316342, expected=4.000000 predicted=19.701472, expected=20.000000 predicted=20.216919, expected=16.000000 predicted=15.057499, expected=32.000000 predicted=15.522915, expected=20.000000 predicted=18.444097, expected=8.000000 predicted=16.642262, expected=8.000000 predicted=17.194075, expected=12.000000 predicted=15.313318, expected=16.000000 predicted=16.650910, expected=28.000000 predicted=15.525831, expected=12.000000 predicted=14.288492, expected=4.000000 predicted=13.469699, expected=8.000000 predicted=12.706945, expected=20.000000 predicted=14.074480, expected=24.000000 predicted=16.747677, expected=8.000000 predicted=13.357088, expected=36.000000 predicted=15.480069, expected=20.000000 predicted=18.816755, expected=8.000000 predicted=20.223737, expected=8.000000 predicted=17.482446, expected=4.000000 predicted=13.111274, expected=16.000000 predicted=16.072429, expected=24.000000 predicted=13.550132, expected=4.000000 predicted=11.279845, expected=12.000000 predicted=11.172556, expected=12.000000 predicted=11.038557, expected=8.000000 predicted=12.952598, expected=16.000000 predicted=13.194549, expected=16.000000 predicted=10.821281, expected=32.000000 predicted=15.685248, expected=16.000000 predicted=16.948877, expected=4.000000 predicted=15.490279, expected=12.000000 predicted=15.401404, expected=32.000000 predicted=17.699686, expected=36.000000 predicted=22.783409, expected=4.000000 predicted=18.378977, expected=8.000000 predicted=15.418529, expected=12.000000 predicted=16.349214, expected=16.000000 predicted=18.645834, expected=20.000000 predicted=17.130400, expected=16.000000 predicted=12.341780, expected=16.000000 predicted=14.381329, expected=4.000000 predicted=14.022351, expected=12.000000 predicted=13.917952, expected=12.000000 predicted=13.461023, expected=60.000000 predicted=19.044779, expected=12.000000 predicted=20.114111, expected=8.000000 predicted=17.987118, expected=16.000000 predicted=18.822100, expected=12.000000 predicted=19.583704, expected=8.000000 predicted=22.062269, expected=4.000000 predicted=10.107539, expected=40.000000 predicted=13.554618, expected=28.000000 predicted=17.977796, expected=12.000000 predicted=17.831093, expected=20.000000 predicted=17.973828, expected=8.000000 predicted=17.788783, expected=12.000000 predicted=21.141288, expected=8.000000 predicted=15.237689, expected=28.000000 predicted=14.216504, expected=4.000000 predicted=14.025214, expected=4.000000 predicted=10.816572, expected=20.000000 predicted=12.058484, expected=4.000000 predicted=11.262156, expected=16.000000 predicted=13.553381, expected=16.000000 predicted=10.047724, expected=4.000000 predicted=10.634926, expected=12.000000 predicted=12.339250, expected=16.000000 predicted=10.616489, expected=8.000000 predicted=12.417980, expected=4.000000 predicted=10.485255, expected=8.000000 predicted=8.203764, expected=16.000000 predicted=10.466420, expected=8.000000 predicted=10.451221, expected=8.000000 predicted=8.767594, expected=12.000000 predicted=8.848416, expected=28.000000 predicted=12.714589, expected=4.000000 predicted=13.242933, expected=20.000000 predicted=13.107394, expected=24.000000 predicted=15.112810, expected=20.000000 predicted=17.871036, expected=4.000000 predicted=17.739805, expected=16.000000 predicted=13.929038, expected=8.000000 predicted=15.378922, expected=16.000000 predicted=15.126179, expected=28.000000 predicted=15.272947, expected=12.000000 predicted=13.749419, expected=16.000000 predicted=16.235025, expected=12.000000 predicted=14.791145, expected=24.000000 predicted=17.668851, expected=24.000000 predicted=19.696819, expected=16.000000 predicted=17.348775, expected=8.000000 predicted=16.870741, expected=12.000000 predicted=15.645736, expected=20.000000 predicted=17.386896, expected=16.000000 predicted=16.462446, expected=28.000000 predicted=16.556842, expected=20.000000 predicted=16.877755, expected=4.000000 predicted=16.878068, expected=4.000000 predicted=15.596716, expected=12.000000 predicted=13.728899, expected=4.000000 predicted=12.898370, expected=12.000000 predicted=9.926077, expected=16.000000 predicted=8.195072, expected=20.000000 predicted=10.923613, expected=16.000000 predicted=13.405752, expected=8.000000 predicted=12.370571, expected=8.000000 predicted=13.208346, expected=12.000000 predicted=13.259171, expected=16.000000 predicted=13.591956, expected=20.000000 predicted=13.474163, expected=16.000000 predicted=13.147093, expected=16.000000 predicted=14.367595, expected=24.000000 predicted=16.880629, expected=20.000000 predicted=18.545938, expected=12.000000 predicted=18.357426, expected=8.000000 predicted=16.024115, expected=4.000000 predicted=13.978836, expected=16.000000 predicted=14.292085, expected=12.000000 predicted=12.383431, expected=4.000000 predicted=9.732618, expected=8.000000 predicted=8.544382, expected=20.000000 predicted=9.970575, expected=16.000000 predicted=12.889823, expected=12.000000 predicted=12.250941, expected=8.000000 predicted=10.960836, expected=8.000000 predicted=11.679282, expected=16.000000 predicted=13.501820, expected=8.000000 predicted=11.625777, expected=12.000000 predicted=10.802517, expected=12.000000 predicted=10.403808, expected=20.000000 predicted=12.326501, expected=8.000000 predicted=12.983001, expected=8.000000 predicted=11.274023, expected=16.000000 predicted=12.369806, expected=16.000000 predicted=13.169033, expected=8.000000 predicted=13.258811, expected=4.000000 predicted=9.973936, expected=20.000000 predicted=11.467249, expected=24.000000 predicted=14.528875, expected=8.000000 predicted=13.826949, expected=8.000000 predicted=11.977095, expected=16.000000 predicted=12.560011, expected=16.000000 predicted=15.438559, expected=32.000000 predicted=17.580722, expected=24.000000 predicted=16.902274, expected=8.000000 predicted=17.240870, expected=8.000000 predicted=17.290546, expected=16.000000 predicted=16.980331, expected=12.000000 predicted=17.450259, expected=12.000000 predicted=14.000357, expected=16.000000 predicted=11.706952, expected=4.000000 predicted=11.222232, expected=16.000000 predicted=12.800634, expected=4.000000 predicted=10.664000, expected=36.000000 predicted=14.251878, expected=12.000000 predicted=14.810318, expected=8.000000 predicted=13.279567, expected=12.000000 predicted=14.549400, expected=8.000000 predicted=12.761821, expected=16.000000 predicted=16.383794, expected=8.000000 predicted=10.738496, expected=12.000000 predicted=10.565074, expected=28.000000 predicted=13.583864, expected=12.000000 predicted=13.826134, expected=8.000000 predicted=14.399959, expected=12.000000 predicted=12.885017, expected=8.000000 Test MSE: 116.066
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665])] predicted=87.892105, expected=52.000000 predicted=67.241733, expected=72.000000 predicted=66.656100, expected=48.000000 predicted=66.994589, expected=56.000000 predicted=79.333042, expected=84.000000 predicted=80.738508, expected=116.000000 predicted=77.155368, expected=64.000000 predicted=70.900988, expected=40.000000 predicted=56.553112, expected=88.000000 predicted=73.607782, expected=52.000000 predicted=74.265348, expected=76.000000 predicted=80.567536, expected=104.000000 predicted=75.273103, expected=116.000000 predicted=79.757658, expected=60.000000 predicted=78.280424, expected=40.000000 predicted=61.917012, expected=64.000000 predicted=74.786736, expected=64.000000 predicted=80.422494, expected=60.000000 predicted=75.072128, expected=120.000000 predicted=75.736122, expected=40.000000 predicted=55.935034, expected=32.000000 predicted=55.403252, expected=92.000000 predicted=71.503294, expected=72.000000 predicted=70.788611, expected=72.000000 predicted=79.771762, expected=56.000000 predicted=54.413854, expected=96.000000 predicted=67.956434, expected=100.000000 predicted=87.507314, expected=20.000000 predicted=60.065011, expected=52.000000 predicted=62.820701, expected=112.000000 predicted=78.674065, expected=36.000000 predicted=69.588112, expected=72.000000 predicted=70.977403, expected=88.000000 predicted=59.498659, expected=96.000000 predicted=76.212715, expected=92.000000 predicted=88.708725, expected=72.000000 predicted=67.201990, expected=52.000000 predicted=72.257434, expected=48.000000 predicted=72.579608, expected=80.000000 predicted=79.703481, expected=100.000000 predicted=82.859781, expected=68.000000 predicted=69.330566, expected=96.000000 predicted=72.674677, expected=68.000000 predicted=69.787627, expected=76.000000 predicted=80.254348, expected=60.000000 predicted=78.622983, expected=60.000000 predicted=69.028024, expected=60.000000 predicted=73.042475, expected=120.000000 predicted=81.824122, expected=92.000000 predicted=80.323089, expected=68.000000 predicted=70.516859, expected=80.000000 predicted=75.250811, expected=56.000000 predicted=72.468322, expected=56.000000 predicted=82.558980, expected=84.000000 predicted=78.609475, expected=88.000000 predicted=74.830303, expected=32.000000 predicted=61.644646, expected=68.000000 predicted=62.339709, expected=56.000000 predicted=61.901063, expected=64.000000 predicted=69.192423, expected=60.000000 predicted=65.486245, expected=40.000000 predicted=46.775389, expected=100.000000 predicted=71.617971, expected=100.000000 predicted=73.426364, expected=92.000000 predicted=75.990945, expected=36.000000 predicted=60.942655, expected=40.000000 predicted=57.584461, expected=44.000000 predicted=71.375743, expected=100.000000 predicted=81.952632, expected=76.000000 predicted=71.668632, expected=36.000000 predicted=46.363889, expected=40.000000 predicted=49.005295, expected=52.000000 predicted=55.906806, expected=88.000000 predicted=77.047403, expected=128.000000 predicted=81.480184, expected=116.000000 predicted=74.924492, expected=148.000000 predicted=93.388903, expected=84.000000 predicted=88.704860, expected=24.000000 predicted=80.886696, expected=92.000000 predicted=103.818949, expected=44.000000 predicted=86.028906, expected=44.000000 predicted=81.511317, expected=88.000000 predicted=70.623772, expected=92.000000 predicted=63.267128, expected=80.000000 predicted=77.415659, expected=84.000000 predicted=67.727726, expected=80.000000 predicted=72.006720, expected=48.000000 predicted=74.434810, expected=76.000000 predicted=79.301058, expected=100.000000 predicted=83.515657, expected=72.000000 predicted=77.515433, expected=48.000000 predicted=66.608123, expected=52.000000 predicted=59.457788, expected=44.000000 predicted=64.118084, expected=72.000000 predicted=73.436320, expected=92.000000 predicted=70.832243, expected=56.000000 predicted=56.890287, expected=96.000000 predicted=69.766136, expected=68.000000 predicted=65.468472, expected=60.000000 predicted=70.999870, expected=52.000000 predicted=70.293380, expected=52.000000 predicted=60.808764, expected=64.000000 predicted=71.212851, expected=76.000000 predicted=66.153060, expected=60.000000 predicted=60.126577, expected=72.000000 predicted=61.854125, expected=64.000000 predicted=61.970219, expected=76.000000 predicted=69.409150, expected=48.000000 predicted=64.021483, expected=56.000000 predicted=60.648260, expected=60.000000 predicted=63.975728, expected=68.000000 predicted=64.143068, expected=112.000000 predicted=79.370355, expected=36.000000 predicted=54.690635, expected=48.000000 predicted=57.603689, expected=52.000000 predicted=59.993826, expected=56.000000 predicted=63.869445, expected=88.000000 predicted=78.264620, expected=92.000000 predicted=62.831911, expected=44.000000 predicted=55.706978, expected=80.000000 predicted=66.501413, expected=96.000000 predicted=76.867172, expected=80.000000 predicted=82.333767, expected=60.000000 predicted=74.045095, expected=76.000000 predicted=67.603021, expected=136.000000 predicted=96.993733, expected=52.000000 predicted=79.727292, expected=80.000000 predicted=78.928208, expected=64.000000 predicted=71.673108, expected=48.000000 predicted=72.398998, expected=80.000000 predicted=87.918394, expected=88.000000 predicted=70.007980, expected=96.000000 predicted=80.578249, expected=40.000000 predicted=61.352776, expected=140.000000 predicted=86.324129, expected=60.000000 predicted=79.717746, expected=64.000000 predicted=79.054085, expected=68.000000 predicted=78.081059, expected=80.000000 predicted=71.588096, expected=164.000000 predicted=116.679542, expected=36.000000 predicted=67.392317, expected=76.000000 predicted=75.018055, expected=40.000000 predicted=68.894266, expected=48.000000 predicted=74.202617, expected=40.000000 predicted=78.489522, expected=72.000000 predicted=53.753227, expected=116.000000 predicted=76.389620, expected=88.000000 predicted=66.265891, expected=36.000000 predicted=55.497640, expected=56.000000 predicted=59.711647, expected=56.000000 predicted=70.361922, expected=60.000000 predicted=76.641582, expected=76.000000 predicted=68.260139, expected=120.000000 predicted=71.534322, expected=52.000000 predicted=63.867115, expected=36.000000 predicted=57.347071, expected=68.000000 predicted=66.800920, expected=44.000000 predicted=66.422823, expected=80.000000 predicted=78.356107, expected=80.000000 predicted=61.595546, expected=112.000000 predicted=71.843797, expected=60.000000 predicted=69.194398, expected=40.000000 predicted=58.471207, expected=36.000000 predicted=63.972796, expected=68.000000 predicted=71.082288, expected=68.000000 predicted=74.164352, expected=132.000000 predicted=77.530593, expected=128.000000 predicted=80.264480, expected=36.000000 predicted=60.773284, expected=44.000000 predicted=67.908029, expected=88.000000 predicted=83.199351, expected=56.000000 predicted=88.737020, expected=60.000000 predicted=76.820087, expected=76.000000 predicted=57.671917, expected=116.000000 predicted=77.068831, expected=48.000000 predicted=71.135102, expected=56.000000 predicted=62.500943, expected=52.000000 predicted=63.565512, expected=52.000000 predicted=67.479164, expected=80.000000 predicted=78.550881, expected=80.000000 predicted=62.482611, expected=72.000000 predicted=64.217189, expected=56.000000 predicted=60.070308, expected=64.000000 predicted=63.944138, expected=88.000000 predicted=77.941932, expected=60.000000 predicted=70.202099, expected=56.000000 predicted=64.350083, expected=104.000000 predicted=74.525833, expected=112.000000 predicted=84.519388, expected=48.000000 predicted=73.089477, expected=60.000000 predicted=66.799997, expected=76.000000 predicted=73.421848, expected=64.000000 predicted=81.294826, expected=52.000000 predicted=72.714113, expected=84.000000 predicted=64.668521, expected=72.000000 predicted=67.691980, expected=68.000000 predicted=69.945854, expected=72.000000 predicted=67.735892, expected=116.000000 predicted=80.506756, expected=76.000000 predicted=80.601668, expected=88.000000 predicted=80.394314, expected=56.000000 predicted=72.316257, expected=152.000000 predicted=101.404660, expected=80.000000 predicted=96.152377, expected=44.000000 predicted=73.073174, expected=68.000000 predicted=79.481838, expected=44.000000 predicted=67.676689, expected=56.000000 predicted=85.335407, expected=56.000000 predicted=61.305028, expected=92.000000 predicted=63.485024, expected=96.000000 predicted=73.279334, expected=64.000000 predicted=62.016450, expected=56.000000 predicted=63.812716, expected=64.000000 predicted=67.768192, expected=92.000000 predicted=83.769483, expected=80.000000 predicted=79.770448, expected=104.000000 predicted=78.788455, expected=40.000000 predicted=62.794206, expected=68.000000 predicted=71.446476, expected=44.000000 predicted=70.617300, expected=64.000000 predicted=69.622300, expected=68.000000 predicted=72.086498, expected=72.000000 predicted=58.323230, expected=132.000000 predicted=83.753365, expected=48.000000 predicted=61.676388, expected=64.000000 predicted=69.391958, expected=80.000000 predicted=76.287994, expected=52.000000 predicted=71.970076, expected=84.000000 predicted=87.064838, expected=48.000000 predicted=57.370336, expected=92.000000 predicted=73.154107, expected=24.000000 predicted=58.824130, expected=28.000000 predicted=49.306388, expected=84.000000 predicted=68.574338, expected=68.000000 predicted=59.545137, expected=80.000000 predicted=69.417055, expected=64.000000 predicted=51.674145, expected=92.000000 predicted=66.690688, expected=60.000000 predicted=73.475331, expected=52.000000 predicted=65.768385, expected=56.000000 predicted=67.175647, expected=60.000000 predicted=64.371344, expected=76.000000 predicted=72.332248, expected=76.000000 predicted=64.786502, expected=76.000000 predicted=64.912367, expected=104.000000 predicted=76.398712, expected=104.000000 predicted=82.789830, expected=44.000000 predicted=71.997143, expected=76.000000 predicted=77.774581, expected=100.000000 predicted=86.859837, expected=64.000000 predicted=83.474772, expected=72.000000 predicted=79.023569, expected=44.000000 predicted=58.641325, expected=60.000000 predicted=69.691389, expected=44.000000 predicted=66.591505, expected=80.000000 predicted=65.234968, expected=168.000000 predicted=93.609220, expected=20.000000 predicted=55.562560, expected=40.000000 predicted=59.591002, expected=112.000000 predicted=77.980367, expected=56.000000 predicted=79.020223, expected=56.000000 predicted=86.258387, expected=72.000000 predicted=53.783602, expected=28.000000 predicted=52.880953, expected=64.000000 predicted=72.593019, expected=108.000000 predicted=70.278391, expected=60.000000 predicted=62.515356, expected=48.000000 predicted=60.625846, expected=32.000000 predicted=46.943339, expected=68.000000 predicted=66.236584, expected=60.000000 predicted=70.079121, expected=92.000000 predicted=65.447639, expected=116.000000 predicted=72.605299, expected=52.000000 predicted=59.532007, expected=32.000000 predicted=62.042628, expected=76.000000 predicted=70.972982, expected=48.000000 predicted=71.324261, expected=76.000000 predicted=77.010349, expected=80.000000 predicted=61.248056, expected=112.000000 predicted=71.607080, expected=96.000000 predicted=81.703447, expected=44.000000 predicted=64.777742, expected=56.000000 predicted=73.152394, expected=72.000000 predicted=77.802851, expected=96.000000 predicted=89.272794, expected=88.000000 predicted=80.081621, expected=64.000000 predicted=63.406077, expected=64.000000 predicted=68.299380, expected=76.000000 predicted=76.516625, expected=60.000000 predicted=76.300922, expected=48.000000 predicted=66.843819, expected=52.000000 predicted=59.690048, expected=96.000000 predicted=71.774363, expected=72.000000 predicted=69.267328, expected=60.000000 predicted=62.179528, expected=100.000000 predicted=71.706578, expected=40.000000 predicted=61.946387, expected=52.000000 predicted=71.642769, expected=96.000000 predicted=74.642027, expected=72.000000 predicted=69.666393, expected=88.000000 predicted=80.454827, expected=60.000000 predicted=60.419754, expected=68.000000 predicted=69.167121, expected=52.000000 predicted=72.844511, expected=40.000000 predicted=61.585008, expected=92.000000 predicted=75.002578, expected=84.000000 predicted=68.153906, expected=80.000000 predicted=70.428192, expected=48.000000 predicted=58.680994, expected=76.000000 predicted=66.738402, expected=108.000000 predicted=88.296903, expected=48.000000 predicted=71.025126, expected=32.000000 predicted=61.113933, expected=84.000000 predicted=66.649549, expected=136.000000 predicted=91.282264, expected=72.000000 predicted=81.248152, expected=64.000000 predicted=65.202364, expected=96.000000 predicted=75.485015, expected=60.000000 predicted=82.173365, expected=68.000000 predicted=89.204490, expected=60.000000 predicted=68.158963, expected=128.000000 predicted=86.603858, expected=44.000000 predicted=72.116222, expected=84.000000 predicted=73.677266, expected=96.000000 predicted=79.949810, expected=44.000000 predicted=69.148053, expected=92.000000 predicted=90.414859, expected=80.000000 predicted=69.399224, expected=84.000000 predicted=82.163699, expected=92.000000 predicted=84.139924, expected=20.000000 predicted=56.435607, expected=92.000000 predicted=82.905928, expected=52.000000 predicted=68.460339, expected=56.000000 predicted=68.862160, expected=76.000000 predicted=69.029367, expected=40.000000 predicted=48.602509, expected=52.000000 predicted=64.623262, expected=72.000000 predicted=59.114049, expected=84.000000 predicted=66.247969, expected=108.000000 predicted=77.478962, expected=84.000000 predicted=68.347308, expected=140.000000 predicted=92.148349, expected=68.000000 predicted=83.975094, expected=60.000000 predicted=85.540022, expected=56.000000 predicted=83.937574, expected=48.000000 predicted=75.370118, expected=92.000000 predicted=90.009737, expected=52.000000 predicted=61.162448, expected=116.000000 predicted=76.656705, expected=100.000000 predicted=75.997868, expected=64.000000 predicted=72.104822, expected=80.000000 predicted=82.880972, expected=52.000000 predicted=70.305062, expected=68.000000 predicted=84.944821, expected=80.000000 predicted=78.511551, expected=100.000000 predicted=77.495600, expected=116.000000 predicted=86.761754, expected=68.000000 predicted=73.053205, expected=88.000000 predicted=83.684378, expected=68.000000 predicted=82.461935, expected=92.000000 predicted=92.814853, expected=112.000000 predicted=97.285102, expected=124.000000 predicted=93.904363, expected=36.000000 predicted=76.762213, expected=40.000000 predicted=70.749340, expected=60.000000 predicted=77.945335, expected=44.000000 predicted=74.722256, expected=80.000000 predicted=75.552440, expected=88.000000 predicted=58.619138, expected=100.000000 predicted=69.517867, expected=64.000000 predicted=67.374644, expected=92.000000 predicted=75.126258, expected=76.000000 predicted=81.340611, expected=72.000000 predicted=82.322519, expected=104.000000 predicted=89.559561, expected=116.000000 predicted=88.982280, expected=96.000000 predicted=92.570400, expected=48.000000 predicted=76.147917, expected=80.000000 predicted=83.423578, expected=92.000000 predicted=93.341878, expected=28.000000 predicted=75.327518, expected=76.000000 predicted=74.490269, expected=96.000000 predicted=70.947050, expected=112.000000 predicted=87.287118, expected=60.000000 predicted=74.038364, expected=56.000000 predicted=61.803690, expected=80.000000 predicted=79.898824, expected=36.000000 predicted=71.903574, expected=72.000000 predicted=76.630713, expected=80.000000 predicted=65.396853, expected=88.000000 predicted=70.936447, expected=56.000000 predicted=66.470305, expected=52.000000 predicted=57.677736, expected=96.000000 predicted=77.878274, expected=56.000000 predicted=70.479638, expected=80.000000 predicted=75.267074, expected=76.000000 predicted=67.092751, expected=112.000000 predicted=81.517506, expected=68.000000 predicted=79.816606, expected=96.000000 predicted=80.176978, expected=60.000000 predicted=77.028922, expected=52.000000 predicted=74.386984, expected=72.000000 predicted=80.935107, expected=108.000000 predicted=81.424832, expected=100.000000 predicted=86.104108, expected=44.000000 predicted=64.381346, expected=76.000000 predicted=71.680565, expected=84.000000 predicted=80.835207, expected=32.000000 predicted=73.153034, expected=84.000000 predicted=76.490809, expected=72.000000 predicted=62.960660, expected=104.000000 predicted=81.372978, expected=64.000000 predicted=71.138879, expected=100.000000 predicted=73.821040, expected=64.000000 predicted=77.911121, expected=88.000000 predicted=82.688067, expected=92.000000 predicted=88.371287, expected=36.000000 predicted=66.826099, expected=60.000000 predicted=74.969920, expected=116.000000 predicted=81.445531, expected=52.000000 predicted=72.960253, expected=80.000000 predicted=76.010295, expected=60.000000 predicted=60.068571, expected=96.000000 predicted=79.797922, expected=68.000000 predicted=81.341877, expected=84.000000 predicted=72.278894, expected=60.000000 predicted=72.087395, expected=36.000000 predicted=61.997385, expected=52.000000 predicted=68.395713, expected=60.000000 Test MSE: 787.183
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349])] predicted=19.006317, expected=20.000000 predicted=17.470598, expected=8.000000 predicted=16.511531, expected=44.000000 predicted=25.678836, expected=40.000000 predicted=23.485413, expected=8.000000 predicted=20.344579, expected=28.000000 predicted=28.440672, expected=32.000000 predicted=24.086474, expected=16.000000 predicted=25.098138, expected=32.000000 predicted=30.304082, expected=40.000000 predicted=26.227632, expected=36.000000 predicted=30.411659, expected=12.000000 predicted=26.692170, expected=12.000000 predicted=22.833098, expected=20.000000 predicted=23.786426, expected=28.000000 predicted=24.459465, expected=40.000000 predicted=28.340049, expected=16.000000 predicted=19.662794, expected=28.000000 predicted=25.509816, expected=16.000000 predicted=22.198776, expected=24.000000 predicted=24.357326, expected=24.000000 predicted=25.853625, expected=20.000000 predicted=19.915802, expected=16.000000 predicted=21.433016, expected=48.000000 predicted=28.318239, expected=28.000000 predicted=24.914953, expected=20.000000 predicted=25.980472, expected=12.000000 predicted=23.258730, expected=28.000000 predicted=23.707111, expected=32.000000 predicted=28.906990, expected=12.000000 predicted=20.143010, expected=36.000000 predicted=27.344748, expected=40.000000 predicted=26.648003, expected=48.000000 predicted=34.200865, expected=24.000000 predicted=31.808432, expected=44.000000 predicted=35.518675, expected=8.000000 predicted=27.902237, expected=44.000000 predicted=36.889796, expected=24.000000 predicted=31.007158, expected=36.000000 predicted=29.504896, expected=44.000000 predicted=37.693020, expected=12.000000 predicted=22.069707, expected=4.000000 predicted=26.515087, expected=12.000000 predicted=20.215332, expected=12.000000 predicted=16.976461, expected=16.000000 predicted=18.263225, expected=20.000000 predicted=14.227597, expected=28.000000 predicted=16.599562, expected=24.000000 predicted=19.093910, expected=32.000000 predicted=23.587972, expected=8.000000 predicted=18.447453, expected=16.000000 predicted=20.871377, expected=44.000000 predicted=28.548584, expected=44.000000 predicted=28.113424, expected=16.000000 predicted=26.228858, expected=32.000000 predicted=29.031523, expected=20.000000 predicted=24.593474, expected=16.000000 predicted=26.391030, expected=12.000000 predicted=23.743738, expected=16.000000 predicted=17.005075, expected=24.000000 predicted=21.073664, expected=4.000000 predicted=12.961778, expected=4.000000 predicted=12.369191, expected=4.000000 predicted=9.383413, expected=16.000000 predicted=11.030745, expected=24.000000 predicted=15.120679, expected=8.000000 predicted=8.978212, expected=40.000000 predicted=21.044749, expected=12.000000 predicted=14.150127, expected=40.000000 predicted=26.389101, expected=32.000000 predicted=27.401072, expected=32.000000 predicted=25.682868, expected=28.000000 predicted=32.537373, expected=4.000000 predicted=19.387022, expected=12.000000 predicted=24.020819, expected=8.000000 predicted=16.810407, expected=8.000000 predicted=13.737240, expected=32.000000 predicted=19.675459, expected=36.000000 predicted=18.186974, expected=28.000000 predicted=21.856110, expected=24.000000 predicted=23.691201, expected=16.000000 predicted=21.303316, expected=16.000000 predicted=23.547146, expected=44.000000 predicted=30.577895, expected=44.000000 predicted=30.026025, expected=24.000000 predicted=27.587619, expected=36.000000 predicted=32.469520, expected=8.000000 predicted=22.695208, expected=24.000000 predicted=29.795084, expected=12.000000 predicted=23.189458, expected=16.000000 predicted=18.393336, expected=24.000000 predicted=22.458584, expected=36.000000 predicted=21.064217, expected=20.000000 predicted=21.801398, expected=12.000000 predicted=19.061594, expected=16.000000 predicted=19.859602, expected=20.000000 predicted=19.772421, expected=20.000000 predicted=21.100244, expected=36.000000 predicted=23.803254, expected=20.000000 predicted=19.499627, expected=40.000000 predicted=28.202964, expected=40.000000 predicted=30.553691, expected=12.000000 predicted=23.756926, expected=4.000000 predicted=24.151082, expected=92.000000 predicted=43.546802, expected=172.000000 predicted=77.904081, expected=12.000000 predicted=40.330270, expected=20.000000 predicted=58.471108, expected=44.000000 predicted=55.183973, expected=28.000000 predicted=47.488440, expected=52.000000 predicted=66.912829, expected=36.000000 predicted=30.739431, expected=32.000000 predicted=33.751033, expected=56.000000 predicted=45.753226, expected=32.000000 predicted=34.686470, expected=44.000000 predicted=44.483364, expected=24.000000 predicted=34.856244, expected=72.000000 predicted=48.178629, expected=64.000000 predicted=49.575766, expected=24.000000 predicted=38.340857, expected=52.000000 predicted=52.301647, expected=48.000000 predicted=43.691422, expected=56.000000 predicted=53.062649, expected=52.000000 predicted=51.395962, expected=32.000000 predicted=40.527945, expected=80.000000 predicted=59.928583, expected=68.000000 predicted=54.373416, expected=52.000000 predicted=55.662098, expected=36.000000 predicted=53.048895, expected=32.000000 predicted=46.301886, expected=48.000000 predicted=53.132490, expected=32.000000 predicted=41.802144, expected=56.000000 predicted=46.541032, expected=48.000000 predicted=41.774410, expected=88.000000 predicted=56.499053, expected=104.000000 predicted=68.402226, expected=24.000000 predicted=49.049073, expected=24.000000 predicted=57.900654, expected=32.000000 predicted=49.965195, expected=48.000000 predicted=51.258826, expected=44.000000 predicted=47.715847, expected=76.000000 predicted=47.574566, expected=36.000000 predicted=38.916958, expected=44.000000 predicted=47.504105, expected=56.000000 predicted=52.320102, expected=40.000000 predicted=44.902571, expected=32.000000 predicted=47.466441, expected=52.000000 predicted=45.573067, expected=64.000000 predicted=49.005040, expected=56.000000 predicted=50.360899, expected=48.000000 predicted=49.114756, expected=40.000000 predicted=46.809492, expected=56.000000 predicted=53.617687, expected=48.000000 predicted=50.642499, expected=72.000000 predicted=57.401778, expected=48.000000 predicted=49.884949, expected=28.000000 predicted=45.177545, expected=52.000000 predicted=53.651832, expected=20.000000 predicted=37.657830, expected=84.000000 predicted=59.762712, expected=64.000000 predicted=48.693042, expected=80.000000 predicted=57.604510, expected=32.000000 predicted=51.933629, expected=24.000000 predicted=45.701727, expected=8.000000 predicted=44.665993, expected=28.000000 predicted=38.305180, expected=12.000000 predicted=29.010778, expected=12.000000 predicted=18.821334, expected=28.000000 predicted=21.583796, expected=36.000000 predicted=21.341665, expected=28.000000 predicted=24.475742, expected=20.000000 predicted=22.262735, expected=16.000000 predicted=21.711652, expected=32.000000 predicted=27.741816, expected=48.000000 predicted=32.856492, expected=32.000000 predicted=28.549237, expected=40.000000 predicted=33.639474, expected=56.000000 predicted=39.866327, expected=16.000000 predicted=31.028089, expected=4.000000 predicted=30.282645, expected=16.000000 predicted=26.631569, expected=20.000000 predicted=23.066805, expected=16.000000 predicted=21.825941, expected=24.000000 predicted=18.211025, expected=40.000000 predicted=22.678680, expected=12.000000 predicted=17.800696, expected=36.000000 predicted=28.450466, expected=36.000000 predicted=27.549643, expected=20.000000 predicted=24.871460, expected=20.000000 predicted=28.426666, expected=32.000000 predicted=26.179743, expected=8.000000 predicted=21.085112, expected=24.000000 predicted=25.635579, expected=24.000000 predicted=21.254465, expected=12.000000 predicted=17.291461, expected=8.000000 predicted=18.106573, expected=20.000000 predicted=16.350099, expected=24.000000 predicted=18.906604, expected=20.000000 predicted=18.350902, expected=20.000000 predicted=18.076806, expected=12.000000 predicted=15.572070, expected=16.000000 predicted=18.384773, expected=12.000000 predicted=16.355833, expected=36.000000 predicted=22.663198, expected=20.000000 predicted=18.215515, expected=12.000000 predicted=16.923317, expected=8.000000 predicted=16.561804, expected=16.000000 predicted=16.158739, expected=8.000000 predicted=15.397566, expected=24.000000 predicted=17.172060, expected=20.000000 predicted=14.875247, expected=32.000000 predicted=19.963869, expected=16.000000 predicted=18.245124, expected=4.000000 predicted=14.447034, expected=56.000000 predicted=32.636133, expected=36.000000 predicted=24.922310, expected=28.000000 predicted=29.323394, expected=16.000000 predicted=25.590833, expected=32.000000 predicted=27.438058, expected=16.000000 predicted=28.213843, expected=44.000000 predicted=32.677582, expected=32.000000 predicted=27.840100, expected=4.000000 predicted=19.199916, expected=16.000000 predicted=25.568318, expected=24.000000 predicted=21.262774, expected=264.000000 predicted=102.339757, expected=4.000000 predicted=36.357909, expected=20.000000 predicted=57.490486, expected=16.000000 predicted=64.953275, expected=20.000000 predicted=48.248535, expected=48.000000 predicted=74.532755, expected=44.000000 predicted=25.277388, expected=16.000000 predicted=24.678349, expected=60.000000 predicted=38.247123, expected=20.000000 predicted=30.589910, expected=4.000000 predicted=29.572489, expected=24.000000 predicted=30.247701, expected=12.000000 predicted=20.071533, expected=28.000000 predicted=26.691393, expected=28.000000 predicted=20.028404, expected=16.000000 predicted=17.029119, expected=40.000000 predicted=27.238844, expected=28.000000 predicted=24.130249, expected=32.000000 predicted=28.925080, expected=12.000000 predicted=24.294553, expected=12.000000 predicted=22.190641, expected=24.000000 predicted=25.715693, expected=20.000000 predicted=20.719447, expected=16.000000 predicted=19.211070, expected=52.000000 predicted=26.374287, expected=12.000000 predicted=18.996338, expected=40.000000 predicted=29.721802, expected=40.000000 predicted=30.561092, expected=20.000000 predicted=27.179142, expected=16.000000 predicted=30.105492, expected=12.000000 predicted=21.873944, expected=44.000000 predicted=31.388998, expected=28.000000 predicted=25.911547, expected=40.000000 predicted=27.979242, expected=28.000000 predicted=27.277706, expected=16.000000 predicted=25.837829, expected=28.000000 predicted=31.710130, expected=36.000000 predicted=29.807321, expected=36.000000 predicted=31.021737, expected=40.000000 predicted=31.515342, expected=16.000000 predicted=26.136710, expected=12.000000 predicted=26.807145, expected=12.000000 predicted=24.751444, expected=24.000000 predicted=24.010253, expected=32.000000 predicted=24.065461, expected=52.000000 predicted=27.180359, expected=32.000000 predicted=26.002444, expected=32.000000 predicted=30.276509, expected=20.000000 predicted=30.412004, expected=12.000000 predicted=28.100554, expected=12.000000 predicted=26.464488, expected=16.000000 predicted=20.651560, expected=64.000000 predicted=31.296813, expected=16.000000 predicted=19.791691, expected=20.000000 predicted=23.149562, expected=28.000000 predicted=26.495770, expected=16.000000 predicted=24.181333, expected=36.000000 predicted=32.739645, expected=20.000000 predicted=21.267662, expected=32.000000 predicted=26.124266, expected=12.000000 predicted=22.312767, expected=28.000000 predicted=24.668971, expected=8.000000 predicted=21.037282, expected=36.000000 predicted=24.682428, expected=12.000000 predicted=19.820164, expected=36.000000 predicted=23.534728, expected=32.000000 predicted=25.843001, expected=28.000000 predicted=24.304568, expected=12.000000 predicted=24.835612, expected=20.000000 predicted=23.003460, expected=24.000000 predicted=25.668266, expected=16.000000 predicted=21.219970, expected=20.000000 predicted=20.522449, expected=4.000000 predicted=14.132683, expected=28.000000 predicted=20.412977, expected=12.000000 predicted=16.251528, expected=24.000000 predicted=18.065655, expected=24.000000 predicted=19.232988, expected=32.000000 predicted=20.921694, expected=52.000000 predicted=31.312652, expected=20.000000 predicted=24.540253, expected=16.000000 predicted=26.960176, expected=12.000000 predicted=24.944116, expected=24.000000 predicted=26.229543, expected=28.000000 predicted=26.475642, expected=44.000000 predicted=25.891669, expected=36.000000 predicted=26.533277, expected=12.000000 predicted=23.247746, expected=16.000000 predicted=26.201543, expected=16.000000 predicted=24.609833, expected=12.000000 predicted=22.132475, expected=16.000000 predicted=18.674805, expected=20.000000 predicted=15.613046, expected=44.000000 predicted=23.220908, expected=12.000000 predicted=17.538088, expected=8.000000 predicted=17.471853, expected=20.000000 predicted=20.665658, expected=36.000000 predicted=24.415789, expected=12.000000 predicted=20.669782, expected=4.000000 predicted=14.102238, expected=20.000000 predicted=17.567027, expected=32.000000 predicted=21.597019, expected=16.000000 predicted=19.161781, expected=16.000000 predicted=16.590677, expected=24.000000 predicted=19.015535, expected=16.000000 predicted=19.556165, expected=20.000000 predicted=21.143298, expected=24.000000 predicted=19.738770, expected=52.000000 predicted=28.096971, expected=28.000000 predicted=25.853005, expected=32.000000 predicted=28.687109, expected=32.000000 predicted=31.315897, expected=32.000000 predicted=32.516236, expected=16.000000 predicted=30.748267, expected=36.000000 predicted=30.771898, expected=16.000000 predicted=25.542476, expected=16.000000 predicted=24.053156, expected=20.000000 predicted=23.237545, expected=24.000000 predicted=21.123219, expected=12.000000 predicted=19.871605, expected=16.000000 predicted=17.387593, expected=36.000000 predicted=22.559352, expected=188.000000 predicted=66.813167, expected=456.000000 predicted=218.675221, expected=160.000000 predicted=122.027910, expected=128.000000 predicted=152.759002, expected=168.000000 predicted=186.621130, expected=136.000000 predicted=186.443837, expected=44.000000 predicted=167.216542, expected=24.000000 predicted=87.404613, expected=28.000000 predicted=65.095079, expected=52.000000 predicted=62.611371, expected=28.000000 predicted=42.102352, expected=32.000000 predicted=35.263091, expected=44.000000 predicted=38.425860, expected=16.000000 predicted=25.785437, expected=20.000000 predicted=29.240523, expected=16.000000 predicted=22.342922, expected=20.000000 predicted=21.646910, expected=28.000000 predicted=25.257874, expected=44.000000 predicted=30.387124, expected=12.000000 predicted=19.357786, expected=28.000000 predicted=27.563410, expected=12.000000 predicted=19.444544, expected=20.000000 predicted=21.652328, expected=24.000000 predicted=23.727249, expected=36.000000 predicted=25.860186, expected=12.000000 predicted=18.746075, expected=16.000000 predicted=19.798975, expected=4.000000 predicted=13.545968, expected=16.000000 predicted=16.325428, expected=28.000000 predicted=21.337644, expected=20.000000 predicted=16.546252, expected=24.000000 predicted=21.170394, expected=36.000000 predicted=26.573402, expected=16.000000 predicted=20.064510, expected=20.000000 predicted=23.699853, expected=16.000000 predicted=19.922633, expected=16.000000 predicted=18.537576, expected=12.000000 predicted=16.906176, expected=16.000000 predicted=15.798907, expected=36.000000 predicted=24.691367, expected=8.000000 predicted=13.384099, expected=24.000000 predicted=21.944704, expected=36.000000 predicted=26.577860, expected=24.000000 predicted=22.415034, expected=16.000000 predicted=22.815550, expected=40.000000 predicted=30.355056, expected=44.000000 predicted=33.510907, expected=8.000000 predicted=21.250186, expected=44.000000 predicted=36.775590, expected=20.000000 predicted=23.856129, expected=20.000000 predicted=25.774923, expected=16.000000 predicted=23.576486, expected=44.000000 predicted=30.188928, expected=44.000000 predicted=34.670896, expected=20.000000 predicted=25.323031, expected=28.000000 predicted=30.699800, expected=20.000000 predicted=24.773389, expected=12.000000 predicted=21.635249, expected=12.000000 predicted=19.514110, expected=16.000000 predicted=16.552191, expected=20.000000 predicted=18.028612, expected=8.000000 predicted=12.335030, expected=8.000000 predicted=11.687520, expected=20.000000 predicted=15.826703, expected=8.000000 predicted=10.398732, expected=12.000000 predicted=13.042590, expected=44.000000 predicted=26.027925, expected=24.000000 predicted=19.282911, expected=28.000000 predicted=26.114882, expected=12.000000 predicted=19.280180, expected=8.000000 Test MSE: 997.428
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984])] predicted=21.004664, expected=8.000000 predicted=14.195689, expected=12.000000 predicted=13.785369, expected=12.000000 predicted=14.823899, expected=4.000000 predicted=20.663510, expected=8.000000 predicted=15.190389, expected=8.000000 predicted=8.296309, expected=36.000000 predicted=17.439945, expected=4.000000 predicted=12.226471, expected=12.000000 predicted=9.031204, expected=20.000000 predicted=14.303005, expected=20.000000 predicted=15.630970, expected=32.000000 predicted=26.331374, expected=20.000000 predicted=16.390222, expected=24.000000 predicted=19.496312, expected=16.000000 predicted=20.465813, expected=36.000000 predicted=25.287358, expected=20.000000 predicted=26.327740, expected=24.000000 predicted=22.157906, expected=68.000000 predicted=37.087861, expected=20.000000 predicted=28.348637, expected=20.000000 predicted=28.537573, expected=36.000000 predicted=29.097696, expected=36.000000 predicted=32.500796, expected=36.000000 predicted=42.961692, expected=20.000000 predicted=25.115562, expected=32.000000 predicted=27.414952, expected=16.000000 predicted=28.337448, expected=24.000000 predicted=27.483981, expected=16.000000 predicted=24.999999, expected=12.000000 predicted=17.886351, expected=16.000000 predicted=20.750408, expected=28.000000 predicted=19.855712, expected=32.000000 predicted=24.651349, expected=20.000000 predicted=20.236421, expected=16.000000 predicted=17.583222, expected=28.000000 predicted=22.206627, expected=4.000000 predicted=19.687995, expected=12.000000 predicted=18.759745, expected=32.000000 predicted=21.366932, expected=36.000000 predicted=24.098345, expected=44.000000 predicted=30.843333, expected=24.000000 predicted=21.754165, expected=28.000000 predicted=24.716961, expected=12.000000 predicted=26.250046, expected=24.000000 predicted=27.574829, expected=28.000000 predicted=30.645542, expected=40.000000 predicted=28.641515, expected=12.000000 predicted=23.496909, expected=12.000000 predicted=16.298829, expected=12.000000 predicted=19.378768, expected=12.000000 predicted=19.120616, expected=32.000000 predicted=26.245740, expected=48.000000 predicted=25.865214, expected=28.000000 predicted=23.890365, expected=16.000000 predicted=19.874199, expected=20.000000 predicted=20.890777, expected=12.000000 predicted=24.033898, expected=8.000000 predicted=23.884115, expected=4.000000 predicted=14.710498, expected=8.000000 predicted=11.006131, expected=44.000000 predicted=22.368733, expected=60.000000 predicted=30.378020, expected=24.000000 predicted=23.118851, expected=16.000000 predicted=18.217245, expected=32.000000 predicted=25.163315, expected=40.000000 predicted=38.603590, expected=32.000000 predicted=39.498832, expected=40.000000 predicted=31.210909, expected=56.000000 predicted=36.502318, expected=24.000000 predicted=34.545081, expected=4.000000 predicted=26.991161, expected=44.000000 predicted=33.632434, expected=28.000000 predicted=34.267067, expected=32.000000 predicted=36.259681, expected=28.000000 predicted=26.902746, expected=20.000000 predicted=19.937124, expected=8.000000 predicted=25.864469, expected=24.000000 predicted=23.437046, expected=28.000000 predicted=26.412076, expected=16.000000 predicted=21.546813, expected=40.000000 predicted=25.350534, expected=32.000000 predicted=23.799543, expected=44.000000 predicted=32.011950, expected=8.000000 predicted=24.825285, expected=16.000000 predicted=20.085405, expected=24.000000 predicted=28.925799, expected=8.000000 predicted=21.105419, expected=8.000000 predicted=20.573820, expected=16.000000 predicted=12.454337, expected=32.000000 predicted=20.140195, expected=16.000000 predicted=19.394652, expected=8.000000 predicted=11.599427, expected=24.000000 predicted=16.252463, expected=20.000000 predicted=19.088474, expected=12.000000 predicted=19.918377, expected=52.000000 predicted=26.642629, expected=12.000000 predicted=18.605769, expected=8.000000 predicted=17.960354, expected=16.000000 predicted=18.601611, expected=24.000000 predicted=19.063707, expected=16.000000 predicted=26.921276, expected=20.000000 predicted=15.894803, expected=16.000000 predicted=14.887510, expected=4.000000 predicted=13.237716, expected=32.000000 predicted=21.695358, expected=20.000000 predicted=18.999494, expected=32.000000 predicted=22.640276, expected=20.000000 predicted=20.408607, expected=52.000000 predicted=26.607394, expected=100.000000 predicted=54.182425, expected=40.000000 predicted=41.646137, expected=4.000000 predicted=30.632318, expected=12.000000 predicted=27.098712, expected=8.000000 predicted=32.038884, expected=24.000000 predicted=42.885365, expected=28.000000 predicted=25.963024, expected=20.000000 predicted=14.930425, expected=28.000000 predicted=20.083618, expected=40.000000 predicted=24.983250, expected=68.000000 predicted=40.516729, expected=40.000000 predicted=37.878748, expected=52.000000 predicted=39.125286, expected=36.000000 predicted=39.713505, expected=28.000000 predicted=38.791580, expected=48.000000 predicted=49.687089, expected=32.000000 predicted=38.429234, expected=16.000000 predicted=33.838160, expected=32.000000 predicted=31.914823, expected=40.000000 predicted=33.484600, expected=80.000000 predicted=51.570769, expected=68.000000 predicted=49.849610, expected=28.000000 predicted=35.516135, expected=24.000000 predicted=36.528262, expected=20.000000 predicted=36.490360, expected=4.000000 predicted=37.188054, expected=16.000000 predicted=31.084443, expected=56.000000 predicted=32.624268, expected=48.000000 predicted=33.809011, expected=28.000000 predicted=27.495606, expected=24.000000 predicted=22.583065, expected=52.000000 predicted=35.869949, expected=60.000000 predicted=51.278879, expected=48.000000 predicted=46.148126, expected=60.000000 predicted=45.562912, expected=56.000000 predicted=46.949659, expected=36.000000 predicted=48.194650, expected=36.000000 predicted=47.526667, expected=60.000000 predicted=51.138080, expected=68.000000 predicted=58.437394, expected=68.000000 predicted=58.557316, expected=60.000000 predicted=52.954683, expected=36.000000 predicted=46.498839, expected=36.000000 predicted=50.160138, expected=36.000000 predicted=50.018145, expected=68.000000 predicted=57.872341, expected=32.000000 predicted=46.120120, expected=80.000000 predicted=52.038758, expected=72.000000 predicted=56.819478, expected=72.000000 predicted=58.216424, expected=28.000000 predicted=54.215671, expected=76.000000 predicted=55.891479, expected=20.000000 predicted=55.409084, expected=36.000000 predicted=48.688436, expected=20.000000 predicted=43.849513, expected=8.000000 predicted=23.223414, expected=80.000000 predicted=55.307682, expected=8.000000 predicted=26.100924, expected=36.000000 predicted=30.746414, expected=8.000000 predicted=22.427645, expected=24.000000 predicted=21.061989, expected=20.000000 predicted=37.050928, expected=40.000000 predicted=23.444172, expected=32.000000 predicted=30.811374, expected=40.000000 predicted=26.517434, expected=32.000000 predicted=30.751157, expected=32.000000 predicted=29.836635, expected=20.000000 predicted=31.159440, expected=64.000000 predicted=40.812397, expected=72.000000 predicted=51.397759, expected=8.000000 predicted=31.805091, expected=40.000000 predicted=35.373641, expected=16.000000 predicted=29.775945, expected=4.000000 predicted=31.606878, expected=48.000000 predicted=41.339652, expected=44.000000 predicted=28.814314, expected=8.000000 predicted=26.072384, expected=36.000000 predicted=24.641518, expected=24.000000 predicted=22.677678, expected=36.000000 predicted=35.846004, expected=16.000000 predicted=28.765620, expected=16.000000 predicted=17.561962, expected=76.000000 predicted=42.661735, expected=40.000000 predicted=36.948194, expected=28.000000 predicted=33.644569, expected=24.000000 predicted=27.373845, expected=40.000000 predicted=33.160163, expected=12.000000 predicted=39.221894, expected=32.000000 predicted=30.641553, expected=32.000000 predicted=29.360520, expected=20.000000 predicted=24.913082, expected=12.000000 predicted=24.416186, expected=8.000000 predicted=14.851312, expected=4.000000 predicted=16.894723, expected=8.000000 predicted=15.428749, expected=8.000000 predicted=11.318400, expected=44.000000 predicted=19.919252, expected=44.000000 predicted=24.521784, expected=8.000000 predicted=15.089626, expected=4.000000 predicted=12.597325, expected=4.000000 predicted=12.418993, expected=16.000000 predicted=22.869221, expected=28.000000 predicted=24.964428, expected=48.000000 predicted=23.481693, expected=20.000000 predicted=18.506989, expected=16.000000 predicted=16.518658, expected=20.000000 predicted=21.378728, expected=32.000000 predicted=28.181641, expected=20.000000 predicted=29.405905, expected=40.000000 predicted=26.770507, expected=76.000000 predicted=40.682560, expected=24.000000 predicted=32.253831, expected=8.000000 predicted=26.228622, expected=20.000000 predicted=25.233725, expected=28.000000 predicted=32.529131, expected=28.000000 predicted=39.012139, expected=36.000000 predicted=26.927166, expected=28.000000 predicted=22.739481, expected=44.000000 predicted=31.368945, expected=32.000000 predicted=32.354868, expected=8.000000 predicted=24.111678, expected=36.000000 predicted=31.594504, expected=8.000000 predicted=23.083093, expected=32.000000 predicted=29.955106, expected=40.000000 predicted=30.945691, expected=44.000000 predicted=28.310432, expected=8.000000 predicted=25.921899, expected=32.000000 predicted=23.108434, expected=60.000000 predicted=40.771060, expected=32.000000 predicted=37.190477, expected=48.000000 predicted=40.580962, expected=28.000000 predicted=28.814129, expected=12.000000 predicted=28.796415, expected=12.000000 predicted=31.898886, expected=28.000000 predicted=27.250229, expected=20.000000 predicted=28.516812, expected=32.000000 predicted=25.253340, expected=28.000000 predicted=21.994717, expected=44.000000 predicted=28.037099, expected=12.000000 predicted=25.005275, expected=16.000000 predicted=21.069938, expected=16.000000 predicted=23.783202, expected=12.000000 predicted=20.125801, expected=52.000000 predicted=34.399687, expected=36.000000 predicted=26.147196, expected=8.000000 predicted=18.779020, expected=16.000000 predicted=19.143693, expected=24.000000 predicted=21.608321, expected=20.000000 predicted=29.778401, expected=12.000000 predicted=20.929471, expected=48.000000 predicted=24.151930, expected=36.000000 predicted=27.650840, expected=84.000000 predicted=45.181535, expected=24.000000 predicted=33.942454, expected=28.000000 predicted=29.369377, expected=8.000000 predicted=33.002971, expected=12.000000 predicted=26.655878, expected=56.000000 predicted=48.727339, expected=64.000000 predicted=39.534999, expected=28.000000 predicted=32.086744, expected=8.000000 predicted=19.331872, expected=28.000000 predicted=26.232756, expected=40.000000 predicted=41.811435, expected=32.000000 predicted=39.524538, expected=60.000000 predicted=37.667807, expected=60.000000 predicted=38.307066, expected=44.000000 predicted=41.400820, expected=20.000000 predicted=36.721538, expected=28.000000 predicted=34.869822, expected=28.000000 predicted=41.051107, expected=32.000000 predicted=39.268511, expected=40.000000 predicted=36.329115, expected=12.000000 predicted=22.572375, expected=8.000000 predicted=20.487448, expected=36.000000 predicted=27.979303, expected=20.000000 predicted=25.959169, expected=24.000000 predicted=26.376646, expected=16.000000 predicted=17.298433, expected=28.000000 predicted=20.172698, expected=20.000000 predicted=25.815109, expected=8.000000 predicted=16.695216, expected=20.000000 predicted=19.754448, expected=16.000000 predicted=17.393277, expected=8.000000 predicted=16.777861, expected=40.000000 predicted=23.216411, expected=48.000000 predicted=27.045088, expected=16.000000 predicted=22.649960, expected=20.000000 predicted=20.998411, expected=12.000000 predicted=17.946049, expected=36.000000 predicted=31.879649, expected=4.000000 predicted=24.319908, expected=24.000000 predicted=18.176422, expected=24.000000 predicted=21.420672, expected=4.000000 predicted=13.393032, expected=20.000000 predicted=21.501282, expected=8.000000 predicted=11.109655, expected=24.000000 predicted=19.545565, expected=24.000000 predicted=20.609253, expected=28.000000 predicted=17.661618, expected=8.000000 predicted=16.864712, expected=24.000000 predicted=17.342676, expected=16.000000 predicted=20.650255, expected=4.000000 predicted=15.383804, expected=4.000000 predicted=13.874554, expected=12.000000 predicted=10.500352, expected=32.000000 predicted=20.777083, expected=28.000000 predicted=19.564935, expected=12.000000 predicted=12.621278, expected=16.000000 predicted=13.895273, expected=36.000000 predicted=23.432752, expected=12.000000 predicted=22.829996, expected=12.000000 predicted=18.647134, expected=52.000000 predicted=27.183750, expected=24.000000 predicted=24.668131, expected=104.000000 predicted=52.372567, expected=80.000000 predicted=51.563929, expected=20.000000 predicted=35.908302, expected=36.000000 predicted=46.369006, expected=24.000000 predicted=37.708241, expected=12.000000 predicted=49.156499, expected=4.000000 predicted=32.200361, expected=16.000000 predicted=17.451501, expected=12.000000 predicted=19.688234, expected=16.000000 predicted=16.244752, expected=44.000000 predicted=22.581473, expected=8.000000 predicted=13.746848, expected=8.000000 predicted=14.020369, expected=8.000000 predicted=12.715130, expected=36.000000 predicted=22.489432, expected=16.000000 predicted=24.726904, expected=8.000000 predicted=11.270694, expected=8.000000 predicted=10.934589, expected=20.000000 predicted=15.012917, expected=12.000000 predicted=19.502655, expected=16.000000 predicted=14.275398, expected=20.000000 predicted=14.329305, expected=20.000000 predicted=15.600780, expected=8.000000 predicted=14.996733, expected=164.000000 predicted=61.826454, expected=264.000000 predicted=131.943625, expected=148.000000 predicted=108.678136, expected=36.000000 predicted=63.672130, expected=8.000000 predicted=52.943589, expected=4.000000 predicted=86.832117, expected=12.000000 predicted=95.392358, expected=72.000000 predicted=78.004746, expected=28.000000 predicted=30.968465, expected=40.000000 predicted=27.006224, expected=4.000000 predicted=14.463337, expected=12.000000 predicted=17.498019, expected=80.000000 predicted=60.589197, expected=20.000000 predicted=28.633934, expected=32.000000 predicted=31.488710, expected=20.000000 predicted=20.671762, expected=56.000000 predicted=38.583835, expected=16.000000 predicted=39.073477, expected=28.000000 predicted=25.459782, expected=28.000000 predicted=30.095334, expected=52.000000 predicted=37.318527, expected=16.000000 predicted=32.030996, expected=28.000000 predicted=24.522775, expected=20.000000 predicted=25.990817, expected=24.000000 predicted=26.132224, expected=32.000000 predicted=34.378054, expected=12.000000 predicted=17.573579, expected=20.000000 predicted=22.020943, expected=12.000000 predicted=17.448451, expected=28.000000 predicted=23.792145, expected=28.000000 predicted=26.498075, expected=32.000000 predicted=23.597068, expected=48.000000 predicted=33.736199, expected=200.000000 predicted=101.521131, expected=8.000000 predicted=42.151022, expected=12.000000 predicted=30.002465, expected=24.000000 predicted=41.169960, expected=32.000000 predicted=44.626093, expected=12.000000 predicted=66.543207, expected=28.000000 predicted=19.732874, expected=40.000000 predicted=28.059408, expected=36.000000 predicted=30.396066, expected=8.000000 predicted=21.148092, expected=20.000000 predicted=19.788812, expected=28.000000 predicted=27.568238, expected=36.000000 predicted=32.677354, expected=24.000000 predicted=27.212642, expected=4.000000 predicted=12.191833, expected=4.000000 predicted=13.770205, expected=28.000000 predicted=24.245486, expected=12.000000 predicted=19.552016, expected=24.000000 predicted=19.638122, expected=28.000000 predicted=18.842123, expected=12.000000 predicted=13.311384, expected=8.000000 predicted=16.438704, expected=24.000000 predicted=18.821256, expected=20.000000 predicted=20.568029, expected=16.000000 predicted=18.932151, expected=48.000000 predicted=28.708338, expected=16.000000 predicted=18.260704, expected=64.000000 predicted=39.937278, expected=16.000000 predicted=25.533120, expected=20.000000 predicted=22.259817, expected=16.000000 predicted=29.313267, expected=16.000000 predicted=19.417819, expected=24.000000 predicted=32.136174, expected=32.000000 predicted=23.764673, expected=8.000000 predicted=15.937395, expected=8.000000 predicted=13.307383, expected=12.000000 predicted=15.003321, expected=16.000000 Test MSE: 604.205
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061])] predicted=36.818366, expected=28.000000 predicted=36.200401, expected=52.000000 predicted=42.337973, expected=40.000000 predicted=31.909529, expected=28.000000 predicted=31.104714, expected=24.000000 predicted=32.119779, expected=36.000000 predicted=33.870121, expected=36.000000 predicted=37.834240, expected=64.000000 predicted=42.822677, expected=96.000000 predicted=53.584818, expected=76.000000 predicted=55.629927, expected=44.000000 predicted=53.919867, expected=68.000000 predicted=61.362665, expected=56.000000 predicted=64.400745, expected=44.000000 predicted=64.681346, expected=32.000000 predicted=52.448372, expected=76.000000 predicted=55.998194, expected=104.000000 predicted=71.109096, expected=100.000000 predicted=73.500818, expected=16.000000 predicted=51.851405, expected=60.000000 predicted=60.682638, expected=76.000000 predicted=72.651646, expected=28.000000 predicted=61.967585, expected=68.000000 predicted=66.249332, expected=84.000000 predicted=54.767740, expected=60.000000 predicted=61.697701, expected=48.000000 predicted=61.433644, expected=28.000000 predicted=45.242220, expected=52.000000 predicted=57.227507, expected=76.000000 predicted=64.081913, expected=72.000000 predicted=59.221052, expected=72.000000 predicted=59.845265, expected=76.000000 predicted=61.090734, expected=52.000000 predicted=62.171859, expected=56.000000 predicted=66.809118, expected=100.000000 predicted=76.633175, expected=48.000000 predicted=63.857809, expected=60.000000 predicted=67.016155, expected=44.000000 predicted=56.019523, expected=76.000000 predicted=65.057959, expected=36.000000 predicted=61.102735, expected=44.000000 predicted=50.189818, expected=28.000000 predicted=46.002772, expected=36.000000 predicted=42.326497, expected=72.000000 predicted=56.194158, expected=100.000000 predicted=58.821966, expected=68.000000 predicted=58.174744, expected=40.000000 predicted=51.231918, expected=44.000000 predicted=54.485580, expected=60.000000 predicted=64.052765, expected=28.000000 predicted=56.560442, expected=72.000000 predicted=58.393555, expected=60.000000 predicted=50.562870, expected=52.000000 predicted=51.547503, expected=40.000000 predicted=51.458843, expected=52.000000 predicted=47.935699, expected=36.000000 predicted=51.486637, expected=56.000000 predicted=52.161439, expected=60.000000 predicted=51.583149, expected=68.000000 predicted=53.338169, expected=48.000000 predicted=52.457507, expected=40.000000 predicted=47.546196, expected=44.000000 predicted=51.656567, expected=92.000000 predicted=64.831871, expected=20.000000 predicted=47.894653, expected=32.000000 predicted=44.960217, expected=92.000000 predicted=58.606059, expected=32.000000 predicted=45.644147, expected=32.000000 predicted=54.397990, expected=32.000000 predicted=36.361087, expected=24.000000 predicted=35.797668, expected=32.000000 predicted=46.087725, expected=36.000000 predicted=32.064126, expected=44.000000 predicted=34.985217, expected=48.000000 predicted=37.676028, expected=32.000000 predicted=33.801746, expected=52.000000 predicted=42.003118, expected=48.000000 predicted=42.862443, expected=36.000000 predicted=42.197742, expected=40.000000 predicted=43.356466, expected=68.000000 predicted=47.936710, expected=36.000000 predicted=44.946402, expected=44.000000 predicted=46.356640, expected=48.000000 predicted=44.613022, expected=60.000000 predicted=49.611735, expected=32.000000 predicted=47.832020, expected=40.000000 predicted=42.467264, expected=72.000000 predicted=52.534639, expected=40.000000 predicted=46.188318, expected=12.000000 predicted=40.573886, expected=36.000000 predicted=38.173599, expected=56.000000 predicted=43.487672, expected=20.000000 predicted=39.452197, expected=32.000000 predicted=34.928999, expected=64.000000 predicted=38.139061, expected=72.000000 predicted=48.548879, expected=32.000000 predicted=45.143491, expected=56.000000 predicted=46.224088, expected=28.000000 predicted=41.242742, expected=36.000000 predicted=47.961790, expected=36.000000 predicted=45.932288, expected=60.000000 predicted=42.908012, expected=20.000000 predicted=37.837755, expected=36.000000 predicted=36.022325, expected=32.000000 predicted=35.676317, expected=52.000000 predicted=40.389103, expected=28.000000 predicted=39.159131, expected=48.000000 predicted=36.555687, expected=60.000000 predicted=44.815350, expected=36.000000 predicted=39.425541, expected=40.000000 predicted=45.537271, expected=12.000000 predicted=31.658259, expected=16.000000 predicted=33.572950, expected=36.000000 predicted=37.121322, expected=28.000000 predicted=27.995193, expected=56.000000 predicted=37.325754, expected=32.000000 predicted=27.846976, expected=36.000000 predicted=32.536146, expected=24.000000 predicted=33.796890, expected=48.000000 predicted=37.700247, expected=60.000000 predicted=47.081282, expected=40.000000 predicted=38.679033, expected=36.000000 predicted=40.302598, expected=48.000000 predicted=41.423746, expected=28.000000 predicted=40.541111, expected=24.000000 predicted=39.751943, expected=64.000000 predicted=44.486701, expected=16.000000 predicted=31.229710, expected=48.000000 predicted=42.290010, expected=96.000000 predicted=52.117390, expected=56.000000 predicted=46.331294, expected=48.000000 predicted=57.076646, expected=28.000000 predicted=41.525741, expected=32.000000 predicted=47.025701, expected=16.000000 predicted=46.888433, expected=44.000000 predicted=40.947174, expected=28.000000 predicted=33.278303, expected=28.000000 predicted=29.188621, expected=20.000000 predicted=27.576322, expected=24.000000 predicted=24.498065, expected=56.000000 predicted=38.659276, expected=44.000000 predicted=33.818569, expected=68.000000 predicted=44.244435, expected=60.000000 predicted=44.916974, expected=32.000000 predicted=41.703123, expected=80.000000 predicted=61.759908, expected=24.000000 predicted=44.316196, expected=28.000000 predicted=48.646795, expected=36.000000 predicted=44.315458, expected=48.000000 predicted=40.020930, expected=56.000000 predicted=51.757729, expected=72.000000 predicted=46.721348, expected=16.000000 predicted=36.175587, expected=28.000000 predicted=40.507005, expected=28.000000 predicted=39.200373, expected=36.000000 predicted=40.013005, expected=68.000000 predicted=50.353037, expected=64.000000 predicted=40.738612, expected=52.000000 predicted=45.402335, expected=24.000000 predicted=39.855099, expected=28.000000 predicted=41.144481, expected=32.000000 predicted=44.965731, expected=16.000000 predicted=35.645643, expected=68.000000 predicted=44.849644, expected=20.000000 predicted=27.486556, expected=28.000000 predicted=31.896586, expected=24.000000 predicted=30.191687, expected=28.000000 predicted=27.537150, expected=32.000000 predicted=37.852082, expected=32.000000 predicted=27.112566, expected=44.000000 predicted=33.280135, expected=64.000000 predicted=40.278705, expected=44.000000 predicted=39.549923, expected=28.000000 predicted=38.009419, expected=8.000000 predicted=31.082610, expected=40.000000 predicted=38.926345, expected=32.000000 predicted=38.174214, expected=68.000000 predicted=43.572881, expected=40.000000 predicted=35.633775, expected=100.000000 predicted=52.499398, expected=20.000000 predicted=43.505848, expected=28.000000 predicted=43.088898, expected=24.000000 predicted=45.782890, expected=24.000000 predicted=35.282074, expected=44.000000 predicted=49.307166, expected=68.000000 predicted=38.404818, expected=36.000000 predicted=36.016659, expected=28.000000 predicted=34.636484, expected=32.000000 predicted=35.331043, expected=36.000000 predicted=39.612424, expected=16.000000 predicted=36.973552, expected=76.000000 predicted=44.268176, expected=48.000000 predicted=38.766484, expected=20.000000 predicted=34.690504, expected=4.000000 predicted=29.377484, expected=28.000000 predicted=28.000630, expected=52.000000 predicted=45.392720, expected=36.000000 predicted=34.475366, expected=20.000000 predicted=25.285749, expected=24.000000 predicted=23.670591, expected=24.000000 predicted=28.602743, expected=28.000000 predicted=33.096995, expected=12.000000 predicted=23.616168, expected=32.000000 predicted=24.552057, expected=24.000000 predicted=23.721413, expected=64.000000 predicted=35.642207, expected=52.000000 predicted=37.278501, expected=64.000000 predicted=41.597061, expected=44.000000 predicted=44.665515, expected=12.000000 predicted=34.871145, expected=32.000000 predicted=45.421393, expected=28.000000 predicted=37.861299, expected=36.000000 predicted=39.833337, expected=52.000000 predicted=39.038593, expected=28.000000 predicted=27.848811, expected=52.000000 predicted=40.147554, expected=52.000000 predicted=41.226150, expected=20.000000 predicted=35.747622, expected=60.000000 predicted=48.620519, expected=76.000000 predicted=49.541375, expected=52.000000 predicted=52.015629, expected=48.000000 predicted=51.927918, expected=36.000000 predicted=42.194789, expected=32.000000 predicted=48.339864, expected=32.000000 predicted=47.667269, expected=20.000000 predicted=35.569082, expected=120.000000 predicted=61.101429, expected=84.000000 predicted=56.197392, expected=20.000000 predicted=44.058647, expected=60.000000 predicted=54.930038, expected=28.000000 predicted=43.463363, expected=76.000000 predicted=75.099034, expected=28.000000 predicted=50.189223, expected=112.000000 predicted=59.218686, expected=56.000000 predicted=59.581022, expected=88.000000 predicted=63.408031, expected=76.000000 predicted=74.713174, expected=40.000000 predicted=56.423945, expected=56.000000 predicted=74.870320, expected=56.000000 predicted=59.617617, expected=56.000000 predicted=64.458769, expected=36.000000 predicted=53.805794, expected=36.000000 predicted=43.951706, expected=52.000000 predicted=50.024237, expected=64.000000 predicted=53.030398, expected=40.000000 predicted=47.540433, expected=60.000000 predicted=48.820695, expected=64.000000 predicted=52.272766, expected=56.000000 predicted=55.472321, expected=40.000000 predicted=53.392211, expected=56.000000 predicted=51.521960, expected=24.000000 predicted=46.678804, expected=48.000000 predicted=50.173597, expected=100.000000 predicted=62.014247, expected=48.000000 predicted=50.051139, expected=32.000000 predicted=49.917981, expected=24.000000 predicted=39.327587, expected=12.000000 predicted=38.267897, expected=44.000000 predicted=51.250400, expected=40.000000 predicted=36.284955, expected=84.000000 predicted=46.350417, expected=80.000000 predicted=50.255825, expected=4.000000 predicted=32.935875, expected=32.000000 predicted=44.697545, expected=44.000000 predicted=44.794653, expected=24.000000 predicted=46.488196, expected=84.000000 predicted=57.126368, expected=52.000000 predicted=36.514545, expected=44.000000 predicted=44.894281, expected=24.000000 predicted=41.397455, expected=24.000000 predicted=36.014169, expected=36.000000 predicted=48.260465, expected=32.000000 predicted=37.119257, expected=40.000000 predicted=36.230789, expected=88.000000 predicted=46.547161, expected=36.000000 predicted=38.911077, expected=52.000000 predicted=47.245874, expected=36.000000 predicted=42.630356, expected=44.000000 predicted=47.050774, expected=28.000000 predicted=49.947094, expected=64.000000 predicted=45.815600, expected=36.000000 predicted=43.349460, expected=52.000000 predicted=44.112897, expected=48.000000 predicted=45.521764, expected=36.000000 predicted=40.312299, expected=32.000000 predicted=45.449586, expected=32.000000 predicted=37.354700, expected=96.000000 predicted=57.678852, expected=52.000000 predicted=49.826970, expected=56.000000 predicted=50.251894, expected=32.000000 predicted=44.086107, expected=24.000000 predicted=41.759816, expected=32.000000 predicted=52.645475, expected=40.000000 predicted=41.174991, expected=48.000000 predicted=43.026615, expected=72.000000 predicted=45.494036, expected=48.000000 predicted=42.006756, expected=28.000000 predicted=40.158823, expected=24.000000 predicted=39.142617, expected=40.000000 predicted=43.107851, expected=20.000000 predicted=40.440834, expected=60.000000 predicted=42.612809, expected=68.000000 predicted=43.087804, expected=24.000000 predicted=34.863324, expected=32.000000 predicted=39.198588, expected=32.000000 predicted=34.453546, expected=48.000000 predicted=47.173786, expected=12.000000 predicted=36.892111, expected=76.000000 predicted=41.938635, expected=40.000000 predicted=38.734908, expected=52.000000 predicted=43.574704, expected=32.000000 predicted=42.225171, expected=36.000000 predicted=35.600732, expected=16.000000 predicted=42.788853, expected=32.000000 predicted=34.776659, expected=48.000000 predicted=40.464298, expected=60.000000 predicted=40.662199, expected=44.000000 predicted=40.135916, expected=36.000000 predicted=35.254916, expected=20.000000 predicted=35.052137, expected=28.000000 predicted=38.391762, expected=32.000000 predicted=39.371067, expected=52.000000 predicted=39.691771, expected=88.000000 predicted=49.945682, expected=48.000000 predicted=41.952515, expected=24.000000 predicted=39.103768, expected=16.000000 predicted=36.104929, expected=40.000000 predicted=44.519386, expected=4.000000 predicted=39.207579, expected=48.000000 predicted=36.140486, expected=28.000000 predicted=26.551444, expected=20.000000 predicted=23.476402, expected=24.000000 predicted=28.804472, expected=28.000000 predicted=22.004049, expected=32.000000 predicted=33.359724, expected=24.000000 predicted=26.103225, expected=40.000000 predicted=28.823541, expected=64.000000 predicted=38.664081, expected=76.000000 predicted=47.657513, expected=40.000000 predicted=43.321630, expected=44.000000 predicted=43.450395, expected=24.000000 predicted=41.981861, expected=4.000000 predicted=38.263821, expected=52.000000 predicted=47.671443, expected=40.000000 predicted=36.128044, expected=44.000000 predicted=38.481728, expected=12.000000 predicted=25.534569, expected=8.000000 predicted=19.161788, expected=28.000000 predicted=33.193749, expected=12.000000 predicted=24.384929, expected=68.000000 predicted=38.364350, expected=72.000000 predicted=37.359905, expected=40.000000 predicted=34.288446, expected=32.000000 predicted=37.815500, expected=16.000000 predicted=30.326381, expected=40.000000 predicted=47.358121, expected=32.000000 predicted=43.009112, expected=48.000000 predicted=38.244544, expected=28.000000 predicted=31.869386, expected=44.000000 predicted=33.257149, expected=28.000000 predicted=35.614917, expected=32.000000 predicted=34.151207, expected=20.000000 predicted=33.213893, expected=12.000000 predicted=24.460136, expected=52.000000 predicted=36.941310, expected=32.000000 predicted=29.945333, expected=64.000000 predicted=40.356077, expected=12.000000 predicted=26.716104, expected=20.000000 predicted=26.206372, expected=28.000000 predicted=35.771508, expected=32.000000 predicted=31.694637, expected=56.000000 predicted=43.967775, expected=80.000000 predicted=41.785166, expected=28.000000 predicted=35.614864, expected=4.000000 predicted=29.737382, expected=12.000000 predicted=29.512783, expected=40.000000 predicted=40.493682, expected=24.000000 predicted=38.696210, expected=48.000000 predicted=30.535282, expected=36.000000 predicted=25.068714, expected=56.000000 predicted=35.756787, expected=32.000000 predicted=38.300950, expected=12.000000 predicted=28.586691, expected=36.000000 predicted=37.937814, expected=40.000000 predicted=36.371542, expected=48.000000 predicted=42.828460, expected=36.000000 predicted=34.205578, expected=36.000000 predicted=31.035822, expected=12.000000 predicted=30.578733, expected=20.000000 predicted=30.818046, expected=16.000000 predicted=28.985509, expected=12.000000 predicted=22.511856, expected=60.000000 predicted=33.898013, expected=36.000000 predicted=26.072457, expected=64.000000 predicted=37.920013, expected=48.000000 predicted=37.167186, expected=24.000000 predicted=32.878762, expected=4.000000 predicted=35.673515, expected=28.000000 predicted=32.563300, expected=84.000000 predicted=53.929801, expected=24.000000 predicted=36.429775, expected=36.000000 predicted=32.048213, expected=24.000000 predicted=26.076257, expected=28.000000 predicted=34.128533, expected=28.000000 predicted=43.454558, expected=24.000000 predicted=26.218098, expected=48.000000 predicted=35.138480, expected=64.000000 predicted=39.502093, expected=44.000000 predicted=38.804055, expected=32.000000 predicted=36.372004, expected=24.000000 predicted=33.529394, expected=24.000000 predicted=37.778135, expected=24.000000 predicted=37.989549, expected=52.000000 predicted=38.671643, expected=84.000000 predicted=47.399860, expected=20.000000 predicted=32.919618, expected=28.000000 predicted=33.618694, expected=32.000000 predicted=35.211063, expected=24.000000 predicted=39.421386, expected=40.000000 predicted=46.208677, expected=36.000000 predicted=29.530052, expected=24.000000 predicted=29.103038, expected=28.000000 predicted=30.154673, expected=32.000000 predicted=29.731259, expected=16.000000 predicted=28.784635, expected=16.000000 predicted=25.220156, expected=24.000000 Test MSE: 432.401
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623])] predicted=24.177305, expected=48.000000 predicted=23.772951, expected=32.000000 predicted=28.282488, expected=8.000000 predicted=30.974435, expected=4.000000 predicted=26.651154, expected=8.000000 predicted=23.042338, expected=16.000000 predicted=17.869033, expected=36.000000 predicted=16.007859, expected=36.000000 predicted=16.424749, expected=20.000000 predicted=20.495733, expected=40.000000 predicted=27.734973, expected=4.000000 predicted=24.098008, expected=52.000000 predicted=33.394028, expected=12.000000 predicted=24.081033, expected=12.000000 predicted=26.274458, expected=36.000000 predicted=25.974853, expected=12.000000 predicted=19.385290, expected=8.000000 predicted=23.668887, expected=24.000000 predicted=17.714059, expected=32.000000 predicted=18.847848, expected=16.000000 predicted=20.566187, expected=12.000000 predicted=19.081369, expected=16.000000 predicted=18.490268, expected=20.000000 predicted=19.207696, expected=20.000000 predicted=18.638255, expected=16.000000 predicted=16.731336, expected=24.000000 predicted=18.311875, expected=40.000000 predicted=21.764209, expected=20.000000 predicted=22.216141, expected=8.000000 predicted=23.405310, expected=40.000000 predicted=25.539529, expected=16.000000 predicted=21.871916, expected=16.000000 predicted=25.009260, expected=32.000000 predicted=22.148551, expected=36.000000 predicted=23.008621, expected=52.000000 predicted=31.243303, expected=28.000000 predicted=29.473551, expected=28.000000 predicted=34.532564, expected=24.000000 predicted=33.621632, expected=16.000000 predicted=30.667593, expected=88.000000 predicted=38.527251, expected=8.000000 predicted=27.174541, expected=44.000000 predicted=40.944027, expected=24.000000 predicted=32.559226, expected=12.000000 predicted=33.902849, expected=20.000000 predicted=32.982610, expected=44.000000 predicted=24.019565, expected=44.000000 predicted=28.815501, expected=20.000000 predicted=27.897172, expected=32.000000 predicted=30.990781, expected=52.000000 predicted=34.092104, expected=40.000000 predicted=36.757923, expected=12.000000 predicted=34.975915, expected=32.000000 predicted=33.942864, expected=24.000000 predicted=30.376365, expected=8.000000 predicted=28.282155, expected=8.000000 predicted=21.927250, expected=8.000000 predicted=15.246602, expected=20.000000 predicted=15.763934, expected=8.000000 predicted=11.499315, expected=16.000000 predicted=12.197969, expected=76.000000 predicted=21.108051, expected=24.000000 predicted=21.309515, expected=36.000000 predicted=34.849730, expected=24.000000 predicted=31.209483, expected=16.000000 predicted=32.951093, expected=24.000000 predicted=32.962842, expected=12.000000 predicted=21.928209, expected=20.000000 predicted=22.324313, expected=8.000000 predicted=16.684309, expected=52.000000 predicted=22.048750, expected=28.000000 predicted=20.844862, expected=20.000000 predicted=25.818459, expected=20.000000 predicted=25.965228, expected=44.000000 predicted=28.306817, expected=16.000000 predicted=27.838733, expected=36.000000 predicted=29.297339, expected=60.000000 predicted=31.074241, expected=16.000000 predicted=30.852690, expected=8.000000 predicted=34.083804, expected=32.000000 predicted=28.668101, expected=16.000000 predicted=25.226579, expected=4.000000 predicted=23.344229, expected=8.000000 predicted=15.154973, expected=28.000000 predicted=14.981910, expected=12.000000 predicted=14.575966, expected=20.000000 predicted=16.005875, expected=72.000000 predicted=23.208769, expected=20.000000 predicted=23.447373, expected=12.000000 predicted=32.634485, expected=84.000000 predicted=37.101905, expected=36.000000 predicted=34.246659, expected=16.000000 predicted=45.020341, expected=24.000000 predicted=35.299294, expected=24.000000 predicted=30.925449, expected=20.000000 predicted=32.355312, expected=44.000000 predicted=27.269356, expected=8.000000 predicted=21.256169, expected=24.000000 predicted=27.133076, expected=20.000000 predicted=22.022205, expected=16.000000 predicted=21.707695, expected=56.000000 predicted=27.479537, expected=28.000000 predicted=22.504049, expected=24.000000 predicted=31.179933, expected=28.000000 predicted=29.672484, expected=20.000000 predicted=28.025819, expected=4.000000 predicted=26.951945, expected=44.000000 predicted=25.176321, expected=16.000000 predicted=19.131953, expected=40.000000 predicted=27.452485, expected=28.000000 predicted=24.092336, expected=16.000000 predicted=26.042756, expected=16.000000 predicted=27.779789, expected=20.000000 predicted=22.167918, expected=24.000000 predicted=22.935591, expected=20.000000 predicted=20.272302, expected=24.000000 predicted=20.453660, expected=16.000000 predicted=19.864330, expected=32.000000 predicted=23.009856, expected=16.000000 predicted=20.816697, expected=32.000000 predicted=24.471837, expected=16.000000 predicted=21.687906, expected=32.000000 predicted=25.000076, expected=8.000000 predicted=21.768470, expected=28.000000 predicted=23.515220, expected=28.000000 predicted=22.127468, expected=24.000000 predicted=22.511214, expected=20.000000 predicted=24.097129, expected=24.000000 predicted=22.391089, expected=16.000000 predicted=22.880362, expected=8.000000 predicted=20.633397, expected=8.000000 predicted=17.132240, expected=8.000000 predicted=13.464618, expected=40.000000 predicted=16.255401, expected=4.000000 predicted=11.925998, expected=4.000000 predicted=15.601415, expected=20.000000 predicted=13.959106, expected=16.000000 predicted=13.157406, expected=16.000000 predicted=16.759462, expected=24.000000 predicted=14.260179, expected=40.000000 predicted=19.088151, expected=20.000000 predicted=21.843698, expected=28.000000 predicted=26.137120, expected=12.000000 predicted=23.201230, expected=4.000000 predicted=22.377373, expected=36.000000 predicted=22.961340, expected=24.000000 predicted=17.576215, expected=24.000000 predicted=22.502140, expected=4.000000 predicted=18.423026, expected=28.000000 predicted=21.136264, expected=20.000000 predicted=20.201333, expected=28.000000 predicted=21.569913, expected=20.000000 predicted=20.537711, expected=96.000000 predicted=31.914952, expected=40.000000 predicted=33.848127, expected=12.000000 predicted=42.580313, expected=36.000000 predicted=42.215209, expected=52.000000 predicted=38.659573, expected=12.000000 predicted=39.529148, expected=12.000000 predicted=31.662349, expected=48.000000 predicted=28.194464, expected=24.000000 predicted=26.383271, expected=8.000000 predicted=28.533420, expected=28.000000 predicted=24.155999, expected=40.000000 predicted=23.709825, expected=8.000000 predicted=24.799333, expected=20.000000 predicted=24.898542, expected=40.000000 predicted=22.719091, expected=44.000000 predicted=27.007492, expected=4.000000 predicted=26.909344, expected=40.000000 predicted=30.193360, expected=8.000000 predicted=23.058766, expected=16.000000 predicted=26.720972, expected=24.000000 predicted=22.315675, expected=20.000000 predicted=17.033778, expected=36.000000 predicted=24.094697, expected=20.000000 predicted=20.013256, expected=4.000000 predicted=21.953672, expected=28.000000 predicted=23.264448, expected=20.000000 predicted=18.390159, expected=20.000000 predicted=21.470787, expected=28.000000 predicted=20.582233, expected=24.000000 predicted=19.965595, expected=56.000000 predicted=29.105244, expected=24.000000 predicted=26.846770, expected=32.000000 predicted=34.000656, expected=40.000000 predicted=33.955725, expected=8.000000 predicted=29.737632, expected=16.000000 predicted=31.962491, expected=8.000000 predicted=20.398758, expected=24.000000 predicted=20.285735, expected=24.000000 predicted=18.183096, expected=20.000000 predicted=16.875732, expected=48.000000 predicted=23.868823, expected=8.000000 predicted=20.617118, expected=24.000000 predicted=28.260494, expected=24.000000 predicted=23.547015, expected=12.000000 predicted=21.752850, expected=24.000000 predicted=24.076025, expected=24.000000 predicted=18.258213, expected=12.000000 predicted=19.901786, expected=36.000000 predicted=22.878120, expected=24.000000 predicted=20.085262, expected=12.000000 predicted=23.290424, expected=12.000000 predicted=21.615530, expected=24.000000 predicted=19.188826, expected=32.000000 predicted=21.255525, expected=4.000000 predicted=17.931525, expected=12.000000 predicted=19.019504, expected=4.000000 predicted=13.928368, expected=28.000000 predicted=16.370415, expected=28.000000 predicted=15.530162, expected=28.000000 predicted=17.709532, expected=20.000000 predicted=21.199223, expected=44.000000 predicted=26.019399, expected=32.000000 predicted=28.004075, expected=12.000000 predicted=28.962591, expected=12.000000 predicted=27.048989, expected=16.000000 predicted=21.795409, expected=20.000000 predicted=20.870787, expected=4.000000 predicted=15.550333, expected=36.000000 predicted=17.683307, expected=24.000000 predicted=16.051490, expected=28.000000 predicted=22.399597, expected=16.000000 predicted=22.256617, expected=20.000000 predicted=22.330266, expected=20.000000 predicted=23.222847, expected=8.000000 predicted=19.016322, expected=40.000000 predicted=22.305036, expected=60.000000 predicted=24.179916, expected=16.000000 predicted=26.754507, expected=8.000000 predicted=31.108636, expected=20.000000 predicted=26.214589, expected=12.000000 predicted=22.929942, expected=16.000000 predicted=21.618834, expected=16.000000 predicted=14.526447, expected=8.000000 predicted=13.305084, expected=12.000000 predicted=14.563640, expected=8.000000 predicted=11.487569, expected=36.000000 predicted=15.553364, expected=12.000000 predicted=13.323008, expected=8.000000 predicted=16.634996, expected=32.000000 predicted=18.606971, expected=20.000000 predicted=16.675131, expected=8.000000 predicted=20.468017, expected=12.000000 predicted=17.039645, expected=40.000000 predicted=18.683578, expected=8.000000 predicted=17.355439, expected=4.000000 predicted=18.795699, expected=32.000000 predicted=17.854722, expected=28.000000 predicted=17.004993, expected=80.000000 predicted=31.553703, expected=8.000000 predicted=24.887221, expected=32.000000 predicted=38.096581, expected=8.000000 predicted=30.682399, expected=24.000000 predicted=29.594112, expected=24.000000 predicted=27.158840, expected=24.000000 predicted=19.631159, expected=28.000000 predicted=23.546293, expected=24.000000 predicted=22.073919, expected=20.000000 predicted=24.458236, expected=8.000000 predicted=21.911625, expected=36.000000 predicted=23.506347, expected=12.000000 predicted=18.906728, expected=44.000000 predicted=25.235527, expected=28.000000 predicted=23.027017, expected=32.000000 predicted=27.979230, expected=32.000000 predicted=31.100199, expected=8.000000 predicted=26.415768, expected=36.000000 predicted=31.145941, expected=12.000000 predicted=22.388530, expected=8.000000 predicted=22.730427, expected=12.000000 predicted=18.406960, expected=16.000000 predicted=14.148656, expected=4.000000 predicted=13.838674, expected=8.000000 predicted=10.994209, expected=12.000000 predicted=9.501831, expected=28.000000 predicted=12.217527, expected=24.000000 predicted=14.194472, expected=16.000000 predicted=16.528071, expected=40.000000 predicted=22.351851, expected=8.000000 predicted=20.034669, expected=36.000000 predicted=27.331063, expected=8.000000 predicted=20.629452, expected=4.000000 predicted=20.474419, expected=32.000000 predicted=20.850109, expected=20.000000 predicted=15.151843, expected=20.000000 predicted=20.766218, expected=20.000000 predicted=18.350208, expected=20.000000 predicted=19.369069, expected=16.000000 predicted=21.049936, expected=16.000000 predicted=18.913291, expected=52.000000 predicted=23.111762, expected=8.000000 predicted=19.959882, expected=24.000000 predicted=26.621055, expected=32.000000 predicted=23.868683, expected=12.000000 predicted=22.845709, expected=20.000000 predicted=25.956079, expected=24.000000 predicted=19.487807, expected=4.000000 predicted=18.791713, expected=8.000000 predicted=18.090409, expected=4.000000 predicted=11.486202, expected=12.000000 predicted=11.178350, expected=12.000000 predicted=9.545156, expected=12.000000 predicted=8.735798, expected=28.000000 predicted=12.608463, expected=12.000000 predicted=12.630889, expected=8.000000 predicted=15.752708, expected=44.000000 predicted=19.171741, expected=40.000000 predicted=20.757951, expected=140.000000 predicted=45.269581, expected=12.000000 predicted=40.559727, expected=56.000000 predicted=61.980619, expected=4.000000 predicted=49.992763, expected=16.000000 predicted=44.745110, expected=36.000000 predicted=40.654181, expected=28.000000 predicted=23.246335, expected=4.000000 predicted=24.994682, expected=20.000000 predicted=19.964597, expected=60.000000 predicted=24.847659, expected=12.000000 predicted=24.508528, expected=12.000000 predicted=27.054686, expected=12.000000 predicted=20.891461, expected=16.000000 predicted=20.244738, expected=8.000000 predicted=18.581667, expected=16.000000 predicted=13.023179, expected=24.000000 predicted=13.954817, expected=12.000000 predicted=14.371230, expected=40.000000 predicted=19.940090, expected=40.000000 predicted=22.087305, expected=16.000000 predicted=25.732598, expected=24.000000 predicted=28.400889, expected=44.000000 predicted=28.336603, expected=36.000000 predicted=31.306091, expected=4.000000 predicted=28.929643, expected=24.000000 predicted=27.123475, expected=8.000000 predicted=21.317060, expected=36.000000 predicted=24.256210, expected=20.000000 predicted=19.780239, expected=20.000000 predicted=20.173691, expected=20.000000 predicted=21.895154, expected=12.000000 predicted=19.287634, expected=60.000000 predicted=26.962556, expected=16.000000 predicted=22.658929, expected=16.000000 predicted=27.731685, expected=32.000000 predicted=26.555861, expected=28.000000 predicted=25.386125, expected=44.000000 predicted=31.743415, expected=20.000000 predicted=26.398032, expected=24.000000 predicted=29.448218, expected=16.000000 predicted=27.175200, expected=48.000000 predicted=28.987160, expected=20.000000 predicted=26.673137, expected=24.000000 predicted=27.588425, expected=40.000000 predicted=28.661605, expected=4.000000 predicted=24.811746, expected=20.000000 predicted=27.571367, expected=40.000000 predicted=22.980558, expected=24.000000 predicted=23.546240, expected=8.000000 predicted=24.455050, expected=12.000000 predicted=19.882257, expected=16.000000 predicted=18.784804, expected=8.000000 predicted=16.615488, expected=24.000000 predicted=15.250602, expected=12.000000 predicted=12.686891, expected=16.000000 predicted=15.448239, expected=24.000000 predicted=16.435155, expected=32.000000 predicted=18.599360, expected=16.000000 predicted=20.673028, expected=4.000000 predicted=19.347999, expected=28.000000 predicted=20.257382, expected=52.000000 predicted=22.943795, expected=8.000000 predicted=22.477670, expected=56.000000 predicted=30.594759, expected=12.000000 predicted=25.534279, expected=20.000000 predicted=31.646458, expected=12.000000 predicted=26.327669, expected=32.000000 predicted=22.416636, expected=16.000000 predicted=22.815712, expected=12.000000 predicted=18.775004, expected=48.000000 predicted=22.943299, expected=24.000000 predicted=22.019970, expected=12.000000 predicted=26.236359, expected=32.000000 predicted=25.298188, expected=8.000000 predicted=21.375736, expected=20.000000 predicted=24.380518, expected=32.000000 predicted=20.201208, expected=20.000000 predicted=19.867858, expected=8.000000 predicted=21.404467, expected=4.000000 predicted=16.727358, expected=20.000000 predicted=16.375737, expected=8.000000 predicted=13.465058, expected=36.000000 predicted=15.879277, expected=32.000000 predicted=16.754041, expected=12.000000 predicted=20.109621, expected=24.000000 predicted=23.919734, expected=28.000000 predicted=22.360709, expected=40.000000 predicted=27.275438, expected=4.000000 predicted=23.764490, expected=8.000000 predicted=22.349755, expected=20.000000 predicted=19.677115, expected=28.000000 predicted=18.837178, expected=4.000000 predicted=16.966882, expected=36.000000 predicted=18.264596, expected=16.000000 predicted=17.224166, expected=16.000000 predicted=21.098449, expected=8.000000 predicted=18.657689, expected=16.000000 predicted=16.001111, expected=8.000000 predicted=15.525036, expected=20.000000 predicted=13.905415, expected=32.000000 predicted=15.533393, expected=8.000000 predicted=15.354122, expected=8.000000 predicted=17.580222, expected=8.000000 predicted=14.184951, expected=24.000000 predicted=15.185291, expected=36.000000 predicted=17.324662, expected=12.000000 predicted=16.322895, expected=12.000000 predicted=19.325953, expected=8.000000 predicted=17.098470, expected=20.000000 predicted=17.603095, expected=44.000000 predicted=19.816892, expected=20.000000 Test MSE: 291.005
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186])] predicted=9.688591, expected=16.000000 predicted=10.890433, expected=12.000000 predicted=11.541174, expected=8.000000 predicted=11.691405, expected=12.000000 predicted=12.637871, expected=24.000000 predicted=12.896966, expected=28.000000 predicted=17.266632, expected=4.000000 predicted=14.224791, expected=4.000000 predicted=12.614872, expected=20.000000 predicted=14.924830, expected=8.000000 predicted=14.305551, expected=4.000000 predicted=11.335476, expected=8.000000 predicted=7.593530, expected=12.000000 predicted=9.106599, expected=16.000000 predicted=11.661654, expected=8.000000 predicted=9.217478, expected=24.000000 predicted=12.414286, expected=16.000000 predicted=13.829917, expected=20.000000 predicted=16.255798, expected=16.000000 predicted=16.450116, expected=20.000000 predicted=17.214235, expected=4.000000 predicted=15.965688, expected=8.000000 predicted=13.545266, expected=12.000000 predicted=12.955815, expected=4.000000 predicted=10.273027, expected=16.000000 predicted=11.011797, expected=8.000000 predicted=8.333686, expected=28.000000 predicted=13.412178, expected=4.000000 predicted=11.471768, expected=8.000000 predicted=11.112292, expected=8.000000 predicted=11.361390, expected=24.000000 predicted=13.615189, expected=24.000000 predicted=16.618213, expected=12.000000 predicted=13.305040, expected=16.000000 predicted=15.139754, expected=12.000000 predicted=15.316767, expected=44.000000 predicted=23.077181, expected=36.000000 predicted=24.680349, expected=8.000000 predicted=20.957279, expected=12.000000 predicted=20.503540, expected=8.000000 predicted=18.556379, expected=12.000000 predicted=19.776064, expected=4.000000 predicted=13.038951, expected=24.000000 predicted=11.817878, expected=16.000000 predicted=12.680266, expected=52.000000 predicted=21.079966, expected=20.000000 predicted=21.193667, expected=44.000000 predicted=27.612550, expected=48.000000 predicted=34.247214, expected=12.000000 predicted=30.980299, expected=4.000000 predicted=28.902386, expected=28.000000 predicted=25.156291, expected=40.000000 predicted=29.857679, expected=8.000000 predicted=23.340418, expected=4.000000 predicted=15.376228, expected=4.000000 predicted=13.209822, expected=24.000000 predicted=18.100598, expected=40.000000 predicted=21.374399, expected=24.000000 predicted=17.911750, expected=20.000000 predicted=19.351029, expected=16.000000 predicted=20.425853, expected=32.000000 predicted=26.024739, expected=12.000000 predicted=23.516080, expected=16.000000 predicted=19.923793, expected=4.000000 predicted=15.647246, expected=20.000000 predicted=16.617460, expected=16.000000 predicted=16.635962, expected=24.000000 predicted=15.846512, expected=8.000000 predicted=14.267335, expected=12.000000 predicted=13.652054, expected=20.000000 predicted=16.539074, expected=8.000000 predicted=14.245988, expected=12.000000 predicted=14.033563, expected=8.000000 predicted=10.803004, expected=12.000000 predicted=11.856693, expected=12.000000 predicted=11.960135, expected=20.000000 predicted=12.288604, expected=8.000000 predicted=11.723958, expected=16.000000 predicted=12.728685, expected=4.000000 predicted=11.300618, expected=8.000000 predicted=11.051671, expected=8.000000 predicted=10.369075, expected=12.000000 predicted=9.324890, expected=8.000000 predicted=9.271719, expected=16.000000 predicted=9.518618, expected=24.000000 predicted=13.062224, expected=8.000000 predicted=12.397758, expected=12.000000 predicted=13.223449, expected=12.000000 predicted=12.810358, expected=64.000000 predicted=24.662505, expected=16.000000 predicted=22.568805, expected=48.000000 predicted=28.138429, expected=36.000000 predicted=30.795307, expected=24.000000 predicted=32.740126, expected=28.000000 predicted=35.850080, expected=36.000000 predicted=31.003340, expected=16.000000 predicted=30.788793, expected=12.000000 predicted=24.770139, expected=16.000000 predicted=21.246149, expected=24.000000 predicted=21.932525, expected=4.000000 predicted=17.535279, expected=40.000000 predicted=19.704823, expected=24.000000 predicted=19.873032, expected=40.000000 predicted=25.752732, expected=8.000000 predicted=22.473266, expected=4.000000 predicted=18.809284, expected=16.000000 predicted=21.312528, expected=4.000000 predicted=15.178044, expected=8.000000 predicted=13.475159, expected=12.000000 predicted=8.555462, expected=32.000000 predicted=13.469235, expected=32.000000 predicted=18.235136, expected=16.000000 predicted=17.378648, expected=28.000000 predicted=21.412030, expected=36.000000 predicted=26.008046, expected=48.000000 predicted=33.000786, expected=60.000000 predicted=38.145848, expected=32.000000 predicted=36.449030, expected=8.000000 predicted=33.825087, expected=16.000000 predicted=31.739344, expected=24.000000 predicted=30.552823, expected=24.000000 predicted=27.662855, expected=12.000000 predicted=19.236340, expected=64.000000 predicted=26.437644, expected=44.000000 predicted=31.238274, expected=20.000000 predicted=31.384397, expected=16.000000 predicted=28.849265, expected=32.000000 predicted=30.382328, expected=24.000000 predicted=33.129198, expected=28.000000 predicted=27.804678, expected=52.000000 predicted=29.724266, expected=64.000000 predicted=37.397761, expected=32.000000 predicted=38.755414, expected=32.000000 predicted=38.225124, expected=24.000000 predicted=37.087673, expected=24.000000 predicted=37.148280, expected=28.000000 predicted=33.947945, expected=32.000000 predicted=28.819242, expected=20.000000 predicted=26.419090, expected=12.000000 predicted=22.651934, expected=48.000000 predicted=28.099075, expected=72.000000 predicted=37.249260, expected=60.000000 predicted=42.442788, expected=28.000000 predicted=39.589615, expected=28.000000 predicted=39.785164, expected=8.000000 predicted=38.185081, expected=20.000000 predicted=35.311432, expected=28.000000 predicted=28.789086, expected=40.000000 predicted=26.333309, expected=28.000000 predicted=25.786943, expected=28.000000 predicted=25.318805, expected=48.000000 predicted=32.518391, expected=40.000000 predicted=35.507154, expected=32.000000 predicted=36.145555, expected=12.000000 predicted=30.005047, expected=36.000000 predicted=32.383876, expected=12.000000 predicted=28.917218, expected=48.000000 predicted=31.336223, expected=8.000000 predicted=23.711721, expected=12.000000 predicted=20.805733, expected=20.000000 predicted=22.130817, expected=40.000000 predicted=23.890753, expected=32.000000 predicted=27.607284, expected=36.000000 predicted=25.350702, expected=20.000000 predicted=25.961472, expected=12.000000 predicted=25.534340, expected=16.000000 predicted=25.246417, expected=20.000000 predicted=22.360914, expected=12.000000 predicted=19.161291, expected=16.000000 predicted=16.011842, expected=24.000000 predicted=16.809826, expected=44.000000 predicted=23.186542, expected=16.000000 predicted=21.866144, expected=16.000000 predicted=21.011088, expected=48.000000 predicted=27.860733, expected=8.000000 predicted=24.895480, expected=8.000000 predicted=23.079746, expected=12.000000 predicted=16.942405, expected=28.000000 predicted=20.056274, expected=8.000000 predicted=18.656343, expected=16.000000 predicted=13.487466, expected=4.000000 predicted=11.742433, expected=36.000000 predicted=18.151592, expected=36.000000 predicted=22.268430, expected=32.000000 predicted=22.804462, expected=44.000000 predicted=28.873549, expected=44.000000 predicted=32.810834, expected=48.000000 predicted=40.596874, expected=56.000000 predicted=44.070360, expected=24.000000 predicted=40.285745, expected=20.000000 predicted=38.200817, expected=44.000000 predicted=39.052678, expected=4.000000 predicted=31.053215, expected=16.000000 predicted=27.240631, expected=52.000000 predicted=27.488490, expected=12.000000 predicted=23.980303, expected=32.000000 predicted=27.766557, expected=40.000000 predicted=25.946804, expected=48.000000 predicted=34.025248, expected=16.000000 predicted=32.987804, expected=8.000000 predicted=24.636655, expected=32.000000 predicted=28.821903, expected=12.000000 predicted=25.092578, expected=52.000000 predicted=29.976437, expected=28.000000 predicted=24.704435, expected=12.000000 predicted=23.465095, expected=28.000000 predicted=27.070584, expected=32.000000 predicted=26.886311, expected=36.000000 predicted=32.146393, expected=48.000000 predicted=31.814043, expected=16.000000 predicted=27.781988, expected=36.000000 predicted=32.786463, expected=44.000000 predicted=35.310627, expected=48.000000 predicted=38.761798, expected=20.000000 predicted=34.958082, expected=40.000000 predicted=33.950903, expected=8.000000 predicted=30.846603, expected=20.000000 predicted=29.581482, expected=48.000000 predicted=31.495467, expected=20.000000 predicted=25.698923, expected=12.000000 predicted=24.602615, expected=8.000000 predicted=17.962488, expected=56.000000 predicted=28.416474, expected=28.000000 predicted=29.071248, expected=24.000000 predicted=25.226940, expected=44.000000 predicted=28.978429, expected=64.000000 predicted=38.202522, expected=24.000000 predicted=39.817458, expected=28.000000 predicted=35.072290, expected=28.000000 predicted=34.072777, expected=32.000000 predicted=36.249376, expected=48.000000 predicted=38.418885, expected=28.000000 predicted=31.150064, expected=12.000000 predicted=28.481787, expected=12.000000 predicted=25.406882, expected=28.000000 predicted=26.306446, expected=52.000000 predicted=31.503336, expected=52.000000 predicted=32.267093, expected=44.000000 predicted=34.135270, expected=56.000000 predicted=41.206846, expected=4.000000 predicted=36.959787, expected=20.000000 predicted=37.015295, expected=8.000000 predicted=28.800267, expected=20.000000 predicted=25.128424, expected=52.000000 predicted=28.586150, expected=48.000000 predicted=26.613851, expected=8.000000 predicted=25.430298, expected=8.000000 predicted=22.549461, expected=36.000000 predicted=28.098967, expected=20.000000 predicted=28.424310, expected=80.000000 predicted=36.803068, expected=40.000000 predicted=32.217928, expected=44.000000 predicted=38.545630, expected=4.000000 predicted=34.925986, expected=28.000000 predicted=34.717733, expected=520.000000 predicted=141.179027, expected=24.000000 predicted=105.994739, expected=4.000000 predicted=111.531022, expected=72.000000 predicted=104.752218, expected=32.000000 predicted=117.972740, expected=20.000000 predicted=122.797841, expected=24.000000 predicted=28.753345, expected=12.000000 predicted=26.403447, expected=4.000000 predicted=26.663170, expected=32.000000 predicted=21.101094, expected=52.000000 predicted=24.624142, expected=48.000000 predicted=29.440020, expected=24.000000 predicted=28.584844, expected=48.000000 predicted=35.393250, expected=20.000000 predicted=35.921760, expected=24.000000 predicted=36.201226, expected=16.000000 predicted=29.039255, expected=60.000000 predicted=33.300369, expected=8.000000 predicted=27.729867, expected=16.000000 predicted=24.804197, expected=36.000000 predicted=26.312449, expected=24.000000 predicted=26.234996, expected=36.000000 predicted=30.728416, expected=68.000000 predicted=32.446349, expected=60.000000 predicted=40.411591, expected=4.000000 predicted=36.957058, expected=20.000000 predicted=35.333572, expected=48.000000 predicted=38.843362, expected=16.000000 predicted=34.990798, expected=16.000000 predicted=27.756635, expected=48.000000 predicted=25.810911, expected=48.000000 predicted=32.702056, expected=32.000000 predicted=34.937065, expected=20.000000 predicted=29.720563, expected=36.000000 predicted=33.342149, expected=8.000000 predicted=30.583714, expected=4.000000 predicted=24.401568, expected=32.000000 predicted=22.187484, expected=80.000000 predicted=31.609346, expected=32.000000 predicted=31.498048, expected=32.000000 predicted=32.499151, expected=84.000000 predicted=45.134546, expected=40.000000 predicted=48.531245, expected=56.000000 predicted=55.562039, expected=40.000000 predicted=46.279061, expected=12.000000 predicted=42.884888, expected=8.000000 predicted=39.045332, expected=28.000000 predicted=30.234881, expected=4.000000 predicted=23.382363, expected=40.000000 predicted=23.452576, expected=24.000000 predicted=18.618690, expected=48.000000 predicted=26.850127, expected=8.000000 predicted=24.033896, expected=16.000000 predicted=23.685449, expected=12.000000 predicted=23.552877, expected=24.000000 predicted=22.085114, expected=24.000000 predicted=21.954798, expected=16.000000 predicted=16.638567, expected=92.000000 predicted=33.482667, expected=20.000000 predicted=29.469103, expected=32.000000 predicted=36.468691, expected=32.000000 predicted=34.830366, expected=32.000000 predicted=36.933539, expected=24.000000 predicted=38.299952, expected=40.000000 predicted=30.462989, expected=40.000000 predicted=33.253089, expected=44.000000 predicted=35.859075, expected=4.000000 predicted=29.420401, expected=24.000000 predicted=29.646577, expected=76.000000 predicted=38.897780, expected=36.000000 predicted=36.610365, expected=4.000000 predicted=31.445027, expected=32.000000 predicted=29.455523, expected=16.000000 predicted=29.628660, expected=32.000000 predicted=33.330201, expected=40.000000 predicted=26.880503, expected=20.000000 predicted=23.674968, expected=20.000000 predicted=26.793722, expected=36.000000 predicted=27.381333, expected=24.000000 predicted=28.119371, expected=20.000000 predicted=26.769223, expected=36.000000 predicted=26.312983, expected=32.000000 predicted=27.745052, expected=20.000000 predicted=27.881705, expected=52.000000 predicted=31.718781, expected=28.000000 predicted=30.409090, expected=68.000000 predicted=41.302018, expected=48.000000 predicted=40.732121, expected=20.000000 predicted=39.101273, expected=68.000000 predicted=48.556623, expected=16.000000 predicted=39.010989, expected=36.000000 predicted=43.855781, expected=36.000000 predicted=36.428200, expected=16.000000 predicted=31.367968, expected=56.000000 predicted=39.220132, expected=32.000000 predicted=31.015683, expected=16.000000 predicted=32.151908, expected=32.000000 predicted=31.338501, expected=52.000000 predicted=34.164622, expected=28.000000 predicted=35.574823, expected=8.000000 predicted=27.768840, expected=28.000000 predicted=27.317670, expected=28.000000 predicted=28.621150, expected=32.000000 predicted=29.706255, expected=56.000000 predicted=31.035886, expected=28.000000 predicted=29.435020, expected=20.000000 predicted=32.184982, expected=20.000000 predicted=29.962477, expected=24.000000 predicted=29.560538, expected=32.000000 predicted=30.084268, expected=32.000000 predicted=26.132426, expected=32.000000 predicted=26.917017, expected=36.000000 predicted=29.543030, expected=32.000000 predicted=31.221709, expected=16.000000 predicted=29.469973, expected=52.000000 predicted=34.310141, expected=16.000000 predicted=29.214319, expected=8.000000 predicted=26.864982, expected=36.000000 predicted=26.762680, expected=40.000000 predicted=27.792121, expected=16.000000 predicted=27.823801, expected=20.000000 predicted=22.946674, expected=36.000000 predicted=25.926922, expected=4.000000 predicted=24.150890, expected=16.000000 predicted=22.502548, expected=12.000000 predicted=16.437342, expected=8.000000 predicted=15.745204, expected=28.000000 predicted=17.836386, expected=484.000000 predicted=109.538326, expected=36.000000 predicted=87.218827, expected=20.000000 predicted=109.313395, expected=40.000000 predicted=98.714466, expected=48.000000 predicted=108.280204, expected=24.000000 predicted=116.593238, expected=28.000000 predicted=33.112317, expected=20.000000 predicted=29.134163, expected=4.000000 predicted=26.404494, expected=4.000000 predicted=20.986985, expected=16.000000 predicted=15.771030, expected=28.000000 predicted=16.885447, expected=12.000000 predicted=13.784209, expected=12.000000 predicted=12.954250, expected=12.000000 predicted=13.624576, expected=20.000000 predicted=16.624251, expected=36.000000 predicted=20.580261, expected=20.000000 predicted=18.368684, expected=12.000000 predicted=18.735903, expected=24.000000 predicted=20.740131, expected=32.000000 predicted=23.850545, expected=12.000000 predicted=22.178238, expected=40.000000 predicted=24.518436, expected=24.000000 predicted=23.134959, expected=4.000000 predicted=22.243275, expected=4.000000 predicted=19.081075, expected=36.000000 predicted=20.253042, expected=12.000000 predicted=19.043434, expected=8.000000 Test MSE: 1581.097
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423])] predicted=163.891564, expected=418.128000 predicted=258.595173, expected=155.552000 predicted=215.440637, expected=180.980000 predicted=91.769642, expected=191.808000 predicted=112.739771, expected=193.204000 predicted=250.398130, expected=283.464000 predicted=255.845706, expected=175.836000 predicted=203.805928, expected=494.396000 predicted=277.682831, expected=425.488000 predicted=360.635199, expected=332.296000 predicted=316.776657, expected=632.028000 predicted=350.330733, expected=294.468000 predicted=430.396642, expected=323.628000 predicted=354.312804, expected=176.016000 predicted=270.507495, expected=762.200000 predicted=528.418579, expected=457.532000 predicted=572.065347, expected=235.080000 predicted=302.738047, expected=285.980000 predicted=194.115917, expected=219.648000 predicted=391.723055, expected=135.444000 predicted=365.555556, expected=92.960000 predicted=194.088775, expected=396.708000 predicted=271.372420, expected=363.068000 predicted=349.465722, expected=185.932000 predicted=218.113940, expected=176.860000 predicted=117.093140, expected=148.228000 predicted=208.109921, expected=135.068000 predicted=252.277937, expected=119.232000 predicted=183.477779, expected=253.904000 predicted=191.961142, expected=210.752000 predicted=208.758255, expected=215.812000 predicted=178.842057, expected=275.168000 predicted=188.598600, expected=230.044000 predicted=232.004706, expected=242.888000 predicted=229.863305, expected=231.444000 predicted=223.158831, expected=127.976000 predicted=205.357412, expected=271.344000 predicted=220.765516, expected=228.468000 predicted=252.953748, expected=296.620000 predicted=257.774730, expected=131.484000 predicted=181.924370, expected=189.336000 predicted=174.978141, expected=136.548000 predicted=196.263865, expected=454.100000 predicted=307.070275, expected=212.816000 predicted=282.798465, expected=322.700000 predicted=212.074018, expected=229.748000 predicted=209.499591, expected=133.388000 predicted=242.427309, expected=173.148000 predicted=213.185634, expected=88.688000 predicted=197.451961, expected=318.880000 predicted=244.310061, expected=144.052000 predicted=211.853898, expected=281.900000 predicted=186.041997, expected=164.776000 predicted=170.500421, expected=258.216000 predicted=220.809187, expected=256.040000 predicted=239.160538, expected=223.044000 predicted=236.663769, expected=254.228000 predicted=221.251845, expected=228.408000 predicted=232.087851, expected=163.836000 predicted=218.584808, expected=262.968000 predicted=221.852918, expected=130.344000 predicted=217.777591, expected=246.764000 predicted=209.793501, expected=125.580000 predicted=184.937729, expected=555.196000 predicted=307.237094, expected=207.568000 predicted=306.907197, expected=368.368000 predicted=232.492338, expected=137.836000 predicted=198.617519, expected=117.108000 predicted=233.487752, expected=219.644000 predicted=246.294382, expected=191.376000 predicted=267.104767, expected=522.164000 predicted=318.192428, expected=151.848000 predicted=248.086608, expected=458.636000 predicted=229.483548, expected=104.992000 predicted=240.793782, expected=17.580000 predicted=190.283882, expected=60.116000 predicted=134.026820, expected=213.492000 predicted=252.934214, expected=394.152000 predicted=310.537845, expected=161.108000 predicted=179.797762, expected=220.992000 predicted=95.878972, expected=193.476000 predicted=174.976242, expected=165.900000 predicted=250.718399, expected=288.012000 predicted=240.326713, expected=169.160000 predicted=220.785492, expected=401.236000 predicted=250.356685, expected=141.720000 predicted=231.835809, expected=276.508000 predicted=209.828681, expected=126.152000 predicted=201.429488, expected=128.956000 predicted=207.224168, expected=150.012000 predicted=181.455015, expected=77.416000 predicted=168.169683, expected=244.536000 predicted=172.811171, expected=186.828000 predicted=187.923073, expected=247.120000 predicted=184.090503, expected=126.524000 predicted=141.282774, expected=80.152000 predicted=124.661563, expected=214.396000 predicted=173.054894, expected=144.304000 predicted=214.642134, expected=317.948000 predicted=209.650102, expected=252.076000 predicted=207.311892, expected=301.492000 predicted=224.067594, expected=187.696000 predicted=201.653321, expected=137.120000 predicted=190.109940, expected=129.836000 predicted=189.711019, expected=84.012000 predicted=187.797134, expected=221.428000 predicted=193.298209, expected=153.084000 predicted=184.190429, expected=89.044000 predicted=118.620783, expected=133.616000 predicted=94.383645, expected=161.504000 predicted=164.421908, expected=159.708000 predicted=175.352756, expected=105.364000 predicted=118.697827, expected=270.280000 predicted=155.611795, expected=130.232000 predicted=186.929719, expected=339.376000 predicted=200.102223, expected=364.344000 predicted=263.531642, expected=43.744000 predicted=199.787640, expected=76.484000 predicted=75.046444, expected=121.860000 predicted=170.915263, expected=268.040000 predicted=295.475994, expected=131.476000 predicted=193.025170, expected=216.100000 predicted=112.293844, expected=147.148000 predicted=142.746334, expected=54.828000 predicted=145.206385, expected=84.788000 predicted=109.548561, expected=140.712000 predicted=151.868720, expected=234.892000 predicted=196.292256, expected=118.916000 predicted=140.107676, expected=239.428000 predicted=122.514498, expected=223.744000 predicted=185.592171, expected=249.884000 predicted=224.485168, expected=183.452000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=186.423750, expected=111.184000 predicted=157.257852, expected=297.772000 predicted=215.970860, expected=205.364000 predicted=262.237196, expected=240.484000 predicted=213.808377, expected=204.100000 predicted=176.760371, expected=145.924000 predicted=194.583889, expected=114.052000 predicted=170.970203, expected=32.928000 predicted=135.957365, expected=245.160000 predicted=179.453144, expected=245.924000 predicted=232.506012, expected=151.352000 predicted=165.961926, expected=129.580000 predicted=85.204555, expected=128.228000 predicted=139.915853, expected=161.528000 predicted=195.716902, expected=64.700000 predicted=145.993729, expected=245.224000 predicted=146.431191, expected=133.428000 predicted=171.232491, expected=181.236000 predicted=149.607078, expected=130.012000 predicted=124.301955, expected=147.884000 predicted=155.215433, expected=96.880000 predicted=143.610846, expected=96.740000 predicted=123.116661, expected=228.472000 predicted=161.735218, expected=245.848000 predicted=209.061161, expected=239.772000 predicted=187.567544, expected=237.224000 predicted=167.146090, expected=166.408000 predicted=185.010214, expected=133.400000 predicted=181.297753, expected=112.660000 predicted=171.699894, expected=308.464000 predicted=233.488420, expected=373.976000 predicted=298.667396, expected=491.400000 predicted=318.182699, expected=216.508000 predicted=236.388221, expected=67.400000 predicted=142.892775, expected=155.400000 predicted=201.577341, expected=198.068000 predicted=322.265287, expected=196.268000 predicted=267.045617, expected=214.668000 predicted=166.129439, expected=317.560000 predicted=204.995581, expected=170.532000 predicted=217.447289, expected=237.484000 predicted=189.053140, expected=97.124000 predicted=178.528165, expected=115.744000 predicted=177.009611, expected=293.452000 predicted=222.939724, expected=282.696000 predicted=276.330349, expected=276.360000 predicted=220.469202, expected=97.812000 predicted=131.865026, expected=180.972000 predicted=163.922771, expected=94.368000 predicted=208.154890, expected=122.264000 predicted=186.708077, expected=230.876000 predicted=177.050188, expected=235.192000 predicted=208.963630, expected=302.668000 predicted=208.369078, expected=103.020000 predicted=151.301221, expected=100.944000 predicted=120.086849, expected=110.892000 predicted=159.555993, expected=78.248000 predicted=184.875476, expected=183.716000 predicted=156.592807, expected=218.664000 predicted=167.308660, expected=272.568000 predicted=190.773472, expected=123.536000 predicted=141.227416, expected=267.896000 predicted=161.963835, expected=321.092000 predicted=267.659568, expected=165.632000 predicted=250.944386, expected=301.184000 predicted=195.710549, expected=262.036000 predicted=256.619367, expected=271.504000 predicted=286.160174, expected=321.020000 predicted=262.098117, expected=82.980000 predicted=215.919419, expected=209.948000 predicted=188.698087, expected=150.548000 predicted=225.001007, expected=148.284000 predicted=223.929875, expected=163.476000 predicted=159.434064, expected=293.408000 predicted=207.764695, expected=216.464000 predicted=226.870852, expected=115.264000 predicted=144.736330, expected=139.940000 predicted=125.355411, expected=124.972000 predicted=185.777765, expected=247.204000 predicted=223.433716, expected=191.488000 predicted=197.693888, expected=208.196000 predicted=164.504243, expected=135.236000 predicted=144.282862, expected=96.852000 predicted=146.147347, expected=213.440000 predicted=182.563940, expected=129.992000 predicted=194.781665, expected=296.028000 predicted=193.655268, expected=144.316000 predicted=172.875719, expected=213.932000 predicted=166.622257, expected=173.992000 predicted=175.578876, expected=96.180000 predicted=177.037594, expected=108.968000 predicted=137.804365, expected=84.904000 predicted=138.100528, expected=356.748000 predicted=222.306352, expected=186.880000 predicted=222.789606, expected=286.088000 predicted=166.691362, expected=275.032000 predicted=191.060234, expected=374.560000 predicted=303.103875, expected=111.556000 predicted=239.719524, expected=46.384000 predicted=125.607948, expected=259.756000 predicted=209.363765, expected=197.300000 predicted=305.165533, expected=228.000000 predicted=213.124835, expected=191.936000 predicted=138.483537, expected=199.464000 predicted=185.863665, expected=275.056000 predicted=233.207943, expected=154.916000 predicted=217.338489, expected=393.172000 predicted=244.089479, expected=1033.756000 predicted=540.373340, expected=235.044000 predicted=481.972027, expected=155.668000 predicted=121.652586, expected=205.900000 predicted=203.337512, expected=408.612000 predicted=567.420923, expected=304.128000 predicted=458.072547, expected=265.260000 predicted=228.953216, expected=221.708000 predicted=208.334131, expected=513.976000 predicted=367.085801, expected=292.064000 predicted=384.395499, expected=191.644000 predicted=238.705224, expected=115.072000 predicted=176.284396, expected=149.732000 predicted=256.094724, expected=465.288000 predicted=360.100765, expected=888.880000 predicted=525.250810, expected=267.836000 predicted=366.513635, expected=134.804000 predicted=112.784405, expected=204.740000 predicted=246.539495, expected=248.268000 predicted=477.979249, expected=223.172000 predicted=361.902036, expected=356.444000 predicted=247.452754, expected=98.508000 predicted=195.743021, expected=83.108000 predicted=138.631949, expected=140.496000 predicted=170.121168, expected=119.884000 predicted=215.366868, expected=275.808000 predicted=205.381834, expected=188.256000 predicted=168.548790, expected=284.636000 predicted=181.767250, expected=183.196000 predicted=182.655088, expected=125.848000 predicted=173.318747, expected=126.192000 predicted=165.763391, expected=35.364000 predicted=152.898052, expected=211.772000 predicted=174.620864, expected=148.600000 predicted=171.686395, expected=253.516000 predicted=168.735761, expected=121.428000 predicted=129.036168, expected=77.936000 predicted=109.150711, expected=60.320000 predicted=112.013844, expected=152.524000 predicted=161.787593, expected=170.292000 predicted=172.924459, expected=223.708000 predicted=153.168967, expected=230.584000 predicted=155.183790, expected=455.072000 predicted=253.226772, expected=168.880000 predicted=238.377158, expected=135.300000 predicted=154.264690, expected=58.880000 predicted=149.119719, expected=277.336000 predicted=273.196832, expected=160.356000 predicted=252.905324, expected=126.304000 predicted=134.749051, expected=128.052000 predicted=105.493148, expected=103.404000 predicted=151.135156, expected=95.632000 predicted=145.664721, expected=82.180000 predicted=110.165643, expected=379.924000 predicted=201.144842, expected=149.592000 predicted=197.697734, expected=210.916000 predicted=130.040847, expected=180.192000 predicted=145.992588, expected=136.648000 predicted=204.638102, expected=142.444000 predicted=181.767999, expected=85.324000 predicted=144.468681, expected=193.148000 predicted=166.543853, expected=174.740000 predicted=174.845472, expected=261.476000 predicted=185.825842, expected=136.432000 predicted=152.720986, expected=103.248000 predicted=124.056478, expected=115.072000 predicted=140.916529, expected=178.332000 predicted=189.764550, expected=257.236000 predicted=210.678142, expected=175.796000 predicted=168.613503, expected=205.988000 predicted=149.269081, expected=146.320000 predicted=163.577720, expected=132.344000 predicted=175.310255, expected=129.008000 predicted=164.288835, expected=175.784000 predicted=174.582140, expected=159.732000 predicted=169.710745, expected=138.040000 predicted=140.460222, expected=230.472000 predicted=163.090454, expected=196.444000 predicted=191.109234, expected=139.632000 predicted=160.382768, expected=167.020000 predicted=147.354893, expected=68.508000 predicted=149.012747, expected=234.000000 predicted=182.239977, expected=147.376000 predicted=181.579086, expected=180.268000 predicted=156.420009, expected=136.752000 predicted=132.194551, expected=118.740000 predicted=143.903551, expected=119.288000 predicted=145.648266, expected=77.988000 predicted=127.778497, expected=150.600000 predicted=133.795235, expected=186.472000 predicted=155.048931, expected=218.980000 predicted=167.668837, expected=142.992000 predicted=136.482783, expected=133.388000 predicted=124.871066, expected=80.484000 predicted=133.072834, expected=89.972000 predicted=138.646436, expected=83.364000 predicted=125.855771, expected=135.324000 predicted=124.674044, expected=120.368000 predicted=116.790212, expected=142.292000 predicted=110.093165, expected=106.868000 predicted=104.837247, expected=89.580000 predicted=102.246209, expected=136.192000 predicted=120.238522, expected=303.976000 predicted=193.771744, expected=291.464000 predicted=224.902918, expected=288.292000 predicted=197.776413, expected=292.776000 predicted=209.979134, expected=130.764000 predicted=214.447112, expected=243.096000 predicted=234.049726, expected=68.460000 predicted=213.666550, expected=203.516000 predicted=205.173022, expected=218.688000 predicted=211.505735, expected=159.836000 predicted=191.922786, expected=146.944000 predicted=138.446493, expected=116.216000 predicted=138.010831, expected=212.584000 predicted=191.048204, expected=71.960000 predicted=157.355270, expected=300.928000 predicted=175.208178, expected=335.756000 predicted=247.008159, expected=216.904000 predicted=224.390523, expected=170.752000 predicted=149.371643, expected=91.288000 predicted=161.217208, expected=76.396000 predicted=188.471946, expected=73.020000 predicted=159.743392, expected=316.904000 predicted=207.856719, expected=261.160000 predicted=223.599084, expected=162.944000 predicted=140.357961, expected=147.912000 predicted=108.444425, expected=93.848000 predicted=164.249076, expected=112.484000 predicted=184.063265, expected=158.152000 predicted=169.418560, expected=422.304000 predicted=247.598601, expected=147.020000 predicted=204.204890, expected=248.676000 predicted=141.813461, expected=194.880000 predicted=185.746409, expected=108.140000 predicted=222.159343, expected=92.432000 predicted=163.746137, expected=122.956000 predicted=155.749075, expected=229.288000 predicted=203.604812, expected=145.872000 predicted=167.209606, expected=114.128000 predicted=106.789884, expected=89.132000 predicted=101.244789, expected=109.708000 predicted=140.358566, expected=194.140000 predicted=170.636791, expected=175.196000 predicted=161.423026, expected=253.808000 predicted=163.956411, expected=172.472000 predicted=160.293761, expected=242.524000 predicted=185.045595, expected=129.072000 predicted=180.649569, expected=140.572000 predicted=169.075824, expected=84.472000 predicted=151.151758, expected=83.364000 predicted=141.158493, expected=241.196000 predicted=177.028474, expected=202.432000 predicted=189.865255, expected=134.100000 predicted=131.398732, expected=124.916000 predicted=101.681062, expected=32.420000 predicted=118.883727, expected=122.484000 predicted=142.089015, expected=125.848000 predicted=146.823816, expected=276.192000 predicted=177.496695, expected=144.024000 predicted=144.254213, expected=122.968000 predicted=101.016994, expected=127.884000 predicted=122.678897, expected=99.172000 predicted=160.963008, expected=115.528000 predicted=146.773407, expected=55.148000 predicted=102.969261, expected=233.796000 predicted=143.276417, expected=222.356000 predicted=184.083560, expected=244.868000 predicted=176.169702, expected=131.044000 predicted=129.330610, expected=147.236000 predicted=144.121001, expected=58.804000 predicted=155.229573, expected=67.708000 predicted=138.159299, expected=151.272000 predicted=145.577100, expected=297.120000 predicted=201.210621, expected=98.116000 predicted=144.688469, expected=140.268000 predicted=81.590362, expected=134.740000 predicted=130.326313, expected=99.528000 predicted=172.338012, expected=232.804000 predicted=176.188431, expected=180.828000 predicted=173.321093, expected=162.840000 predicted=150.341055, expected=52.000000 predicted=100.124743, expected=81.680000 predicted=114.322255, expected=78.460000 predicted=137.845024, expected=47.504000 predicted=110.264116, expected=57.820000 predicted=69.960440, expected=132.980000 predicted=88.809771, expected=112.508000 predicted=105.910673, expected=42.840000 predicted=62.210766, expected=41.020000 predicted=41.501750, expected=46.756000 predicted=71.547715, expected=131.236000 predicted=109.418732, expected=46.516000 Test MSE: 12714.708
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241])] predicted=83.828082, expected=80.000000 predicted=85.339971, expected=68.000000 predicted=81.071070, expected=88.000000 predicted=82.830700, expected=108.000000 predicted=91.024717, expected=84.000000 predicted=83.109141, expected=80.000000 predicted=85.956544, expected=100.000000 predicted=90.049414, expected=80.000000 predicted=86.767664, expected=84.000000 predicted=88.637836, expected=84.000000 predicted=84.917740, expected=88.000000 predicted=85.414959, expected=132.000000 predicted=99.860181, expected=152.000000 predicted=110.790924, expected=112.000000 predicted=111.634407, expected=116.000000 predicted=118.484414, expected=68.000000 predicted=104.404003, expected=88.000000 predicted=105.893477, expected=52.000000 predicted=87.008350, expected=116.000000 predicted=93.711514, expected=84.000000 predicted=84.701535, expected=92.000000 predicted=86.121387, expected=100.000000 predicted=91.720481, expected=96.000000 predicted=90.394865, expected=88.000000 predicted=94.814910, expected=96.000000 predicted=93.403212, expected=64.000000 predicted=84.553007, expected=84.000000 predicted=86.994901, expected=96.000000 predicted=86.931009, expected=100.000000 predicted=88.830608, expected=116.000000 predicted=97.379936, expected=80.000000 predicted=89.547466, expected=128.000000 predicted=106.139921, expected=88.000000 predicted=98.128469, expected=60.000000 predicted=90.424044, expected=76.000000 predicted=88.729919, expected=48.000000 predicted=71.520472, expected=124.000000 predicted=90.962047, expected=116.000000 predicted=88.607757, expected=132.000000 predicted=101.552779, expected=124.000000 predicted=110.083887, expected=52.000000 predicted=93.586373, expected=108.000000 predicted=109.171994, expected=84.000000 predicted=95.430337, expected=120.000000 predicted=104.512845, expected=80.000000 predicted=92.599316, expected=108.000000 predicted=95.886873, expected=92.000000 predicted=96.896125, expected=72.000000 predicted=89.181040, expected=88.000000 predicted=92.043703, expected=44.000000 predicted=73.333831, expected=72.000000 predicted=77.034310, expected=72.000000 predicted=70.887494, expected=132.000000 predicted=87.123227, expected=128.000000 predicted=96.158524, expected=124.000000 predicted=103.688202, expected=128.000000 predicted=115.468640, expected=72.000000 predicted=104.035957, expected=84.000000 predicted=106.280428, expected=92.000000 predicted=99.436107, expected=48.000000 predicted=81.691361, expected=100.000000 predicted=88.702136, expected=104.000000 predicted=84.878515, expected=108.000000 predicted=92.941777, expected=56.000000 predicted=82.090974, expected=68.000000 predicted=79.451123, expected=104.000000 predicted=89.412257, expected=116.000000 predicted=94.303720, expected=112.000000 predicted=98.355885, expected=76.000000 predicted=89.206047, expected=100.000000 predicted=97.431478, expected=84.000000 predicted=94.270793, expected=128.000000 predicted=105.703648, expected=140.000000 predicted=111.817286, expected=144.000000 predicted=119.182221, expected=68.000000 predicted=106.170581, expected=64.000000 predicted=99.010198, expected=92.000000 predicted=100.188356, expected=76.000000 predicted=89.820629, expected=92.000000 predicted=89.352877, expected=144.000000 predicted=98.705932, expected=108.000000 predicted=98.425554, expected=80.000000 predicted=98.322439, expected=80.000000 predicted=94.418065, expected=92.000000 predicted=95.538400, expected=80.000000 predicted=92.512900, expected=96.000000 predicted=90.412189, expected=92.000000 predicted=87.328706, expected=144.000000 predicted=105.297547, expected=80.000000 predicted=94.872489, expected=96.000000 predicted=99.709037, expected=96.000000 predicted=99.037204, expected=40.000000 predicted=81.047622, expected=80.000000 predicted=87.258854, expected=68.000000 predicted=72.477035, expected=56.000000 predicted=68.999786, expected=84.000000 predicted=73.021278, expected=104.000000 predicted=76.473068, expected=96.000000 predicted=84.400342, expected=52.000000 predicted=74.376994, expected=84.000000 predicted=80.495013, expected=136.000000 predicted=97.450299, expected=168.000000 predicted=116.588099, expected=84.000000 predicted=103.177380, expected=176.000000 predicted=130.771321, expected=68.000000 predicted=109.547362, expected=76.000000 predicted=111.437174, expected=88.000000 predicted=104.243245, expected=64.000000 predicted=84.219693, expected=80.000000 predicted=89.288352, expected=112.000000 predicted=85.629214, expected=72.000000 predicted=80.261813, expected=120.000000 predicted=96.018723, expected=72.000000 predicted=83.975943, expected=172.000000 predicted=115.725138, expected=100.000000 predicted=107.314428, expected=124.000000 predicted=114.672041, expected=76.000000 predicted=106.083181, expected=72.000000 predicted=95.645749, expected=40.000000 predicted=85.714498, expected=108.000000 predicted=86.805772, expected=112.000000 predicted=91.230602, expected=96.000000 predicted=87.779169, expected=72.000000 predicted=84.213151, expected=76.000000 predicted=81.781135, expected=88.000000 predicted=89.242424, expected=120.000000 predicted=97.190632, expected=84.000000 predicted=89.410306, expected=48.000000 predicted=77.281353, expected=84.000000 predicted=82.428857, expected=72.000000 predicted=78.013955, expected=48.000000 predicted=70.932354, expected=96.000000 predicted=76.072501, expected=88.000000 predicted=73.958377, expected=76.000000 predicted=77.983837, expected=136.000000 predicted=95.290142, expected=236.000000 predicted=134.148015, expected=136.000000 predicted=133.232822, expected=108.000000 predicted=132.875195, expected=92.000000 predicted=123.500062, expected=76.000000 predicted=115.223251, expected=108.000000 predicted=120.866111, expected=96.000000 predicted=100.254665, expected=132.000000 predicted=107.812466, expected=132.000000 predicted=111.711419, expected=92.000000 predicted=104.575751, expected=136.000000 predicted=120.299186, expected=144.000000 predicted=124.348815, expected=64.000000 predicted=107.971568, expected=104.000000 predicted=111.766548, expected=64.000000 predicted=90.828563, expected=108.000000 predicted=102.016253, expected=132.000000 predicted=107.873031, expected=64.000000 predicted=85.776123, expected=128.000000 predicted=106.510267, expected=72.000000 predicted=89.171359, expected=120.000000 predicted=106.235584, expected=88.000000 predicted=98.593734, expected=120.000000 predicted=101.869523, expected=76.000000 predicted=97.175249, expected=96.000000 predicted=94.838546, expected=112.000000 predicted=102.788355, expected=112.000000 predicted=101.966736, expected=140.000000 predicted=115.800088, expected=160.000000 predicted=124.619449, expected=180.000000 predicted=143.353390, expected=200.000000 predicted=162.234061, expected=124.000000 predicted=150.278953, expected=76.000000 predicted=134.517180, expected=56.000000 predicted=114.331585, expected=48.000000 predicted=95.100528, expected=52.000000 predicted=80.883188, expected=68.000000 predicted=68.430202, expected=60.000000 predicted=59.978651, expected=44.000000 predicted=53.203425, expected=60.000000 predicted=55.706970, expected=32.000000 predicted=47.504593, expected=36.000000 predicted=46.361514, expected=88.000000 predicted=58.749281, expected=92.000000 predicted=65.348057, expected=48.000000 predicted=60.241841, expected=56.000000 predicted=59.228214, expected=52.000000 predicted=57.592826, expected=56.000000 predicted=61.655068, expected=52.000000 predicted=57.734543, expected=60.000000 predicted=54.818273, expected=64.000000 predicted=57.931054, expected=68.000000 predicted=60.606182, expected=84.000000 predicted=68.315499, expected=112.000000 predicted=81.543167, expected=112.000000 predicted=90.747399, expected=116.000000 predicted=99.610310, expected=132.000000 predicted=110.921061, expected=96.000000 predicted=106.823582, expected=108.000000 predicted=111.733359, expected=116.000000 predicted=112.531877, expected=136.000000 predicted=120.253243, expected=60.000000 predicted=99.952685, expected=44.000000 predicted=82.787845, expected=56.000000 predicted=76.008148, expected=60.000000 predicted=70.386407, expected=44.000000 predicted=61.507381, expected=52.000000 predicted=52.515127, expected=76.000000 predicted=58.694377, expected=52.000000 predicted=55.874644, expected=56.000000 predicted=57.402015, expected=52.000000 predicted=54.170499, expected=52.000000 predicted=54.462410, expected=104.000000 predicted=72.704781, expected=52.000000 predicted=60.564614, expected=60.000000 predicted=63.658452, expected=88.000000 predicted=71.210706, expected=52.000000 predicted=63.581725, expected=32.000000 predicted=58.724815, expected=68.000000 predicted=58.743824, expected=56.000000 predicted=56.392611, expected=60.000000 predicted=60.023433, expected=104.000000 predicted=71.226472, expected=28.000000 predicted=52.820055, expected=56.000000 predicted=61.405431, expected=48.000000 predicted=54.163887, expected=64.000000 predicted=58.575225, expected=48.000000 predicted=56.744671, expected=92.000000 predicted=63.100070, expected=140.000000 predicted=88.629647, expected=48.000000 predicted=71.631109, expected=40.000000 predicted=68.081784, expected=36.000000 predicted=57.041266, expected=56.000000 predicted=61.053850, expected=48.000000 predicted=58.043362, expected=56.000000 predicted=49.611375, expected=76.000000 predicted=57.200335, expected=32.000000 predicted=47.339159, expected=56.000000 predicted=54.521793, expected=60.000000 predicted=54.237853, expected=100.000000 predicted=70.035200, expected=72.000000 predicted=69.341396, expected=108.000000 predicted=80.484607, expected=52.000000 predicted=71.088601, expected=44.000000 predicted=66.035077, expected=60.000000 predicted=67.763232, expected=20.000000 predicted=48.482209, expected=64.000000 predicted=58.274435, expected=48.000000 predicted=47.144154, expected=36.000000 predicted=43.701643, expected=44.000000 predicted=45.295422, expected=36.000000 predicted=38.752142, expected=72.000000 predicted=53.771799, expected=52.000000 predicted=49.399969, expected=52.000000 predicted=50.432768, expected=40.000000 predicted=47.499853, expected=40.000000 predicted=45.438996, expected=36.000000 predicted=44.959244, expected=196.000000 predicted=93.640158, expected=92.000000 predicted=83.430419, expected=100.000000 predicted=93.694010, expected=200.000000 predicted=128.942681, expected=232.000000 predicted=159.944923, expected=80.000000 predicted=144.191103, expected=80.000000 predicted=125.033726, expected=96.000000 predicted=116.038718, expected=88.000000 predicted=112.064147, expected=100.000000 predicted=110.564856, expected=100.000000 predicted=93.161981, expected=52.000000 predicted=78.960078, expected=76.000000 predicted=82.706203, expected=84.000000 predicted=80.566493, expected=60.000000 predicted=73.449604, expected=124.000000 predicted=92.492337, expected=92.000000 predicted=83.742376, expected=64.000000 predicted=81.335830, expected=124.000000 predicted=98.785377, expected=60.000000 predicted=79.152041, expected=84.000000 predicted=90.685741, expected=60.000000 predicted=75.598920, expected=60.000000 predicted=69.484375, expected=68.000000 predicted=73.577358, expected=64.000000 predicted=64.215286, expected=60.000000 predicted=64.887692, expected=68.000000 predicted=64.121271, expected=56.000000 predicted=60.721457, expected=108.000000 predicted=78.221069, expected=44.000000 predicted=62.682149, expected=76.000000 predicted=71.322561, expected=88.000000 predicted=75.306416, expected=64.000000 predicted=69.758056, expected=32.000000 predicted=62.797702, expected=48.000000 predicted=54.440296, expected=36.000000 predicted=49.332874, expected=24.000000 predicted=42.098114, expected=48.000000 predicted=42.581281, expected=52.000000 predicted=41.257363, expected=100.000000 predicted=62.320046, expected=36.000000 predicted=49.248004, expected=36.000000 predicted=48.403047, expected=48.000000 predicted=50.146444, expected=44.000000 predicted=47.291931, expected=56.000000 predicted=54.142348, expected=32.000000 predicted=40.352502, expected=12.000000 predicted=32.342362, expected=108.000000 predicted=60.060367, expected=164.000000 predicted=88.670264, expected=68.000000 predicted=78.523073, expected=36.000000 predicted=69.729514, expected=84.000000 predicted=76.330108, expected=56.000000 predicted=72.960577, expected=80.000000 predicted=81.493030, expected=116.000000 predicted=83.266473, expected=120.000000 predicted=90.528585, expected=88.000000 predicted=93.643108, expected=68.000000 predicted=85.156366, expected=80.000000 predicted=87.057098, expected=104.000000 predicted=94.769077, expected=104.000000 predicted=96.077595, expected=84.000000 predicted=89.107740, expected=52.000000 predicted=76.319144, expected=112.000000 predicted=92.220939, expected=76.000000 predicted=83.670227, expected=72.000000 predicted=82.239298, expected=60.000000 predicted=73.274851, expected=84.000000 predicted=75.117264, expected=92.000000 predicted=83.816236, expected=84.000000 predicted=80.025250, expected=108.000000 predicted=90.022247, expected=56.000000 predicted=75.573118, expected=96.000000 predicted=88.672588, expected=92.000000 predicted=87.316081, expected=72.000000 predicted=81.505006, expected=72.000000 predicted=81.721182, expected=104.000000 predicted=84.986955, expected=76.000000 predicted=82.597139, expected=52.000000 predicted=73.873934, expected=76.000000 predicted=74.865616, expected=96.000000 predicted=79.990160, expected=80.000000 predicted=80.776221, expected=60.000000 predicted=72.596171, expected=80.000000 predicted=74.887627, expected=92.000000 predicted=81.035083, expected=112.000000 predicted=92.101906, expected=116.000000 predicted=97.418108, expected=144.000000 predicted=111.761965, expected=132.000000 predicted=118.521665, expected=136.000000 predicted=126.776663, expected=136.000000 predicted=131.575812, expected=104.000000 predicted=122.412657, expected=64.000000 predicted=106.981390, expected=60.000000 predicted=92.552654, expected=84.000000 predicted=89.773748, expected=68.000000 predicted=79.636487, expected=156.000000 predicted=104.749014, expected=76.000000 predicted=84.505568, expected=76.000000 predicted=87.520755, expected=56.000000 predicted=79.064280, expected=84.000000 predicted=80.621515, expected=104.000000 predicted=93.707767, expected=140.000000 predicted=101.153515, expected=256.000000 predicted=153.465169, expected=324.000000 predicted=207.719016, expected=228.000000 predicted=211.099810, expected=120.000000 predicted=183.447618, expected=184.000000 predicted=197.546183, expected=104.000000 predicted=167.591475, expected=112.000000 predicted=160.361048, expected=112.000000 predicted=134.305436, expected=68.000000 predicted=99.679071, expected=72.000000 predicted=98.577653, expected=72.000000 predicted=81.854706, expected=84.000000 predicted=83.613661, expected=88.000000 predicted=84.675063, expected=136.000000 predicted=100.525564, expected=144.000000 predicted=113.471373, expected=104.000000 predicted=108.303946, expected=104.000000 predicted=110.329971, expected=88.000000 predicted=101.646104, expected=96.000000 predicted=104.925906, expected=72.000000 predicted=92.663476, expected=60.000000 predicted=78.824853, expected=68.000000 predicted=75.935409, expected=88.000000 predicted=78.922878, expected=80.000000 predicted=78.516047, expected=72.000000 predicted=74.549570, expected=120.000000 predicted=91.745079, expected=72.000000 predicted=80.390688, expected=92.000000 predicted=90.189026, expected=96.000000 predicted=90.155369, expected=44.000000 predicted=70.885939, expected=112.000000 predicted=95.225783, expected=88.000000 predicted=83.064977, expected=88.000000 predicted=88.486825, expected=80.000000 predicted=85.396658, expected=88.000000 predicted=82.496095, expected=96.000000 predicted=92.620880, expected=68.000000 predicted=80.499603, expected=72.000000 predicted=79.397045, expected=64.000000 predicted=72.466086, expected=136.000000 predicted=98.483219, expected=80.000000 predicted=86.198608, expected=80.000000 predicted=85.609042, expected=92.000000 predicted=88.152125, expected=116.000000 predicted=97.084523, expected=116.000000 predicted=108.316670, expected=76.000000 predicted=91.130870, expected=96.000000 predicted=95.996457, expected=96.000000 predicted=95.340236, expected=76.000000 predicted=89.820427, expected=132.000000 predicted=107.853569, expected=92.000000 predicted=93.965184, expected=68.000000 predicted=88.524410, expected=68.000000 predicted=82.481928, expected=104.000000 predicted=89.320839, expected=96.000000 predicted=93.648203, expected=68.000000 predicted=81.156737, expected=104.000000 predicted=90.186738, expected=68.000000 predicted=78.560700, expected=64.000000 predicted=78.707513, expected=92.000000 predicted=83.640647, expected=84.000000 predicted=79.272666, expected=120.000000 predicted=98.416439, expected=48.000000 predicted=73.052292, expected=216.000000 predicted=132.226726, expected=128.000000 predicted=120.318868, expected=72.000000 predicted=107.587055, expected=40.000000 predicted=89.251621, expected=84.000000 predicted=83.944865, expected=128.000000 predicted=111.196005, expected=92.000000 predicted=93.179784, expected=100.000000 predicted=93.939362, expected=112.000000 predicted=97.844086, expected=88.000000 predicted=96.251122, expected=60.000000 Test MSE: 1226.024
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182])] predicted=10.282360, expected=12.000000 predicted=14.316766, expected=4.000000 predicted=10.088904, expected=4.000000 predicted=8.731169, expected=8.000000 predicted=7.421778, expected=24.000000 predicted=12.186658, expected=8.000000 predicted=11.697984, expected=4.000000 predicted=7.781148, expected=8.000000 predicted=7.626242, expected=40.000000 predicted=12.928831, expected=20.000000 predicted=20.375773, expected=32.000000 predicted=16.717198, expected=8.000000 predicted=18.159282, expected=44.000000 predicted=20.840565, expected=12.000000 predicted=30.564648, expected=4.000000 predicted=19.778383, expected=8.000000 predicted=18.253408, expected=28.000000 predicted=15.215223, expected=12.000000 predicted=22.183031, expected=40.000000 predicted=14.994329, expected=8.000000 predicted=17.926667, expected=12.000000 predicted=15.666435, expected=8.000000 predicted=19.014219, expected=4.000000 predicted=13.624336, expected=12.000000 predicted=16.102617, expected=60.000000 predicted=14.136971, expected=16.000000 predicted=22.260458, expected=4.000000 predicted=15.454272, expected=16.000000 predicted=15.088566, expected=4.000000 predicted=18.527735, expected=20.000000 predicted=24.673898, expected=16.000000 predicted=13.606816, expected=28.000000 predicted=12.723658, expected=40.000000 predicted=20.147015, expected=8.000000 predicted=19.450838, expected=184.000000 predicted=32.340075, expected=140.000000 predicted=91.038219, expected=8.000000 predicted=66.352377, expected=72.000000 predicted=75.141737, expected=180.000000 predicted=86.860857, expected=40.000000 predicted=86.452929, expected=148.000000 predicted=127.634613, expected=28.000000 predicted=84.319674, expected=48.000000 predicted=87.256752, expected=104.000000 predicted=99.611744, expected=24.000000 predicted=66.489248, expected=4.000000 predicted=73.605605, expected=56.000000 predicted=41.675302, expected=32.000000 predicted=38.028350, expected=12.000000 predicted=44.479970, expected=4.000000 predicted=25.538162, expected=8.000000 predicted=17.137860, expected=72.000000 predicted=25.573446, expected=336.000000 predicted=95.172157, expected=40.000000 predicted=56.673849, expected=20.000000 predicted=93.388141, expected=28.000000 predicted=81.594094, expected=48.000000 predicted=107.736416, expected=8.000000 predicted=124.727307, expected=8.000000 predicted=26.720785, expected=8.000000 predicted=19.132683, expected=68.000000 predicted=30.314950, expected=24.000000 predicted=25.204534, expected=16.000000 predicted=23.301933, expected=8.000000 predicted=22.406622, expected=4.000000 predicted=18.448904, expected=32.000000 predicted=27.592304, expected=8.000000 predicted=13.425146, expected=40.000000 predicted=20.744828, expected=32.000000 predicted=20.399785, expected=28.000000 predicted=23.511688, expected=36.000000 predicted=31.093478, expected=52.000000 predicted=33.039657, expected=8.000000 predicted=30.268761, expected=12.000000 predicted=29.181008, expected=8.000000 predicted=22.910234, expected=8.000000 predicted=19.036594, expected=56.000000 predicted=27.968512, expected=16.000000 predicted=15.209478, expected=20.000000 predicted=21.640733, expected=4.000000 predicted=17.899830, expected=32.000000 predicted=22.671546, expected=40.000000 predicted=28.898209, expected=4.000000 predicted=17.257187, expected=16.000000 predicted=21.334365, expected=20.000000 predicted=18.558505, expected=8.000000 predicted=18.453827, expected=4.000000 predicted=15.931836, expected=16.000000 predicted=11.651877, expected=28.000000 predicted=15.501397, expected=16.000000 predicted=14.812079, expected=16.000000 predicted=15.330637, expected=20.000000 predicted=16.789127, expected=24.000000 predicted=19.748803, expected=12.000000 predicted=18.794881, expected=12.000000 predicted=16.877368, expected=4.000000 predicted=13.862443, expected=36.000000 predicted=19.594296, expected=16.000000 predicted=15.897519, expected=8.000000 Test MSE: 2412.426
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187])] predicted=26.780871, expected=4.000000 predicted=23.900383, expected=28.000000 predicted=25.811304, expected=28.000000 predicted=21.978219, expected=20.000000 predicted=21.753010, expected=4.000000 predicted=18.004835, expected=28.000000 predicted=18.802826, expected=12.000000 predicted=19.703161, expected=44.000000 predicted=23.050090, expected=4.000000 predicted=18.471102, expected=24.000000 predicted=19.205445, expected=12.000000 predicted=20.873489, expected=16.000000 predicted=18.102369, expected=16.000000 predicted=19.708850, expected=36.000000 predicted=18.076022, expected=28.000000 predicted=22.094853, expected=32.000000 predicted=23.394171, expected=32.000000 predicted=26.897077, expected=16.000000 predicted=26.232536, expected=8.000000 predicted=25.177111, expected=36.000000 predicted=25.667119, expected=44.000000 predicted=28.130875, expected=20.000000 predicted=25.749487, expected=16.000000 predicted=23.481947, expected=28.000000 predicted=25.371636, expected=20.000000 predicted=26.967063, expected=4.000000 predicted=21.792715, expected=32.000000 predicted=20.477804, expected=24.000000 predicted=20.476091, expected=20.000000 predicted=21.164729, expected=24.000000 predicted=21.066859, expected=12.000000 predicted=18.877850, expected=16.000000 predicted=21.327015, expected=12.000000 predicted=17.954325, expected=20.000000 predicted=17.270196, expected=12.000000 predicted=15.976973, expected=36.000000 predicted=18.282439, expected=16.000000 predicted=18.542785, expected=20.000000 predicted=19.201410, expected=24.000000 predicted=21.652943, expected=24.000000 predicted=21.669066, expected=12.000000 predicted=21.962924, expected=28.000000 predicted=20.862280, expected=16.000000 predicted=20.485909, expected=20.000000 predicted=20.563697, expected=8.000000 predicted=18.007883, expected=40.000000 predicted=20.881926, expected=8.000000 predicted=19.737872, expected=24.000000 predicted=19.316012, expected=24.000000 predicted=21.075294, expected=36.000000 predicted=23.010736, expected=24.000000 predicted=26.259625, expected=12.000000 predicted=20.997595, expected=32.000000 predicted=25.685203, expected=28.000000 predicted=25.815558, expected=16.000000 predicted=24.443755, expected=36.000000 predicted=25.200464, expected=24.000000 predicted=24.389897, expected=16.000000 predicted=25.091003, expected=20.000000 predicted=23.607443, expected=8.000000 predicted=19.534387, expected=32.000000 predicted=22.962073, expected=24.000000 predicted=20.714293, expected=28.000000 predicted=21.252256, expected=24.000000 predicted=22.931259, expected=8.000000 predicted=20.158303, expected=24.000000 predicted=23.568387, expected=32.000000 predicted=23.429692, expected=72.000000 predicted=31.948651, expected=12.000000 predicted=28.241245, expected=68.000000 predicted=36.615596, expected=28.000000 predicted=39.388645, expected=52.000000 predicted=43.393043, expected=24.000000 predicted=43.422542, expected=16.000000 predicted=32.370482, expected=20.000000 predicted=35.128960, expected=16.000000 predicted=25.484558, expected=12.000000 predicted=23.288177, expected=16.000000 predicted=17.405606, expected=20.000000 predicted=16.641715, expected=4.000000 predicted=14.399644, expected=36.000000 predicted=17.747592, expected=20.000000 predicted=17.948022, expected=24.000000 predicted=19.826266, expected=40.000000 predicted=24.683257, expected=72.000000 predicted=32.998790, expected=4.000000 predicted=32.130882, expected=8.000000 predicted=27.886824, expected=24.000000 predicted=29.040295, expected=44.000000 predicted=31.420535, expected=24.000000 predicted=29.637823, expected=20.000000 predicted=20.705516, expected=20.000000 predicted=23.428974, expected=12.000000 predicted=23.497749, expected=24.000000 predicted=24.174735, expected=16.000000 predicted=19.267110, expected=36.000000 predicted=21.503746, expected=12.000000 predicted=19.927970, expected=24.000000 predicted=20.560745, expected=64.000000 predicted=30.271255, expected=16.000000 predicted=27.180796, expected=40.000000 predicted=32.466406, expected=20.000000 predicted=29.533601, expected=24.000000 predicted=30.560208, expected=20.000000 predicted=31.126542, expected=16.000000 predicted=22.218218, expected=44.000000 predicted=27.846634, expected=4.000000 predicted=20.854425, expected=40.000000 predicted=24.956663, expected=12.000000 predicted=22.770212, expected=32.000000 predicted=24.229800, expected=28.000000 predicted=27.286016, expected=44.000000 predicted=26.417736, expected=48.000000 predicted=34.562599, expected=16.000000 predicted=29.538130, expected=36.000000 predicted=34.321503, expected=20.000000 predicted=31.841523, expected=32.000000 predicted=32.378222, expected=28.000000 predicted=30.363378, expected=40.000000 predicted=28.579067, expected=20.000000 predicted=29.364762, expected=40.000000 predicted=30.088945, expected=16.000000 predicted=29.282257, expected=8.000000 predicted=24.810388, expected=4.000000 predicted=21.453299, expected=32.000000 predicted=19.919061, expected=12.000000 predicted=18.550003, expected=12.000000 predicted=13.880666, expected=24.000000 predicted=15.788825, expected=48.000000 predicted=22.040946, expected=32.000000 predicted=26.746868, expected=20.000000 predicted=24.629163, expected=64.000000 predicted=34.147995, expected=52.000000 predicted=39.872850, expected=4.000000 predicted=35.996680, expected=20.000000 predicted=32.580677, expected=12.000000 predicted=28.161045, expected=12.000000 predicted=26.641812, expected=32.000000 predicted=22.645969, expected=28.000000 predicted=17.904962, expected=16.000000 predicted=19.896056, expected=20.000000 predicted=20.230858, expected=12.000000 predicted=19.705313, expected=28.000000 predicted=22.687020, expected=36.000000 predicted=23.640544, expected=52.000000 predicted=27.606322, expected=28.000000 predicted=29.422529, expected=36.000000 predicted=32.091243, expected=24.000000 predicted=34.005546, expected=28.000000 predicted=33.612838, expected=36.000000 predicted=34.337839, expected=8.000000 predicted=26.122803, expected=44.000000 predicted=29.795237, expected=24.000000 predicted=27.311302, expected=16.000000 predicted=25.460099, expected=8.000000 predicted=22.998557, expected=28.000000 predicted=21.092819, expected=32.000000 predicted=25.468111, expected=64.000000 predicted=29.223429, expected=48.000000 predicted=33.090509, expected=40.000000 predicted=36.591812, expected=20.000000 predicted=38.679801, expected=36.000000 predicted=39.715902, expected=56.000000 predicted=44.396234, expected=12.000000 predicted=34.671274, expected=36.000000 predicted=33.750569, expected=32.000000 predicted=32.192801, expected=48.000000 predicted=36.321044, expected=20.000000 predicted=34.230168, expected=24.000000 predicted=28.433006, expected=16.000000 predicted=29.377516, expected=16.000000 predicted=25.469951, expected=44.000000 predicted=28.562964, expected=76.000000 predicted=33.355983, expected=48.000000 predicted=37.395841, expected=24.000000 predicted=37.237479, expected=28.000000 predicted=39.429376, expected=44.000000 predicted=43.759193, expected=28.000000 predicted=41.064032, expected=12.000000 predicted=30.470846, expected=24.000000 predicted=26.874496, expected=128.000000 predicted=45.613112, expected=32.000000 predicted=43.813500, expected=48.000000 predicted=45.499137, expected=28.000000 predicted=46.481172, expected=40.000000 predicted=48.404034, expected=44.000000 predicted=54.132457, expected=68.000000 predicted=43.487926, expected=32.000000 predicted=43.279400, expected=32.000000 predicted=40.482711, expected=20.000000 predicted=39.441930, expected=20.000000 predicted=35.329013, expected=20.000000 predicted=32.169583, expected=40.000000 predicted=27.509235, expected=20.000000 predicted=25.237797, expected=28.000000 predicted=24.670461, expected=20.000000 predicted=24.836820, expected=20.000000 predicted=24.234064, expected=24.000000 predicted=25.597703, expected=32.000000 predicted=24.012131, expected=40.000000 predicted=27.596244, expected=36.000000 predicted=28.757851, expected=76.000000 predicted=38.814304, expected=28.000000 predicted=39.016750, expected=32.000000 predicted=40.358839, expected=40.000000 predicted=42.682254, expected=12.000000 predicted=36.120639, expected=8.000000 predicted=32.682918, expected=28.000000 predicted=24.954891, expected=52.000000 predicted=28.835738, expected=36.000000 predicted=29.466066, expected=24.000000 predicted=26.698400, expected=44.000000 predicted=32.460090, expected=52.000000 predicted=39.321391, expected=24.000000 predicted=38.261983, expected=88.000000 predicted=45.957263, expected=28.000000 predicted=42.917544, expected=24.000000 predicted=42.582588, expected=92.000000 predicted=53.265426, expected=24.000000 predicted=45.043663, expected=44.000000 predicted=50.499810, expected=52.000000 predicted=44.930608, expected=32.000000 predicted=43.319660, expected=52.000000 predicted=50.247856, expected=12.000000 predicted=35.526975, expected=24.000000 predicted=35.725439, expected=44.000000 predicted=36.558236, expected=56.000000 predicted=36.475622, expected=20.000000 predicted=34.690751, expected=48.000000 predicted=34.439858, expected=56.000000 predicted=41.584830, expected=16.000000 predicted=39.136278, expected=44.000000 predicted=40.783627, expected=48.000000 predicted=38.702744, expected=36.000000 predicted=40.815514, expected=56.000000 predicted=43.520682, expected=80.000000 predicted=47.037824, expected=12.000000 predicted=45.189094, expected=52.000000 predicted=48.034859, expected=28.000000 predicted=43.822273, expected=40.000000 predicted=43.964078, expected=32.000000 predicted=41.515482, expected=20.000000 predicted=30.004248, expected=24.000000 predicted=32.928176, expected=28.000000 predicted=28.522817, expected=56.000000 predicted=33.675504, expected=32.000000 predicted=32.003633, expected=16.000000 predicted=29.155784, expected=36.000000 predicted=32.417004, expected=52.000000 predicted=36.492542, expected=20.000000 predicted=35.048124, expected=40.000000 predicted=33.214036, expected=68.000000 predicted=39.117949, expected=20.000000 predicted=38.470011, expected=100.000000 predicted=51.371525, expected=36.000000 predicted=47.050122, expected=36.000000 predicted=49.463438, expected=28.000000 predicted=48.960401, expected=8.000000 predicted=36.573540, expected=24.000000 predicted=39.108490, expected=32.000000 predicted=27.314575, expected=40.000000 predicted=28.070000, expected=80.000000 predicted=36.315119, expected=40.000000 predicted=37.198149, expected=48.000000 predicted=44.209964, expected=16.000000 predicted=42.501294, expected=16.000000 predicted=39.136249, expected=36.000000 predicted=39.766214, expected=12.000000 predicted=27.424032, expected=20.000000 predicted=24.901616, expected=28.000000 predicted=21.545993, expected=16.000000 predicted=20.893617, expected=12.000000 predicted=20.786698, expected=36.000000 predicted=20.902311, expected=12.000000 predicted=20.308061, expected=20.000000 predicted=20.778285, expected=28.000000 predicted=20.942364, expected=80.000000 predicted=31.796586, expected=24.000000 predicted=33.351918, expected=44.000000 predicted=34.964637, expected=52.000000 predicted=41.821668, expected=12.000000 predicted=38.744492, expected=44.000000 predicted=43.456430, expected=28.000000 predicted=33.714851, expected=20.000000 predicted=32.867379, expected=52.000000 predicted=35.515297, expected=28.000000 predicted=30.199505, expected=44.000000 predicted=36.332598, expected=24.000000 predicted=32.774687, expected=48.000000 predicted=35.855401, expected=48.000000 predicted=41.057677, expected=56.000000 predicted=41.393061, expected=28.000000 predicted=41.495119, expected=40.000000 predicted=40.568248, expected=24.000000 predicted=40.452208, expected=8.000000 predicted=33.380285, expected=28.000000 predicted=30.933417, expected=32.000000 predicted=26.490472, expected=32.000000 predicted=27.467756, expected=4.000000 predicted=21.320905, expected=36.000000 predicted=23.438401, expected=16.000000 predicted=24.405644, expected=12.000000 predicted=21.707470, expected=60.000000 predicted=27.607689, expected=16.000000 predicted=23.408436, expected=52.000000 predicted=32.604361, expected=40.000000 predicted=33.032699, expected=36.000000 predicted=35.469140, expected=20.000000 predicted=37.687133, expected=20.000000 predicted=30.155928, expected=52.000000 predicted=36.944732, expected=24.000000 predicted=31.791010, expected=48.000000 predicted=33.798526, expected=24.000000 predicted=31.397003, expected=28.000000 predicted=32.269275, expected=116.000000 predicted=49.949916, expected=32.000000 predicted=44.863576, expected=28.000000 predicted=46.420973, expected=60.000000 predicted=48.532898, expected=16.000000 predicted=45.196169, expected=40.000000 predicted=49.382625, expected=80.000000 predicted=43.142041, expected=16.000000 predicted=39.293450, expected=44.000000 predicted=43.559303, expected=20.000000 predicted=35.513091, expected=48.000000 predicted=40.997090, expected=8.000000 predicted=36.257461, expected=12.000000 predicted=24.367053, expected=68.000000 predicted=33.856159, expected=24.000000 predicted=29.437131, expected=20.000000 predicted=30.581064, expected=28.000000 predicted=26.792116, expected=44.000000 predicted=32.134443, expected=12.000000 predicted=32.736968, expected=20.000000 predicted=24.858888, expected=8.000000 predicted=21.725235, expected=48.000000 predicted=26.633566, expected=60.000000 predicted=32.421565, expected=56.000000 predicted=34.299614, expected=68.000000 predicted=44.127931, expected=28.000000 predicted=44.303585, expected=28.000000 predicted=47.848073, expected=24.000000 predicted=43.700828, expected=12.000000 predicted=35.372311, expected=40.000000 predicted=33.707784, expected=56.000000 predicted=31.567157, expected=48.000000 predicted=34.977819, expected=4.000000 predicted=30.640038, expected=32.000000 predicted=31.936813, expected=20.000000 predicted=32.766175, expected=32.000000 predicted=32.004968, expected=60.000000 predicted=33.477149, expected=96.000000 predicted=41.259989, expected=44.000000 predicted=47.578085, expected=24.000000 predicted=45.927947, expected=48.000000 predicted=50.442954, expected=36.000000 predicted=50.511487, expected=20.000000 predicted=44.878098, expected=48.000000 predicted=37.173643, expected=36.000000 predicted=34.952401, expected=44.000000 predicted=38.988151, expected=40.000000 predicted=37.629359, expected=28.000000 predicted=35.615145, expected=32.000000 predicted=38.102498, expected=24.000000 predicted=33.705959, expected=32.000000 predicted=33.356334, expected=52.000000 predicted=35.064808, expected=32.000000 predicted=33.257695, expected=12.000000 predicted=30.620424, expected=28.000000 predicted=29.947610, expected=16.000000 predicted=28.070349, expected=20.000000 predicted=26.781255, expected=24.000000 predicted=22.233791, expected=24.000000 predicted=20.505981, expected=44.000000 predicted=26.456176, expected=8.000000 predicted=22.358906, expected=24.000000 predicted=24.117776, expected=32.000000 predicted=25.989951, expected=28.000000 predicted=26.399829, expected=24.000000 predicted=27.096224, expected=40.000000 predicted=26.091936, expected=40.000000 predicted=31.345110, expected=28.000000 predicted=32.049761, expected=56.000000 predicted=36.491653, expected=32.000000 predicted=36.353708, expected=8.000000 predicted=33.739928, expected=40.000000 predicted=34.310716, expected=32.000000 predicted=32.101514, expected=48.000000 predicted=36.536803, expected=24.000000 predicted=30.876186, expected=36.000000 predicted=31.198288, expected=40.000000 predicted=36.764714, expected=20.000000 predicted=32.934527, expected=32.000000 predicted=33.686389, expected=28.000000 predicted=29.763096, expected=36.000000 predicted=32.023489, expected=64.000000 predicted=37.343092, expected=52.000000 predicted=38.764532, expected=40.000000 predicted=42.244850, expected=44.000000 predicted=44.058872, expected=68.000000 predicted=50.636880, expected=56.000000 predicted=54.138412, expected=32.000000 predicted=48.732273, expected=24.000000 predicted=43.799087, expected=24.000000 predicted=40.718149, expected=56.000000 predicted=43.588693, expected=8.000000 predicted=33.031883, expected=28.000000 predicted=28.999296, expected=44.000000 predicted=30.783840, expected=44.000000 predicted=33.720227, expected=28.000000 predicted=35.175675, expected=52.000000 predicted=34.279049, expected=64.000000 predicted=43.465160, expected=20.000000 predicted=41.674538, expected=12.000000 predicted=36.748126, expected=76.000000 predicted=42.303154, expected=32.000000 predicted=41.875461, expected=68.000000 predicted=46.541068, expected=28.000000 predicted=39.341664, expected=56.000000 predicted=45.011818, expected=12.000000 predicted=45.301605, expected=20.000000 predicted=35.437312, expected=104.000000 predicted=49.127788, expected=56.000000 predicted=45.446145, expected=20.000000 predicted=45.309807, expected=28.000000 predicted=40.274865, expected=40.000000 predicted=43.579375, expected=28.000000 Test MSE: 374.403
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543])] predicted=52.264307, expected=40.000000 predicted=51.618988, expected=56.000000 predicted=46.016901, expected=56.000000 predicted=54.443382, expected=92.000000 predicted=61.667803, expected=64.000000 predicted=56.110958, expected=68.000000 predicted=65.220024, expected=116.000000 predicted=82.539848, expected=40.000000 predicted=63.413483, expected=40.000000 predicted=72.464840, expected=60.000000 predicted=65.254102, expected=80.000000 predicted=61.082367, expected=132.000000 predicted=86.831937, expected=52.000000 predicted=64.477138, expected=72.000000 predicted=78.851509, expected=36.000000 predicted=67.764426, expected=68.000000 predicted=68.564468, expected=52.000000 predicted=67.717152, expected=12.000000 predicted=42.682808, expected=96.000000 predicted=64.933475, expected=48.000000 predicted=45.090607, expected=48.000000 predicted=55.357355, expected=60.000000 predicted=58.329644, expected=40.000000 predicted=44.664637, expected=40.000000 predicted=55.323861, expected=64.000000 predicted=51.818237, expected=72.000000 predicted=53.588453, expected=76.000000 predicted=61.423573, expected=44.000000 predicted=56.192553, expected=28.000000 predicted=52.578927, expected=56.000000 predicted=56.600871, expected=80.000000 predicted=58.086740, expected=60.000000 predicted=56.668279, expected=76.000000 predicted=63.115511, expected=84.000000 predicted=66.279756, expected=92.000000 predicted=75.364204, expected=64.000000 predicted=75.753031, expected=80.000000 predicted=78.379120, expected=52.000000 predicted=70.848474, expected=48.000000 predicted=67.087028, expected=72.000000 predicted=69.377829, expected=108.000000 predicted=72.157592, expected=72.000000 predicted=71.192164, expected=72.000000 predicted=75.027229, expected=80.000000 predicted=76.905930, expected=76.000000 predicted=76.318928, expected=68.000000 predicted=79.035079, expected=120.000000 predicted=87.017782, expected=84.000000 predicted=80.416328, expected=64.000000 predicted=82.458121, expected=64.000000 predicted=80.976558, expected=40.000000 predicted=65.437026, expected=20.000000 predicted=60.138485, expected=60.000000 predicted=56.721156, expected=80.000000 predicted=54.250938, expected=52.000000 predicted=52.047660, expected=60.000000 predicted=57.743195, expected=48.000000 predicted=51.599916, expected=72.000000 predicted=61.964179, expected=72.000000 predicted=64.828598, expected=36.000000 predicted=53.634936, expected=88.000000 predicted=69.379175, expected=64.000000 predicted=59.490096, expected=48.000000 predicted=61.800773, expected=40.000000 predicted=59.737894, expected=104.000000 predicted=65.804839, expected=88.000000 predicted=70.343843, expected=68.000000 predicted=70.774421, expected=100.000000 predicted=82.777520, expected=80.000000 predicted=75.519125, expected=56.000000 predicted=80.295717, expected=40.000000 predicted=70.926559, expected=64.000000 predicted=65.642479, expected=28.000000 predicted=54.150542, expected=68.000000 predicted=59.514994, expected=76.000000 predicted=57.129579, expected=32.000000 predicted=46.646378, expected=60.000000 predicted=61.119447, expected=24.000000 predicted=41.773984, expected=72.000000 predicted=56.961950, expected=48.000000 predicted=51.001600, expected=60.000000 predicted=50.223242, expected=52.000000 predicted=55.171310, expected=72.000000 predicted=54.963306, expected=92.000000 predicted=69.528699, expected=44.000000 predicted=58.153104, expected=60.000000 predicted=67.088316, expected=88.000000 predicted=69.326986, expected=36.000000 predicted=57.462269, expected=52.000000 predicted=65.963557, expected=40.000000 predicted=50.804938, expected=68.000000 predicted=55.767792, expected=44.000000 predicted=53.673004, expected=64.000000 predicted=53.141500, expected=32.000000 predicted=48.274656, expected=64.000000 predicted=53.258348, expected=68.000000 predicted=57.481941, expected=56.000000 predicted=53.163363, expected=80.000000 predicted=66.376642, expected=48.000000 predicted=55.188327, expected=92.000000 predicted=72.101697, expected=36.000000 predicted=59.283114, expected=80.000000 predicted=67.950448, expected=88.000000 predicted=72.649771, expected=56.000000 predicted=62.320400, expected=64.000000 predicted=73.962930, expected=52.000000 predicted=60.144691, expected=104.000000 predicted=75.839516, expected=48.000000 predicted=64.927664, expected=72.000000 predicted=69.588864, expected=88.000000 predicted=74.189455, expected=80.000000 predicted=70.626917, expected=56.000000 predicted=75.668903, expected=76.000000 predicted=72.330703, expected=60.000000 predicted=68.430563, expected=52.000000 predicted=66.421424, expected=60.000000 predicted=64.914644, expected=84.000000 predicted=64.915523, expected=88.000000 predicted=71.021771, expected=64.000000 predicted=68.969225, expected=56.000000 predicted=68.831537, expected=52.000000 predicted=65.197125, expected=60.000000 predicted=64.627325, expected=68.000000 predicted=64.257798, expected=52.000000 predicted=57.676884, expected=68.000000 predicted=61.796398, expected=52.000000 predicted=57.308050, expected=76.000000 predicted=64.081222, expected=72.000000 predicted=65.382360, expected=68.000000 predicted=64.771287, expected=92.000000 predicted=75.574984, expected=84.000000 predicted=73.754428, expected=64.000000 predicted=75.598558, expected=28.000000 predicted=65.669314, expected=28.000000 predicted=56.604149, expected=72.000000 predicted=60.084508, expected=24.000000 predicted=42.824734, expected=64.000000 predicted=52.093508, expected=56.000000 predicted=46.609426, expected=44.000000 predicted=45.500881, expected=36.000000 predicted=51.146183, expected=32.000000 predicted=40.378755, expected=48.000000 predicted=45.786331, expected=44.000000 predicted=42.162220, expected=40.000000 predicted=41.023968, expected=76.000000 predicted=50.607384, expected=100.000000 predicted=60.135193, expected=52.000000 predicted=59.363762, expected=68.000000 predicted=69.168064, expected=56.000000 predicted=63.421984, expected=32.000000 predicted=57.560635, expected=48.000000 predicted=59.825503, expected=48.000000 predicted=47.828246, expected=52.000000 predicted=49.783709, expected=32.000000 predicted=44.312183, expected=20.000000 predicted=37.048948, expected=68.000000 predicted=47.296822, expected=44.000000 predicted=40.390231, expected=60.000000 predicted=49.579288, expected=76.000000 predicted=55.216460, expected=64.000000 predicted=54.533645, expected=40.000000 predicted=58.806781, expected=60.000000 predicted=59.004473, expected=32.000000 predicted=49.857592, expected=48.000000 predicted=52.707585, expected=48.000000 predicted=48.521026, expected=76.000000 predicted=52.153951, expected=84.000000 predicted=61.756842, expected=16.000000 predicted=47.240980, expected=4.000000 predicted=45.343690, expected=40.000000 predicted=42.310318, expected=28.000000 predicted=33.182709, expected=32.000000 predicted=35.301767, expected=76.000000 predicted=40.014214, expected=68.000000 predicted=42.041828, expected=52.000000 predicted=52.099733, expected=60.000000 predicted=56.779251, expected=40.000000 predicted=50.668551, expected=36.000000 predicted=52.845394, expected=76.000000 predicted=58.168353, expected=64.000000 predicted=52.899260, expected=64.000000 predicted=59.650182, expected=16.000000 predicted=47.182943, expected=48.000000 predicted=50.564981, expected=44.000000 predicted=48.336998, expected=24.000000 predicted=38.986686, expected=44.000000 predicted=43.822470, expected=16.000000 predicted=27.721246, expected=44.000000 predicted=37.979166, expected=40.000000 predicted=35.419070, expected=76.000000 predicted=44.238062, expected=80.000000 predicted=54.857570, expected=76.000000 predicted=58.810219, expected=48.000000 predicted=61.691104, expected=76.000000 predicted=67.824223, expected=72.000000 predicted=69.168830, expected=64.000000 predicted=68.079070, expected=32.000000 predicted=59.792637, expected=44.000000 predicted=54.419718, expected=16.000000 predicted=43.767838, expected=64.000000 predicted=49.916212, expected=56.000000 predicted=46.096644, expected=88.000000 predicted=55.113388, expected=72.000000 predicted=61.270395, expected=56.000000 predicted=58.665924, expected=64.000000 predicted=68.376505, expected=32.000000 predicted=54.907042, expected=36.000000 predicted=55.316244, expected=68.000000 predicted=55.916458, expected=40.000000 predicted=45.132217, expected=44.000000 predicted=49.696293, expected=44.000000 predicted=44.730991, expected=76.000000 predicted=52.501734, expected=52.000000 predicted=53.595213, expected=60.000000 predicted=55.524782, expected=44.000000 predicted=53.000444, expected=40.000000 predicted=49.535851, expected=32.000000 predicted=48.460578, expected=48.000000 predicted=45.088347, expected=80.000000 predicted=54.006963, expected=24.000000 predicted=41.147379, expected=56.000000 predicted=51.808978, expected=80.000000 predicted=55.647219, expected=80.000000 predicted=60.297945, expected=44.000000 predicted=62.418662, expected=72.000000 predicted=63.183485, expected=52.000000 predicted=59.797844, expected=32.000000 predicted=55.400426, expected=48.000000 predicted=55.999878, expected=36.000000 predicted=42.638404, expected=84.000000 predicted=58.000397, expected=24.000000 predicted=42.755186, expected=56.000000 predicted=50.243509, expected=60.000000 predicted=52.692234, expected=40.000000 predicted=45.104803, expected=72.000000 predicted=61.672915, expected=52.000000 predicted=49.119274, expected=48.000000 predicted=54.252011, expected=88.000000 predicted=65.273922, expected=88.000000 predicted=64.884882, expected=132.000000 predicted=88.936642, expected=20.000000 predicted=66.734330, expected=16.000000 predicted=63.089807, expected=60.000000 predicted=65.164108, expected=40.000000 predicted=47.953149, expected=60.000000 predicted=58.574891, expected=84.000000 predicted=52.977151, expected=28.000000 predicted=43.614381, expected=72.000000 predicted=63.094447, expected=28.000000 predicted=46.678388, expected=32.000000 predicted=47.602819, expected=24.000000 predicted=43.298352, expected=68.000000 predicted=42.460674, expected=56.000000 predicted=47.410150, expected=56.000000 predicted=47.025589, expected=72.000000 predicted=56.222516, expected=76.000000 predicted=59.284056, expected=36.000000 predicted=58.176582, expected=24.000000 predicted=51.412169, expected=48.000000 predicted=50.107701, expected=32.000000 predicted=42.360025, expected=48.000000 predicted=45.799096, expected=64.000000 predicted=45.491204, expected=64.000000 predicted=47.950860, expected=52.000000 predicted=53.277389, expected=24.000000 predicted=45.028429, expected=44.000000 predicted=48.475806, expected=44.000000 predicted=45.748903, expected=40.000000 predicted=43.420060, expected=40.000000 predicted=42.248628, expected=36.000000 predicted=37.170416, expected=104.000000 predicted=58.336804, expected=40.000000 predicted=47.613405, expected=72.000000 predicted=61.452820, expected=48.000000 predicted=56.352819, expected=76.000000 predicted=61.324321, expected=60.000000 predicted=67.178178, expected=112.000000 predicted=73.121625, expected=44.000000 predicted=66.255741, expected=40.000000 predicted=62.118019, expected=44.000000 predicted=61.203030, expected=28.000000 predicted=45.944083, expected=56.000000 predicted=55.737361, expected=84.000000 predicted=53.066116, expected=20.000000 predicted=41.605354, expected=40.000000 predicted=48.788419, expected=68.000000 predicted=49.797046, expected=64.000000 predicted=52.435454, expected=20.000000 predicted=49.230470, expected=56.000000 predicted=48.053674, expected=56.000000 predicted=48.068795, expected=60.000000 predicted=53.595543, expected=16.000000 predicted=44.568366, expected=44.000000 predicted=42.568050, expected=48.000000 predicted=44.857525, expected=12.000000 predicted=33.987473, expected=84.000000 predicted=52.399606, expected=68.000000 predicted=44.806894, expected=52.000000 predicted=52.301323, expected=64.000000 predicted=60.574013, expected=32.000000 predicted=46.200918, expected=24.000000 predicted=50.821347, expected=68.000000 predicted=53.422097, expected=72.000000 predicted=51.162508, expected=72.000000 predicted=59.327229, expected=48.000000 predicted=54.728403, expected=64.000000 predicted=58.470091, expected=64.000000 predicted=63.275600, expected=88.000000 predicted=69.845877, expected=68.000000 predicted=68.328944, expected=84.000000 predicted=72.145317, expected=76.000000 predicted=74.533051, expected=28.000000 predicted=62.068509, expected=36.000000 predicted=62.013913, expected=116.000000 predicted=71.525946, expected=52.000000 predicted=59.532955, expected=76.000000 predicted=71.584224, expected=80.000000 predicted=67.641959, expected=80.000000 predicted=69.369530, expected=28.000000 predicted=70.007334, expected=44.000000 predicted=58.853655, expected=52.000000 predicted=56.716973, expected=68.000000 predicted=57.396614, expected=60.000000 predicted=58.157089, expected=96.000000 predicted=63.472082, expected=72.000000 predicted=65.665430, expected=100.000000 predicted=78.839846, expected=60.000000 predicted=74.820536, expected=84.000000 predicted=78.794044, expected=72.000000 predicted=80.051730, expected=20.000000 predicted=60.019420, expected=52.000000 predicted=66.262401, expected=44.000000 predicted=49.854041, expected=48.000000 predicted=51.394976, expected=32.000000 predicted=45.880171, expected=36.000000 predicted=37.438857, expected=52.000000 predicted=44.722102, expected=72.000000 predicted=49.303385, expected=144.000000 predicted=75.772063, expected=120.000000 predicted=82.821717, expected=48.000000 predicted=78.131732, expected=72.000000 predicted=86.905244, expected=80.000000 predicted=81.610793, expected=48.000000 predicted=77.751611, expected=32.000000 predicted=66.051519, expected=64.000000 predicted=57.116027, expected=88.000000 predicted=64.083695, expected=28.000000 predicted=53.160361, expected=28.000000 predicted=49.798709, expected=52.000000 predicted=47.421006, expected=40.000000 predicted=43.599401, expected=48.000000 predicted=50.189072, expected=68.000000 predicted=48.287661, expected=104.000000 predicted=62.226121, expected=72.000000 predicted=66.083031, expected=152.000000 predicted=94.953336, expected=48.000000 predicted=76.426298, expected=52.000000 predicted=80.563095, expected=56.000000 predicted=78.626212, expected=56.000000 predicted=61.532054, expected=100.000000 predicted=84.013066, expected=20.000000 predicted=49.858605, expected=40.000000 predicted=55.120018, expected=56.000000 predicted=53.645100, expected=28.000000 predicted=41.721671, expected=80.000000 predicted=61.402496, expected=56.000000 predicted=46.535522, expected=60.000000 predicted=55.151794, expected=80.000000 predicted=65.208344, expected=32.000000 predicted=50.363772, expected=52.000000 predicted=61.102861, expected=32.000000 predicted=47.653301, expected=52.000000 predicted=49.476457, expected=76.000000 predicted=57.684652, expected=32.000000 predicted=43.311647, expected=36.000000 predicted=48.352413, expected=32.000000 predicted=40.617023, expected=24.000000 predicted=36.810645, expected=48.000000 predicted=42.920002, expected=96.000000 predicted=50.895645, expected=56.000000 predicted=49.801659, expected=56.000000 predicted=56.870046, expected=48.000000 predicted=54.010804, expected=44.000000 predicted=53.136864, expected=76.000000 predicted=64.919330, expected=44.000000 predicted=51.537712, expected=112.000000 predicted=71.942366, expected=84.000000 predicted=69.733580, expected=72.000000 predicted=73.486597, expected=40.000000 predicted=69.956315, expected=44.000000 predicted=60.099264, expected=52.000000 predicted=63.518760, expected=52.000000 predicted=55.207144, expected=52.000000 predicted=53.113559, expected=72.000000 predicted=55.203288, expected=40.000000 predicted=49.928940, expected=16.000000 predicted=44.110184, expected=64.000000 predicted=51.219421, expected=76.000000 predicted=52.847153, expected=64.000000 predicted=57.957615, expected=48.000000 predicted=54.387397, expected=84.000000 predicted=61.745144, expected=76.000000 predicted=67.698819, expected=40.000000 predicted=62.261981, expected=24.000000 predicted=53.702318, expected=96.000000 predicted=63.931231, expected=60.000000 predicted=59.163848, expected=60.000000 predicted=62.922530, expected=56.000000 predicted=58.651508, expected=76.000000 predicted=60.873143, expected=20.000000 predicted=55.707878, expected=32.000000 predicted=49.511630, expected=52.000000 predicted=48.243952, expected=24.000000 predicted=37.179443, expected=40.000000 predicted=43.548848, expected=64.000000 predicted=41.630190, expected=64.000000 predicted=46.940672, expected=56.000000 predicted=53.395793, expected=48.000000 predicted=50.346042, expected=80.000000 predicted=61.096255, expected=32.000000 predicted=52.389940, expected=36.000000 predicted=52.162412, expected=60.000000 predicted=52.851738, expected=72.000000 predicted=53.539290, expected=28.000000 predicted=49.998815, expected=40.000000 predicted=46.639797, expected=52.000000 predicted=46.637844, expected=56.000000 Test MSE: 600.488
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444])] predicted=52.811569, expected=76.000000 predicted=61.710176, expected=40.000000 predicted=48.280679, expected=44.000000 predicted=51.034352, expected=32.000000 predicted=41.287196, expected=48.000000 predicted=48.002147, expected=68.000000 predicted=54.702360, expected=40.000000 predicted=44.544638, expected=52.000000 predicted=48.672217, expected=108.000000 predicted=64.537507, expected=36.000000 predicted=54.086584, expected=84.000000 predicted=71.392843, expected=40.000000 predicted=50.078501, expected=100.000000 predicted=79.396254, expected=44.000000 predicted=61.990896, expected=80.000000 predicted=69.784708, expected=52.000000 predicted=60.597655, expected=48.000000 predicted=60.550844, expected=56.000000 predicted=61.612505, expected=60.000000 predicted=57.172797, expected=32.000000 predicted=51.896154, expected=32.000000 predicted=44.349602, expected=56.000000 predicted=47.732130, expected=80.000000 predicted=58.260944, expected=28.000000 predicted=45.276690, expected=44.000000 predicted=45.267995, expected=52.000000 predicted=45.717860, expected=68.000000 predicted=58.962861, expected=36.000000 predicted=49.325447, expected=52.000000 predicted=47.492771, expected=60.000000 predicted=51.267134, expected=60.000000 predicted=56.740879, expected=52.000000 predicted=54.541926, expected=40.000000 predicted=47.346619, expected=56.000000 predicted=53.567777, expected=24.000000 predicted=44.093031, expected=56.000000 predicted=51.189871, expected=56.000000 predicted=47.050410, expected=72.000000 predicted=55.975096, expected=40.000000 predicted=47.813112, expected=48.000000 predicted=48.841863, expected=68.000000 predicted=57.012512, expected=76.000000 predicted=63.537037, expected=48.000000 predicted=57.596292, expected=64.000000 predicted=57.869789, expected=68.000000 predicted=61.049487, expected=32.000000 predicted=55.854927, expected=56.000000 predicted=58.068268, expected=48.000000 predicted=49.835856, expected=48.000000 predicted=54.083785, expected=40.000000 predicted=46.938961, expected=44.000000 predicted=44.186035, expected=36.000000 predicted=43.643302, expected=64.000000 predicted=50.238699, expected=72.000000 predicted=53.612963, expected=60.000000 predicted=54.438717, expected=64.000000 predicted=57.119414, expected=52.000000 predicted=55.185500, expected=80.000000 predicted=68.528004, expected=40.000000 predicted=56.955805, expected=60.000000 predicted=61.219282, expected=60.000000 predicted=57.237092, expected=56.000000 predicted=59.007074, expected=40.000000 predicted=53.609121, expected=56.000000 predicted=52.183809, expected=52.000000 predicted=53.147172, expected=60.000000 predicted=56.282094, expected=44.000000 predicted=49.474750, expected=60.000000 predicted=53.428381, expected=64.000000 predicted=56.427967, expected=32.000000 predicted=49.164908, expected=52.000000 predicted=52.424673, expected=64.000000 predicted=52.787041, expected=44.000000 predicted=52.647552, expected=48.000000 predicted=50.873291, expected=20.000000 predicted=37.425821, expected=28.000000 predicted=41.275867, expected=52.000000 predicted=43.994552, expected=40.000000 predicted=39.666340, expected=48.000000 predicted=41.955442, expected=48.000000 predicted=38.820845, expected=28.000000 predicted=38.259794, expected=48.000000 predicted=45.025725, expected=60.000000 predicted=46.699518, expected=40.000000 predicted=45.410185, expected=56.000000 predicted=48.507247, expected=76.000000 predicted=53.505731, expected=36.000000 predicted=50.136321, expected=36.000000 predicted=49.177702, expected=24.000000 predicted=38.662806, expected=48.000000 predicted=47.862910, expected=32.000000 predicted=40.805987, expected=80.000000 predicted=50.389605, expected=36.000000 predicted=39.298365, expected=56.000000 predicted=49.313925, expected=52.000000 predicted=47.752970, expected=48.000000 predicted=51.054610, expected=68.000000 predicted=59.116721, expected=64.000000 predicted=54.641754, expected=28.000000 predicted=49.124127, expected=76.000000 predicted=59.161302, expected=56.000000 predicted=54.312510, expected=76.000000 predicted=67.034647, expected=32.000000 predicted=49.402925, expected=36.000000 predicted=48.615361, expected=48.000000 predicted=51.765984, expected=48.000000 predicted=50.362908, expected=40.000000 predicted=47.002446, expected=64.000000 predicted=47.266226, expected=68.000000 predicted=52.481608, expected=36.000000 predicted=48.808317, expected=36.000000 predicted=46.211728, expected=60.000000 predicted=50.559273, expected=68.000000 predicted=58.396363, expected=40.000000 predicted=50.688824, expected=88.000000 predicted=59.787270, expected=56.000000 predicted=54.831500, expected=20.000000 predicted=51.890521, expected=60.000000 predicted=54.889665, expected=20.000000 predicted=40.973046, expected=32.000000 predicted=48.107518, expected=60.000000 predicted=42.680688, expected=44.000000 predicted=40.190552, expected=72.000000 predicted=53.690922, expected=36.000000 predicted=39.777379, expected=48.000000 predicted=49.527474, expected=32.000000 predicted=43.986247, expected=52.000000 predicted=49.392297, expected=40.000000 predicted=45.450012, expected=76.000000 predicted=53.047334, expected=48.000000 predicted=47.664789, expected=84.000000 predicted=61.136937, expected=48.000000 predicted=53.705094, expected=16.000000 predicted=47.288127, expected=60.000000 predicted=55.209713, expected=52.000000 predicted=50.426592, expected=76.000000 predicted=63.251313, expected=36.000000 predicted=44.192366, expected=28.000000 predicted=41.771681, expected=44.000000 predicted=46.856600, expected=48.000000 predicted=48.109818, expected=32.000000 predicted=43.953282, expected=56.000000 predicted=42.964247, expected=32.000000 predicted=36.997033, expected=40.000000 predicted=43.122058, expected=44.000000 predicted=40.987618, expected=52.000000 predicted=44.538985, expected=20.000000 predicted=37.488359, expected=44.000000 predicted=39.687638, expected=44.000000 predicted=39.521986, expected=68.000000 predicted=50.777798, expected=44.000000 predicted=44.495479, expected=68.000000 predicted=51.202714, expected=40.000000 predicted=47.276222, expected=20.000000 predicted=43.960651, expected=80.000000 predicted=57.238065, expected=36.000000 predicted=44.992320, expected=24.000000 predicted=45.156132, expected=56.000000 predicted=41.843155, expected=32.000000 predicted=38.874506, expected=64.000000 predicted=54.393553, expected=44.000000 predicted=40.496487, expected=104.000000 predicted=63.148930, expected=56.000000 predicted=56.554863, expected=80.000000 predicted=67.783780, expected=36.000000 predicted=55.879400, expected=40.000000 predicted=58.031506, expected=48.000000 predicted=58.277371, expected=32.000000 predicted=47.119582, expected=40.000000 predicted=46.734843, expected=32.000000 predicted=35.915598, expected=60.000000 predicted=45.624320, expected=36.000000 predicted=39.941631, expected=36.000000 predicted=39.687039, expected=72.000000 predicted=48.593202, expected=52.000000 predicted=48.176558, expected=20.000000 predicted=43.537798, expected=100.000000 predicted=58.613092, expected=52.000000 predicted=52.429891, expected=40.000000 predicted=58.103369, expected=44.000000 predicted=46.562311, expected=68.000000 predicted=55.246784, expected=36.000000 predicted=55.330056, expected=48.000000 predicted=49.182432, expected=52.000000 predicted=46.417714, expected=36.000000 predicted=46.216852, expected=48.000000 predicted=48.881151, expected=24.000000 predicted=36.703370, expected=72.000000 predicted=51.892966, expected=52.000000 predicted=46.743778, expected=52.000000 predicted=49.986850, expected=72.000000 predicted=54.448515, expected=48.000000 predicted=51.281102, expected=68.000000 predicted=63.317075, expected=68.000000 predicted=59.461111, expected=72.000000 predicted=65.522887, expected=28.000000 predicted=54.116927, expected=80.000000 predicted=63.737477, expected=52.000000 predicted=57.895176, expected=88.000000 predicted=71.724536, expected=68.000000 predicted=63.250408, expected=40.000000 predicted=56.671274, expected=60.000000 predicted=63.217065, expected=40.000000 predicted=53.855235, expected=16.000000 predicted=48.954215, expected=76.000000 predicted=54.057456, expected=56.000000 predicted=47.974765, expected=36.000000 predicted=48.925211, expected=36.000000 predicted=39.991644, expected=44.000000 predicted=42.200507, expected=20.000000 predicted=42.241705, expected=52.000000 predicted=43.646863, expected=48.000000 predicted=39.210977, expected=24.000000 predicted=36.683225, expected=56.000000 predicted=42.646605, expected=32.000000 predicted=35.467923, expected=76.000000 predicted=54.648965, expected=52.000000 predicted=46.752899, expected=52.000000 predicted=50.346851, expected=32.000000 predicted=45.394385, expected=76.000000 predicted=56.558689, expected=44.000000 predicted=53.371409, expected=60.000000 predicted=56.045837, expected=76.000000 predicted=57.410728, expected=44.000000 predicted=53.448448, expected=48.000000 predicted=57.652578, expected=84.000000 predicted=61.004451, expected=68.000000 predicted=64.465014, expected=48.000000 predicted=61.259959, expected=36.000000 predicted=49.805366, expected=68.000000 predicted=59.216083, expected=72.000000 predicted=64.886163, expected=96.000000 predicted=71.445561, expected=40.000000 predicted=55.478702, expected=72.000000 predicted=65.107152, expected=60.000000 predicted=63.872244, expected=68.000000 predicted=70.496674, expected=52.000000 predicted=62.975425, expected=68.000000 predicted=60.904809, expected=32.000000 predicted=54.053047, expected=108.000000 predicted=72.478877, expected=100.000000 predicted=73.807718, expected=100.000000 predicted=82.869265, expected=88.000000 predicted=81.223941, expected=116.000000 predicted=92.153267, expected=44.000000 predicted=84.995436, expected=56.000000 predicted=81.750388, expected=52.000000 predicted=69.916865, expected=68.000000 predicted=72.633978, expected=44.000000 predicted=62.450207, expected=68.000000 predicted=57.526831, expected=40.000000 predicted=51.021496, expected=64.000000 predicted=58.373855, expected=64.000000 predicted=57.969475, expected=56.000000 predicted=56.665224, expected=52.000000 predicted=56.648690, expected=84.000000 predicted=62.542723, expected=32.000000 predicted=54.417107, expected=56.000000 predicted=58.827489, expected=56.000000 predicted=53.369357, expected=56.000000 predicted=57.355854, expected=40.000000 predicted=52.943602, expected=40.000000 predicted=44.721674, expected=20.000000 predicted=40.444508, expected=28.000000 predicted=38.954378, expected=36.000000 predicted=36.624524, expected=44.000000 predicted=36.933846, expected=40.000000 predicted=35.945793, expected=20.000000 predicted=28.969159, expected=52.000000 predicted=38.366122, expected=88.000000 predicted=52.048285, expected=20.000000 predicted=41.472526, expected=32.000000 predicted=41.381462, expected=120.000000 predicted=60.723449, expected=56.000000 predicted=60.792080, expected=76.000000 predicted=72.069250, expected=32.000000 predicted=46.525786, expected=40.000000 predicted=56.436743, expected=16.000000 predicted=51.251269, expected=64.000000 predicted=51.223784, expected=48.000000 predicted=46.714387, expected=40.000000 predicted=41.724048, expected=44.000000 predicted=40.996055, expected=48.000000 predicted=42.351412, expected=68.000000 predicted=55.408943, expected=28.000000 predicted=43.186388, expected=28.000000 predicted=40.897401, expected=48.000000 predicted=42.708093, expected=24.000000 predicted=38.599087, expected=28.000000 predicted=38.175390, expected=24.000000 predicted=27.583384, expected=60.000000 predicted=39.253059, expected=24.000000 predicted=33.243764, expected=64.000000 predicted=42.414041, expected=60.000000 predicted=43.267080, expected=40.000000 predicted=45.286367, expected=36.000000 predicted=45.567681, expected=40.000000 predicted=41.418044, expected=32.000000 predicted=44.060582, expected=24.000000 predicted=37.493892, expected=68.000000 predicted=44.077218, expected=72.000000 predicted=48.781266, expected=48.000000 predicted=48.886269, expected=40.000000 predicted=45.053725, expected=56.000000 predicted=49.557925, expected=48.000000 predicted=54.591249, expected=36.000000 predicted=49.546881, expected=48.000000 predicted=45.894885, expected=28.000000 predicted=39.582173, expected=68.000000 predicted=51.700305, expected=24.000000 predicted=38.317825, expected=32.000000 predicted=39.766313, expected=40.000000 predicted=38.117652, expected=72.000000 predicted=48.286529, expected=52.000000 predicted=49.836445, expected=56.000000 predicted=47.670130, expected=68.000000 predicted=53.450711, expected=44.000000 predicted=52.948534, expected=24.000000 predicted=49.455788, expected=52.000000 predicted=48.759879, expected=40.000000 predicted=45.822621, expected=40.000000 predicted=46.392637, expected=68.000000 predicted=47.618021, expected=56.000000 predicted=46.953171, expected=40.000000 predicted=49.083821, expected=60.000000 predicted=50.847807, expected=44.000000 predicted=48.845223, expected=36.000000 predicted=50.128195, expected=52.000000 predicted=48.181455, expected=80.000000 predicted=55.596366, expected=88.000000 predicted=65.241211, expected=56.000000 predicted=58.962475, expected=68.000000 predicted=62.777165, expected=104.000000 predicted=76.831795, expected=32.000000 predicted=66.057838, expected=36.000000 predicted=62.320262, expected=52.000000 predicted=53.525500, expected=44.000000 predicted=55.206464, expected=52.000000 predicted=56.427623, expected=40.000000 predicted=41.115355, expected=52.000000 predicted=46.800306, expected=56.000000 predicted=49.893306, expected=32.000000 predicted=44.108130, expected=76.000000 predicted=55.470028, expected=96.000000 predicted=62.599281, expected=52.000000 predicted=60.758060, expected=68.000000 predicted=64.395465, expected=60.000000 predicted=59.556289, expected=24.000000 predicted=57.995678, expected=24.000000 predicted=50.842103, expected=60.000000 predicted=48.560586, expected=40.000000 predicted=46.209321, expected=48.000000 predicted=46.045350, expected=24.000000 predicted=32.689136, expected=64.000000 predicted=46.130501, expected=28.000000 predicted=40.957808, expected=60.000000 predicted=48.258119, expected=44.000000 predicted=42.826167, expected=80.000000 predicted=55.005088, expected=72.000000 predicted=59.695473, expected=32.000000 predicted=49.597849, expected=64.000000 predicted=59.089374, expected=52.000000 predicted=53.929191, expected=32.000000 predicted=54.400293, expected=44.000000 predicted=48.925593, expected=60.000000 predicted=47.650292, expected=32.000000 predicted=46.232592, expected=40.000000 predicted=43.874996, expected=40.000000 predicted=39.189276, expected=40.000000 predicted=42.680821, expected=36.000000 predicted=41.324299, expected=48.000000 predicted=40.267326, expected=88.000000 predicted=54.381620, expected=40.000000 predicted=47.214888, expected=44.000000 predicted=49.733841, expected=80.000000 predicted=56.475090, expected=52.000000 predicted=57.248550, expected=44.000000 predicted=58.944405, expected=64.000000 predicted=53.453453, expected=28.000000 predicted=47.283229, expected=36.000000 predicted=50.794185, expected=36.000000 predicted=40.761943, expected=60.000000 predicted=47.527968, expected=28.000000 predicted=40.733329, expected=36.000000 predicted=37.683296, expected=36.000000 predicted=36.438256, expected=40.000000 predicted=39.620926, expected=24.000000 predicted=36.235705, expected=36.000000 predicted=33.583901, expected=52.000000 predicted=38.779908, expected=80.000000 predicted=50.460797, expected=36.000000 predicted=43.565742, expected=60.000000 predicted=49.931093, expected=36.000000 predicted=44.792550, expected=48.000000 predicted=52.511995, expected=32.000000 predicted=46.402322, expected=44.000000 predicted=43.046515, expected=40.000000 predicted=42.827051, expected=40.000000 predicted=40.273866, expected=40.000000 predicted=40.652040, expected=44.000000 predicted=40.135096, expected=44.000000 predicted=42.338421, expected=36.000000 predicted=39.963086, expected=48.000000 predicted=42.780199, expected=32.000000 predicted=38.750439, expected=68.000000 predicted=49.434722, expected=84.000000 predicted=55.933721, expected=44.000000 predicted=51.446870, expected=64.000000 predicted=58.062450, expected=40.000000 predicted=49.650191, expected=48.000000 predicted=57.888865, expected=20.000000 predicted=45.712975, expected=32.000000 predicted=40.274059, expected=36.000000 predicted=39.199932, expected=40.000000 predicted=37.355985, expected=28.000000 predicted=33.820826, expected=40.000000 predicted=33.264019, expected=72.000000 predicted=45.191872, expected=36.000000 predicted=41.183428, expected=112.000000 predicted=64.620770, expected=36.000000 predicted=48.097581, expected=44.000000 predicted=57.246001, expected=60.000000 predicted=56.882621, expected=48.000000 predicted=54.147403, expected=52.000000 predicted=61.050766, expected=44.000000 predicted=45.556723, expected=68.000000 predicted=54.819952, expected=28.000000 predicted=46.580853, expected=56.000000 predicted=51.336649, expected=44.000000 predicted=46.143310, expected=44.000000 predicted=47.914686, expected=68.000000 predicted=54.156907, expected=36.000000 Test MSE: 405.177
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736])] predicted=37.483767, expected=36.000000 predicted=38.740887, expected=44.000000 predicted=34.943710, expected=40.000000 predicted=35.216168, expected=24.000000 predicted=33.648534, expected=16.000000 predicted=26.549353, expected=32.000000 predicted=32.715064, expected=24.000000 predicted=30.254195, expected=28.000000 predicted=29.636534, expected=44.000000 predicted=30.309226, expected=48.000000 predicted=31.798615, expected=68.000000 predicted=44.540452, expected=24.000000 predicted=33.950703, expected=76.000000 predicted=51.390664, expected=32.000000 predicted=44.013401, expected=20.000000 predicted=41.924981, expected=60.000000 predicted=52.727982, expected=24.000000 predicted=32.827289, expected=20.000000 predicted=42.549534, expected=48.000000 predicted=36.047908, expected=32.000000 predicted=30.257195, expected=20.000000 predicted=36.488551, expected=20.000000 predicted=26.050215, expected=56.000000 predicted=34.228160, expected=32.000000 predicted=34.937131, expected=40.000000 predicted=35.612947, expected=20.000000 predicted=27.831369, expected=36.000000 predicted=32.539134, expected=40.000000 predicted=39.850746, expected=44.000000 predicted=36.099401, expected=48.000000 predicted=40.211894, expected=64.000000 predicted=42.595447, expected=36.000000 predicted=41.755731, expected=16.000000 predicted=38.027478, expected=24.000000 predicted=37.357658, expected=20.000000 predicted=33.029320, expected=40.000000 predicted=38.945755, expected=60.000000 predicted=37.497656, expected=32.000000 predicted=29.315609, expected=44.000000 predicted=37.448907, expected=8.000000 predicted=26.934038, expected=32.000000 predicted=36.578692, expected=28.000000 predicted=36.002061, expected=48.000000 predicted=34.647191, expected=36.000000 predicted=34.887890, expected=44.000000 predicted=31.279480, expected=48.000000 predicted=39.686029, expected=24.000000 predicted=33.983989, expected=20.000000 predicted=36.269643, expected=24.000000 predicted=31.396947, expected=28.000000 predicted=32.178855, expected=36.000000 predicted=33.752088, expected=48.000000 predicted=32.187004, expected=32.000000 predicted=29.657802, expected=28.000000 predicted=31.160431, expected=32.000000 predicted=32.696671, expected=8.000000 predicted=27.136087, expected=32.000000 predicted=33.649097, expected=36.000000 predicted=29.153764, expected=48.000000 predicted=33.306407, expected=28.000000 predicted=30.633055, expected=16.000000 predicted=23.362370, expected=20.000000 predicted=28.619413, expected=44.000000 predicted=34.222975, expected=32.000000 predicted=33.509859, expected=52.000000 predicted=35.524668, expected=56.000000 predicted=36.551436, expected=32.000000 predicted=35.059299, expected=24.000000 predicted=38.655644, expected=40.000000 predicted=38.091546, expected=12.000000 predicted=33.564973, expected=48.000000 predicted=41.682716, expected=60.000000 predicted=38.622213, expected=56.000000 predicted=40.314563, expected=32.000000 predicted=40.300377, expected=8.000000 predicted=27.358921, expected=28.000000 predicted=38.449866, expected=28.000000 predicted=37.199637, expected=24.000000 predicted=32.880167, expected=12.000000 predicted=22.096536, expected=44.000000 predicted=25.126776, expected=52.000000 predicted=33.732645, expected=32.000000 predicted=31.523337, expected=36.000000 predicted=33.286935, expected=24.000000 predicted=27.842206, expected=28.000000 predicted=35.902527, expected=28.000000 predicted=35.179644, expected=44.000000 predicted=34.136505, expected=16.000000 predicted=27.719228, expected=44.000000 predicted=32.767669, expected=40.000000 predicted=32.935282, expected=24.000000 predicted=30.481529, expected=24.000000 predicted=33.172468, expected=48.000000 predicted=32.372855, expected=28.000000 predicted=34.290383, expected=20.000000 predicted=31.087871, expected=28.000000 predicted=27.999148, expected=48.000000 predicted=33.400420, expected=40.000000 predicted=37.845218, expected=36.000000 predicted=33.563820, expected=40.000000 predicted=33.997717, expected=28.000000 predicted=33.382303, expected=28.000000 predicted=37.226243, expected=32.000000 predicted=34.517396, expected=20.000000 predicted=29.285797, expected=24.000000 predicted=29.986387, expected=40.000000 predicted=30.428210, expected=48.000000 predicted=33.820021, expected=28.000000 predicted=31.406722, expected=28.000000 predicted=29.694193, expected=24.000000 predicted=29.030725, expected=40.000000 predicted=36.300937, expected=28.000000 predicted=33.930922, expected=16.000000 predicted=25.773557, expected=56.000000 predicted=36.117084, expected=40.000000 predicted=32.129601, expected=24.000000 predicted=33.961143, expected=24.000000 predicted=30.326207, expected=40.000000 predicted=31.226251, expected=24.000000 predicted=35.510852, expected=32.000000 predicted=33.076606, expected=24.000000 predicted=26.491410, expected=32.000000 predicted=28.947709, expected=32.000000 predicted=32.272621, expected=32.000000 predicted=28.907446, expected=40.000000 predicted=33.624310, expected=32.000000 predicted=30.509231, expected=20.000000 predicted=29.684384, expected=44.000000 predicted=35.414966, expected=16.000000 predicted=27.318469, expected=28.000000 predicted=32.074090, expected=20.000000 predicted=26.087709, expected=20.000000 predicted=22.882756, expected=24.000000 predicted=28.193623, expected=28.000000 predicted=22.280286, expected=76.000000 predicted=39.778532, expected=48.000000 predicted=34.689694, expected=40.000000 predicted=37.855094, expected=28.000000 predicted=36.310200, expected=36.000000 predicted=38.814966, expected=28.000000 predicted=44.878371, expected=28.000000 predicted=35.617903, expected=40.000000 predicted=35.664167, expected=52.000000 predicted=36.883282, expected=24.000000 predicted=32.840411, expected=20.000000 predicted=30.171359, expected=32.000000 predicted=31.722288, expected=36.000000 predicted=34.475247, expected=36.000000 predicted=36.818766, expected=36.000000 predicted=30.880260, expected=24.000000 predicted=27.795848, expected=24.000000 predicted=30.358517, expected=40.000000 predicted=34.415133, expected=36.000000 predicted=33.225542, expected=20.000000 predicted=29.403691, expected=36.000000 predicted=30.793039, expected=60.000000 predicted=37.890114, expected=28.000000 predicted=34.873646, expected=36.000000 predicted=37.505223, expected=40.000000 predicted=34.482440, expected=28.000000 predicted=35.215581, expected=4.000000 predicted=32.283431, expected=36.000000 predicted=30.467715, expected=60.000000 predicted=37.740414, expected=40.000000 predicted=35.684281, expected=32.000000 predicted=33.813905, expected=36.000000 predicted=30.507130, expected=36.000000 predicted=37.964485, expected=28.000000 predicted=39.985116, expected=28.000000 predicted=33.738543, expected=52.000000 predicted=37.881263, expected=32.000000 predicted=33.898259, expected=28.000000 predicted=34.104905, expected=48.000000 predicted=37.456150, expected=32.000000 predicted=33.245045, expected=36.000000 predicted=40.568895, expected=28.000000 predicted=32.721900, expected=56.000000 predicted=39.685258, expected=32.000000 predicted=38.110994, expected=28.000000 predicted=34.325228, expected=48.000000 predicted=40.100068, expected=40.000000 predicted=35.954171, expected=36.000000 predicted=42.239653, expected=32.000000 predicted=35.173810, expected=24.000000 predicted=31.524034, expected=28.000000 predicted=35.659430, expected=24.000000 predicted=30.569047, expected=44.000000 predicted=34.415876, expected=24.000000 predicted=28.190545, expected=8.000000 predicted=22.662612, expected=40.000000 predicted=30.976327, expected=44.000000 predicted=30.332604, expected=52.000000 predicted=39.647375, expected=24.000000 predicted=29.750823, expected=44.000000 predicted=33.811564, expected=20.000000 predicted=33.887134, expected=32.000000 predicted=36.801546, expected=56.000000 predicted=43.370932, expected=52.000000 predicted=37.154835, expected=32.000000 predicted=39.378993, expected=48.000000 predicted=39.525399, expected=52.000000 predicted=43.671919, expected=12.000000 predicted=38.286368, expected=36.000000 predicted=42.183525, expected=28.000000 predicted=31.856152, expected=32.000000 predicted=35.825837, expected=48.000000 predicted=40.276282, expected=16.000000 predicted=23.085641, expected=20.000000 predicted=30.473393, expected=44.000000 predicted=32.950385, expected=28.000000 predicted=29.334547, expected=36.000000 predicted=36.179410, expected=80.000000 predicted=41.775717, expected=44.000000 predicted=37.068245, expected=36.000000 predicted=45.174667, expected=16.000000 predicted=34.454047, expected=20.000000 predicted=34.548039, expected=28.000000 predicted=42.003370, expected=20.000000 predicted=27.931828, expected=48.000000 predicted=33.499938, expected=44.000000 predicted=29.122557, expected=40.000000 predicted=32.883187, expected=44.000000 predicted=37.830363, expected=56.000000 predicted=40.912757, expected=20.000000 predicted=38.457411, expected=12.000000 predicted=34.129456, expected=60.000000 predicted=42.891664, expected=40.000000 predicted=37.133611, expected=40.000000 predicted=42.665607, expected=36.000000 predicted=33.409238, expected=36.000000 predicted=32.661808, expected=20.000000 predicted=38.559590, expected=24.000000 predicted=32.625490, expected=40.000000 predicted=34.839672, expected=40.000000 predicted=33.736768, expected=56.000000 predicted=40.245336, expected=68.000000 predicted=43.005037, expected=12.000000 predicted=31.898649, expected=16.000000 predicted=37.053904, expected=16.000000 predicted=31.087681, expected=64.000000 predicted=45.370331, expected=36.000000 predicted=39.440976, expected=32.000000 predicted=28.436277, expected=28.000000 predicted=29.511443, expected=48.000000 predicted=35.292744, expected=32.000000 predicted=41.631497, expected=20.000000 predicted=31.462741, expected=28.000000 predicted=31.586321, expected=16.000000 predicted=25.330580, expected=32.000000 predicted=33.085306, expected=28.000000 predicted=26.843563, expected=48.000000 predicted=30.953218, expected=28.000000 predicted=28.957597, expected=84.000000 predicted=44.763425, expected=52.000000 predicted=43.139868, expected=24.000000 predicted=38.799353, expected=48.000000 predicted=49.651071, expected=36.000000 predicted=38.838379, expected=24.000000 predicted=47.183817, expected=56.000000 predicted=45.904570, expected=40.000000 predicted=34.551199, expected=20.000000 predicted=36.566693, expected=28.000000 predicted=34.479308, expected=40.000000 predicted=32.907473, expected=24.000000 predicted=35.350048, expected=36.000000 predicted=34.628709, expected=24.000000 predicted=26.017936, expected=60.000000 predicted=38.913773, expected=12.000000 predicted=29.135888, expected=8.000000 predicted=24.947706, expected=36.000000 predicted=32.091581, expected=28.000000 predicted=24.954750, expected=20.000000 predicted=31.893496, expected=64.000000 predicted=32.974639, expected=36.000000 predicted=26.813869, expected=48.000000 predicted=41.494631, expected=28.000000 predicted=34.534664, expected=8.000000 predicted=26.888399, expected=60.000000 predicted=48.640865, expected=20.000000 predicted=28.885155, expected=56.000000 predicted=43.528952, expected=44.000000 predicted=35.564918, expected=20.000000 predicted=28.143650, expected=28.000000 predicted=40.959056, expected=32.000000 predicted=30.072407, expected=12.000000 predicted=31.844259, expected=48.000000 predicted=36.631094, expected=44.000000 predicted=29.909103, expected=20.000000 predicted=28.873038, expected=36.000000 predicted=34.047925, expected=52.000000 predicted=33.379869, expected=32.000000 predicted=38.389664, expected=28.000000 predicted=36.794010, expected=20.000000 predicted=27.569198, expected=12.000000 predicted=27.512521, expected=44.000000 predicted=36.886182, expected=28.000000 predicted=26.885352, expected=16.000000 predicted=24.699836, expected=68.000000 predicted=36.484052, expected=12.000000 predicted=21.918840, expected=40.000000 predicted=39.706845, expected=84.000000 predicted=44.775534, expected=32.000000 predicted=34.678085, expected=24.000000 predicted=47.788741, expected=20.000000 predicted=28.612260, expected=32.000000 predicted=36.925635, expected=24.000000 predicted=40.977450, expected=32.000000 predicted=29.358378, expected=40.000000 predicted=29.568428, expected=64.000000 predicted=37.655610, expected=28.000000 predicted=34.105827, expected=32.000000 predicted=35.874843, expected=40.000000 predicted=37.640066, expected=20.000000 predicted=34.040297, expected=32.000000 predicted=40.689094, expected=72.000000 predicted=40.892784, expected=52.000000 predicted=40.332843, expected=24.000000 predicted=39.342894, expected=16.000000 predicted=31.144049, expected=48.000000 predicted=39.835204, expected=12.000000 predicted=36.749151, expected=24.000000 predicted=34.051312, expected=60.000000 predicted=33.832709, expected=32.000000 predicted=27.609086, expected=20.000000 predicted=35.404873, expected=56.000000 predicted=34.575530, expected=28.000000 predicted=30.688136, expected=36.000000 predicted=43.678118, expected=40.000000 predicted=35.269601, expected=40.000000 predicted=33.916006, expected=48.000000 predicted=45.218820, expected=40.000000 predicted=36.969346, expected=40.000000 predicted=40.367464, expected=40.000000 predicted=40.855298, expected=56.000000 predicted=45.234903, expected=68.000000 predicted=51.320918, expected=36.000000 predicted=43.852938, expected=12.000000 predicted=38.508780, expected=44.000000 predicted=42.836603, expected=36.000000 predicted=40.658263, expected=36.000000 predicted=43.766121, expected=48.000000 predicted=38.089462, expected=48.000000 predicted=34.352604, expected=44.000000 predicted=43.507531, expected=40.000000 predicted=41.137193, expected=12.000000 predicted=33.252267, expected=36.000000 predicted=40.228181, expected=20.000000 predicted=31.601773, expected=16.000000 predicted=29.247131, expected=60.000000 predicted=37.382016, expected=76.000000 predicted=37.298641, expected=20.000000 predicted=35.113469, expected=28.000000 predicted=36.190600, expected=40.000000 predicted=34.348887, expected=32.000000 predicted=42.190031, expected=36.000000 predicted=45.430114, expected=24.000000 predicted=27.166522, expected=60.000000 predicted=39.770639, expected=28.000000 predicted=33.964735, expected=32.000000 predicted=36.342934, expected=52.000000 predicted=40.281325, expected=20.000000 predicted=29.867991, expected=28.000000 predicted=41.085097, expected=44.000000 predicted=33.859656, expected=40.000000 predicted=34.872190, expected=36.000000 predicted=39.914718, expected=16.000000 predicted=26.840722, expected=48.000000 predicted=36.998517, expected=36.000000 predicted=35.663660, expected=20.000000 predicted=32.730737, expected=52.000000 predicted=38.864398, expected=40.000000 predicted=30.862663, expected=32.000000 predicted=39.772761, expected=36.000000 predicted=36.714406, expected=32.000000 predicted=31.666065, expected=24.000000 predicted=36.665571, expected=44.000000 predicted=37.428595, expected=48.000000 predicted=36.171289, expected=24.000000 predicted=33.349068, expected=32.000000 predicted=35.010814, expected=20.000000 predicted=27.689054, expected=48.000000 predicted=39.569393, expected=24.000000 predicted=32.254879, expected=8.000000 predicted=24.341328, expected=44.000000 predicted=32.785229, expected=32.000000 predicted=25.648681, expected=28.000000 predicted=34.238816, expected=32.000000 predicted=28.601013, expected=40.000000 predicted=28.115984, expected=24.000000 predicted=33.125155, expected=52.000000 predicted=38.178879, expected=40.000000 predicted=33.817059, expected=52.000000 predicted=41.783177, expected=32.000000 predicted=38.454674, expected=20.000000 predicted=32.962388, expected=44.000000 predicted=42.768971, expected=24.000000 predicted=32.349928, expected=52.000000 predicted=43.370429, expected=28.000000 predicted=30.943625, expected=24.000000 predicted=30.378305, expected=20.000000 predicted=31.953856, expected=24.000000 predicted=26.778787, expected=40.000000 predicted=35.534209, expected=24.000000 predicted=25.760956, expected=28.000000 predicted=27.709762, expected=36.000000 predicted=28.178573, expected=40.000000 predicted=31.538875, expected=24.000000 predicted=32.061719, expected=32.000000 predicted=30.852522, expected=60.000000 predicted=38.382205, expected=12.000000 predicted=29.488680, expected=12.000000 predicted=31.858258, expected=36.000000 predicted=28.746995, expected=68.000000 predicted=38.872145, expected=36.000000 predicted=39.557505, expected=36.000000 predicted=33.395607, expected=40.000000 predicted=34.321134, expected=16.000000 predicted=33.802307, expected=36.000000 predicted=44.019934, expected=52.000000 predicted=37.055552, expected=16.000000 predicted=29.763215, expected=20.000000 predicted=32.585795, expected=16.000000 predicted=22.063915, expected=32.000000 predicted=29.921726, expected=36.000000 predicted=32.536487, expected=36.000000 predicted=26.172792, expected=32.000000 predicted=28.273462, expected=40.000000 predicted=31.143005, expected=48.000000 predicted=37.763751, expected=28.000000 predicted=34.906721, expected=28.000000 predicted=35.637144, expected=40.000000 Test MSE: 237.659
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422])] predicted=10.711525, expected=4.000000 predicted=8.038072, expected=4.000000 predicted=5.900980, expected=4.000000 predicted=5.210814, expected=4.000000 predicted=4.595837, expected=8.000000 predicted=7.349481, expected=4.000000 predicted=4.388462, expected=4.000000 predicted=4.298009, expected=4.000000 predicted=4.125128, expected=12.000000 predicted=7.674851, expected=12.000000 predicted=9.158101, expected=8.000000 predicted=7.362894, expected=8.000000 predicted=7.321357, expected=8.000000 predicted=7.624204, expected=8.000000 predicted=9.132746, expected=8.000000 predicted=8.785961, expected=24.000000 predicted=14.768915, expected=12.000000 predicted=11.558802, expected=16.000000 predicted=13.385273, expected=12.000000 predicted=11.869072, expected=4.000000 predicted=9.084618, expected=12.000000 predicted=13.783960, expected=28.000000 predicted=18.338206, expected=8.000000 predicted=12.594097, expected=12.000000 predicted=12.353787, expected=12.000000 predicted=10.659636, expected=12.000000 predicted=13.098271, expected=4.000000 predicted=11.699084, expected=8.000000 predicted=8.400423, expected=16.000000 predicted=12.371822, expected=8.000000 predicted=9.869837, expected=8.000000 predicted=9.253162, expected=24.000000 predicted=14.303364, expected=20.000000 predicted=15.607743, expected=16.000000 predicted=16.115214, expected=28.000000 predicted=19.501556, expected=36.000000 predicted=25.071062, expected=16.000000 predicted=21.610747, expected=36.000000 predicted=28.073065, expected=52.000000 predicted=35.750847, expected=72.000000 predicted=50.709189, expected=44.000000 predicted=43.732428, expected=64.000000 predicted=49.439337, expected=36.000000 predicted=43.647133, expected=36.000000 predicted=45.351664, expected=28.000000 predicted=42.753838, expected=60.000000 predicted=48.970424, expected=12.000000 predicted=34.721408, expected=8.000000 predicted=22.722457, expected=20.000000 predicted=24.540116, expected=12.000000 predicted=18.930346, expected=12.000000 predicted=23.017588, expected=12.000000 predicted=12.256610, expected=28.000000 predicted=18.484070, expected=16.000000 predicted=17.435964, expected=28.000000 predicted=20.961864, expected=8.000000 predicted=13.819505, expected=4.000000 predicted=10.727893, expected=20.000000 predicted=18.784686, expected=8.000000 predicted=12.001584, expected=8.000000 predicted=13.162657, expected=16.000000 predicted=11.955220, expected=12.000000 predicted=10.531637, expected=12.000000 predicted=13.559342, expected=4.000000 predicted=7.661790, expected=4.000000 predicted=6.840174, expected=20.000000 predicted=14.420968, expected=12.000000 predicted=11.616628, expected=8.000000 predicted=9.992921, expected=28.000000 predicted=16.657186, expected=16.000000 predicted=14.057441, expected=24.000000 predicted=20.707271, expected=20.000000 predicted=18.166532, expected=4.000000 predicted=11.173944, expected=12.000000 predicted=16.186747, expected=8.000000 predicted=11.522106, expected=16.000000 predicted=15.699302, expected=16.000000 predicted=14.965669, expected=20.000000 predicted=14.347864, expected=8.000000 predicted=11.675713, expected=20.000000 predicted=15.321632, expected=8.000000 predicted=12.501154, expected=28.000000 predicted=20.141741, expected=16.000000 predicted=17.392546, expected=44.000000 predicted=26.982783, expected=4.000000 predicted=16.142578, expected=24.000000 predicted=19.079413, expected=16.000000 predicted=20.719844, expected=12.000000 predicted=15.774710, expected=20.000000 predicted=23.052368, expected=16.000000 predicted=14.031038, expected=16.000000 predicted=17.790463, expected=12.000000 predicted=14.319001, expected=24.000000 predicted=18.097681, expected=12.000000 predicted=15.938116, expected=20.000000 predicted=17.510127, expected=12.000000 predicted=14.826678, expected=20.000000 predicted=16.730694, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=12.983854, expected=12.000000 predicted=11.969177, expected=40.000000 predicted=25.160564, expected=12.000000 predicted=15.928217, expected=24.000000 predicted=20.819419, expected=16.000000 predicted=15.580321, expected=12.000000 predicted=15.439484, expected=4.000000 predicted=15.958616, expected=4.000000 predicted=8.458988, expected=8.000000 predicted=11.176450, expected=8.000000 predicted=9.243445, expected=8.000000 predicted=8.268560, expected=16.000000 predicted=10.143778, expected=8.000000 predicted=8.255927, expected=12.000000 predicted=10.347513, expected=32.000000 predicted=19.029110, expected=12.000000 predicted=14.020007, expected=12.000000 predicted=14.499605, expected=16.000000 predicted=14.094830, expected=8.000000 predicted=12.111850, expected=4.000000 predicted=12.761340, expected=8.000000 predicted=8.983192, expected=8.000000 predicted=8.886286, expected=12.000000 predicted=11.047804, expected=8.000000 predicted=8.281407, expected=12.000000 predicted=9.118845, expected=4.000000 predicted=7.136836, expected=20.000000 predicted=12.931289, expected=16.000000 predicted=13.770701, expected=12.000000 predicted=11.912884, expected=28.000000 predicted=19.003977, expected=24.000000 predicted=18.319048, expected=12.000000 predicted=17.272205, expected=8.000000 predicted=13.405583, expected=24.000000 predicted=18.097723, expected=20.000000 predicted=20.779388, expected=32.000000 predicted=24.904961, expected=8.000000 predicted=14.623138, expected=8.000000 predicted=12.072288, expected=20.000000 predicted=18.732710, expected=20.000000 predicted=18.709203, expected=12.000000 predicted=17.667081, expected=40.000000 predicted=23.702074, expected=12.000000 predicted=16.232571, expected=20.000000 predicted=20.214733, expected=20.000000 predicted=20.061612, expected=8.000000 predicted=14.025354, expected=28.000000 predicted=25.260895, expected=40.000000 predicted=26.342712, expected=48.000000 predicted=34.486293, expected=24.000000 predicted=27.456914, expected=20.000000 predicted=22.470075, expected=12.000000 predicted=21.924497, expected=8.000000 predicted=20.284539, expected=44.000000 predicted=33.840996, expected=36.000000 predicted=29.298627, expected=20.000000 predicted=23.298369, expected=20.000000 predicted=20.384990, expected=32.000000 predicted=24.848189, expected=16.000000 predicted=26.467418, expected=16.000000 predicted=22.516219, expected=16.000000 predicted=18.148945, expected=28.000000 predicted=22.804696, expected=36.000000 predicted=29.444080, expected=20.000000 predicted=21.590538, expected=8.000000 predicted=15.960715, expected=4.000000 predicted=12.403500, expected=4.000000 predicted=12.819776, expected=28.000000 predicted=22.341705, expected=4.000000 predicted=11.104438, expected=4.000000 predicted=7.111475, expected=32.000000 predicted=16.972335, expected=16.000000 predicted=14.350364, expected=8.000000 predicted=15.370464, expected=8.000000 predicted=9.188228, expected=20.000000 predicted=14.154756, expected=16.000000 predicted=18.638853, expected=28.000000 predicted=20.204877, expected=20.000000 predicted=17.212669, expected=20.000000 predicted=17.866043, expected=20.000000 predicted=20.247515, expected=16.000000 predicted=17.992632, expected=16.000000 predicted=19.539045, expected=24.000000 predicted=20.664832, expected=28.000000 predicted=23.130834, expected=20.000000 predicted=20.922887, expected=20.000000 predicted=19.900389, expected=8.000000 predicted=14.973774, expected=4.000000 predicted=13.171801, expected=12.000000 predicted=15.064918, expected=32.000000 predicted=21.445814, expected=16.000000 predicted=17.255202, expected=24.000000 predicted=17.980725, expected=56.000000 predicted=31.715274, expected=24.000000 predicted=25.612748, expected=20.000000 predicted=27.033092, expected=4.000000 predicted=15.547923, expected=36.000000 predicted=27.901558, expected=16.000000 predicted=27.170423, expected=16.000000 predicted=19.092211, expected=4.000000 predicted=12.718712, expected=36.000000 predicted=21.001404, expected=12.000000 predicted=20.355738, expected=24.000000 predicted=19.585410, expected=16.000000 predicted=17.706164, expected=16.000000 predicted=14.866156, expected=24.000000 predicted=24.028754, expected=20.000000 predicted=18.294190, expected=12.000000 predicted=17.435049, expected=24.000000 predicted=19.692300, expected=28.000000 predicted=22.339077, expected=24.000000 predicted=23.312642, expected=20.000000 predicted=21.179896, expected=12.000000 predicted=16.259767, expected=16.000000 predicted=18.921450, expected=12.000000 predicted=17.382642, expected=8.000000 predicted=13.807519, expected=12.000000 predicted=13.474428, expected=12.000000 predicted=11.791193, expected=8.000000 predicted=10.868066, expected=12.000000 predicted=11.160714, expected=4.000000 predicted=7.434903, expected=12.000000 predicted=10.501349, expected=8.000000 predicted=9.312708, expected=16.000000 predicted=11.472571, expected=28.000000 predicted=18.153346, expected=24.000000 predicted=17.383489, expected=24.000000 predicted=20.173985, expected=16.000000 predicted=17.095186, expected=12.000000 predicted=16.461233, expected=36.000000 predicted=27.279785, expected=16.000000 predicted=20.602736, expected=8.000000 predicted=16.113117, expected=8.000000 predicted=13.011299, expected=12.000000 predicted=12.778786, expected=12.000000 predicted=16.660446, expected=8.000000 predicted=10.608077, expected=20.000000 predicted=13.546398, expected=12.000000 predicted=11.808079, expected=4.000000 predicted=9.159063, expected=8.000000 predicted=9.637914, expected=4.000000 predicted=6.968234, expected=12.000000 predicted=11.507834, expected=8.000000 predicted=8.718528, expected=20.000000 predicted=12.016284, expected=16.000000 predicted=12.957459, expected=20.000000 predicted=14.497344, expected=36.000000 predicted=23.672509, expected=24.000000 predicted=20.956174, expected=8.000000 predicted=16.986551, expected=24.000000 predicted=20.794715, expected=48.000000 predicted=32.019990, expected=32.000000 predicted=31.677805, expected=32.000000 predicted=29.830276, expected=24.000000 predicted=24.506243, expected=28.000000 predicted=28.541725, expected=24.000000 predicted=30.814617, expected=16.000000 predicted=23.280859, expected=28.000000 predicted=26.579439, expected=8.000000 predicted=17.431187, expected=8.000000 predicted=15.828533, expected=16.000000 predicted=16.771721, expected=20.000000 predicted=16.813099, expected=4.000000 predicted=12.973002, expected=20.000000 predicted=14.220594, expected=8.000000 predicted=10.670065, expected=20.000000 predicted=16.079993, expected=12.000000 predicted=14.589384, expected=16.000000 predicted=12.797090, expected=28.000000 predicted=21.163209, expected=16.000000 predicted=15.825464, expected=16.000000 predicted=17.792776, expected=4.000000 predicted=11.280793, expected=4.000000 predicted=10.135818, expected=16.000000 predicted=15.620174, expected=12.000000 predicted=12.089965, expected=8.000000 predicted=10.393468, expected=4.000000 predicted=6.327034, expected=16.000000 predicted=10.647238, expected=12.000000 predicted=12.178042, expected=36.000000 predicted=21.184930, expected=24.000000 predicted=19.192998, expected=12.000000 predicted=14.575252, expected=4.000000 predicted=12.802333, expected=24.000000 predicted=18.256845, expected=16.000000 predicted=20.217760, expected=8.000000 predicted=13.874701, expected=12.000000 predicted=12.413009, expected=16.000000 predicted=12.575989, expected=16.000000 predicted=16.513072, expected=4.000000 predicted=10.232784, expected=12.000000 predicted=10.802370, expected=12.000000 predicted=11.750182, expected=20.000000 predicted=15.551720, expected=20.000000 predicted=16.652447, expected=16.000000 predicted=13.802568, expected=20.000000 predicted=17.289040, expected=8.000000 predicted=13.021429, expected=4.000000 predicted=11.459739, expected=20.000000 predicted=16.362958, expected=20.000000 predicted=16.442788, expected=12.000000 predicted=14.542068, expected=16.000000 predicted=13.802310, expected=24.000000 predicted=16.916107, expected=12.000000 predicted=16.116136, expected=16.000000 predicted=16.845199, expected=28.000000 predicted=20.331254, expected=32.000000 predicted=24.193955, expected=4.000000 predicted=15.886388, expected=16.000000 predicted=16.308523, expected=16.000000 predicted=16.907514, expected=8.000000 predicted=15.027969, expected=4.000000 predicted=12.716277, expected=16.000000 predicted=11.022117, expected=20.000000 predicted=15.592074, expected=4.000000 predicted=10.022898, expected=32.000000 predicted=18.954408, expected=28.000000 predicted=19.527223, expected=12.000000 predicted=16.721953, expected=12.000000 predicted=16.817020, expected=28.000000 predicted=19.316041, expected=32.000000 predicted=27.210213, expected=12.000000 predicted=19.595759, expected=12.000000 predicted=15.694776, expected=12.000000 predicted=14.765350, expected=8.000000 predicted=14.712918, expected=28.000000 predicted=22.157217, expected=20.000000 predicted=16.820442, expected=4.000000 predicted=11.064157, expected=20.000000 predicted=16.391818, expected=8.000000 predicted=11.275013, expected=12.000000 predicted=15.357936, expected=12.000000 predicted=13.515955, expected=4.000000 predicted=7.110703, expected=16.000000 predicted=13.987574, expected=24.000000 predicted=15.613308, expected=16.000000 predicted=14.790670, expected=12.000000 predicted=13.712520, expected=4.000000 predicted=8.837400, expected=8.000000 predicted=11.215425, expected=4.000000 predicted=10.054121, expected=8.000000 predicted=8.953694, expected=8.000000 predicted=8.114771, expected=4.000000 predicted=5.109912, expected=4.000000 predicted=5.583652, expected=4.000000 predicted=4.538601, expected=36.000000 predicted=17.987042, expected=28.000000 predicted=18.599486, expected=4.000000 predicted=10.432237, expected=16.000000 predicted=14.518605, expected=20.000000 predicted=16.054021, expected=12.000000 predicted=18.528439, expected=40.000000 predicted=27.476821, expected=8.000000 predicted=13.196550, expected=12.000000 predicted=15.922240, expected=8.000000 predicted=14.178653, expected=4.000000 predicted=9.593700, expected=20.000000 predicted=19.274905, expected=24.000000 predicted=15.710114, expected=16.000000 predicted=15.001222, expected=4.000000 predicted=9.942625, expected=8.000000 predicted=9.713235, expected=4.000000 predicted=10.147261, expected=4.000000 predicted=9.324932, expected=12.000000 predicted=10.031634, expected=20.000000 predicted=11.646880, expected=8.000000 predicted=9.281553, expected=12.000000 predicted=10.155813, expected=16.000000 predicted=12.160844, expected=4.000000 predicted=9.378451, expected=4.000000 predicted=9.612744, expected=40.000000 predicted=20.825229, expected=16.000000 predicted=15.647672, expected=16.000000 predicted=16.898533, expected=12.000000 predicted=13.228704, expected=12.000000 predicted=12.781110, expected=4.000000 predicted=15.349827, expected=4.000000 predicted=8.830969, expected=8.000000 predicted=9.294387, expected=4.000000 predicted=6.612140, expected=8.000000 predicted=7.696068, expected=20.000000 predicted=11.231933, expected=4.000000 predicted=6.624532, expected=8.000000 predicted=8.574003, expected=12.000000 predicted=9.317621, expected=16.000000 predicted=12.014199, expected=4.000000 predicted=10.112135, expected=8.000000 predicted=7.872265, expected=12.000000 predicted=10.059162, expected=4.000000 predicted=7.797552, expected=20.000000 predicted=14.182800, expected=4.000000 predicted=6.905277, expected=4.000000 predicted=7.099971, expected=12.000000 predicted=10.269267, expected=8.000000 predicted=7.508568, expected=4.000000 predicted=8.758400, expected=8.000000 predicted=6.714249, expected=16.000000 predicted=10.079746, expected=4.000000 predicted=7.834762, expected=8.000000 predicted=8.133242, expected=4.000000 predicted=5.756041, expected=8.000000 predicted=7.566705, expected=16.000000 predicted=12.141926, expected=16.000000 predicted=10.935785, expected=8.000000 predicted=9.621971, expected=8.000000 predicted=8.735899, expected=12.000000 Test MSE: 100.588
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941])] predicted=74.382348, expected=92.000000 predicted=57.707708, expected=80.000000 predicted=53.947374, expected=40.000000 predicted=51.797875, expected=20.000000 predicted=53.823575, expected=48.000000 predicted=57.494400, expected=48.000000 predicted=60.120840, expected=156.000000 predicted=92.241646, expected=32.000000 predicted=47.709990, expected=36.000000 predicted=45.774889, expected=60.000000 predicted=59.487255, expected=60.000000 predicted=52.946351, expected=28.000000 predicted=80.359851, expected=120.000000 predicted=66.573485, expected=140.000000 predicted=78.648147, expected=68.000000 predicted=72.907521, expected=52.000000 predicted=72.742035, expected=44.000000 predicted=53.022823, expected=28.000000 predicted=71.412682, expected=40.000000 predicted=76.918029, expected=84.000000 predicted=63.765859, expected=64.000000 predicted=54.465930, expected=76.000000 predicted=60.162222, expected=56.000000 predicted=50.833661, expected=112.000000 predicted=72.735351, expected=36.000000 predicted=65.850577, expected=16.000000 predicted=51.241967, expected=68.000000 predicted=67.098980, expected=136.000000 predicted=77.950107, expected=36.000000 predicted=72.297407, expected=24.000000 predicted=46.926905, expected=60.000000 predicted=46.874670, expected=48.000000 predicted=53.651067, expected=36.000000 predicted=74.019549, expected=92.000000 predicted=58.215063, expected=108.000000 predicted=61.278354, expected=40.000000 predicted=57.942636, expected=48.000000 predicted=59.117397, expected=88.000000 predicted=63.077387, expected=68.000000 predicted=73.338707, expected=20.000000 predicted=66.203505, expected=56.000000 predicted=52.612172, expected=200.000000 predicted=98.637862, expected=36.000000 predicted=66.541871, expected=96.000000 predicted=89.803274, expected=80.000000 predicted=66.945134, expected=120.000000 predicted=83.452121, expected=92.000000 predicted=130.426174, expected=100.000000 predicted=77.301030, expected=388.000000 predicted=194.715634, expected=20.000000 predicted=91.504811, expected=68.000000 predicted=131.043077, expected=40.000000 predicted=100.143859, expected=20.000000 predicted=67.797395, expected=28.000000 predicted=157.938521, expected=52.000000 predicted=34.439925, expected=96.000000 predicted=64.236576, expected=148.000000 predicted=78.996794, expected=80.000000 predicted=63.830646, expected=36.000000 predicted=58.508571, expected=16.000000 predicted=54.114987, expected=56.000000 predicted=68.941097, expected=92.000000 predicted=91.591289, expected=80.000000 predicted=69.837608, expected=72.000000 predicted=59.761068, expected=20.000000 predicted=39.459210, expected=76.000000 predicted=65.201307, expected=100.000000 predicted=81.553464, expected=20.000000 predicted=55.659547, expected=108.000000 predicted=81.040187, expected=144.000000 predicted=77.065903, expected=56.000000 predicted=74.862957, expected=124.000000 predicted=107.700972, expected=60.000000 predicted=62.207485, expected=40.000000 predicted=81.028244, expected=52.000000 predicted=89.627762, expected=60.000000 predicted=57.904920, expected=100.000000 predicted=90.665999, expected=128.000000 predicted=83.519484, expected=60.000000 predicted=64.282829, expected=236.000000 predicted=125.869247, expected=36.000000 predicted=77.876730, expected=48.000000 predicted=93.680234, expected=68.000000 predicted=97.711932, expected=96.000000 predicted=75.315685, expected=8.000000 predicted=104.743906, expected=132.000000 predicted=74.356530, expected=56.000000 predicted=58.782652, expected=36.000000 predicted=60.558444, expected=56.000000 predicted=73.425782, expected=92.000000 predicted=50.840745, expected=60.000000 predicted=84.118225, expected=68.000000 predicted=64.196594, expected=40.000000 predicted=49.707271, expected=40.000000 predicted=52.760224, expected=48.000000 predicted=63.282527, expected=16.000000 predicted=40.937349, expected=80.000000 predicted=60.346161, expected=88.000000 predicted=56.178258, expected=40.000000 predicted=47.720724, expected=36.000000 predicted=50.947153, expected=20.000000 predicted=31.564658, expected=8.000000 predicted=42.680754, expected=52.000000 predicted=53.635544, expected=72.000000 predicted=44.627527, expected=160.000000 predicted=76.694395, expected=60.000000 predicted=55.141550, expected=36.000000 predicted=49.013062, expected=44.000000 predicted=60.362802, expected=40.000000 predicted=56.766454, expected=44.000000 predicted=82.382914, expected=88.000000 predicted=62.216323, expected=56.000000 predicted=48.790276, expected=52.000000 predicted=53.172976, expected=20.000000 predicted=41.775956, expected=44.000000 predicted=45.425295, expected=52.000000 predicted=59.364619, expected=40.000000 predicted=45.467594, expected=32.000000 predicted=42.755558, expected=72.000000 predicted=43.700752, expected=20.000000 predicted=37.530943, expected=44.000000 predicted=46.701707, expected=40.000000 predicted=40.594377, expected=36.000000 predicted=35.697948, expected=36.000000 predicted=48.811076, expected=20.000000 predicted=26.279017, expected=68.000000 predicted=47.138058, expected=28.000000 predicted=35.804585, expected=60.000000 predicted=45.161440, expected=264.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=110.597512, expected=32.000000 predicted=54.865899, expected=68.000000 predicted=88.907204, expected=72.000000 predicted=69.225405, expected=64.000000 predicted=68.700488, expected=160.000000 predicted=159.499095, expected=64.000000 predicted=64.181184, expected=104.000000 predicted=90.678084, expected=36.000000 predicted=71.277705, expected=80.000000 predicted=76.413953, expected=60.000000 predicted=95.655665, expected=184.000000 predicted=100.617154, expected=60.000000 predicted=88.235290, expected=12.000000 predicted=55.302918, expected=28.000000 predicted=64.201254, expected=32.000000 predicted=48.878200, expected=8.000000 predicted=73.733742, expected=112.000000 predicted=61.107483, expected=132.000000 predicted=59.933852, expected=80.000000 predicted=63.201114, expected=72.000000 predicted=67.963028, expected=112.000000 predicted=71.451954, expected=56.000000 predicted=88.132746, expected=40.000000 predicted=86.328496, expected=88.000000 predicted=77.958842, expected=76.000000 predicted=71.009508, expected=36.000000 predicted=73.281187, expected=40.000000 predicted=54.121518, expected=112.000000 predicted=66.692196, expected=32.000000 predicted=61.844447, expected=172.000000 predicted=99.690171, expected=52.000000 predicted=61.850471, expected=112.000000 predicted=81.811821, expected=60.000000 predicted=91.623123, expected=164.000000 predicted=91.360064, expected=60.000000 predicted=114.144434, expected=40.000000 predicted=66.861755, expected=36.000000 predicted=78.703450, expected=120.000000 predicted=76.749117, expected=48.000000 predicted=92.672210, expected=60.000000 predicted=62.954233, expected=44.000000 predicted=52.576014, expected=64.000000 predicted=52.604765, expected=56.000000 predicted=76.735426, expected=28.000000 predicted=45.060229, expected=88.000000 predicted=64.020203, expected=108.000000 predicted=67.534304, expected=48.000000 predicted=62.963533, expected=100.000000 predicted=76.845911, expected=32.000000 predicted=50.302129, expected=32.000000 predicted=63.859645, expected=32.000000 predicted=64.876119, expected=76.000000 predicted=52.839107, expected=148.000000 predicted=93.246076, expected=52.000000 predicted=55.782165, expected=24.000000 predicted=50.844462, expected=52.000000 predicted=53.552866, expected=12.000000 predicted=48.962970, expected=44.000000 predicted=74.287379, expected=60.000000 predicted=47.227260, expected=88.000000 predicted=49.004584, expected=96.000000 predicted=67.240455, expected=52.000000 predicted=48.482851, expected=60.000000 predicted=61.267268, expected=48.000000 predicted=60.434953, expected=68.000000 predicted=71.097648, expected=84.000000 predicted=77.971549, expected=44.000000 predicted=55.046015, expected=88.000000 predicted=69.792997, expected=172.000000 predicted=92.836855, expected=68.000000 predicted=79.927178, expected=60.000000 predicted=85.200631, expected=72.000000 predicted=72.060896, expected=124.000000 predicted=95.097599, expected=188.000000 predicted=143.051690, expected=104.000000 predicted=98.123107, expected=84.000000 predicted=94.936660, expected=68.000000 predicted=90.849428, expected=60.000000 predicted=95.758153, expected=56.000000 predicted=106.394272, expected=76.000000 predicted=80.685131, expected=156.000000 predicted=97.860207, expected=112.000000 predicted=89.604116, expected=76.000000 predicted=83.518094, expected=76.000000 predicted=82.264708, expected=48.000000 predicted=75.368256, expected=36.000000 predicted=89.278765, expected=120.000000 predicted=93.426304, expected=192.000000 predicted=107.502498, expected=120.000000 predicted=100.965213, expected=20.000000 predicted=70.952813, expected=116.000000 predicted=88.974956, expected=32.000000 predicted=84.768181, expected=16.000000 predicted=93.681809, expected=180.000000 predicted=111.764813, expected=60.000000 predicted=52.684627, expected=28.000000 predicted=79.528103, expected=56.000000 predicted=55.976049, expected=40.000000 predicted=40.533692, expected=76.000000 predicted=99.419243, expected=36.000000 predicted=49.927081, expected=104.000000 predicted=59.837344, expected=92.000000 predicted=69.963901, expected=60.000000 predicted=60.701074, expected=28.000000 predicted=63.138899, expected=60.000000 predicted=54.264501, expected=36.000000 predicted=65.059900, expected=4.000000 predicted=48.539810, expected=16.000000 predicted=36.763240, expected=40.000000 predicted=29.549367, expected=20.000000 predicted=33.788324, expected=12.000000 predicted=24.223339, expected=32.000000 predicted=19.160146, expected=180.000000 predicted=67.306650, expected=80.000000 predicted=60.751616, expected=64.000000 predicted=60.402370, expected=40.000000 predicted=51.927886, expected=8.000000 predicted=41.698751, expected=56.000000 predicted=92.208179, expected=76.000000 predicted=62.566961, expected=36.000000 predicted=49.108611, expected=16.000000 predicted=36.997622, expected=28.000000 predicted=27.374419, expected=40.000000 predicted=42.396340, expected=68.000000 predicted=56.033783, expected=332.000000 predicted=127.248861, expected=92.000000 predicted=78.820639, expected=128.000000 predicted=106.877655, expected=108.000000 predicted=105.004642, expected=84.000000 predicted=100.074104, expected=36.000000 predicted=160.639922, expected=64.000000 predicted=79.948344, expected=24.000000 predicted=73.143110, expected=64.000000 predicted=72.405530, expected=52.000000 predicted=60.548873, expected=128.000000 predicted=69.183977, expected=28.000000 predicted=56.795816, expected=32.000000 predicted=44.356032, expected=80.000000 predicted=66.446790, expected=120.000000 predicted=74.034280, expected=52.000000 predicted=84.569528, expected=96.000000 predicted=67.913956, expected=12.000000 predicted=45.964721, expected=84.000000 predicted=75.007973, expected=68.000000 predicted=81.876477, expected=40.000000 predicted=52.221662, expected=196.000000 predicted=111.172565, expected=60.000000 predicted=58.654542, expected=36.000000 predicted=76.856332, expected=28.000000 predicted=62.459493, expected=24.000000 predicted=43.221059, expected=76.000000 predicted=98.810981, expected=64.000000 predicted=54.119316, expected=68.000000 predicted=52.058301, expected=44.000000 predicted=45.862950, expected=136.000000 predicted=71.444129, expected=56.000000 predicted=71.324692, expected=24.000000 predicted=58.843176, expected=16.000000 predicted=51.442501, expected=32.000000 predicted=40.801701, expected=16.000000 predicted=59.195157, expected=12.000000 predicted=29.980103, expected=32.000000 predicted=24.306518, expected=76.000000 predicted=35.894311, expected=52.000000 predicted=40.020834, expected=80.000000 predicted=47.944294, expected=76.000000 predicted=50.701928, expected=52.000000 predicted=53.030276, expected=4.000000 predicted=50.992934, expected=44.000000 predicted=48.002471, expected=20.000000 predicted=45.614446, expected=172.000000 predicted=86.519519, expected=36.000000 predicted=53.531252, expected=108.000000 predicted=62.460228, expected=40.000000 predicted=60.445536, expected=28.000000 predicted=44.673413, expected=28.000000 predicted=84.089123, expected=12.000000 predicted=31.052507, expected=4.000000 predicted=45.204849, expected=100.000000 predicted=48.358219, expected=100.000000 predicted=53.246718, expected=92.000000 predicted=61.152608, expected=68.000000 predicted=56.421632, expected=16.000000 predicted=39.349735, expected=68.000000 predicted=76.210920, expected=32.000000 predicted=62.530101, expected=80.000000 predicted=70.331307, expected=120.000000 predicted=77.858275, expected=44.000000 predicted=48.394570, expected=44.000000 predicted=63.649857, expected=64.000000 predicted=54.871908, expected=28.000000 predicted=57.202870, expected=24.000000 predicted=63.153370, expected=124.000000 predicted=65.281159, expected=56.000000 predicted=53.942783, expected=4.000000 predicted=47.268244, expected=36.000000 predicted=39.552430, expected=44.000000 predicted=36.801827, expected=148.000000 predicted=96.815833, expected=24.000000 predicted=50.917926, expected=32.000000 predicted=37.611370, expected=92.000000 predicted=61.377872, expected=44.000000 predicted=51.943832, expected=172.000000 predicted=118.312718, expected=8.000000 predicted=46.070540, expected=24.000000 predicted=49.163258, expected=56.000000 predicted=67.517921, expected=152.000000 predicted=78.880547, expected=68.000000 predicted=101.185430, expected=16.000000 predicted=40.429365, expected=4.000000 predicted=37.298779, expected=16.000000 predicted=41.264815, expected=52.000000 predicted=71.061048, expected=28.000000 predicted=38.488180, expected=100.000000 predicted=45.218743, expected=116.000000 predicted=55.860386, expected=36.000000 predicted=46.839572, expected=24.000000 predicted=52.897959, expected=20.000000 predicted=39.419069, expected=80.000000 predicted=70.969702, expected=80.000000 predicted=75.659054, expected=80.000000 predicted=56.672100, expected=136.000000 predicted=74.994510, expected=52.000000 predicted=59.450598, expected=64.000000 predicted=79.034388, expected=40.000000 predicted=68.592723, expected=12.000000 predicted=54.770441, expected=76.000000 predicted=80.430239, expected=168.000000 predicted=83.610354, expected=52.000000 predicted=67.018965, expected=20.000000 predicted=52.483681, expected=12.000000 predicted=36.887910, expected=8.000000 predicted=46.363529, expected=36.000000 predicted=71.343175, expected=-36.000000 predicted=12.917563, expected=268.000000 predicted=85.281007, expected=48.000000 predicted=48.491593, expected=20.000000 predicted=45.102816, expected=28.000000 predicted=50.833950, expected=8.000000 predicted=20.061886, expected=8.000000 predicted=96.624926, expected=72.000000 predicted=41.560975, expected=88.000000 predicted=43.486520, expected=44.000000 predicted=41.461768, expected=40.000000 predicted=36.840421, expected=56.000000 predicted=41.732033, expected=24.000000 predicted=51.038339, expected=40.000000 predicted=55.460552, expected=48.000000 predicted=43.098175, expected=48.000000 predicted=42.814992, expected=28.000000 predicted=42.318749, expected=40.000000 predicted=35.253164, expected=36.000000 predicted=38.676490, expected=36.000000 predicted=40.306483, expected=92.000000 predicted=55.676166, expected=32.000000 predicted=39.029228, expected=48.000000 predicted=46.958420, expected=36.000000 predicted=42.102882, expected=44.000000 predicted=43.265490, expected=28.000000 predicted=53.085107, expected=4.000000 predicted=26.371344, expected=48.000000 predicted=39.254278, expected=88.000000 predicted=48.260273, expected=64.000000 predicted=50.405020, expected=28.000000 predicted=39.470922, expected=56.000000 predicted=39.858788, expected=68.000000 predicted=56.588342, expected=68.000000 predicted=68.800958, expected=44.000000 predicted=55.906721, expected=36.000000 predicted=42.684331, expected=176.000000 predicted=88.779560, expected=128.000000 predicted=91.443896, expected=188.000000 predicted=118.014494, expected=56.000000 predicted=86.257029, expected=52.000000 predicted=79.638397, expected=76.000000 predicted=116.717344, expected=144.000000 predicted=115.488835, expected=44.000000 predicted=106.099806, expected=8.000000 predicted=52.815632, expected=76.000000 predicted=63.896048, expected=24.000000 predicted=54.676861, expected=72.000000 predicted=81.009221, expected=48.000000 predicted=46.510924, expected=80.000000 predicted=47.376458, expected=104.000000 predicted=77.095970, expected=68.000000 predicted=58.427691, expected=48.000000 predicted=67.477163, expected=144.000000 predicted=85.962476, expected=16.000000 predicted=65.885782, expected=56.000000 predicted=76.873796, expected=64.000000 predicted=65.281008, expected=44.000000 predicted=53.545498, expected=56.000000 predicted=79.794916, expected=44.000000 predicted=39.615547, expected=44.000000 predicted=50.587206, expected=64.000000 predicted=57.030657, expected=136.000000 predicted=73.638004, expected=80.000000 predicted=71.120094, expected=32.000000 predicted=57.707345, expected=24.000000 predicted=51.641322, expected=36.000000 Test MSE: 2702.002
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215])] predicted=74.745539, expected=32.000000 predicted=53.952535, expected=80.000000 predicted=67.203077, expected=156.000000 predicted=103.095758, expected=56.000000 predicted=66.362393, expected=36.000000 predicted=55.241017, expected=20.000000 predicted=44.172237, expected=108.000000 predicted=88.432377, expected=56.000000 predicted=76.640020, expected=76.000000 predicted=63.131486, expected=56.000000 predicted=50.764267, expected=184.000000 predicted=104.131282, expected=24.000000 predicted=68.536307, expected=172.000000 predicted=110.884842, expected=128.000000 predicted=102.622551, expected=44.000000 predicted=86.556243, expected=80.000000 predicted=102.429895, expected=40.000000 predicted=64.318004, expected=64.000000 predicted=94.145219, expected=72.000000 predicted=75.675633, expected=92.000000 predicted=70.445007, expected=136.000000 predicted=93.289524, expected=12.000000 predicted=49.695027, expected=48.000000 predicted=63.055880, expected=172.000000 predicted=105.439656, expected=48.000000 predicted=79.230037, expected=176.000000 predicted=121.655221, expected=132.000000 predicted=90.049991, expected=28.000000 predicted=81.167160, expected=20.000000 predicted=79.967759, expected=132.000000 predicted=95.826512, expected=8.000000 predicted=77.275417, expected=72.000000 predicted=76.001186, expected=84.000000 predicted=54.433142, expected=20.000000 predicted=46.436398, expected=68.000000 predicted=70.501154, expected=4.000000 predicted=26.551046, expected=300.000000 predicted=143.239450, expected=72.000000 predicted=82.761477, expected=36.000000 predicted=68.451210, expected=32.000000 predicted=57.557994, expected=60.000000 predicted=76.655151, expected=16.000000 predicted=94.481120, expected=164.000000 predicted=88.521670, expected=12.000000 predicted=39.147654, expected=64.000000 predicted=57.617783, expected=300.000000 predicted=137.722955, expected=88.000000 predicted=96.060177, expected=108.000000 predicted=125.200040, expected=48.000000 predicted=67.976264, expected=44.000000 predicted=95.612569, expected=68.000000 predicted=120.241478, expected=40.000000 predicted=63.605956, expected=140.000000 predicted=93.697954, expected=40.000000 predicted=53.935944, expected=108.000000 predicted=79.428204, expected=40.000000 predicted=58.923131, expected=36.000000 predicted=60.405323, expected=60.000000 predicted=71.912265, expected=112.000000 predicted=75.589172, expected=92.000000 predicted=82.208177, expected=112.000000 predicted=78.746270, expected=40.000000 predicted=59.494900, expected=104.000000 predicted=87.757715, expected=44.000000 predicted=75.720640, expected=80.000000 predicted=82.888862, expected=44.000000 predicted=65.497218, expected=64.000000 predicted=61.973757, expected=172.000000 predicted=104.962114, expected=40.000000 predicted=63.685386, expected=80.000000 predicted=79.235552, expected=12.000000 predicted=46.606405, expected=8.000000 predicted=54.587966, expected=48.000000 predicted=66.741805, expected=100.000000 predicted=61.091319, expected=40.000000 predicted=49.623617, expected=120.000000 predicted=62.861764, expected=84.000000 predicted=60.844926, expected=44.000000 predicted=65.351344, expected=16.000000 predicted=54.726231, expected=40.000000 predicted=51.212384, expected=16.000000 predicted=52.760836, expected=32.000000 predicted=42.640723, expected=8.000000 predicted=21.808743, expected=4.000000 predicted=15.321828, expected=8.000000 predicted=16.311997, expected=60.000000 predicted=29.667251, expected=32.000000 predicted=26.280319, expected=80.000000 predicted=39.848648, expected=16.000000 predicted=22.966270, expected=52.000000 predicted=40.267837, expected=20.000000 predicted=36.647792, expected=56.000000 predicted=46.179358, expected=40.000000 predicted=44.914859, expected=32.000000 predicted=33.303450, expected=28.000000 predicted=34.838833, expected=60.000000 predicted=41.469799, expected=8.000000 predicted=32.197034, expected=24.000000 predicted=30.323231, expected=32.000000 predicted=28.546633, expected=36.000000 predicted=33.206938, expected=16.000000 predicted=28.405754, expected=24.000000 predicted=20.383862, expected=48.000000 predicted=32.248331, expected=16.000000 predicted=26.121329, expected=32.000000 predicted=29.158890, expected=64.000000 predicted=36.421167, expected=24.000000 predicted=31.551748, expected=32.000000 predicted=35.126119, expected=4.000000 predicted=18.949143, expected=60.000000 predicted=41.564418, expected=4.000000 predicted=27.617320, expected=4.000000 predicted=17.947883, expected=4.000000 predicted=12.776110, expected=20.000000 predicted=16.546610, expected=36.000000 predicted=28.377203, expected=16.000000 predicted=12.618605, expected=44.000000 predicted=22.707590, expected=164.000000 predicted=68.131136, expected=116.000000 predicted=73.456113, expected=24.000000 predicted=52.399602, expected=84.000000 predicted=64.175436, expected=28.000000 predicted=61.632971, expected=76.000000 predicted=92.982088, expected=32.000000 predicted=56.573904, expected=40.000000 predicted=44.379953, expected=64.000000 predicted=56.750035, expected=40.000000 predicted=43.939837, expected=184.000000 predicted=98.073321, expected=16.000000 predicted=47.609045, expected=252.000000 predicted=127.043098, expected=20.000000 predicted=72.215446, expected=48.000000 predicted=82.020599, expected=52.000000 predicted=84.483854, expected=144.000000 predicted=99.573959, expected=72.000000 predicted=110.006610, expected=84.000000 predicted=66.432837, expected=304.000000 predicted=146.543909, expected=44.000000 predicted=99.489555, expected=304.000000 predicted=183.865616, expected=76.000000 predicted=121.046547, expected=264.000000 predicted=188.893569, expected=132.000000 predicted=185.420213, expected=176.000000 predicted=158.790142, expected=32.000000 predicted=149.134098, expected=68.000000 predicted=105.762612, expected=108.000000 predicted=137.143673, expected=140.000000 predicted=122.475751, expected=20.000000 predicted=86.279512, expected=80.000000 predicted=65.505389, expected=44.000000 predicted=68.472935, expected=148.000000 predicted=104.280844, expected=96.000000 predicted=96.676169, expected=128.000000 predicted=86.775370, expected=32.000000 predicted=74.190051, expected=8.000000 predicted=56.299659, expected=56.000000 predicted=77.294463, expected=56.000000 predicted=67.675564, expected=80.000000 predicted=71.411541, expected=48.000000 predicted=44.560856, expected=180.000000 predicted=84.159690, expected=20.000000 predicted=65.238478, expected=32.000000 predicted=55.960599, expected=176.000000 predicted=99.440606, expected=84.000000 predicted=92.914803, expected=60.000000 predicted=93.086466, expected=80.000000 predicted=64.495819, expected=52.000000 predicted=71.560077, expected=180.000000 predicted=125.821816, expected=52.000000 predicted=81.938671, expected=16.000000 predicted=58.166661, expected=48.000000 predicted=60.991185, expected=52.000000 predicted=65.228126, expected=216.000000 predicted=126.203418, expected=160.000000 predicted=104.570517, expected=32.000000 predicted=68.729619, expected=64.000000 predicted=74.462813, expected=96.000000 predicted=97.618239, expected=36.000000 predicted=104.280770, expected=208.000000 predicted=122.730347, expected=64.000000 predicted=78.388609, expected=60.000000 predicted=78.334550, expected=56.000000 predicted=74.592890, expected=8.000000 predicted=59.764423, expected=188.000000 predicted=122.722662, expected=32.000000 predicted=66.581391, expected=48.000000 predicted=58.934323, expected=52.000000 predicted=53.176978, expected=152.000000 predicted=90.555622, expected=44.000000 predicted=90.879496, expected=32.000000 predicted=48.578013, expected=216.000000 predicted=103.694387, expected=156.000000 predicted=120.285190, expected=36.000000 predicted=97.523680, expected=108.000000 predicted=85.137017, expected=108.000000 predicted=103.782455, expected=92.000000 predicted=127.088383, expected=36.000000 predicted=82.913460, expected=140.000000 predicted=88.982037, expected=28.000000 predicted=79.560637, expected=48.000000 predicted=72.039756, expected=48.000000 predicted=60.863838, expected=100.000000 predicted=71.899747, expected=216.000000 predicted=122.462240, expected=76.000000 predicted=81.995525, expected=52.000000 predicted=74.224839, expected=24.000000 predicted=65.736410, expected=96.000000 predicted=97.370196, expected=112.000000 predicted=111.864049, expected=180.000000 predicted=105.820413, expected=32.000000 predicted=69.971442, expected=108.000000 predicted=83.387158, expected=24.000000 predicted=79.302136, expected=32.000000 predicted=77.086121, expected=48.000000 predicted=73.995913, expected=132.000000 predicted=74.061263, expected=120.000000 predicted=89.646761, expected=160.000000 predicted=92.238791, expected=32.000000 predicted=70.142955, expected=56.000000 predicted=76.669715, expected=52.000000 predicted=87.119077, expected=76.000000 predicted=88.152847, expected=60.000000 predicted=78.488526, expected=40.000000 predicted=47.352947, expected=68.000000 predicted=57.940733, expected=4.000000 predicted=42.431634, expected=36.000000 predicted=46.066268, expected=76.000000 predicted=52.755682, expected=84.000000 predicted=58.523202, expected=140.000000 predicted=79.801189, expected=48.000000 predicted=55.654875, expected=24.000000 predicted=53.430472, expected=32.000000 predicted=58.262629, expected=180.000000 predicted=103.835407, expected=56.000000 predicted=86.275813, expected=100.000000 predicted=71.389707, expected=108.000000 predicted=77.767240, expected=76.000000 predicted=86.492190, expected=92.000000 predicted=105.201718, expected=104.000000 predicted=88.095560, expected=40.000000 predicted=80.439483, expected=44.000000 predicted=71.463408, expected=68.000000 predicted=69.491147, expected=36.000000 predicted=63.638263, expected=200.000000 predicted=103.388482, expected=56.000000 predicted=71.095155, expected=128.000000 predicted=87.560086, expected=32.000000 predicted=71.724894, expected=104.000000 predicted=89.441516, expected=96.000000 predicted=110.572673, expected=156.000000 predicted=103.949903, expected=16.000000 predicted=79.720474, expected=152.000000 predicted=91.389665, expected=88.000000 predicted=101.877561, expected=128.000000 predicted=109.993710, expected=324.000000 predicted=172.573919, expected=56.000000 predicted=113.154944, expected=148.000000 predicted=139.519433, expected=80.000000 predicted=118.136747, expected=28.000000 predicted=117.696865, expected=132.000000 predicted=141.941263, expected=84.000000 predicted=89.483562, expected=96.000000 predicted=100.354159, expected=180.000000 predicted=106.875218, expected=76.000000 predicted=93.066504, expected=96.000000 predicted=106.295392, expected=92.000000 predicted=96.222429, expected=104.000000 predicted=108.825255, expected=144.000000 predicted=125.415719, expected=44.000000 predicted=84.419239, expected=64.000000 predicted=82.394989, expected=24.000000 predicted=68.730916, expected=96.000000 predicted=85.994537, expected=48.000000 predicted=74.504184, expected=20.000000 predicted=43.647220, expected=128.000000 predicted=68.922639, expected=52.000000 predicted=61.255589, expected=40.000000 predicted=61.711046, expected=56.000000 predicted=50.367201, expected=136.000000 predicted=79.920772, expected=52.000000 predicted=80.997105, expected=8.000000 predicted=45.301283, expected=40.000000 predicted=45.526914, expected=88.000000 predicted=69.642923, expected=104.000000 predicted=85.452990, expected=8.000000 predicted=42.501147, expected=80.000000 predicted=48.788059, expected=12.000000 predicted=47.582594, expected=84.000000 predicted=69.136860, expected=148.000000 predicted=86.316139, expected=44.000000 predicted=59.374155, expected=92.000000 predicted=72.889725, expected=64.000000 predicted=64.683620, expected=44.000000 predicted=76.787952, expected=164.000000 predicted=105.507565, expected=52.000000 predicted=74.474984, expected=12.000000 predicted=61.106421, expected=84.000000 predicted=64.031183, expected=16.000000 predicted=59.030862, expected=68.000000 predicted=74.296040, expected=56.000000 predicted=47.269785, expected=164.000000 predicted=78.904789, expected=32.000000 predicted=66.558816, expected=100.000000 predicted=67.698135, expected=56.000000 predicted=71.365688, expected=68.000000 predicted=78.746204, expected=72.000000 predicted=84.787889, expected=44.000000 predicted=57.762912, expected=124.000000 predicted=84.435426, expected=12.000000 predicted=56.249553, expected=48.000000 predicted=56.834352, expected=88.000000 predicted=65.431479, expected=148.000000 predicted=90.584571, expected=4.000000 predicted=65.873223, expected=144.000000 predicted=71.996121, expected=48.000000 predicted=73.499607, expected=20.000000 predicted=70.502723, expected=168.000000 predicted=97.992711, expected=4.000000 predicted=58.643935, expected=80.000000 predicted=79.677858, expected=56.000000 predicted=54.931845, expected=12.000000 predicted=52.726415, expected=52.000000 predicted=64.251895, expected=4.000000 predicted=28.752023, expected=196.000000 predicted=86.102597, expected=52.000000 predicted=64.794734, expected=64.000000 predicted=56.954428, expected=16.000000 predicted=46.541392, expected=72.000000 predicted=66.052107, expected=20.000000 predicted=74.286325, expected=36.000000 predicted=42.726411, expected=56.000000 predicted=44.519394, expected=52.000000 predicted=43.539310, expected=100.000000 predicted=62.350653, expected=16.000000 predicted=40.468783, expected=140.000000 predicted=71.051022, expected=96.000000 predicted=79.266236, expected=72.000000 predicted=78.404826, expected=140.000000 predicted=93.922124, expected=244.000000 predicted=131.147872, expected=28.000000 predicted=114.285242, expected=36.000000 predicted=82.582591, expected=88.000000 predicted=90.413974, expected=4.000000 predicted=91.542620, expected=52.000000 predicted=83.117066, expected=20.000000 predicted=32.683827, expected=92.000000 predicted=55.494055, expected=100.000000 predicted=67.503305, expected=16.000000 predicted=41.082842, expected=124.000000 predicted=67.659325, expected=40.000000 predicted=60.197532, expected=124.000000 predicted=89.869897, expected=24.000000 predicted=64.735867, expected=76.000000 predicted=63.911853, expected=72.000000 predicted=76.860089, expected=12.000000 predicted=53.788972, expected=80.000000 predicted=66.364281, expected=12.000000 predicted=40.984815, expected=28.000000 predicted=46.104599, expected=168.000000 predicted=73.793821, expected=52.000000 predicted=61.946284, expected=60.000000 predicted=62.990696, expected=28.000000 predicted=42.858141, expected=88.000000 predicted=72.373103, expected=16.000000 predicted=70.292141, expected=80.000000 predicted=55.834943, expected=28.000000 predicted=46.481722, expected=132.000000 predicted=69.542065, expected=64.000000 predicted=69.706147, expected=80.000000 predicted=64.377899, expected=60.000000 predicted=67.905543, expected=24.000000 predicted=57.497136, expected=4.000000 predicted=55.548055, expected=76.000000 predicted=54.368184, expected=20.000000 predicted=46.955424, expected=140.000000 predicted=64.853056, expected=72.000000 predicted=56.705771, expected=56.000000 predicted=56.258411, expected=40.000000 predicted=57.659460, expected=88.000000 predicted=68.727420, expected=108.000000 predicted=93.584268, expected=104.000000 predicted=82.593357, expected=8.000000 predicted=56.131715, expected=64.000000 predicted=60.237490, expected=36.000000 predicted=65.868585, expected=44.000000 predicted=64.642942, expected=24.000000 predicted=45.460313, expected=72.000000 predicted=42.346783, expected=12.000000 predicted=40.544520, expected=72.000000 predicted=44.704553, expected=4.000000 predicted=33.295515, expected=24.000000 predicted=31.653213, expected=16.000000 predicted=31.213227, expected=120.000000 predicted=51.080355, expected=68.000000 predicted=57.851815, expected=72.000000 predicted=48.506402, expected=132.000000 predicted=71.442168, expected=24.000000 predicted=64.903456, expected=52.000000 predicted=73.374830, expected=196.000000 predicted=99.758206, expected=100.000000 predicted=104.297595, expected=56.000000 predicted=88.324384, expected=36.000000 predicted=58.592721, expected=108.000000 predicted=91.624222, expected=28.000000 predicted=91.993420, expected=60.000000 predicted=64.721664, expected=68.000000 predicted=57.386993, expected=32.000000 predicted=53.389901, expected=32.000000 predicted=52.961440, expected=44.000000 predicted=41.203824, expected=92.000000 predicted=61.135277, expected=28.000000 predicted=49.513841, expected=8.000000 predicted=31.536359, expected=32.000000 predicted=33.756126, expected=60.000000 predicted=48.238402, expected=16.000000 predicted=41.951210, expected=36.000000 predicted=27.779708, expected=68.000000 predicted=37.118206, expected=100.000000 predicted=59.175367, expected=4.000000 predicted=43.017949, expected=36.000000 predicted=35.038330, expected=48.000000 predicted=45.812189, expected=32.000000 predicted=50.784785, expected=68.000000 predicted=52.763782, expected=36.000000 predicted=34.609650, expected=24.000000 Test MSE: 3638.195
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018])] predicted=82.205415, expected=144.000000 predicted=98.926438, expected=24.000000 predicted=67.704247, expected=40.000000 predicted=59.372327, expected=56.000000 predicted=58.008906, expected=60.000000 predicted=70.634752, expected=72.000000 predicted=84.800226, expected=28.000000 predicted=37.420286, expected=48.000000 predicted=46.264521, expected=24.000000 predicted=42.828719, expected=44.000000 predicted=48.958198, expected=92.000000 predicted=65.455561, expected=92.000000 predicted=61.731698, expected=20.000000 predicted=44.442929, expected=64.000000 predicted=47.393172, expected=20.000000 predicted=43.818193, expected=20.000000 predicted=53.325072, expected=92.000000 predicted=67.731526, expected=80.000000 predicted=54.592514, expected=104.000000 predicted=75.534288, expected=16.000000 predicted=36.436951, expected=48.000000 predicted=45.930972, expected=56.000000 predicted=67.398636, expected=32.000000 predicted=58.940562, expected=40.000000 predicted=56.627649, expected=104.000000 predicted=55.204467, expected=36.000000 predicted=50.956177, expected=40.000000 predicted=48.557671, expected=44.000000 predicted=40.748482, expected=96.000000 predicted=66.496090, expected=28.000000 predicted=62.669171, expected=80.000000 predicted=55.033364, expected=64.000000 predicted=55.079942, expected=40.000000 predicted=53.141265, expected=36.000000 predicted=58.203570, expected=24.000000 predicted=35.767811, expected=44.000000 predicted=53.730921, expected=20.000000 predicted=39.587511, expected=32.000000 predicted=33.797623, expected=72.000000 predicted=45.189037, expected=64.000000 predicted=46.317815, expected=36.000000 predicted=42.965633, expected=44.000000 predicted=37.071040, expected=44.000000 predicted=43.572134, expected=60.000000 predicted=59.690694, expected=28.000000 predicted=45.813654, expected=84.000000 predicted=54.085772, expected=68.000000 predicted=56.661057, expected=52.000000 predicted=54.062314, expected=24.000000 predicted=45.118449, expected=36.000000 predicted=39.847099, expected=24.000000 predicted=49.706401, expected=20.000000 predicted=39.805807, expected=76.000000 predicted=49.916492, expected=84.000000 predicted=51.902564, expected=44.000000 predicted=46.026876, expected=52.000000 predicted=42.585749, expected=20.000000 predicted=34.636004, expected=52.000000 predicted=58.281427, expected=24.000000 predicted=48.908269, expected=88.000000 predicted=56.432008, expected=100.000000 predicted=67.366962, expected=28.000000 predicted=41.964421, expected=52.000000 predicted=51.168164, expected=48.000000 predicted=46.053625, expected=32.000000 predicted=60.070514, expected=40.000000 predicted=57.134922, expected=96.000000 predicted=55.990712, expected=96.000000 predicted=70.307234, expected=56.000000 predicted=58.601566, expected=44.000000 predicted=47.740000, expected=32.000000 predicted=47.347581, expected=68.000000 predicted=72.763052, expected=52.000000 predicted=66.018110, expected=60.000000 predicted=55.453261, expected=108.000000 predicted=68.072987, expected=40.000000 predicted=51.244956, expected=56.000000 predicted=61.658982, expected=28.000000 predicted=46.646017, expected=4.000000 predicted=41.098862, expected=40.000000 predicted=55.869059, expected=56.000000 predicted=43.747129, expected=52.000000 predicted=48.325428, expected=28.000000 predicted=31.021377, expected=16.000000 predicted=20.763140, expected=52.000000 predicted=42.235692, expected=28.000000 predicted=41.210112, expected=76.000000 predicted=52.908780, expected=76.000000 predicted=49.874744, expected=92.000000 predicted=58.665422, expected=68.000000 predicted=62.816760, expected=28.000000 predicted=45.223936, expected=56.000000 predicted=63.020251, expected=36.000000 predicted=57.535959, expected=52.000000 predicted=63.322594, expected=84.000000 predicted=63.954838, expected=24.000000 predicted=39.247845, expected=44.000000 predicted=47.577248, expected=36.000000 predicted=39.473526, expected=40.000000 predicted=47.895283, expected=52.000000 predicted=55.362128, expected=40.000000 predicted=36.985599, expected=100.000000 predicted=61.963277, expected=84.000000 predicted=62.021759, expected=60.000000 predicted=58.762898, expected=60.000000 predicted=58.500468, expected=16.000000 predicted=44.449411, expected=12.000000 predicted=52.671007, expected=20.000000 predicted=43.550197, expected=20.000000 predicted=35.724658, expected=80.000000 predicted=51.921181, expected=12.000000 predicted=23.105733, expected=56.000000 predicted=33.317978, expected=20.000000 predicted=25.976538, expected=60.000000 predicted=42.902091, expected=40.000000 predicted=50.479073, expected=40.000000 predicted=34.334085, expected=72.000000 predicted=53.741362, expected=68.000000 predicted=50.381895, expected=64.000000 predicted=60.428013, expected=28.000000 predicted=42.339073, expected=36.000000 predicted=43.407122, expected=48.000000 predicted=54.772194, expected=148.000000 predicted=88.370226, expected=120.000000 predicted=88.420711, expected=36.000000 predicted=53.178493, expected=40.000000 predicted=48.676554, expected=44.000000 predicted=59.725792, expected=64.000000 predicted=90.907279, expected=32.000000 predicted=63.548205, expected=60.000000 predicted=46.515243, expected=104.000000 predicted=65.475718, expected=32.000000 predicted=50.882848, expected=56.000000 predicted=56.082894, expected=20.000000 predicted=37.149681, expected=68.000000 predicted=61.520829, expected=68.000000 predicted=69.989622, expected=56.000000 predicted=50.103220, expected=92.000000 predicted=65.032027, expected=32.000000 predicted=44.287579, expected=32.000000 predicted=52.318088, expected=116.000000 predicted=76.013323, expected=40.000000 predicted=60.612760, expected=48.000000 predicted=62.614980, expected=112.000000 predicted=64.030399, expected=52.000000 predicted=61.441246, expected=80.000000 predicted=83.596165, expected=28.000000 predicted=45.568187, expected=60.000000 predicted=60.599066, expected=36.000000 predicted=64.056428, expected=40.000000 predicted=49.421435, expected=76.000000 predicted=62.061457, expected=112.000000 predicted=67.903976, expected=52.000000 predicted=61.830938, expected=48.000000 predicted=50.164269, expected=60.000000 predicted=55.770474, expected=44.000000 predicted=64.870349, expected=56.000000 predicted=70.192699, expected=44.000000 predicted=48.902255, expected=76.000000 predicted=58.889622, expected=36.000000 predicted=50.599597, expected=68.000000 predicted=55.065124, expected=52.000000 predicted=53.744662, expected=28.000000 predicted=45.646419, expected=44.000000 predicted=51.442679, expected=28.000000 predicted=38.410075, expected=80.000000 predicted=61.164877, expected=36.000000 predicted=45.069168, expected=76.000000 predicted=51.188561, expected=28.000000 predicted=41.657825, expected=24.000000 predicted=37.631598, expected=60.000000 predicted=55.443322, expected=60.000000 predicted=51.270652, expected=64.000000 predicted=60.410634, expected=48.000000 predicted=42.566455, expected=28.000000 predicted=37.820258, expected=56.000000 predicted=53.432219, expected=24.000000 predicted=45.179788, expected=76.000000 predicted=58.336553, expected=24.000000 predicted=39.742603, expected=52.000000 predicted=42.606493, expected=28.000000 predicted=40.163148, expected=60.000000 predicted=45.330770, expected=64.000000 predicted=58.203704, expected=36.000000 predicted=40.306106, expected=40.000000 predicted=43.711730, expected=56.000000 predicted=44.984790, expected=44.000000 predicted=52.371513, expected=20.000000 predicted=41.560638, expected=36.000000 predicted=35.551490, expected=44.000000 predicted=41.419142, expected=28.000000 predicted=40.660246, expected=64.000000 predicted=44.614631, expected=48.000000 predicted=38.879433, expected=52.000000 predicted=45.856867, expected=56.000000 predicted=47.832067, expected=24.000000 predicted=38.128052, expected=48.000000 predicted=49.870634, expected=12.000000 predicted=35.219832, expected=32.000000 predicted=39.003846, expected=52.000000 predicted=43.056448, expected=72.000000 predicted=47.005325, expected=40.000000 predicted=43.626232, expected=44.000000 predicted=35.090795, expected=44.000000 predicted=42.299256, expected=20.000000 predicted=42.135816, expected=44.000000 predicted=47.948831, expected=36.000000 predicted=38.317558, expected=36.000000 predicted=39.388434, expected=40.000000 predicted=37.579098, expected=56.000000 predicted=39.526873, expected=28.000000 predicted=38.804440, expected=76.000000 predicted=49.423154, expected=40.000000 predicted=43.623824, expected=60.000000 predicted=50.971150, expected=68.000000 predicted=56.042638, expected=24.000000 predicted=41.997943, expected=40.000000 predicted=50.770092, expected=60.000000 predicted=48.761047, expected=12.000000 predicted=42.905507, expected=80.000000 predicted=56.072390, expected=56.000000 predicted=44.633740, expected=48.000000 predicted=50.043374, expected=36.000000 predicted=44.247752, expected=28.000000 predicted=34.166896, expected=48.000000 predicted=54.329258, expected=32.000000 predicted=43.147746, expected=24.000000 predicted=35.649752, expected=56.000000 predicted=39.469082, expected=32.000000 predicted=35.887022, expected=48.000000 predicted=43.306521, expected=44.000000 predicted=37.696995, expected=16.000000 predicted=30.984176, expected=28.000000 predicted=36.570658, expected=32.000000 predicted=32.607142, expected=40.000000 predicted=39.926529, expected=44.000000 predicted=37.977602, expected=36.000000 predicted=30.492324, expected=120.000000 predicted=60.727054, expected=16.000000 predicted=41.942897, expected=48.000000 predicted=45.883549, expected=80.000000 predicted=54.416256, expected=80.000000 predicted=68.513395, expected=44.000000 predicted=70.299635, expected=52.000000 predicted=43.353959, expected=28.000000 predicted=47.397165, expected=52.000000 predicted=60.015131, expected=64.000000 predicted=60.584172, expected=84.000000 predicted=60.792204, expected=8.000000 predicted=40.575774, expected=32.000000 predicted=35.456432, expected=40.000000 predicted=44.386966, expected=40.000000 predicted=51.113100, expected=40.000000 predicted=47.800445, expected=76.000000 predicted=40.962109, expected=84.000000 predicted=56.842688, expected=80.000000 predicted=62.093723, expected=28.000000 predicted=46.906255, expected=24.000000 predicted=42.889670, expected=36.000000 predicted=53.100579, expected=20.000000 predicted=49.245955, expected=128.000000 predicted=73.852701, expected=52.000000 predicted=49.283878, expected=40.000000 predicted=43.072676, expected=4.000000 predicted=28.620547, expected=20.000000 predicted=35.388564, expected=32.000000 predicted=58.890327, expected=20.000000 predicted=33.082221, expected=32.000000 predicted=28.051846, expected=64.000000 predicted=31.370764, expected=40.000000 predicted=35.348681, expected=20.000000 predicted=30.158611, expected=32.000000 predicted=28.434646, expected=48.000000 predicted=40.778839, expected=28.000000 predicted=42.856389, expected=56.000000 predicted=40.800918, expected=24.000000 predicted=29.736164, expected=44.000000 predicted=38.509265, expected=8.000000 predicted=30.410355, expected=60.000000 predicted=39.912653, expected=4.000000 predicted=31.852227, expected=16.000000 predicted=23.329649, expected=12.000000 predicted=22.297156, expected=36.000000 predicted=24.768474, expected=44.000000 predicted=38.326867, expected=32.000000 predicted=23.026546, expected=32.000000 predicted=25.631841, expected=24.000000 predicted=24.682381, expected=32.000000 predicted=33.518253, expected=24.000000 predicted=32.242285, expected=48.000000 predicted=35.410077, expected=8.000000 predicted=25.139275, expected=24.000000 predicted=24.404398, expected=32.000000 predicted=28.373331, expected=20.000000 predicted=26.572507, expected=32.000000 predicted=31.066292, expected=76.000000 predicted=36.709586, expected=48.000000 predicted=40.800822, expected=56.000000 predicted=43.590263, expected=56.000000 predicted=42.479840, expected=28.000000 predicted=42.765210, expected=56.000000 predicted=56.404542, expected=52.000000 predicted=50.267525, expected=48.000000 predicted=51.877219, expected=28.000000 predicted=41.874741, expected=8.000000 predicted=27.922023, expected=16.000000 predicted=33.177081, expected=20.000000 predicted=31.665642, expected=32.000000 predicted=32.038929, expected=28.000000 predicted=24.710592, expected=48.000000 predicted=26.831541, expected=32.000000 predicted=27.813126, expected=24.000000 predicted=27.054165, expected=16.000000 predicted=25.697016, expected=12.000000 predicted=23.631842, expected=40.000000 predicted=34.473516, expected=36.000000 predicted=31.189376, expected=52.000000 predicted=34.225344, expected=28.000000 predicted=26.947202, expected=20.000000 predicted=24.564860, expected=60.000000 predicted=42.134587, expected=12.000000 predicted=32.791424, expected=28.000000 predicted=34.541242, expected=52.000000 predicted=34.153573, expected=52.000000 predicted=40.647702, expected=44.000000 predicted=45.388806, expected=36.000000 predicted=30.978096, expected=44.000000 predicted=39.566088, expected=4.000000 predicted=34.189579, expected=28.000000 predicted=34.863902, expected=56.000000 predicted=41.065190, expected=56.000000 predicted=44.594855, expected=68.000000 predicted=48.169173, expected=24.000000 predicted=28.949794, expected=32.000000 predicted=36.515809, expected=28.000000 predicted=41.519376, expected=52.000000 predicted=49.223535, expected=80.000000 predicted=58.928908, expected=80.000000 predicted=53.377536, expected=40.000000 predicted=45.407834, expected=40.000000 predicted=42.538608, expected=32.000000 predicted=47.847843, expected=24.000000 predicted=50.826203, expected=32.000000 predicted=45.912788, expected=72.000000 predicted=47.374461, expected=48.000000 predicted=45.055453, expected=24.000000 predicted=33.707617, expected=40.000000 predicted=33.485913, expected=84.000000 predicted=55.025155, expected=44.000000 predicted=57.511588, expected=16.000000 predicted=36.444503, expected=52.000000 predicted=37.578845, expected=32.000000 predicted=43.484518, expected=16.000000 predicted=44.481214, expected=36.000000 predicted=32.882028, expected=20.000000 predicted=25.563334, expected=20.000000 predicted=31.847788, expected=32.000000 predicted=27.184680, expected=32.000000 predicted=26.462691, expected=44.000000 predicted=34.792937, expected=16.000000 predicted=23.538255, expected=20.000000 predicted=23.291540, expected=56.000000 predicted=36.924448, expected=16.000000 predicted=30.469395, expected=24.000000 predicted=29.819243, expected=32.000000 predicted=24.117036, expected=28.000000 predicted=29.251989, expected=28.000000 predicted=34.485335, expected=16.000000 predicted=20.290347, expected=28.000000 predicted=25.563712, expected=12.000000 predicted=23.040171, expected=24.000000 predicted=23.862960, expected=24.000000 predicted=23.132094, expected=68.000000 predicted=35.582125, expected=52.000000 predicted=38.698880, expected=44.000000 predicted=34.406388, expected=12.000000 predicted=26.908213, expected=16.000000 predicted=28.258342, expected=16.000000 predicted=36.458904, expected=44.000000 predicted=38.772919, expected=60.000000 predicted=41.442824, expected=12.000000 predicted=22.065621, expected=4.000000 predicted=15.998926, expected=20.000000 predicted=20.610447, expected=40.000000 predicted=37.082431, expected=32.000000 predicted=36.340855, expected=36.000000 predicted=23.748352, expected=64.000000 predicted=33.289216, expected=72.000000 predicted=47.270144, expected=32.000000 predicted=42.644659, expected=28.000000 predicted=35.620218, expected=48.000000 predicted=43.561103, expected=40.000000 predicted=51.039081, expected=52.000000 predicted=51.982745, expected=84.000000 predicted=52.073861, expected=20.000000 predicted=38.481191, expected=40.000000 predicted=43.384995, expected=52.000000 predicted=45.484212, expected=16.000000 predicted=42.763120, expected=36.000000 predicted=46.207671, expected=68.000000 predicted=40.932758, expected=44.000000 predicted=45.570567, expected=32.000000 predicted=40.379998, expected=40.000000 predicted=32.730019, expected=36.000000 predicted=40.782084, expected=16.000000 predicted=40.111164, expected=64.000000 predicted=43.917360, expected=20.000000 predicted=32.579390, expected=24.000000 predicted=32.622974, expected=36.000000 predicted=31.280404, expected=28.000000 predicted=29.746477, expected=32.000000 predicted=39.083651, expected=44.000000 predicted=30.969029, expected=16.000000 predicted=26.639422, expected=36.000000 predicted=32.549238, expected=40.000000 predicted=32.955033, expected=24.000000 predicted=31.891813, expected=8.000000 predicted=25.403329, expected=20.000000 predicted=20.259146, expected=8.000000 Test MSE: 597.613
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604])] predicted=78.656331, expected=104.000000 predicted=91.296160, expected=96.000000 predicted=91.900502, expected=92.000000 predicted=90.540086, expected=40.000000 predicted=76.239759, expected=56.000000 predicted=67.391051, expected=100.000000 predicted=83.455749, expected=72.000000 predicted=82.459231, expected=68.000000 predicted=75.016662, expected=112.000000 predicted=73.140116, expected=68.000000 predicted=77.679363, expected=76.000000 predicted=84.265074, expected=72.000000 predicted=73.248360, expected=68.000000 predicted=74.898364, expected=40.000000 predicted=72.081302, expected=80.000000 predicted=66.512701, expected=116.000000 predicted=81.862294, expected=68.000000 predicted=78.979356, expected=96.000000 predicted=79.062433, expected=36.000000 predicted=61.330720, expected=48.000000 predicted=68.417087, expected=56.000000 predicted=69.361475, expected=100.000000 predicted=73.426395, expected=44.000000 predicted=68.894973, expected=112.000000 predicted=67.997640, expected=100.000000 predicted=77.034975, expected=68.000000 predicted=79.891531, expected=72.000000 predicted=80.232722, expected=80.000000 predicted=72.064867, expected=124.000000 predicted=100.374184, expected=108.000000 predicted=99.537901, expected=100.000000 predicted=92.782658, expected=100.000000 predicted=92.759715, expected=96.000000 predicted=97.056027, expected=44.000000 predicted=91.152121, expected=72.000000 predicted=82.668889, expected=48.000000 predicted=72.837226, expected=60.000000 predicted=72.353975, expected=100.000000 predicted=76.640982, expected=92.000000 predicted=73.491725, expected=80.000000 predicted=78.633550, expected=92.000000 predicted=75.257490, expected=44.000000 predicted=70.360254, expected=68.000000 predicted=77.330881, expected=52.000000 predicted=68.667309, expected=96.000000 predicted=76.977561, expected=68.000000 predicted=74.865783, expected=48.000000 predicted=59.563106, expected=44.000000 predicted=56.595504, expected=60.000000 predicted=57.426738, expected=64.000000 predicted=68.326275, expected=104.000000 predicted=72.569734, expected=88.000000 predicted=72.036652, expected=96.000000 predicted=77.081907, expected=72.000000 predicted=76.102434, expected=64.000000 predicted=74.998354, expected=44.000000 predicted=73.422378, expected=40.000000 predicted=63.149261, expected=72.000000 predicted=67.546712, expected=48.000000 predicted=59.399808, expected=88.000000 predicted=65.032276, expected=56.000000 predicted=57.158314, expected=80.000000 predicted=63.896950, expected=64.000000 predicted=67.237568, expected=84.000000 predicted=69.684923, expected=52.000000 predicted=70.519560, expected=88.000000 predicted=70.133600, expected=44.000000 predicted=66.772456, expected=80.000000 predicted=68.760699, expected=108.000000 predicted=81.122604, expected=108.000000 predicted=85.807103, expected=84.000000 predicted=88.399568, expected=112.000000 predicted=84.839590, expected=104.000000 predicted=97.682607, expected=20.000000 predicted=83.055480, expected=4.000000 predicted=58.267522, expected=20.000000 predicted=45.219151, expected=12.000000 predicted=47.280017, expected=52.000000 predicted=47.602871, expected=96.000000 predicted=45.179352, expected=124.000000 predicted=65.142415, expected=84.000000 predicted=69.416978, expected=104.000000 predicted=73.711578, expected=88.000000 predicted=83.650534, expected=104.000000 predicted=100.001429, expected=92.000000 predicted=101.601808, expected=80.000000 predicted=89.050570, expected=104.000000 predicted=95.863230, expected=72.000000 predicted=87.439575, expected=84.000000 predicted=89.534081, expected=108.000000 predicted=91.588071, expected=88.000000 predicted=90.837330, expected=104.000000 predicted=97.365394, expected=100.000000 predicted=91.029211, expected=112.000000 predicted=100.449611, expected=88.000000 predicted=100.001916, expected=92.000000 predicted=94.042921, expected=84.000000 predicted=93.525878, expected=60.000000 predicted=84.843839, expected=76.000000 predicted=84.101866, expected=128.000000 predicted=93.831077, expected=184.000000 predicted=123.015942, expected=92.000000 predicted=109.930975, expected=92.000000 predicted=94.681637, expected=136.000000 predicted=107.400430, expected=60.000000 predicted=109.929430, expected=60.000000 predicted=104.702753, expected=96.000000 predicted=83.741774, expected=68.000000 predicted=84.853266, expected=88.000000 predicted=93.368564, expected=96.000000 predicted=78.310636, expected=100.000000 predicted=86.345554, expected=84.000000 predicted=90.414774, expected=116.000000 predicted=92.159969, expected=100.000000 predicted=97.885818, expected=120.000000 predicted=106.484661, expected=64.000000 predicted=92.604492, expected=84.000000 predicted=87.896864, expected=60.000000 predicted=84.930401, expected=44.000000 predicted=73.881819, expected=76.000000 predicted=77.241616, expected=88.000000 predicted=72.645754, expected=76.000000 predicted=78.021611, expected=36.000000 predicted=58.687687, expected=80.000000 predicted=61.190597, expected=52.000000 predicted=65.665421, expected=48.000000 predicted=64.982102, expected=40.000000 predicted=52.827970, expected=72.000000 predicted=53.305004, expected=92.000000 predicted=73.082076, expected=44.000000 predicted=59.605529, expected=104.000000 predicted=69.165502, expected=80.000000 predicted=70.025550, expected=100.000000 predicted=86.918013, expected=84.000000 predicted=85.705344, expected=160.000000 predicted=100.096111, expected=100.000000 predicted=109.853406, expected=96.000000 predicted=101.085158, expected=124.000000 predicted=106.819789, expected=76.000000 predicted=98.959738, expected=76.000000 predicted=105.764620, expected=48.000000 predicted=76.857090, expected=124.000000 predicted=93.278178, expected=80.000000 predicted=95.388629, expected=36.000000 predicted=70.359274, expected=52.000000 predicted=60.268396, expected=152.000000 predicted=85.553835, expected=88.000000 predicted=102.069049, expected=104.000000 predicted=93.117360, expected=80.000000 predicted=76.000340, expected=84.000000 predicted=84.161109, expected=40.000000 predicted=88.336333, expected=48.000000 predicted=66.714108, expected=68.000000 predicted=70.512921, expected=120.000000 predicted=83.698112, expected=152.000000 predicted=104.324150, expected=68.000000 predicted=83.069377, expected=76.000000 predicted=78.445645, expected=60.000000 predicted=75.415394, expected=64.000000 predicted=86.219363, expected=92.000000 predicted=94.099758, expected=120.000000 predicted=88.136954, expected=128.000000 predicted=100.555118, expected=72.000000 predicted=86.414486, expected=52.000000 predicted=74.678114, expected=88.000000 predicted=84.321927, expected=64.000000 predicted=87.097979, expected=100.000000 predicted=93.685456, expected=100.000000 predicted=83.798588, expected=108.000000 predicted=87.963051, expected=68.000000 predicted=85.876033, expected=44.000000 predicted=68.823475, expected=68.000000 predicted=75.556693, expected=80.000000 predicted=80.105102, expected=80.000000 predicted=82.845680, expected=120.000000 predicted=85.253872, expected=160.000000 predicted=102.248087, expected=52.000000 predicted=89.429006, expected=132.000000 predicted=101.311814, expected=84.000000 predicted=94.903574, expected=60.000000 predicted=97.418215, expected=72.000000 predicted=93.734615, expected=104.000000 predicted=80.475280, expected=96.000000 predicted=101.284320, expected=76.000000 predicted=83.951376, expected=44.000000 predicted=65.585860, expected=72.000000 predicted=70.522652, expected=72.000000 predicted=78.709175, expected=76.000000 predicted=78.347332, expected=96.000000 predicted=78.475197, expected=96.000000 predicted=77.421829, expected=116.000000 predicted=93.139247, expected=112.000000 predicted=97.141278, expected=80.000000 predicted=91.902363, expected=96.000000 predicted=95.536425, expected=100.000000 predicted=97.566179, expected=120.000000 predicted=109.772195, expected=128.000000 predicted=113.569500, expected=80.000000 predicted=96.774413, expected=84.000000 predicted=94.431802, expected=116.000000 predicted=101.997932, expected=72.000000 predicted=99.488513, expected=84.000000 predicted=96.202903, expected=140.000000 predicted=99.468743, expected=104.000000 predicted=103.427646, expected=140.000000 predicted=118.832537, expected=52.000000 predicted=87.432273, expected=60.000000 predicted=83.087225, expected=52.000000 predicted=83.552882, expected=52.000000 predicted=73.647794, expected=120.000000 predicted=94.646435, expected=140.000000 predicted=92.916247, expected=32.000000 predicted=73.760430, expected=60.000000 predicted=63.562500, expected=84.000000 predicted=69.980374, expected=64.000000 predicted=87.306849, expected=68.000000 predicted=83.899023, expected=68.000000 predicted=58.191802, expected=96.000000 predicted=75.605794, expected=52.000000 predicted=72.282681, expected=112.000000 predicted=80.389037, expected=132.000000 predicted=94.871536, expected=72.000000 predicted=89.110280, expected=92.000000 predicted=91.347149, expected=92.000000 predicted=82.663904, expected=136.000000 predicted=113.010683, expected=100.000000 predicted=111.169610, expected=136.000000 predicted=107.248644, expected=72.000000 predicted=97.515128, expected=76.000000 predicted=93.035321, expected=68.000000 predicted=92.782084, expected=56.000000 predicted=79.574405, expected=92.000000 predicted=90.502536, expected=80.000000 predicted=76.495831, expected=80.000000 predicted=78.415683, expected=64.000000 predicted=70.434730, expected=60.000000 predicted=65.844672, expected=96.000000 predicted=81.803720, expected=148.000000 predicted=100.493122, expected=128.000000 predicted=107.571156, expected=108.000000 predicted=100.971915, expected=88.000000 predicted=92.803161, expected=128.000000 predicted=111.649581, expected=48.000000 predicted=103.275848, expected=96.000000 predicted=99.216029, expected=84.000000 predicted=90.061246, expected=72.000000 predicted=85.327599, expected=60.000000 predicted=82.654611, expected=92.000000 predicted=72.151018, expected=56.000000 predicted=76.669400, expected=116.000000 predicted=86.953305, expected=112.000000 predicted=90.533752, expected=72.000000 predicted=83.394330, expected=116.000000 predicted=95.466040, expected=76.000000 predicted=83.316845, expected=28.000000 predicted=79.655833, expected=44.000000 predicted=66.951466, expected=84.000000 predicted=68.480135, expected=104.000000 predicted=90.362124, expected=52.000000 predicted=69.649538, expected=44.000000 predicted=50.453842, expected=52.000000 predicted=53.278171, expected=52.000000 predicted=63.527527, expected=44.000000 predicted=62.140772, expected=76.000000 predicted=56.875338, expected=96.000000 predicted=66.916005, expected=52.000000 predicted=63.084889, expected=52.000000 predicted=57.627904, expected=72.000000 predicted=59.857247, expected=72.000000 predicted=71.696911, expected=64.000000 predicted=72.929083, expected=100.000000 predicted=72.096714, expected=100.000000 predicted=79.836791, expected=76.000000 predicted=81.727985, expected=48.000000 predicted=69.367401, expected=48.000000 predicted=62.064933, expected=32.000000 predicted=61.721037, expected=40.000000 predicted=57.793099, expected=60.000000 predicted=55.050999, expected=132.000000 predicted=74.360956, expected=72.000000 predicted=71.226941, expected=84.000000 predicted=69.609633, expected=72.000000 predicted=67.552285, expected=80.000000 predicted=77.885921, expected=96.000000 predicted=96.500196, expected=104.000000 predicted=88.410067, expected=84.000000 predicted=88.114392, expected=64.000000 predicted=77.375197, expected=44.000000 predicted=68.610774, expected=52.000000 predicted=68.679057, expected=36.000000 predicted=62.301911, expected=44.000000 predicted=55.051252, expected=68.000000 predicted=55.668803, expected=80.000000 predicted=60.009969, expected=64.000000 predicted=61.295605, expected=76.000000 predicted=60.964818, expected=48.000000 predicted=57.187964, expected=72.000000 predicted=67.085894, expected=52.000000 predicted=64.339575, expected=156.000000 predicted=91.196990, expected=84.000000 predicted=88.731688, expected=68.000000 predicted=76.195799, expected=68.000000 predicted=73.180540, expected=64.000000 predicted=70.719595, expected=72.000000 predicted=92.133835, expected=96.000000 predicted=80.917113, expected=100.000000 predicted=83.545110, expected=88.000000 predicted=83.476909, expected=100.000000 predicted=85.964020, expected=96.000000 predicted=89.866864, expected=68.000000 predicted=87.847154, expected=48.000000 predicted=76.209465, expected=64.000000 predicted=71.699731, expected=160.000000 predicted=103.793279, expected=112.000000 predicted=105.033742, expected=100.000000 predicted=95.242930, expected=40.000000 predicted=68.947680, expected=88.000000 predicted=81.435512, expected=60.000000 predicted=94.899083, expected=112.000000 predicted=95.004666, expected=80.000000 predicted=85.940515, expected=116.000000 predicted=84.050458, expected=56.000000 predicted=81.496457, expected=52.000000 predicted=68.255844, expected=76.000000 predicted=80.565833, expected=68.000000 predicted=74.305528, expected=92.000000 predicted=86.823649, expected=84.000000 predicted=73.372209, expected=116.000000 predicted=85.043633, expected=76.000000 predicted=84.663975, expected=100.000000 predicted=87.442349, expected=88.000000 predicted=90.956300, expected=84.000000 predicted=88.884561, expected=64.000000 predicted=86.581355, expected=56.000000 predicted=70.921436, expected=68.000000 predicted=75.797352, expected=48.000000 predicted=66.716258, expected=88.000000 predicted=73.387084, expected=80.000000 predicted=71.246232, expected=84.000000 predicted=73.422330, expected=100.000000 predicted=81.463534, expected=116.000000 predicted=87.906993, expected=152.000000 predicted=113.849454, expected=60.000000 predicted=93.186196, expected=68.000000 predicted=84.746609, expected=76.000000 predicted=85.662115, expected=88.000000 predicted=94.775345, expected=76.000000 predicted=95.926227, expected=120.000000 predicted=86.115214, expected=192.000000 predicted=119.362043, expected=88.000000 predicted=108.111250, expected=72.000000 predicted=95.163873, expected=44.000000 predicted=75.631600, expected=80.000000 predicted=92.437676, expected=108.000000 predicted=113.961144, expected=140.000000 predicted=103.840963, expected=352.000000 predicted=177.792853, expected=232.000000 predicted=181.141688, expected=144.000000 predicted=162.192674, expected=248.000000 predicted=185.928028, expected=140.000000 predicted=180.804758, expected=300.000000 predicted=265.243407, expected=116.000000 predicted=192.896570, expected=96.000000 predicted=151.379215, expected=156.000000 predicted=163.832435, expected=120.000000 predicted=148.770563, expected=276.000000 predicted=212.345666, expected=164.000000 predicted=163.335962, expected=1412.000000 predicted=530.400833, expected=128.000000 predicted=675.222018, expected=208.000000 predicted=335.180112, expected=256.000000 predicted=348.858894, expected=80.000000 predicted=400.829248, expected=104.000000 predicted=592.486825, expected=68.000000 predicted=115.709838, expected=80.000000 predicted=120.529963, expected=236.000000 predicted=144.580846, expected=80.000000 predicted=126.122987, expected=56.000000 predicted=101.650404, expected=88.000000 predicted=81.540035, expected=136.000000 predicted=109.817513, expected=68.000000 predicted=117.636957, expected=120.000000 predicted=92.503416, expected=88.000000 predicted=91.278439, expected=76.000000 predicted=94.719797, expected=56.000000 predicted=84.431708, expected=48.000000 predicted=68.354106, expected=104.000000 predicted=79.941205, expected=64.000000 predicted=77.261838, expected=44.000000 predicted=65.712434, expected=84.000000 predicted=62.156994, expected=92.000000 predicted=74.864379, expected=96.000000 predicted=87.542438, expected=52.000000 predicted=73.283087, expected=64.000000 predicted=66.462277, expected=72.000000 predicted=72.162205, expected=100.000000 predicted=81.996022, expected=84.000000 predicted=83.492673, expected=96.000000 predicted=81.181355, expected=52.000000 predicted=76.187142, expected=60.000000 predicted=71.385317, expected=72.000000 predicted=72.695822, expected=76.000000 predicted=74.520327, expected=84.000000 predicted=76.629026, expected=68.000000 predicted=70.367967, expected=104.000000 predicted=78.499182, expected=112.000000 predicted=90.637868, expected=76.000000 predicted=90.827964, expected=72.000000 predicted=82.697644, expected=48.000000 predicted=72.404238, expected=72.000000 predicted=75.310442, expected=80.000000 predicted=76.836215, expected=44.000000 predicted=66.867948, expected=60.000000 predicted=59.852154, expected=80.000000 predicted=62.686887, expected=132.000000 predicted=85.555588, expected=148.000000 predicted=104.894728, expected=132.000000 predicted=111.153983, expected=100.000000 predicted=109.562846, expected=80.000000 predicted=103.650219, expected=76.000000 predicted=101.374911, expected=92.000000 predicted=99.749489, expected=104.000000 predicted=98.940964, expected=40.000000 predicted=82.004389, expected=76.000000 predicted=71.945387, expected=120.000000 predicted=84.117001, expected=100.000000 predicted=97.486664, expected=100.000000 predicted=95.365315, expected=64.000000 predicted=80.339769, expected=68.000000 predicted=81.092384, expected=40.000000 Test MSE: 6743.023
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387])] predicted=96.184319, expected=144.000000 predicted=110.812997, expected=144.000000 predicted=110.798761, expected=96.000000 predicted=106.822161, expected=56.000000 predicted=90.083431, expected=68.000000 predicted=99.465205, expected=104.000000 predicted=113.779249, expected=216.000000 predicted=146.671271, expected=208.000000 predicted=136.998235, expected=172.000000 predicted=123.215125, expected=108.000000 predicted=116.796105, expected=100.000000 predicted=128.598498, expected=88.000000 predicted=151.603694, expected=96.000000 predicted=140.008649, expected=92.000000 predicted=119.889873, expected=200.000000 predicted=135.303310, expected=96.000000 predicted=104.472630, expected=120.000000 predicted=107.368898, expected=64.000000 predicted=97.314012, expected=124.000000 predicted=112.526065, expected=40.000000 predicted=113.870392, expected=96.000000 predicted=91.382073, expected=132.000000 predicted=113.165260, expected=188.000000 predicted=116.615477, expected=84.000000 predicted=105.699554, expected=64.000000 predicted=74.442726, expected=88.000000 predicted=103.339441, expected=108.000000 predicted=116.118885, expected=104.000000 predicted=124.624006, expected=76.000000 predicted=82.702056, expected=132.000000 predicted=97.536441, expected=60.000000 predicted=84.679312, expected=96.000000 predicted=97.275943, expected=56.000000 predicted=85.216840, expected=152.000000 predicted=104.167872, expected=216.000000 predicted=148.448053, expected=132.000000 predicted=104.776224, expected=68.000000 predicted=98.097479, expected=36.000000 predicted=80.423035, expected=112.000000 predicted=128.923856, expected=156.000000 predicted=154.013721, expected=136.000000 predicted=117.087044, expected=128.000000 predicted=100.191187, expected=92.000000 predicted=88.034796, expected=80.000000 predicted=107.063882, expected=64.000000 predicted=110.141443, expected=72.000000 predicted=99.700840, expected=124.000000 predicted=110.439509, expected=100.000000 predicted=91.828983, expected=148.000000 predicted=104.859198, expected=88.000000 predicted=88.003196, expected=72.000000 predicted=84.771974, expected=88.000000 predicted=106.224660, expected=148.000000 predicted=117.556728, expected=80.000000 predicted=107.274459, expected=136.000000 predicted=105.304909, expected=144.000000 predicted=112.363521, expected=56.000000 predicted=88.122368, expected=92.000000 predicted=113.914526, expected=104.000000 predicted=100.269596, expected=92.000000 predicted=107.923165, expected=52.000000 predicted=92.245521, expected=144.000000 predicted=96.458307, expected=104.000000 predicted=99.012274, expected=84.000000 predicted=92.101002, expected=64.000000 predicted=84.680672, expected=128.000000 predicted=94.728220, expected=24.000000 predicted=87.065175, expected=40.000000 predicted=70.682186, expected=212.000000 predicted=124.680701, expected=168.000000 predicted=109.233665, expected=100.000000 predicted=106.885874, expected=52.000000 predicted=70.136950, expected=76.000000 predicted=86.463352, expected=72.000000 predicted=128.740909, expected=80.000000 predicted=106.234682, expected=64.000000 predicted=77.501216, expected=132.000000 predicted=86.537147, expected=132.000000 predicted=98.729932, expected=100.000000 predicted=88.685381, expected=72.000000 predicted=86.297690, expected=92.000000 predicted=90.109586, expected=64.000000 predicted=98.278048, expected=124.000000 predicted=112.590656, expected=200.000000 predicted=131.478154, expected=132.000000 predicted=104.756720, expected=144.000000 predicted=120.429771, expected=32.000000 predicted=82.819835, expected=92.000000 predicted=115.076899, expected=96.000000 predicted=135.407757, expected=84.000000 predicted=99.717698, expected=180.000000 predicted=134.191109, expected=64.000000 predicted=68.953260, expected=64.000000 predicted=84.455207, expected=92.000000 predicted=99.006646, expected=60.000000 predicted=81.678940, expected=56.000000 predicted=100.103835, expected=88.000000 predicted=74.515616, expected=112.000000 predicted=83.877020, expected=96.000000 predicted=87.510230, expected=136.000000 predicted=94.553122, expected=68.000000 predicted=77.097507, expected=100.000000 predicted=96.375628, expected=60.000000 predicted=91.918246, expected=104.000000 predicted=96.744588, expected=128.000000 predicted=116.556827, expected=60.000000 predicted=73.508501, expected=108.000000 predicted=98.032704, expected=68.000000 predicted=77.836099, expected=100.000000 predicted=97.481552, expected=60.000000 predicted=90.594947, expected=76.000000 predicted=72.925009, expected=212.000000 predicted=134.011135, expected=208.000000 predicted=129.778080, expected=96.000000 predicted=105.851964, expected=108.000000 predicted=105.944991, expected=88.000000 predicted=111.123793, expected=100.000000 predicted=145.531943, expected=156.000000 predicted=154.172142, expected=140.000000 predicted=115.990223, expected=188.000000 predicted=138.087519, expected=60.000000 predicted=96.940697, expected=96.000000 predicted=110.313696, expected=104.000000 predicted=130.575166, expected=100.000000 predicted=117.170835, expected=168.000000 predicted=147.566836, expected=136.000000 predicted=104.573909, expected=156.000000 predicted=124.872160, expected=116.000000 predicted=120.186263, expected=152.000000 predicted=132.916573, expected=104.000000 predicted=137.573345, expected=80.000000 predicted=114.967444, expected=188.000000 predicted=154.119781, expected=172.000000 predicted=141.093007, expected=120.000000 predicted=132.010654, expected=84.000000 predicted=108.585299, expected=72.000000 predicted=100.569815, expected=64.000000 predicted=122.163335, expected=92.000000 predicted=116.301926, expected=80.000000 predicted=92.152101, expected=152.000000 predicted=104.403342, expected=128.000000 predicted=99.102706, expected=60.000000 predicted=76.445927, expected=48.000000 predicted=81.335686, expected=80.000000 predicted=88.866442, expected=104.000000 predicted=112.311530, expected=96.000000 predicted=97.076871, expected=216.000000 predicted=120.309657, expected=124.000000 predicted=98.281095, expected=80.000000 predicted=94.512911, expected=76.000000 predicted=104.475199, expected=52.000000 predicted=93.074194, expected=68.000000 predicted=121.798672, expected=104.000000 predicted=99.737556, expected=168.000000 predicted=108.817219, expected=176.000000 predicted=116.450303, expected=76.000000 predicted=82.115601, expected=72.000000 predicted=89.190889, expected=60.000000 predicted=98.212041, expected=88.000000 predicted=118.591401, expected=132.000000 predicted=127.959172, expected=172.000000 predicted=112.664189, expected=164.000000 predicted=115.382121, expected=64.000000 predicted=84.088417, expected=108.000000 predicted=109.867831, expected=96.000000 predicted=121.248926, expected=92.000000 predicted=123.547414, expected=172.000000 predicted=143.003445, expected=100.000000 predicted=93.389877, expected=112.000000 predicted=109.351943, expected=48.000000 predicted=87.317343, expected=92.000000 predicted=98.572744, expected=92.000000 predicted=118.691477, expected=80.000000 predicted=88.051186, expected=132.000000 predicted=107.151769, expected=192.000000 predicted=115.451683, expected=148.000000 predicted=120.132035, expected=68.000000 predicted=95.044364, expected=76.000000 predicted=97.124279, expected=44.000000 predicted=100.947456, expected=68.000000 predicted=115.063770, expected=124.000000 predicted=113.762144, expected=148.000000 predicted=99.193185, expected=124.000000 predicted=96.786568, expected=92.000000 predicted=81.797027, expected=100.000000 predicted=96.949015, expected=64.000000 predicted=101.477225, expected=64.000000 predicted=101.712583, expected=156.000000 predicted=122.918899, expected=148.000000 predicted=113.517403, expected=120.000000 predicted=106.438176, expected=176.000000 predicted=121.028044, expected=84.000000 predicted=98.630005, expected=104.000000 predicted=129.127285, expected=56.000000 predicted=108.400931, expected=56.000000 predicted=93.536128, expected=160.000000 predicted=139.947434, expected=220.000000 predicted=136.922854, expected=56.000000 predicted=88.531260, expected=108.000000 predicted=92.219514, expected=56.000000 predicted=84.551460, expected=84.000000 predicted=119.523517, expected=144.000000 predicted=148.894527, expected=100.000000 predicted=84.715059, expected=124.000000 predicted=107.411227, expected=104.000000 predicted=90.711719, expected=104.000000 predicted=102.171923, expected=60.000000 predicted=102.858360, expected=72.000000 predicted=89.996063, expected=88.000000 predicted=100.301843, expected=192.000000 predicted=128.876353, expected=152.000000 predicted=119.516236, expected=80.000000 predicted=83.696272, expected=68.000000 predicted=87.081959, expected=96.000000 predicted=105.514365, expected=56.000000 predicted=116.568093, expected=84.000000 predicted=103.263969, expected=172.000000 predicted=112.244005, expected=92.000000 predicted=86.375000, expected=84.000000 predicted=90.126776, expected=96.000000 predicted=86.911933, expected=84.000000 predicted=94.324436, expected=88.000000 predicted=116.254030, expected=128.000000 predicted=103.695339, expected=180.000000 predicted=122.936822, expected=128.000000 predicted=113.032846, expected=68.000000 predicted=90.264300, expected=68.000000 predicted=93.450361, expected=68.000000 predicted=104.508185, expected=76.000000 predicted=114.363392, expected=76.000000 predicted=91.374123, expected=132.000000 predicted=91.977801, expected=88.000000 predicted=80.606204, expected=92.000000 predicted=82.628902, expected=64.000000 predicted=78.148490, expected=84.000000 predicted=85.309667, expected=80.000000 predicted=98.678532, expected=144.000000 predicted=105.683051, expected=172.000000 predicted=120.531102, expected=120.000000 predicted=98.899087, expected=88.000000 predicted=96.974718, expected=88.000000 predicted=99.625335, expected=96.000000 predicted=120.754941, expected=52.000000 predicted=106.717305, expected=156.000000 predicted=121.302663, expected=72.000000 predicted=85.905456, expected=104.000000 predicted=93.470894, expected=128.000000 predicted=107.720507, expected=140.000000 predicted=103.332186, expected=124.000000 predicted=129.360980, expected=136.000000 predicted=110.033208, expected=120.000000 predicted=118.481319, expected=120.000000 predicted=125.792816, expected=36.000000 predicted=98.135371, expected=92.000000 predicted=106.747085, expected=36.000000 predicted=88.915933, expected=76.000000 predicted=89.192949, expected=160.000000 predicted=116.663137, expected=112.000000 predicted=79.697685, expected=72.000000 predicted=82.708659, expected=84.000000 predicted=73.891893, expected=84.000000 predicted=90.359786, expected=48.000000 predicted=98.195325, expected=136.000000 predicted=108.461126, expected=140.000000 predicted=102.004225, expected=116.000000 predicted=99.074140, expected=96.000000 predicted=94.316486, expected=92.000000 predicted=86.717785, expected=84.000000 predicted=110.762500, expected=84.000000 predicted=107.354891, expected=104.000000 predicted=103.835743, expected=128.000000 predicted=106.142894, expected=132.000000 predicted=108.207885, expected=104.000000 predicted=98.479754, expected=64.000000 predicted=86.042645, expected=120.000000 predicted=111.586002, expected=60.000000 predicted=97.994014, expected=104.000000 predicted=107.724407, expected=204.000000 predicted=135.465360, expected=168.000000 predicted=118.467041, expected=108.000000 predicted=116.325125, expected=76.000000 predicted=90.532408, expected=108.000000 predicted=118.588149, expected=72.000000 predicted=131.663071, expected=128.000000 predicted=130.612246, expected=88.000000 predicted=97.325115, expected=124.000000 predicted=99.410205, expected=48.000000 predicted=84.770011, expected=84.000000 predicted=83.555100, expected=124.000000 predicted=115.457257, expected=88.000000 predicted=90.254990, expected=84.000000 predicted=96.463637, expected=120.000000 predicted=88.279899, expected=152.000000 predicted=115.241726, expected=100.000000 predicted=110.285460, expected=56.000000 predicted=82.713644, expected=108.000000 predicted=100.792000, expected=84.000000 predicted=104.056207, expected=140.000000 predicted=127.635022, expected=140.000000 predicted=113.054108, expected=100.000000 predicted=89.158266, expected=72.000000 predicted=96.468096, expected=80.000000 predicted=92.502076, expected=44.000000 predicted=94.140358, expected=96.000000 predicted=104.851139, expected=116.000000 predicted=98.390307, expected=144.000000 predicted=100.714071, expected=128.000000 predicted=101.685699, expected=72.000000 predicted=75.699263, expected=36.000000 predicted=79.833631, expected=88.000000 predicted=101.775945, expected=92.000000 predicted=108.405655, expected=164.000000 predicted=123.810084, expected=212.000000 predicted=128.559293, expected=96.000000 predicted=85.267279, expected=96.000000 predicted=103.928244, expected=52.000000 predicted=94.252824, expected=24.000000 predicted=100.838914, expected=68.000000 predicted=118.635581, expected=148.000000 predicted=106.407226, expected=228.000000 predicted=137.911818, expected=132.000000 predicted=96.451555, expected=48.000000 predicted=62.421089, expected=60.000000 predicted=86.371737, expected=120.000000 predicted=133.966659, expected=84.000000 predicted=136.859133, expected=216.000000 predicted=146.170721, expected=128.000000 predicted=96.928938, expected=112.000000 predicted=97.799097, expected=96.000000 predicted=115.088584, expected=16.000000 predicted=76.623441, expected=84.000000 predicted=132.410874, expected=180.000000 predicted=135.582984, expected=104.000000 predicted=103.829548, expected=100.000000 predicted=93.217669, expected=104.000000 predicted=76.175332, expected=60.000000 predicted=87.744359, expected=144.000000 predicted=142.294849, expected=96.000000 predicted=101.360826, expected=168.000000 predicted=124.054262, expected=148.000000 predicted=122.721131, expected=296.000000 predicted=168.230927, expected=108.000000 predicted=140.041583, expected=112.000000 predicted=121.408146, expected=76.000000 predicted=136.245180, expected=80.000000 predicted=127.288615, expected=52.000000 predicted=151.178445, expected=120.000000 predicted=104.968329, expected=124.000000 predicted=109.091957, expected=96.000000 predicted=87.204202, expected=44.000000 predicted=70.063776, expected=76.000000 predicted=73.348120, expected=76.000000 predicted=95.984172, expected=60.000000 predicted=86.218118, expected=84.000000 predicted=81.885970, expected=188.000000 predicted=106.049425, expected=148.000000 predicted=110.082287, expected=120.000000 predicted=101.267683, expected=104.000000 predicted=96.096094, expected=84.000000 predicted=100.681745, expected=108.000000 predicted=138.698893, expected=88.000000 predicted=114.382704, expected=116.000000 predicted=111.505830, expected=124.000000 predicted=110.286249, expected=124.000000 predicted=105.483326, expected=92.000000 predicted=102.725548, expected=60.000000 predicted=84.349761, expected=108.000000 predicted=109.219075, expected=92.000000 predicted=105.915410, expected=208.000000 predicted=144.599851, expected=148.000000 predicted=120.034914, expected=112.000000 predicted=98.082799, expected=96.000000 predicted=111.546334, expected=72.000000 predicted=100.030079, expected=48.000000 predicted=121.533267, expected=152.000000 predicted=132.183450, expected=148.000000 predicted=121.691096, expected=96.000000 predicted=96.298448, expected=68.000000 predicted=78.964566, expected=68.000000 predicted=75.136915, expected=68.000000 predicted=106.811281, expected=60.000000 predicted=95.679847, expected=124.000000 predicted=98.176352, expected=140.000000 predicted=98.683518, expected=196.000000 predicted=122.913334, expected=84.000000 predicted=89.584503, expected=84.000000 predicted=87.018384, expected=96.000000 predicted=115.901876, expected=88.000000 predicted=115.854135, expected=88.000000 predicted=125.983175, expected=128.000000 predicted=101.798449, expected=116.000000 predicted=100.701626, expected=64.000000 predicted=85.315015, expected=96.000000 predicted=93.194210, expected=88.000000 predicted=93.111175, expected=144.000000 predicted=124.045474, expected=112.000000 predicted=109.642283, expected=208.000000 predicted=128.857012, expected=88.000000 predicted=105.237043, expected=80.000000 predicted=95.630724, expected=96.000000 predicted=121.490485, expected=116.000000 predicted=117.365307, expected=60.000000 predicted=122.292344, expected=116.000000 predicted=97.223261, expected=148.000000 predicted=111.454488, expected=152.000000 predicted=120.437390, expected=72.000000 predicted=98.859139, expected=104.000000 predicted=91.949105, expected=80.000000 predicted=105.462803, expected=112.000000 predicted=122.225882, expected=44.000000 predicted=95.935979, expected=120.000000 predicted=92.187471, expected=68.000000 predicted=88.535925, expected=80.000000 predicted=79.890614, expected=176.000000 predicted=127.067464, expected=208.000000 predicted=124.494344, expected=176.000000 predicted=142.579713, expected=116.000000 predicted=108.496867, expected=96.000000 predicted=109.676695, expected=104.000000 predicted=143.420445, expected=88.000000 predicted=141.277293, expected=76.000000 predicted=117.933993, expected=80.000000 predicted=95.768189, expected=168.000000 predicted=121.420288, expected=104.000000 predicted=104.549679, expected=84.000000 predicted=88.836820, expected=112.000000 predicted=98.899977, expected=76.000000 predicted=89.625153, expected=76.000000 Test MSE: 1780.656
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338])] predicted=21.140157, expected=12.000000 predicted=19.970110, expected=16.000000 predicted=20.996730, expected=12.000000 predicted=18.996298, expected=8.000000 predicted=20.539333, expected=24.000000 predicted=20.307604, expected=44.000000 predicted=22.437646, expected=8.000000 predicted=15.034213, expected=28.000000 predicted=23.098817, expected=12.000000 predicted=17.362228, expected=36.000000 predicted=27.986818, expected=36.000000 predicted=28.486615, expected=36.000000 predicted=26.371475, expected=36.000000 predicted=31.189342, expected=8.000000 predicted=22.879214, expected=20.000000 predicted=29.125582, expected=32.000000 predicted=28.889234, expected=8.000000 predicted=20.713735, expected=24.000000 predicted=23.693364, expected=12.000000 predicted=15.010377, expected=12.000000 predicted=17.696715, expected=8.000000 predicted=15.397739, expected=12.000000 predicted=12.508391, expected=8.000000 predicted=12.202322, expected=4.000000 predicted=8.614974, expected=12.000000 predicted=10.060851, expected=16.000000 predicted=10.457011, expected=20.000000 predicted=13.006648, expected=12.000000 predicted=11.267515, expected=8.000000 predicted=11.046733, expected=12.000000 predicted=13.189061, expected=12.000000 predicted=13.044559, expected=4.000000 predicted=10.386158, expected=20.000000 predicted=13.197415, expected=12.000000 predicted=10.323976, expected=12.000000 predicted=12.198394, expected=16.000000 predicted=13.027871, expected=16.000000 predicted=12.998103, expected=4.000000 predicted=11.891577, expected=12.000000 predicted=12.512995, expected=4.000000 predicted=9.131585, expected=8.000000 predicted=10.336919, expected=12.000000 predicted=9.860553, expected=8.000000 predicted=7.427269, expected=20.000000 predicted=12.404570, expected=16.000000 predicted=10.936415, expected=12.000000 predicted=12.265460, expected=16.000000 predicted=14.267799, expected=12.000000 predicted=13.042290, expected=12.000000 predicted=14.607807, expected=12.000000 predicted=13.139291, expected=8.000000 predicted=11.205300, expected=4.000000 predicted=9.884630, expected=12.000000 predicted=10.615901, expected=8.000000 predicted=8.759821, expected=8.000000 predicted=8.773978, expected=16.000000 predicted=10.272135, expected=12.000000 predicted=9.464676, expected=4.000000 predicted=9.043606, expected=4.000000 predicted=8.072969, expected=4.000000 predicted=7.287491, expected=8.000000 predicted=8.418827, expected=8.000000 predicted=6.850352, expected=8.000000 predicted=6.043177, expected=12.000000 predicted=7.786846, expected=12.000000 predicted=8.627026, expected=4.000000 predicted=7.608341, expected=4.000000 predicted=7.554332, expected=16.000000 predicted=10.412048, expected=8.000000 predicted=8.526373, expected=16.000000 predicted=11.361848, expected=12.000000 predicted=9.392419, expected=16.000000 predicted=12.329187, expected=8.000000 predicted=11.655838, expected=8.000000 predicted=10.856865, expected=8.000000 predicted=10.946999, expected=4.000000 predicted=8.488502, expected=28.000000 predicted=15.187470, expected=4.000000 predicted=7.408140, expected=8.000000 predicted=10.485507, expected=4.000000 predicted=8.001622, expected=8.000000 predicted=9.085861, expected=12.000000 predicted=11.574966, expected=12.000000 predicted=8.108765, expected=8.000000 predicted=8.281119, expected=12.000000 predicted=9.537879, expected=20.000000 predicted=12.888958, expected=24.000000 predicted=15.606264, expected=16.000000 predicted=14.782646, expected=32.000000 predicted=20.626026, expected=24.000000 predicted=20.361243, expected=20.000000 predicted=22.294475, expected=16.000000 predicted=21.118211, expected=16.000000 predicted=19.831374, expected=8.000000 predicted=18.043786, expected=12.000000 predicted=16.116388, expected=16.000000 predicted=14.976467, expected=12.000000 predicted=12.952209, expected=16.000000 predicted=13.983187, expected=20.000000 predicted=14.402431, expected=24.000000 predicted=17.388052, expected=16.000000 predicted=16.621391, expected=28.000000 predicted=20.720979, expected=28.000000 predicted=22.051110, expected=4.000000 predicted=17.003485, expected=4.000000 predicted=16.427844, expected=12.000000 predicted=14.925255, expected=32.000000 predicted=20.810404, expected=32.000000 predicted=20.322123, expected=20.000000 predicted=16.577524, expected=12.000000 predicted=16.934850, expected=12.000000 predicted=18.596679, expected=4.000000 predicted=16.943463, expected=24.000000 predicted=19.882486, expected=32.000000 predicted=19.081455, expected=20.000000 predicted=16.767635, expected=28.000000 predicted=21.200288, expected=24.000000 predicted=20.785762, expected=8.000000 predicted=20.249260, expected=16.000000 predicted=21.788822, expected=36.000000 predicted=24.163119, expected=20.000000 predicted=20.904443, expected=12.000000 predicted=18.763002, expected=8.000000 predicted=14.855297, expected=16.000000 predicted=17.936546, expected=12.000000 predicted=17.147583, expected=4.000000 predicted=11.079433, expected=8.000000 predicted=10.053088, expected=12.000000 predicted=10.044117, expected=4.000000 predicted=8.452199, expected=16.000000 predicted=10.961477, expected=8.000000 predicted=7.506556, expected=28.000000 predicted=15.451528, expected=40.000000 predicted=20.467183, expected=60.000000 predicted=30.289416, expected=20.000000 predicted=24.763365, expected=28.000000 predicted=30.507151, expected=20.000000 predicted=29.820561, expected=32.000000 predicted=34.142023, expected=12.000000 predicted=26.900708, expected=64.000000 predicted=35.923643, expected=68.000000 predicted=40.062425, expected=20.000000 predicted=31.085299, expected=44.000000 predicted=42.447777, expected=16.000000 predicted=30.754665, expected=68.000000 predicted=53.195307, expected=24.000000 predicted=36.694824, expected=48.000000 predicted=38.926698, expected=52.000000 predicted=42.999813, expected=28.000000 predicted=35.922275, expected=16.000000 predicted=37.908349, expected=8.000000 predicted=25.987928, expected=32.000000 predicted=32.587508, expected=24.000000 predicted=26.669672, expected=36.000000 predicted=26.391596, expected=40.000000 predicted=27.239251, expected=40.000000 predicted=30.240697, expected=40.000000 predicted=35.826433, expected=20.000000 predicted=30.348135, expected=20.000000 predicted=31.393687, expected=16.000000 predicted=27.687893, expected=28.000000 predicted=28.439803, expected=20.000000 predicted=23.640781, expected=24.000000 predicted=21.897501, expected=12.000000 predicted=18.303896, expected=16.000000 predicted=18.971628, expected=20.000000 predicted=20.304139, expected=36.000000 predicted=23.716412, expected=8.000000 predicted=16.729864, expected=12.000000 predicted=16.938174, expected=20.000000 predicted=18.727534, expected=16.000000 predicted=17.982712, expected=4.000000 predicted=14.928127, expected=4.000000 predicted=9.708935, expected=12.000000 predicted=11.549312, expected=4.000000 predicted=9.080641, expected=24.000000 predicted=13.506105, expected=12.000000 predicted=9.109956, expected=12.000000 predicted=11.253187, expected=4.000000 predicted=9.960434, expected=16.000000 predicted=12.563936, expected=12.000000 predicted=13.186823, expected=12.000000 predicted=11.449411, expected=36.000000 predicted=18.748845, expected=12.000000 predicted=13.023592, expected=4.000000 predicted=13.981032, expected=8.000000 predicted=13.177728, expected=4.000000 predicted=11.042713, expected=4.000000 predicted=11.485590, expected=12.000000 predicted=8.343036, expected=20.000000 predicted=10.022896, expected=12.000000 predicted=9.712973, expected=4.000000 predicted=8.140160, expected=12.000000 predicted=10.789887, expected=20.000000 predicted=14.162336, expected=20.000000 predicted=15.460727, expected=4.000000 predicted=10.298765, expected=4.000000 predicted=9.604180, expected=8.000000 predicted=10.856038, expected=4.000000 predicted=9.295773, expected=4.000000 predicted=7.450454, expected=16.000000 predicted=8.111411, expected=4.000000 predicted=5.415200, expected=4.000000 predicted=6.511412, expected=8.000000 predicted=6.701706, expected=12.000000 predicted=8.274704, expected=4.000000 predicted=7.398564, expected=16.000000 predicted=9.376240, expected=8.000000 predicted=7.716417, expected=28.000000 predicted=15.309686, expected=16.000000 predicted=13.341499, expected=12.000000 predicted=13.280104, expected=4.000000 predicted=12.415683, expected=4.000000 predicted=10.656248, expected=4.000000 predicted=10.976323, expected=16.000000 predicted=10.868083, expected=4.000000 predicted=6.385007, expected=16.000000 predicted=9.455823, expected=40.000000 predicted=17.646982, expected=4.000000 predicted=10.432295, expected=20.000000 predicted=18.332015, expected=36.000000 predicted=21.406762, expected=12.000000 predicted=18.620871, expected=52.000000 predicted=33.123002, expected=24.000000 predicted=21.775301, expected=24.000000 predicted=27.839453, expected=12.000000 predicted=24.495035, expected=12.000000 predicted=20.826793, expected=12.000000 predicted=22.437163, expected=12.000000 predicted=15.721846, expected=8.000000 predicted=12.864023, expected=20.000000 predicted=13.984936, expected=12.000000 predicted=11.981884, expected=36.000000 predicted=20.005253, expected=8.000000 predicted=13.379053, expected=16.000000 predicted=16.913377, expected=48.000000 predicted=27.081612, expected=40.000000 predicted=27.105167, expected=20.000000 predicted=27.028107, expected=8.000000 predicted=20.356749, expected=32.000000 predicted=28.258985, expected=16.000000 predicted=25.615252, expected=4.000000 predicted=18.627661, expected=12.000000 predicted=15.368979, expected=12.000000 predicted=13.088807, expected=4.000000 predicted=12.495140, expected=40.000000 predicted=19.425394, expected=16.000000 predicted=12.856075, expected=20.000000 predicted=18.224437, expected=16.000000 predicted=17.073644, expected=28.000000 predicted=21.239296, expected=20.000000 predicted=23.087368, expected=16.000000 predicted=18.753713, expected=12.000000 predicted=17.643226, expected=16.000000 predicted=17.672505, expected=32.000000 predicted=22.851910, expected=28.000000 predicted=21.211547, expected=4.000000 predicted=15.371323, expected=12.000000 predicted=16.973179, expected=4.000000 predicted=13.670209, expected=8.000000 predicted=14.663329, expected=32.000000 predicted=18.205255, expected=4.000000 predicted=8.102426, expected=8.000000 predicted=11.616209, expected=20.000000 predicted=13.283301, expected=8.000000 predicted=11.689389, expected=12.000000 predicted=14.879786, expected=8.000000 predicted=9.076146, expected=8.000000 predicted=10.176606, expected=28.000000 predicted=16.653281, expected=4.000000 predicted=9.006950, expected=4.000000 predicted=10.326932, expected=12.000000 predicted=10.673840, expected=8.000000 predicted=9.820788, expected=12.000000 predicted=12.293282, expected=8.000000 predicted=7.489986, expected=4.000000 predicted=7.167833, expected=12.000000 predicted=9.981896, expected=20.000000 predicted=11.779341, expected=4.000000 predicted=8.598753, expected=16.000000 predicted=11.900819, expected=12.000000 predicted=10.529995, expected=8.000000 predicted=11.424457, expected=8.000000 predicted=11.189116, expected=16.000000 predicted=11.209058, expected=12.000000 predicted=11.801675, expected=8.000000 predicted=10.284402, expected=24.000000 predicted=14.427117, expected=4.000000 predicted=9.719350, expected=12.000000 predicted=13.381085, expected=8.000000 predicted=10.371770, expected=12.000000 predicted=11.444091, expected=4.000000 predicted=9.898833, expected=4.000000 predicted=6.813901, expected=16.000000 predicted=10.526463, expected=8.000000 predicted=7.978809, expected=20.000000 predicted=12.483824, expected=28.000000 predicted=14.773281, expected=4.000000 predicted=10.836294, expected=4.000000 predicted=12.625466, expected=8.000000 predicted=11.094863, expected=24.000000 predicted=16.480075, expected=12.000000 predicted=13.051478, expected=12.000000 predicted=10.818398, expected=28.000000 predicted=16.301343, expected=20.000000 predicted=16.668455, expected=4.000000 predicted=15.009451, expected=12.000000 predicted=14.610385, expected=40.000000 predicted=22.270518, expected=36.000000 predicted=24.503714, expected=12.000000 predicted=18.931447, expected=28.000000 predicted=23.033987, expected=12.000000 predicted=20.268589, expected=20.000000 predicted=25.314045, expected=16.000000 predicted=20.219968, expected=16.000000 predicted=16.982238, expected=28.000000 predicted=21.663580, expected=16.000000 predicted=16.793847, expected=12.000000 predicted=17.424877, expected=8.000000 predicted=14.728519, expected=8.000000 predicted=13.791015, expected=20.000000 predicted=16.720576, expected=32.000000 predicted=18.181765, expected=28.000000 predicted=18.734491, expected=20.000000 predicted=18.799376, expected=8.000000 predicted=17.012468, expected=8.000000 predicted=17.952487, expected=48.000000 predicted=28.705304, expected=20.000000 predicted=20.183429, expected=20.000000 predicted=21.309188, expected=24.000000 predicted=20.963415, expected=8.000000 predicted=18.431330, expected=16.000000 predicted=23.429923, expected=36.000000 predicted=22.937355, expected=24.000000 predicted=20.823633, expected=20.000000 predicted=21.456039, expected=4.000000 predicted=15.087254, expected=28.000000 predicted=23.049593, expected=24.000000 predicted=22.624518, expected=32.000000 predicted=23.827880, expected=20.000000 predicted=20.386370, expected=24.000000 predicted=21.842025, expected=16.000000 predicted=22.662906, expected=24.000000 predicted=23.865147, expected=28.000000 predicted=24.729856, expected=24.000000 predicted=22.500101, expected=12.000000 predicted=19.868685, expected=24.000000 predicted=21.997167, expected=16.000000 predicted=20.138265, expected=28.000000 predicted=23.617328, expected=12.000000 predicted=17.700160, expected=16.000000 predicted=17.930842, expected=16.000000 predicted=18.315068, expected=16.000000 predicted=17.076988, expected=4.000000 predicted=13.960310, expected=12.000000 predicted=12.968641, expected=20.000000 predicted=14.819489, expected=8.000000 predicted=11.619326, expected=44.000000 predicted=22.034857, expected=48.000000 predicted=24.406125, expected=24.000000 predicted=24.412270, expected=16.000000 predicted=25.115111, expected=4.000000 predicted=20.190969, expected=36.000000 predicted=31.675319, expected=32.000000 predicted=27.463407, expected=28.000000 predicted=23.993984, expected=12.000000 predicted=19.211385, expected=32.000000 predicted=25.105874, expected=36.000000 predicted=30.137567, expected=12.000000 predicted=23.038725, expected=12.000000 predicted=21.378631, expected=4.000000 predicted=15.550082, expected=20.000000 predicted=20.698756, expected=12.000000 predicted=15.587431, expected=8.000000 predicted=10.922554, expected=12.000000 predicted=11.505973, expected=36.000000 predicted=18.225291, expected=8.000000 predicted=13.590809, expected=16.000000 predicted=16.103868, expected=12.000000 predicted=14.131198, expected=12.000000 predicted=15.415722, expected=8.000000 predicted=14.998731, expected=28.000000 predicted=16.225400, expected=28.000000 predicted=18.144026, expected=24.000000 predicted=18.900863, expected=12.000000 predicted=17.092561, expected=28.000000 predicted=22.361742, expected=28.000000 predicted=24.830581, expected=8.000000 predicted=19.182759, expected=4.000000 predicted=16.101176, expected=4.000000 predicted=12.605044, expected=24.000000 predicted=18.162711, expected=28.000000 predicted=17.669173, expected=16.000000 predicted=13.411892, expected=36.000000 predicted=21.178962, expected=28.000000 predicted=21.834843, expected=16.000000 predicted=23.262147, expected=12.000000 predicted=21.521071, expected=12.000000 predicted=18.805857, expected=32.000000 predicted=25.073276, expected=32.000000 predicted=23.057266, expected=8.000000 predicted=16.259590, expected=32.000000 predicted=23.611343, expected=16.000000 predicted=19.671765, expected=52.000000 predicted=33.335860, expected=8.000000 predicted=20.602844, expected=24.000000 predicted=24.149754, expected=36.000000 predicted=29.140684, expected=8.000000 predicted=20.682217, expected=16.000000 predicted=24.741882, expected=12.000000 Test MSE: 125.331
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151])] predicted=96.447472, expected=96.000000 predicted=108.260009, expected=36.000000 predicted=76.551247, expected=200.000000 predicted=115.953449, expected=192.000000 predicted=116.771393, expected=92.000000 predicted=108.254157, expected=132.000000 predicted=132.851021, expected=224.000000 predicted=144.405424, expected=124.000000 predicted=151.722288, expected=52.000000 predicted=137.650803, expected=116.000000 predicted=126.968116, expected=96.000000 predicted=110.374170, expected=124.000000 predicted=128.734317, expected=56.000000 predicted=93.540750, expected=108.000000 predicted=94.007032, expected=16.000000 predicted=77.064877, expected=108.000000 predicted=88.101711, expected=84.000000 predicted=84.347661, expected=104.000000 predicted=77.573074, expected=48.000000 predicted=81.616095, expected=64.000000 predicted=66.535447, expected=32.000000 predicted=70.231643, expected=32.000000 predicted=55.743291, expected=20.000000 predicted=49.991117, expected=32.000000 predicted=35.769700, expected=56.000000 predicted=42.683160, expected=20.000000 predicted=29.088515, expected=12.000000 predicted=28.853432, expected=24.000000 predicted=27.347838, expected=4.000000 predicted=19.116828, expected=8.000000 predicted=21.383034, expected=56.000000 predicted=25.656997, expected=116.000000 predicted=43.782926, expected=64.000000 predicted=46.439000, expected=28.000000 predicted=46.403490, expected=36.000000 predicted=50.005756, expected=28.000000 predicted=46.165427, expected=12.000000 predicted=44.929667, expected=32.000000 predicted=36.112180, expected=44.000000 predicted=30.408623, expected=48.000000 predicted=34.734056, expected=28.000000 predicted=32.653593, expected=24.000000 predicted=30.160991, expected=36.000000 predicted=35.027721, expected=24.000000 predicted=31.288591, expected=24.000000 predicted=31.162198, expected=8.000000 predicted=22.309154, expected=24.000000 predicted=22.905153, expected=28.000000 predicted=24.585694, expected=48.000000 predicted=28.248225, expected=36.000000 predicted=29.585693, expected=52.000000 predicted=34.820129, expected=8.000000 predicted=28.927247, expected=24.000000 predicted=31.504467, expected=24.000000 predicted=31.607534, expected=36.000000 predicted=28.471435, expected=20.000000 predicted=28.858154, expected=4.000000 predicted=16.685855, expected=20.000000 predicted=22.093150, expected=16.000000 predicted=17.621124, expected=48.000000 predicted=27.780390, expected=12.000000 predicted=18.929169, expected=32.000000 predicted=23.393264, expected=20.000000 predicted=24.503213, expected=48.000000 predicted=29.210547, expected=4.000000 predicted=25.806890, expected=4.000000 predicted=17.667197, expected=28.000000 predicted=25.088453, expected=16.000000 predicted=15.485434, expected=24.000000 predicted=23.881119, expected=4.000000 predicted=12.379207, expected=88.000000 predicted=34.373976, expected=4.000000 predicted=22.181873, expected=8.000000 predicted=23.376138, expected=8.000000 predicted=24.808854, expected=4.000000 predicted=9.807566, expected=16.000000 predicted=25.526495, expected=44.000000 predicted=17.175543, expected=28.000000 predicted=17.969750, expected=12.000000 predicted=18.640129, expected=12.000000 predicted=19.033338, expected=16.000000 predicted=18.515979, expected=8.000000 predicted=18.614926, expected=48.000000 predicted=25.403735, expected=8.000000 predicted=14.651897, expected=24.000000 predicted=20.550410, expected=20.000000 predicted=21.744539, expected=24.000000 predicted=18.686096, expected=24.000000 predicted=27.172379, expected=28.000000 predicted=21.004878, expected=12.000000 predicted=20.773501, expected=36.000000 predicted=25.786911, expected=4.000000 predicted=18.306624, expected=20.000000 predicted=20.767007, expected=36.000000 predicted=25.548723, expected=12.000000 predicted=15.836503, expected=16.000000 predicted=23.056288, expected=8.000000 predicted=14.334586, expected=4.000000 predicted=12.959713, expected=12.000000 predicted=15.905448, expected=12.000000 predicted=9.963575, expected=20.000000 predicted=13.204267, expected=16.000000 predicted=12.536883, expected=24.000000 predicted=15.367288, expected=12.000000 predicted=15.299405, expected=12.000000 predicted=15.143337, expected=60.000000 predicted=29.113986, expected=32.000000 predicted=24.128045, expected=36.000000 predicted=31.547022, expected=20.000000 predicted=28.804314, expected=12.000000 predicted=23.377715, expected=60.000000 predicted=41.753687, expected=8.000000 predicted=23.025127, expected=108.000000 predicted=51.084537, expected=80.000000 predicted=50.739588, expected=44.000000 predicted=47.455304, expected=32.000000 predicted=59.302900, expected=32.000000 predicted=42.464005, expected=24.000000 predicted=50.392127, expected=8.000000 predicted=34.758136, expected=8.000000 predicted=23.493141, expected=80.000000 predicted=36.895574, expected=20.000000 predicted=25.162846, expected=112.000000 predicted=53.386046, expected=24.000000 predicted=39.629612, expected=24.000000 predicted=38.569149, expected=16.000000 predicted=48.343531, expected=64.000000 predicted=38.332710, expected=32.000000 predicted=47.656370, expected=16.000000 predicted=28.040272, expected=12.000000 predicted=27.668471, expected=8.000000 predicted=19.035943, expected=44.000000 predicted=32.537571, expected=24.000000 predicted=22.590345, expected=84.000000 predicted=38.304331, expected=52.000000 predicted=39.001251, expected=48.000000 predicted=41.931319, expected=24.000000 predicted=46.189533, expected=52.000000 predicted=44.191748, expected=16.000000 predicted=43.378668, expected=44.000000 predicted=40.126694, expected=64.000000 predicted=45.788970, expected=120.000000 predicted=58.693956, expected=44.000000 predicted=56.648559, expected=4.000000 predicted=43.184958, expected=20.000000 predicted=47.479112, expected=8.000000 predicted=33.393862, expected=56.000000 predicted=47.930178, expected=28.000000 predicted=28.475112, expected=36.000000 predicted=25.617094, expected=28.000000 predicted=30.920356, expected=20.000000 predicted=24.641235, expected=60.000000 predicted=42.900484, expected=24.000000 predicted=29.968798, expected=72.000000 predicted=44.821548, expected=20.000000 predicted=35.717579, expected=60.000000 predicted=42.331719, expected=44.000000 predicted=49.107802, expected=32.000000 predicted=36.803493, expected=16.000000 predicted=41.803690, expected=48.000000 predicted=35.774390, expected=20.000000 predicted=34.647830, expected=60.000000 predicted=40.156946, expected=44.000000 predicted=38.652576, expected=28.000000 predicted=32.413689, expected=12.000000 predicted=35.370089, expected=36.000000 predicted=31.324099, expected=4.000000 predicted=27.516643, expected=32.000000 predicted=27.682150, expected=40.000000 predicted=28.304959, expected=48.000000 predicted=28.437550, expected=24.000000 predicted=32.107914, expected=124.000000 predicted=53.948688, expected=36.000000 predicted=47.028713, expected=4.000000 predicted=40.771506, expected=24.000000 predicted=46.220332, expected=68.000000 predicted=40.730934, expected=36.000000 predicted=50.805175, expected=60.000000 predicted=43.443085, expected=24.000000 predicted=34.004291, expected=44.000000 predicted=39.693025, expected=20.000000 predicted=41.932005, expected=12.000000 predicted=27.922539, expected=32.000000 predicted=35.161558, expected=48.000000 predicted=29.959047, expected=56.000000 predicted=38.648783, expected=4.000000 predicted=26.125581, expected=32.000000 predicted=30.880997, expected=24.000000 predicted=30.731995, expected=8.000000 predicted=24.167994, expected=4.000000 predicted=23.520455, expected=20.000000 predicted=14.068613, expected=8.000000 predicted=14.710714, expected=40.000000 predicted=21.031647, expected=72.000000 predicted=31.194983, expected=56.000000 predicted=33.815477, expected=24.000000 predicted=36.497101, expected=16.000000 predicted=32.873233, expected=16.000000 predicted=32.648423, expected=28.000000 predicted=34.830832, expected=20.000000 predicted=27.413157, expected=12.000000 predicted=18.828689, expected=16.000000 predicted=18.163127, expected=40.000000 predicted=23.261865, expected=52.000000 predicted=30.817925, expected=32.000000 predicted=29.081296, expected=32.000000 predicted=31.329154, expected=76.000000 predicted=44.772032, expected=44.000000 predicted=43.513130, expected=116.000000 predicted=67.549498, expected=28.000000 predicted=51.489907, expected=24.000000 predicted=46.962542, expected=44.000000 predicted=58.698596, expected=8.000000 predicted=32.579853, expected=8.000000 predicted=40.050512, expected=16.000000 predicted=21.492912, expected=4.000000 predicted=13.205020, expected=28.000000 predicted=21.525967, expected=8.000000 predicted=11.235153, expected=8.000000 predicted=10.757493, expected=12.000000 predicted=13.885137, expected=64.000000 predicted=24.146033, expected=40.000000 predicted=28.671847, expected=28.000000 predicted=26.952187, expected=24.000000 predicted=29.994150, expected=32.000000 predicted=29.471850, expected=4.000000 predicted=29.316821, expected=4.000000 predicted=20.545293, expected=56.000000 predicted=29.295954, expected=12.000000 predicted=18.506774, expected=12.000000 predicted=21.041269, expected=16.000000 predicted=18.656838, expected=4.000000 predicted=11.094452, expected=12.000000 predicted=20.550514, expected=32.000000 predicted=16.832861, expected=32.000000 predicted=18.785090, expected=24.000000 predicted=21.258975, expected=24.000000 predicted=21.737994, expected=20.000000 predicted=22.193990, expected=8.000000 predicted=21.093679, expected=8.000000 predicted=18.453321, expected=36.000000 predicted=21.955435, expected=36.000000 predicted=23.208132, expected=8.000000 predicted=18.324362, expected=32.000000 predicted=23.829050, expected=28.000000 predicted=23.007137, expected=20.000000 predicted=24.939204, expected=20.000000 predicted=25.900565, expected=20.000000 predicted=19.512037, expected=40.000000 predicted=28.370362, expected=32.000000 predicted=27.427422, expected=12.000000 predicted=22.371019, expected=12.000000 predicted=22.085668, expected=24.000000 predicted=22.008421, expected=16.000000 predicted=21.466333, expected=40.000000 predicted=26.152973, expected=32.000000 predicted=23.715399, expected=12.000000 predicted=20.230293, expected=28.000000 predicted=27.096671, expected=20.000000 predicted=22.109696, expected=24.000000 predicted=25.708012, expected=56.000000 predicted=33.773854, expected=32.000000 predicted=27.228584, expected=24.000000 predicted=30.570966, expected=24.000000 predicted=29.950273, expected=264.000000 predicted=92.992882, expected=12.000000 predicted=59.813076, expected=4.000000 predicted=58.910030, expected=12.000000 predicted=63.126065, expected=68.000000 predicted=43.366189, expected=16.000000 predicted=71.972772, expected=104.000000 predicted=44.386152, expected=20.000000 predicted=35.092175, expected=52.000000 predicted=40.690797, expected=80.000000 predicted=66.057670, expected=96.000000 predicted=55.236265, expected=212.000000 predicted=113.093553, expected=124.000000 predicted=96.555187, expected=124.000000 predicted=114.584387, expected=320.000000 predicted=182.778250, expected=76.000000 predicted=139.021204, expected=108.000000 predicted=167.740810, expected=200.000000 predicted=166.023991, expected=168.000000 predicted=144.749555, expected=112.000000 predicted=176.826871, expected=80.000000 predicted=123.587645, expected=156.000000 predicted=134.356276, expected=120.000000 predicted=133.682339, expected=60.000000 predicted=112.845416, expected=112.000000 predicted=113.660309, expected=216.000000 predicted=126.499584, expected=80.000000 predicted=115.197934, expected=36.000000 predicted=108.937521, expected=60.000000 predicted=95.148150, expected=12.000000 predicted=64.625654, expected=52.000000 predicted=77.935909, expected=56.000000 predicted=50.951675, expected=52.000000 predicted=42.423301, expected=8.000000 predicted=40.671796, expected=4.000000 predicted=27.585890, expected=20.000000 predicted=29.435153, expected=20.000000 predicted=22.738063, expected=12.000000 predicted=19.987862, expected=20.000000 predicted=15.935292, expected=52.000000 predicted=23.862635, expected=36.000000 predicted=26.425483, expected=48.000000 predicted=35.119070, expected=60.000000 predicted=41.597538, expected=72.000000 predicted=48.673793, expected=8.000000 predicted=42.758307, expected=52.000000 predicted=49.087453, expected=144.000000 predicted=71.078362, expected=148.000000 predicted=82.608963, expected=12.000000 predicted=71.456412, expected=28.000000 predicted=70.172744, expected=20.000000 predicted=56.591066, expected=32.000000 predicted=52.788040, expected=88.000000 predicted=64.965273, expected=80.000000 predicted=44.754135, expected=52.000000 predicted=51.783249, expected=36.000000 predicted=52.557295, expected=12.000000 predicted=42.704722, expected=8.000000 predicted=41.005656, expected=12.000000 predicted=31.030498, expected=24.000000 predicted=23.347763, expected=48.000000 predicted=27.012373, expected=40.000000 predicted=25.575244, expected=64.000000 predicted=37.598332, expected=32.000000 predicted=35.639842, expected=8.000000 predicted=32.038694, expected=32.000000 predicted=38.769710, expected=36.000000 predicted=31.751616, expected=96.000000 predicted=51.904588, expected=8.000000 predicted=31.712642, expected=36.000000 predicted=38.492277, expected=24.000000 predicted=37.896074, expected=16.000000 predicted=27.216953, expected=4.000000 predicted=32.752963, expected=12.000000 predicted=14.500803, expected=52.000000 predicted=27.421760, expected=32.000000 predicted=22.805441, expected=36.000000 predicted=28.481926, expected=52.000000 predicted=35.222033, expected=12.000000 predicted=26.619141, expected=28.000000 predicted=36.930374, expected=76.000000 predicted=43.831524, expected=20.000000 predicted=30.845079, expected=100.000000 predicted=59.447139, expected=24.000000 predicted=39.283634, expected=32.000000 predicted=43.261476, expected=8.000000 predicted=44.268466, expected=4.000000 predicted=21.672673, expected=16.000000 predicted=32.425378, expected=36.000000 predicted=20.133037, expected=20.000000 predicted=19.696960, expected=12.000000 predicted=16.752235, expected=32.000000 predicted=21.917100, expected=16.000000 predicted=18.841387, expected=8.000000 predicted=19.989861, expected=20.000000 predicted=19.529876, expected=32.000000 predicted=19.388782, expected=20.000000 predicted=21.156224, expected=12.000000 predicted=18.503638, expected=40.000000 predicted=24.373150, expected=12.000000 predicted=19.187454, expected=8.000000 predicted=20.267205, expected=36.000000 predicted=24.625237, expected=12.000000 predicted=15.445133, expected=-8.000000 predicted=15.527564, expected=16.000000 predicted=14.859059, expected=12.000000 predicted=9.174656, expected=4.000000 predicted=11.401939, expected=140.000000 predicted=45.517002, expected=36.000000 predicted=27.777883, expected=16.000000 predicted=39.091086, expected=4.000000 predicted=37.288605, expected=12.000000 predicted=21.802834, expected=8.000000 predicted=36.608357, expected=16.000000 predicted=16.004515, expected=8.000000 predicted=10.833694, expected=12.000000 predicted=9.900749, expected=8.000000 predicted=10.539334, expected=8.000000 predicted=9.067224, expected=16.000000 predicted=12.342053, expected=12.000000 predicted=10.108256, expected=28.000000 predicted=16.075989, expected=24.000000 predicted=16.710457, expected=52.000000 predicted=26.647222, expected=24.000000 predicted=25.608116, expected=12.000000 predicted=23.700226, expected=76.000000 predicted=42.560033, expected=8.000000 predicted=24.883759, expected=4.000000 predicted=29.700207, expected=28.000000 predicted=28.310444, expected=20.000000 predicted=17.314665, expected=12.000000 predicted=26.587030, expected=4.000000 predicted=12.825481, expected=12.000000 Test MSE: 1244.699
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107])] predicted=62.575008, expected=112.000000 predicted=74.231594, expected=60.000000 predicted=60.855391, expected=108.000000 predicted=76.345242, expected=72.000000 predicted=63.452617, expected=44.000000 predicted=66.583939, expected=84.000000 predicted=90.698136, expected=76.000000 predicted=68.276930, expected=44.000000 predicted=71.323132, expected=48.000000 predicted=62.472228, expected=64.000000 predicted=56.208959, expected=36.000000 predicted=55.934034, expected=44.000000 predicted=56.043257, expected=88.000000 predicted=61.688758, expected=64.000000 predicted=55.308941, expected=60.000000 predicted=62.547259, expected=28.000000 predicted=44.289033, expected=64.000000 predicted=55.264169, expected=52.000000 predicted=62.358293, expected=60.000000 predicted=57.405624, expected=92.000000 predicted=70.742971, expected=44.000000 predicted=45.858246, expected=20.000000 predicted=48.974149, expected=72.000000 predicted=60.913326, expected=64.000000 predicted=56.468949, expected=28.000000 predicted=54.884580, expected=44.000000 predicted=48.015158, expected=44.000000 predicted=37.596595, expected=24.000000 predicted=43.782872, expected=52.000000 predicted=51.342548, expected=28.000000 predicted=31.392385, expected=84.000000 predicted=56.110697, expected=112.000000 predicted=70.608178, expected=52.000000 predicted=48.788518, expected=68.000000 predicted=68.277012, expected=108.000000 predicted=74.014173, expected=60.000000 predicted=71.972420, expected=48.000000 predicted=78.228973, expected=20.000000 predicted=47.711312, expected=88.000000 predicted=69.446374, expected=56.000000 predicted=69.090969, expected=12.000000 predicted=40.526410, expected=44.000000 predicted=49.089830, expected=12.000000 predicted=23.376183, expected=36.000000 predicted=48.590699, expected=64.000000 predicted=49.828482, expected=88.000000 predicted=47.214926, expected=28.000000 predicted=42.085348, expected=52.000000 predicted=43.527951, expected=32.000000 predicted=41.364713, expected=32.000000 predicted=44.809777, expected=44.000000 predicted=55.713535, expected=108.000000 predicted=59.940767, expected=48.000000 predicted=50.898341, expected=24.000000 predicted=40.717537, expected=32.000000 predicted=42.505955, expected=48.000000 predicted=43.938025, expected=48.000000 predicted=61.673527, expected=20.000000 predicted=35.322289, expected=76.000000 predicted=48.650636, expected=64.000000 predicted=47.608594, expected=40.000000 predicted=46.263339, expected=68.000000 predicted=59.502125, expected=36.000000 predicted=37.954361, expected=20.000000 predicted=47.246171, expected=28.000000 predicted=44.295933, expected=52.000000 predicted=41.197054, expected=36.000000 predicted=44.030861, expected=28.000000 predicted=33.706436, expected=56.000000 predicted=39.600774, expected=28.000000 predicted=31.336241, expected=36.000000 predicted=41.780690, expected=28.000000 predicted=34.259494, expected=24.000000 predicted=27.991480, expected=52.000000 predicted=45.965879, expected=32.000000 predicted=30.791936, expected=20.000000 predicted=30.179526, expected=52.000000 predicted=39.412357, expected=100.000000 predicted=54.871459, expected=84.000000 predicted=63.026500, expected=92.000000 predicted=68.190149, expected=72.000000 predicted=62.039993, expected=60.000000 predicted=65.952752, expected=44.000000 predicted=72.009034, expected=20.000000 predicted=53.387738, expected=60.000000 predicted=65.224657, expected=24.000000 predicted=43.626518, expected=68.000000 predicted=55.410011, expected=44.000000 predicted=44.751499, expected=52.000000 predicted=40.517531, expected=24.000000 predicted=44.510519, expected=16.000000 predicted=27.522979, expected=24.000000 predicted=40.360763, expected=28.000000 predicted=31.044589, expected=52.000000 predicted=42.147803, expected=72.000000 predicted=44.084340, expected=44.000000 predicted=36.246052, expected=32.000000 predicted=37.460490, expected=40.000000 predicted=40.186079, expected=28.000000 predicted=39.299388, expected=72.000000 predicted=59.835686, expected=64.000000 predicted=50.822588, expected=12.000000 predicted=31.396733, expected=32.000000 predicted=41.368820, expected=32.000000 predicted=32.841653, expected=16.000000 predicted=36.540051, expected=16.000000 predicted=34.209775, expected=88.000000 predicted=43.467423, expected=40.000000 predicted=35.152863, expected=40.000000 predicted=40.116286, expected=68.000000 predicted=48.116594, expected=60.000000 predicted=42.928152, expected=12.000000 predicted=49.187373, expected=20.000000 predicted=36.275218, expected=60.000000 predicted=45.368342, expected=60.000000 predicted=51.985420, expected=64.000000 predicted=56.019702, expected=16.000000 predicted=28.658826, expected=36.000000 predicted=36.339331, expected=40.000000 predicted=46.075523, expected=68.000000 predicted=53.570885, expected=128.000000 predicted=81.014985, expected=96.000000 predicted=62.936720, expected=52.000000 predicted=60.985428, expected=48.000000 predicted=61.297905, expected=28.000000 predicted=54.261358, expected=40.000000 predicted=69.564219, expected=8.000000 predicted=44.789389, expected=36.000000 predicted=38.620601, expected=56.000000 predicted=44.042610, expected=8.000000 predicted=21.345870, expected=40.000000 predicted=38.585304, expected=56.000000 predicted=34.083046, expected=16.000000 predicted=27.575127, expected=64.000000 predicted=53.424464, expected=68.000000 predicted=41.245454, expected=48.000000 predicted=45.463863, expected=24.000000 predicted=45.175687, expected=40.000000 predicted=36.160394, expected=24.000000 predicted=40.812536, expected=32.000000 predicted=42.722246, expected=144.000000 predicted=78.390379, expected=84.000000 predicted=55.952691, expected=72.000000 predicted=66.534490, expected=36.000000 predicted=52.768782, expected=52.000000 predicted=52.556541, expected=68.000000 predicted=87.146457, expected=40.000000 predicted=57.005845, expected=80.000000 predicted=69.311944, expected=116.000000 predicted=73.361450, expected=36.000000 predicted=52.949240, expected=48.000000 predicted=65.074150, expected=40.000000 predicted=49.412817, expected=32.000000 predicted=51.310280, expected=36.000000 predicted=61.977370, expected=32.000000 predicted=34.677538, expected=80.000000 predicted=55.397842, expected=12.000000 predicted=30.826066, expected=48.000000 predicted=42.409766, expected=60.000000 predicted=47.657515, expected=68.000000 predicted=48.044860, expected=140.000000 predicted=94.086586, expected=92.000000 predicted=63.942075, expected=28.000000 predicted=57.438228, expected=52.000000 predicted=67.722491, expected=24.000000 predicted=49.934947, expected=56.000000 predicted=76.642544, expected=8.000000 predicted=43.946575, expected=24.000000 predicted=28.547004, expected=68.000000 predicted=50.292401, expected=88.000000 predicted=50.078752, expected=24.000000 predicted=43.167115, expected=24.000000 predicted=31.838234, expected=4.000000 predicted=24.578395, expected=8.000000 predicted=31.297965, expected=48.000000 predicted=48.637224, expected=20.000000 predicted=20.007734, expected=36.000000 predicted=28.807278, expected=40.000000 predicted=26.506881, expected=16.000000 predicted=18.917058, expected=12.000000 predicted=29.249684, expected=24.000000 predicted=22.934509, expected=24.000000 predicted=25.598406, expected=52.000000 predicted=37.709088, expected=64.000000 predicted=38.215257, expected=56.000000 predicted=38.611087, expected=68.000000 predicted=50.675696, expected=28.000000 predicted=37.550162, expected=24.000000 predicted=42.473374, expected=16.000000 predicted=38.999316, expected=52.000000 predicted=45.017913, expected=44.000000 predicted=45.835915, expected=36.000000 predicted=33.619021, expected=4.000000 predicted=22.563798, expected=44.000000 predicted=31.907360, expected=28.000000 predicted=34.683909, expected=16.000000 predicted=27.782954, expected=32.000000 predicted=32.137929, expected=56.000000 predicted=30.433299, expected=16.000000 predicted=29.457466, expected=60.000000 predicted=42.612728, expected=24.000000 predicted=26.860642, expected=32.000000 predicted=33.599529, expected=32.000000 predicted=40.901357, expected=36.000000 predicted=28.432096, expected=60.000000 predicted=50.948422, expected=24.000000 predicted=29.100341, expected=72.000000 predicted=50.127276, expected=20.000000 predicted=32.666690, expected=44.000000 predicted=41.391716, expected=68.000000 predicted=57.348326, expected=28.000000 predicted=31.986054, expected=112.000000 predicted=78.602213, expected=48.000000 predicted=44.174663, expected=52.000000 predicted=54.543233, expected=8.000000 predicted=45.856603, expected=12.000000 predicted=27.986544, expected=32.000000 predicted=53.958475, expected=48.000000 predicted=38.289386, expected=36.000000 predicted=37.780920, expected=28.000000 predicted=24.968385, expected=68.000000 predicted=41.241962, expected=16.000000 predicted=29.276728, expected=20.000000 predicted=35.074718, expected=16.000000 predicted=28.081814, expected=24.000000 predicted=24.479345, expected=44.000000 predicted=42.777557, expected=40.000000 predicted=28.071894, expected=56.000000 predicted=38.022114, expected=40.000000 predicted=34.051063, expected=16.000000 predicted=28.388409, expected=48.000000 predicted=43.952518, expected=52.000000 predicted=42.646766, expected=52.000000 predicted=48.530615, expected=68.000000 predicted=52.848997, expected=28.000000 predicted=33.571998, expected=8.000000 predicted=34.592385, expected=20.000000 predicted=35.530970, expected=16.000000 predicted=28.839203, expected=80.000000 predicted=55.125518, expected=48.000000 predicted=36.493619, expected=28.000000 predicted=28.268217, expected=16.000000 predicted=28.595824, expected=24.000000 predicted=25.753041, expected=68.000000 predicted=57.130003, expected=4.000000 predicted=26.379458, expected=52.000000 predicted=38.864121, expected=12.000000 predicted=21.656084, expected=56.000000 predicted=37.393323, expected=24.000000 predicted=40.468356, expected=4.000000 predicted=14.171629, expected=12.000000 predicted=29.176740, expected=16.000000 predicted=15.230573, expected=32.000000 predicted=32.113986, expected=36.000000 predicted=26.061944, expected=28.000000 predicted=20.150890, expected=52.000000 predicted=33.020322, expected=20.000000 predicted=24.395887, expected=92.000000 predicted=55.084966, expected=60.000000 predicted=48.883818, expected=60.000000 predicted=49.878718, expected=16.000000 predicted=43.577415, expected=44.000000 predicted=39.900300, expected=28.000000 predicted=51.267645, expected=28.000000 predicted=39.056354, expected=40.000000 predicted=43.066579, expected=44.000000 predicted=31.837537, expected=20.000000 predicted=32.443189, expected=44.000000 predicted=36.330871, expected=16.000000 predicted=26.055448, expected=64.000000 predicted=45.241085, expected=12.000000 predicted=29.874722, expected=124.000000 predicted=62.509713, expected=84.000000 predicted=63.006512, expected=4.000000 predicted=31.130930, expected=60.000000 predicted=64.527582, expected=44.000000 predicted=38.327217, expected=32.000000 predicted=62.302635, expected=24.000000 predicted=47.690569, expected=40.000000 predicted=28.302759, expected=60.000000 predicted=50.498175, expected=12.000000 predicted=30.626758, expected=16.000000 predicted=28.357357, expected=12.000000 predicted=21.913387, expected=28.000000 predicted=28.130159, expected=12.000000 predicted=27.655355, expected=28.000000 predicted=19.781882, expected=144.000000 predicted=64.339714, expected=36.000000 predicted=34.228774, expected=40.000000 predicted=46.355312, expected=48.000000 predicted=44.941297, expected=44.000000 predicted=42.038169, expected=8.000000 predicted=59.876436, expected=28.000000 predicted=33.094878, expected=24.000000 predicted=29.990424, expected=20.000000 predicted=28.906470, expected=52.000000 predicted=39.467502, expected=12.000000 predicted=16.965850, expected=32.000000 predicted=29.942492, expected=20.000000 predicted=24.577784, expected=20.000000 predicted=21.674818, expected=36.000000 predicted=36.006725, expected=36.000000 predicted=25.229088, expected=48.000000 predicted=36.884014, expected=52.000000 predicted=37.604900, expected=12.000000 predicted=25.421542, expected=28.000000 predicted=34.235115, expected=88.000000 predicted=53.443782, expected=44.000000 predicted=43.786208, expected=24.000000 predicted=41.526236, expected=8.000000 predicted=24.112651, expected=16.000000 predicted=25.374574, expected=40.000000 predicted=46.422384, expected=60.000000 predicted=41.484024, expected=76.000000 predicted=46.369220, expected=12.000000 predicted=25.005164, expected=36.000000 predicted=35.714537, expected=80.000000 predicted=55.434222, expected=52.000000 predicted=51.304756, expected=28.000000 predicted=50.410118, expected=60.000000 predicted=43.810230, expected=56.000000 predicted=47.612671, expected=92.000000 predicted=73.344363, expected=16.000000 predicted=42.720009, expected=24.000000 predicted=37.584345, expected=32.000000 predicted=44.935202, expected=32.000000 predicted=38.478786, expected=16.000000 predicted=41.931434, expected=56.000000 predicted=34.441895, expected=20.000000 predicted=25.342757, expected=28.000000 predicted=30.677452, expected=16.000000 predicted=26.404642, expected=16.000000 predicted=19.322654, expected=4.000000 predicted=24.569642, expected=56.000000 predicted=31.029977, expected=44.000000 predicted=31.406919, expected=48.000000 predicted=33.368391, expected=48.000000 predicted=37.516950, expected=56.000000 predicted=38.054066, expected=20.000000 predicted=40.674935, expected=40.000000 predicted=42.582428, expected=44.000000 predicted=43.383362, expected=48.000000 predicted=43.923514, expected=4.000000 predicted=31.976063, expected=16.000000 predicted=23.902596, expected=40.000000 predicted=34.676285, expected=28.000000 predicted=30.190262, expected=32.000000 predicted=34.441162, expected=84.000000 predicted=42.571446, expected=28.000000 predicted=30.017278, expected=44.000000 predicted=44.473276, expected=20.000000 predicted=32.703955, expected=12.000000 predicted=26.589896, expected=16.000000 predicted=39.289695, expected=12.000000 predicted=18.897163, expected=32.000000 predicted=29.199351, expected=8.000000 predicted=14.884122, expected=72.000000 predicted=35.886186, expected=24.000000 predicted=24.216819, expected=56.000000 predicted=36.344694, expected=20.000000 predicted=32.294370, expected=16.000000 predicted=21.639521, expected=48.000000 predicted=48.813258, expected=96.000000 predicted=51.806427, expected=172.000000 predicted=95.231184, expected=72.000000 predicted=63.638123, expected=8.000000 predicted=45.944737, expected=4.000000 predicted=46.845606, expected=44.000000 predicted=59.891648, expected=52.000000 predicted=76.703361, expected=16.000000 predicted=36.538566, expected=36.000000 predicted=27.807210, expected=40.000000 predicted=28.022971, expected=36.000000 predicted=37.003433, expected=32.000000 predicted=38.765037, expected=16.000000 predicted=23.027992, expected=16.000000 predicted=26.688859, expected=44.000000 predicted=35.642189, expected=8.000000 predicted=21.629982, expected=32.000000 predicted=28.992056, expected=16.000000 predicted=19.407000, expected=48.000000 predicted=29.736249, expected=32.000000 predicted=33.889967, expected=16.000000 predicted=19.330423, expected=12.000000 predicted=24.461121, expected=44.000000 predicted=28.918152, expected=32.000000 predicted=33.396765, expected=60.000000 predicted=40.752249, expected=16.000000 predicted=24.377887, expected=28.000000 predicted=27.192915, expected=32.000000 predicted=36.340223, expected=8.000000 predicted=22.059391, expected=20.000000 predicted=32.505445, expected=60.000000 predicted=33.682173, expected=48.000000 predicted=34.899117, expected=40.000000 predicted=37.176336, expected=16.000000 predicted=24.391674, expected=48.000000 predicted=36.922852, expected=32.000000 predicted=40.962580, expected=40.000000 predicted=39.857873, expected=40.000000 predicted=38.990486, expected=60.000000 predicted=39.858683, expected=44.000000 predicted=45.065132, expected=20.000000 predicted=33.030772, expected=24.000000 predicted=35.197954, expected=24.000000 predicted=31.734288, expected=12.000000 predicted=30.186645, expected=4.000000 predicted=21.177336, expected=40.000000 predicted=25.625374, expected=16.000000 predicted=18.649014, expected=24.000000 predicted=22.431940, expected=16.000000 predicted=17.660426, expected=40.000000 predicted=23.154169, expected=16.000000 predicted=25.665710, expected=32.000000 predicted=24.882030, expected=28.000000 predicted=26.630636, expected=20.000000 predicted=21.175724, expected=36.000000 predicted=33.632533, expected=40.000000 predicted=28.803020, expected=48.000000 predicted=37.442926, expected=16.000000 predicted=27.193649, expected=16.000000 predicted=24.276374, expected=56.000000 predicted=40.834564, expected=20.000000 predicted=28.798666, expected=12.000000 predicted=28.605719, expected=12.000000 predicted=19.115443, expected=28.000000 predicted=21.549832, expected=24.000000 Test MSE: 722.548
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221])] predicted=69.402599, expected=100.000000 predicted=87.728109, expected=68.000000 predicted=77.666098, expected=104.000000 predicted=79.540669, expected=84.000000 predicted=81.614465, expected=128.000000 predicted=102.510090, expected=68.000000 predicted=86.995444, expected=76.000000 predicted=83.689003, expected=56.000000 predicted=79.004427, expected=72.000000 predicted=79.190099, expected=88.000000 predicted=87.077678, expected=152.000000 predicted=100.322379, expected=128.000000 predicted=102.558302, expected=28.000000 predicted=70.960787, expected=52.000000 predicted=74.813548, expected=12.000000 predicted=60.436325, expected=48.000000 predicted=73.865656, expected=96.000000 predicted=75.546092, expected=108.000000 predicted=68.428974, expected=52.000000 predicted=58.842427, expected=72.000000 predicted=59.823589, expected=44.000000 predicted=60.121177, expected=68.000000 predicted=75.007815, expected=40.000000 predicted=62.351013, expected=120.000000 predicted=77.832552, expected=176.000000 predicted=107.614840, expected=116.000000 predicted=96.891171, expected=88.000000 predicted=94.095326, expected=60.000000 predicted=81.216379, expected=48.000000 predicted=89.737292, expected=48.000000 predicted=88.078377, expected=104.000000 predicted=88.518256, expected=112.000000 predicted=87.952922, expected=24.000000 predicted=55.936821, expected=76.000000 predicted=66.535479, expected=60.000000 predicted=64.027806, expected=64.000000 predicted=76.257189, expected=88.000000 predicted=78.885615, expected=60.000000 predicted=57.721392, expected=108.000000 predicted=84.084617, expected=72.000000 predicted=72.583774, expected=16.000000 predicted=55.408803, expected=16.000000 predicted=49.827611, expected=52.000000 predicted=53.301035, expected=84.000000 predicted=71.319911, expected=96.000000 predicted=69.003046, expected=120.000000 predicted=73.137048, expected=76.000000 predicted=67.993938, expected=180.000000 predicted=115.744249, expected=108.000000 predicted=107.689101, expected=72.000000 predicted=99.940775, expected=104.000000 predicted=106.228942, expected=188.000000 predicted=133.582613, expected=60.000000 predicted=113.326648, expected=60.000000 predicted=90.491072, expected=176.000000 predicted=118.969046, expected=44.000000 predicted=91.420448, expected=60.000000 predicted=101.884697, expected=16.000000 predicted=51.377821, expected=96.000000 predicted=78.691445, expected=84.000000 predicted=90.533324, expected=36.000000 predicted=51.711864, expected=72.000000 predicted=62.461030, expected=112.000000 predicted=73.434581, expected=52.000000 predicted=72.885246, expected=84.000000 predicted=77.647014, expected=92.000000 predicted=73.585999, expected=108.000000 predicted=91.247852, expected=76.000000 predicted=87.459202, expected=20.000000 predicted=57.385090, expected=96.000000 predicted=82.781783, expected=48.000000 predicted=68.093287, expected=44.000000 predicted=65.924012, expected=36.000000 predicted=50.043035, expected=192.000000 predicted=95.752724, expected=88.000000 predicted=87.027380, expected=92.000000 predicted=84.865972, expected=4.000000 predicted=54.296888, expected=32.000000 predicted=58.765227, expected=20.000000 predicted=70.173058, expected=44.000000 predicted=50.038940, expected=92.000000 predicted=63.010943, expected=28.000000 predicted=31.998983, expected=72.000000 predicted=52.489840, expected=28.000000 predicted=39.104935, expected=20.000000 predicted=40.455728, expected=20.000000 predicted=41.664155, expected=40.000000 predicted=34.728468, expected=92.000000 predicted=59.482814, expected=100.000000 predicted=60.928546, expected=112.000000 predicted=72.615297, expected=32.000000 predicted=53.253248, expected=48.000000 predicted=61.069926, expected=104.000000 predicted=86.571086, expected=156.000000 predicted=109.448539, expected=176.000000 predicted=124.895294, expected=72.000000 predicted=85.467414, expected=28.000000 predicted=73.955858, expected=32.000000 predicted=78.331676, expected=20.000000 predicted=73.388843, expected=56.000000 predicted=74.192734, expected=76.000000 predicted=57.474467, expected=24.000000 predicted=34.861379, expected=12.000000 predicted=29.255732, expected=12.000000 predicted=25.268670, expected=32.000000 predicted=36.674502, expected=20.000000 predicted=32.063066, expected=44.000000 predicted=29.099619, expected=44.000000 predicted=29.750101, expected=64.000000 predicted=40.863989, expected=80.000000 predicted=54.114232, expected=16.000000 predicted=34.978024, expected=40.000000 predicted=44.846532, expected=52.000000 predicted=48.558780, expected=4.000000 predicted=35.739305, expected=52.000000 predicted=47.228664, expected=60.000000 predicted=40.335255, expected=148.000000 predicted=81.145546, expected=44.000000 predicted=55.932144, expected=36.000000 predicted=46.087003, expected=36.000000 predicted=52.727432, expected=60.000000 predicted=62.982619, expected=76.000000 predicted=77.998300, expected=72.000000 predicted=57.894928, expected=72.000000 predicted=59.586009, expected=96.000000 predicted=72.031583, expected=96.000000 predicted=81.428190, expected=76.000000 predicted=79.699585, expected=112.000000 predicted=91.714648, expected=136.000000 predicted=105.236150, expected=104.000000 predicted=103.625257, expected=36.000000 predicted=78.653478, expected=24.000000 predicted=64.754835, expected=40.000000 predicted=69.324720, expected=40.000000 predicted=65.197016, expected=68.000000 predicted=61.845057, expected=68.000000 predicted=50.809748, expected=112.000000 predicted=69.352602, expected=52.000000 predicted=58.193957, expected=40.000000 predicted=54.530742, expected=76.000000 predicted=69.798991, expected=44.000000 predicted=60.526871, expected=48.000000 predicted=63.753174, expected=64.000000 predicted=55.756450, expected=160.000000 predicted=92.135338, expected=88.000000 predicted=82.880029, expected=112.000000 predicted=88.760963, expected=60.000000 predicted=75.892238, expected=40.000000 predicted=72.325398, expected=40.000000 predicted=79.207772, expected=120.000000 predicted=89.294702, expected=16.000000 predicted=58.358599, expected=56.000000 predicted=55.645128, expected=64.000000 predicted=55.207827, expected=12.000000 predicted=40.573277, expected=36.000000 predicted=53.917919, expected=68.000000 predicted=45.158942, expected=96.000000 predicted=66.838098, expected=24.000000 predicted=45.524358, expected=92.000000 predicted=58.943035, expected=52.000000 predicted=55.803249, expected=16.000000 predicted=48.716604, expected=96.000000 predicted=73.783354, expected=80.000000 predicted=61.364798, expected=36.000000 predicted=59.975412, expected=104.000000 predicted=72.029353, expected=64.000000 predicted=59.580531, expected=12.000000 predicted=56.108452, expected=40.000000 predicted=53.249903, expected=32.000000 predicted=41.485807, expected=44.000000 predicted=54.741728, expected=72.000000 predicted=53.507909, expected=64.000000 predicted=45.873818, expected=96.000000 predicted=66.213150, expected=36.000000 predicted=49.040040, expected=132.000000 predicted=85.139668, expected=64.000000 predicted=73.559852, expected=36.000000 predicted=62.561159, expected=36.000000 predicted=60.439820, expected=64.000000 predicted=58.181718, expected=20.000000 predicted=57.678659, expected=172.000000 predicted=92.074005, expected=48.000000 predicted=57.649490, expected=20.000000 predicted=48.466759, expected=68.000000 predicted=62.679633, expected=72.000000 predicted=61.665070, expected=20.000000 predicted=69.532309, expected=68.000000 predicted=53.375094, expected=136.000000 predicted=75.736053, expected=68.000000 predicted=72.241715, expected=88.000000 predicted=79.444727, expected=76.000000 predicted=67.827474, expected=64.000000 predicted=76.293226, expected=88.000000 predicted=92.981716, expected=60.000000 predicted=69.632164, expected=112.000000 predicted=89.985857, expected=48.000000 predicted=68.424952, expected=48.000000 predicted=63.988303, expected=12.000000 predicted=50.988267, expected=24.000000 predicted=43.946288, expected=64.000000 predicted=61.221494, expected=52.000000 predicted=45.424784, expected=56.000000 predicted=47.544708, expected=20.000000 predicted=30.130391, expected=36.000000 predicted=37.589570, expected=40.000000 predicted=45.106790, expected=20.000000 predicted=34.942205, expected=16.000000 predicted=30.295776, expected=56.000000 predicted=35.356619, expected=136.000000 predicted=70.644491, expected=16.000000 predicted=40.686224, expected=48.000000 predicted=45.485820, expected=52.000000 predicted=46.619948, expected=88.000000 predicted=70.073688, expected=36.000000 predicted=65.953930, expected=68.000000 predicted=51.198503, expected=96.000000 predicted=69.845951, expected=56.000000 predicted=62.456254, expected=76.000000 predicted=74.106549, expected=76.000000 predicted=65.578547, expected=48.000000 predicted=64.415795, expected=32.000000 predicted=59.746904, expected=48.000000 predicted=52.994329, expected=56.000000 predicted=57.887553, expected=80.000000 predicted=65.106544, expected=12.000000 predicted=38.423636, expected=16.000000 predicted=33.162113, expected=56.000000 predicted=46.368563, expected=20.000000 predicted=36.832714, expected=48.000000 predicted=46.419451, expected=40.000000 predicted=31.232045, expected=56.000000 predicted=40.771049, expected=72.000000 predicted=55.465138, expected=28.000000 predicted=37.629298, expected=40.000000 predicted=45.473753, expected=32.000000 predicted=40.069104, expected=84.000000 predicted=60.074292, expected=12.000000 predicted=40.438698, expected=40.000000 predicted=38.251774, expected=20.000000 predicted=32.839115, expected=88.000000 predicted=54.078279, expected=24.000000 predicted=45.104654, expected=52.000000 predicted=39.412936, expected=24.000000 predicted=36.597512, expected=20.000000 predicted=30.860070, expected=84.000000 predicted=61.299334, expected=16.000000 predicted=30.734567, expected=48.000000 predicted=44.036402, expected=40.000000 predicted=36.611134, expected=92.000000 predicted=56.408142, expected=36.000000 predicted=53.250686, expected=16.000000 predicted=32.485463, expected=40.000000 predicted=43.216355, expected=52.000000 predicted=46.019809, expected=120.000000 predicted=77.986044, expected=80.000000 predicted=61.662145, expected=112.000000 predicted=74.816617, expected=40.000000 predicted=62.237105, expected=44.000000 predicted=63.877831, expected=64.000000 predicted=77.417523, expected=112.000000 predicted=84.497041, expected=36.000000 predicted=66.695121, expected=96.000000 predicted=69.462277, expected=40.000000 predicted=56.781808, expected=60.000000 predicted=65.087277, expected=44.000000 predicted=65.144220, expected=100.000000 predicted=67.700101, expected=12.000000 predicted=53.237702, expected=92.000000 predicted=62.743534, expected=120.000000 predicted=81.693256, expected=28.000000 predicted=55.751475, expected=52.000000 predicted=67.668540, expected=32.000000 predicted=43.773849, expected=24.000000 predicted=53.240468, expected=92.000000 predicted=72.957165, expected=72.000000 predicted=53.254904, expected=8.000000 predicted=39.375668, expected=80.000000 predicted=54.566334, expected=48.000000 predicted=48.414951, expected=64.000000 predicted=65.676257, expected=20.000000 predicted=45.136382, expected=108.000000 predicted=60.169726, expected=56.000000 predicted=64.119586, expected=156.000000 predicted=90.534249, expected=32.000000 predicted=65.101180, expected=100.000000 predicted=74.333243, expected=44.000000 predicted=78.051945, expected=88.000000 predicted=76.087134, expected=44.000000 predicted=81.205543, expected=136.000000 predicted=80.631009, expected=204.000000 predicted=127.580619, expected=80.000000 predicted=91.260130, expected=52.000000 predicted=88.226964, expected=24.000000 predicted=67.263083, expected=24.000000 predicted=75.744755, expected=52.000000 predicted=83.876075, expected=64.000000 predicted=56.847846, expected=152.000000 predicted=81.925548, expected=96.000000 predicted=72.369884, expected=108.000000 predicted=81.527807, expected=60.000000 predicted=77.745768, expected=40.000000 predicted=70.857056, expected=152.000000 predicted=118.052534, expected=92.000000 predicted=94.361750, expected=184.000000 predicted=124.407177, expected=24.000000 predicted=76.130959, expected=56.000000 predicted=72.905373, expected=20.000000 predicted=80.168629, expected=8.000000 predicted=52.749138, expected=40.000000 predicted=66.966065, expected=80.000000 predicted=46.192259, expected=56.000000 predicted=49.820694, expected=64.000000 predicted=46.160997, expected=96.000000 predicted=60.001609, expected=116.000000 predicted=81.352812, expected=84.000000 predicted=84.259690, expected=56.000000 predicted=70.265006, expected=64.000000 predicted=72.772105, expected=32.000000 predicted=66.791097, expected=8.000000 predicted=53.529017, expected=96.000000 predicted=67.508255, expected=80.000000 predicted=63.800788, expected=48.000000 predicted=55.521470, expected=44.000000 predicted=46.598680, expected=88.000000 predicted=59.115624, expected=48.000000 predicted=67.555188, expected=56.000000 predicted=61.549833, expected=108.000000 predicted=72.812036, expected=176.000000 predicted=103.596088, expected=104.000000 predicted=101.101521, expected=20.000000 predicted=65.024021, expected=88.000000 predicted=83.389710, expected=40.000000 predicted=79.629418, expected=32.000000 predicted=77.606295, expected=96.000000 predicted=75.781962, expected=216.000000 predicted=106.670019, expected=56.000000 predicted=85.642251, expected=88.000000 predicted=80.696338, expected=60.000000 predicted=75.495696, expected=60.000000 predicted=84.303784, expected=76.000000 predicted=105.761973, expected=12.000000 predicted=47.318469, expected=4.000000 predicted=42.297370, expected=220.000000 predicted=103.247646, expected=20.000000 predicted=59.717732, expected=36.000000 predicted=57.580051, expected=36.000000 predicted=44.283901, expected=88.000000 predicted=59.638345, expected=56.000000 predicted=92.291174, expected=24.000000 predicted=36.288711, expected=68.000000 predicted=52.561064, expected=48.000000 predicted=49.763916, expected=64.000000 predicted=62.738407, expected=88.000000 predicted=65.216802, expected=140.000000 predicted=81.845624, expected=84.000000 predicted=83.013578, expected=24.000000 predicted=60.089905, expected=76.000000 predicted=75.048406, expected=16.000000 predicted=59.922545, expected=16.000000 predicted=57.922380, expected=80.000000 predicted=60.148194, expected=92.000000 predicted=56.923354, expected=92.000000 predicted=72.371239, expected=48.000000 predicted=51.532200, expected=108.000000 predicted=72.630358, expected=60.000000 predicted=76.076445, expected=36.000000 predicted=65.989324, expected=72.000000 predicted=72.252440, expected=140.000000 predicted=87.041826, expected=68.000000 predicted=83.304799, expected=76.000000 predicted=74.172089, expected=40.000000 predicted=60.317332, expected=24.000000 predicted=57.426813, expected=52.000000 predicted=71.607181, expected=48.000000 predicted=52.143234, expected=80.000000 predicted=62.390055, expected=68.000000 predicted=55.401135, expected=16.000000 predicted=37.951506, expected=52.000000 predicted=51.423079, expected=24.000000 predicted=41.935463, expected=28.000000 predicted=44.285343, expected=56.000000 predicted=47.713528, expected=80.000000 predicted=47.831061, expected=72.000000 predicted=57.864949, expected=56.000000 predicted=50.657759, expected=128.000000 predicted=77.750688, expected=40.000000 predicted=64.092553, expected=84.000000 predicted=77.761922, expected=96.000000 predicted=82.709315, expected=76.000000 predicted=75.532317, expected=72.000000 predicted=86.802009, expected=80.000000 predicted=71.094812, expected=36.000000 predicted=66.362050, expected=20.000000 predicted=56.560957, expected=12.000000 predicted=42.702841, expected=64.000000 predicted=52.507761, expected=56.000000 predicted=52.508673, expected=88.000000 predicted=55.140554, expected=80.000000 predicted=56.972049, expected=56.000000 predicted=52.887823, expected=40.000000 predicted=58.318360, expected=80.000000 predicted=67.009756, expected=32.000000 predicted=59.053978, expected=28.000000 predicted=49.831768, expected=56.000000 predicted=50.723143, expected=12.000000 predicted=33.923309, expected=28.000000 predicted=41.306498, expected=36.000000 predicted=32.666703, expected=76.000000 predicted=45.743133, expected=92.000000 predicted=62.058411, expected=116.000000 predicted=68.482819, expected=20.000000 predicted=49.547632, expected=56.000000 predicted=58.001205, expected=28.000000 Test MSE: 1690.957
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518])] predicted=262.328788, expected=212.000000 predicted=224.174193, expected=248.000000 predicted=278.075134, expected=228.000000 predicted=248.421648, expected=260.000000 predicted=219.816090, expected=160.000000 predicted=198.761577, expected=188.000000 predicted=203.424774, expected=220.000000 predicted=226.904329, expected=152.000000 predicted=179.445101, expected=276.000000 predicted=258.274577, expected=256.000000 predicted=212.221190, expected=244.000000 predicted=219.626436, expected=272.000000 predicted=255.655507, expected=188.000000 predicted=185.327850, expected=248.000000 predicted=257.624327, expected=144.000000 predicted=196.918149, expected=184.000000 predicted=206.813314, expected=224.000000 predicted=235.145871, expected=136.000000 predicted=157.372781, expected=228.000000 predicted=229.994963, expected=256.000000 predicted=204.719058, expected=152.000000 predicted=168.637053, expected=120.000000 predicted=177.019046, expected=172.000000 predicted=161.972308, expected=420.000000 predicted=302.515582, expected=292.000000 predicted=258.538119, expected=236.000000 predicted=221.373319, expected=172.000000 predicted=188.500112, expected=236.000000 predicted=214.205532, expected=180.000000 predicted=264.128691, expected=208.000000 predicted=233.802338, expected=304.000000 predicted=264.549564, expected=312.000000 predicted=244.236818, expected=220.000000 predicted=233.885699, expected=192.000000 predicted=208.862869, expected=140.000000 predicted=182.867304, expected=128.000000 predicted=197.335354, expected=88.000000 predicted=174.834139, expected=236.000000 predicted=210.145932, expected=184.000000 predicted=174.550573, expected=244.000000 predicted=194.533115, expected=220.000000 predicted=190.520821, expected=188.000000 predicted=157.188404, expected=164.000000 predicted=200.259380, expected=236.000000 predicted=210.571990, expected=284.000000 predicted=251.452339, expected=308.000000 predicted=260.769941, expected=200.000000 predicted=208.966859, expected=212.000000 predicted=209.420202, expected=268.000000 predicted=253.369256, expected=120.000000 predicted=188.705796, expected=172.000000 predicted=228.337283, expected=228.000000 predicted=211.585117, expected=188.000000 predicted=186.558053, expected=236.000000 predicted=241.916999, expected=160.000000 predicted=155.798769, expected=244.000000 predicted=211.996339, expected=176.000000 predicted=198.449661, expected=192.000000 predicted=190.330057, expected=276.000000 predicted=251.178969, expected=156.000000 predicted=162.647921, expected=176.000000 predicted=208.330669, expected=244.000000 predicted=215.200749, expected=280.000000 predicted=228.785099, expected=140.000000 predicted=200.566438, expected=196.000000 predicted=193.378311, expected=296.000000 predicted=238.778301, expected=240.000000 predicted=227.643537, expected=12.000000 predicted=146.167706, expected=32.000000 predicted=108.126786, expected=136.000000 predicted=149.124186, expected=464.000000 predicted=326.209088, expected=412.000000 predicted=299.431898, expected=428.000000 predicted=269.345805, expected=328.000000 predicted=254.219221, expected=124.000000 predicted=173.528787, expected=364.000000 predicted=397.421630, expected=224.000000 predicted=287.602861, expected=232.000000 predicted=296.364648, expected=248.000000 predicted=283.506214, expected=288.000000 predicted=222.098456, expected=260.000000 predicted=290.796066, expected=140.000000 predicted=190.438608, expected=204.000000 predicted=223.665562, expected=200.000000 predicted=214.993037, expected=152.000000 predicted=198.596886, expected=220.000000 predicted=228.573594, expected=292.000000 predicted=221.703809, expected=264.000000 predicted=231.325585, expected=220.000000 predicted=220.592004, expected=316.000000 predicted=255.501049, expected=172.000000 predicted=201.159826, expected=260.000000 predicted=269.401626, expected=180.000000 predicted=220.031940, expected=232.000000 predicted=222.584297, expected=152.000000 predicted=218.723453, expected=212.000000 predicted=195.297153, expected=172.000000 predicted=204.905494, expected=92.000000 predicted=135.714301, expected=112.000000 predicted=163.425148, expected=32.000000 predicted=87.813026, expected=112.000000 predicted=138.912947, expected=300.000000 predicted=216.446023, expected=256.000000 predicted=172.542738, expected=232.000000 predicted=189.804580, expected=224.000000 predicted=172.281800, expected=204.000000 predicted=180.699526, expected=200.000000 predicted=236.131226, expected=260.000000 predicted=249.378868, expected=232.000000 predicted=227.193148, expected=256.000000 predicted=240.602188, expected=252.000000 predicted=235.867768, expected=196.000000 predicted=205.881175, expected=480.000000 predicted=365.286151, expected=468.000000 predicted=352.665232, expected=264.000000 predicted=278.072752, expected=296.000000 predicted=313.057446, expected=300.000000 predicted=277.134691, expected=280.000000 predicted=343.208363, expected=312.000000 predicted=358.800129, expected=356.000000 predicted=314.575428, expected=212.000000 predicted=255.566564, expected=292.000000 predicted=300.318937, expected=244.000000 predicted=262.839942, expected=164.000000 predicted=226.998784, expected=164.000000 predicted=242.656993, expected=200.000000 predicted=202.666008, expected=328.000000 predicted=285.649957, expected=324.000000 predicted=274.515008, expected=284.000000 predicted=243.562801, expected=288.000000 predicted=255.380488, expected=328.000000 predicted=282.429093, expected=160.000000 predicted=237.416712, expected=168.000000 predicted=240.840762, expected=356.000000 predicted=309.978449, expected=452.000000 predicted=348.284672, expected=176.000000 predicted=243.568781, expected=252.000000 predicted=250.500018, expected=312.000000 predicted=264.776577, expected=212.000000 predicted=256.502107, expected=140.000000 predicted=267.303011, expected=172.000000 predicted=188.579461, expected=428.000000 predicted=323.414885, expected=220.000000 predicted=237.781243, expected=172.000000 predicted=210.219619, expected=260.000000 predicted=235.728562, expected=96.000000 predicted=136.035005, expected=164.000000 predicted=256.558606, expected=340.000000 predicted=269.735090, expected=300.000000 predicted=226.417146, expected=240.000000 predicted=251.328543, expected=244.000000 predicted=212.057894, expected=248.000000 predicted=223.924476, expected=208.000000 predicted=255.511110, expected=192.000000 predicted=236.119397, expected=204.000000 predicted=219.041977, expected=392.000000 predicted=307.902761, expected=196.000000 predicted=213.492845, expected=160.000000 predicted=203.123993, expected=252.000000 predicted=240.272785, expected=304.000000 predicted=245.028310, expected=432.000000 predicted=376.371105, expected=380.000000 predicted=303.691458, expected=524.000000 predicted=382.356286, expected=320.000000 predicted=317.218320, expected=244.000000 predicted=302.778326, expected=168.000000 predicted=298.091248, expected=104.000000 predicted=219.307843, expected=264.000000 predicted=332.441783, expected=216.000000 predicted=232.580418, expected=240.000000 predicted=231.647803, expected=232.000000 predicted=214.061453, expected=232.000000 predicted=191.283876, expected=128.000000 predicted=190.387786, expected=76.000000 predicted=147.147328, expected=156.000000 predicted=183.897894, expected=252.000000 predicted=216.232275, expected=256.000000 predicted=223.380513, expected=224.000000 predicted=192.008600, expected=164.000000 predicted=153.619601, expected=184.000000 predicted=184.570901, expected=100.000000 predicted=163.407735, expected=232.000000 predicted=227.135818, expected=260.000000 predicted=226.507662, expected=300.000000 predicted=233.588936, expected=236.000000 predicted=223.152702, expected=216.000000 predicted=191.522849, expected=288.000000 predicted=265.931218, expected=164.000000 predicted=205.155626, expected=232.000000 predicted=256.103206, expected=292.000000 predicted=261.293660, expected=264.000000 predicted=237.090762, expected=240.000000 predicted=259.817998, expected=484.000000 predicted=345.212735, expected=424.000000 predicted=333.736299, expected=228.000000 predicted=275.943885, expected=268.000000 predicted=301.813930, expected=344.000000 predicted=304.421241, expected=472.000000 predicted=433.044334, expected=316.000000 predicted=348.826671, expected=280.000000 predicted=289.770874, expected=272.000000 predicted=293.760088, expected=204.000000 predicted=263.261882, expected=264.000000 predicted=329.457906, expected=296.000000 predicted=290.356546, expected=460.000000 predicted=362.085087, expected=264.000000 predicted=270.751262, expected=148.000000 predicted=209.696216, expected=248.000000 predicted=274.244071, expected=288.000000 predicted=272.913495, expected=184.000000 predicted=270.993082, expected=372.000000 predicted=319.915135, expected=440.000000 predicted=310.056764, expected=264.000000 predicted=261.919666, expected=196.000000 predicted=266.975697, expected=232.000000 predicted=238.410052, expected=108.000000 predicted=209.678111, expected=112.000000 predicted=233.087999, expected=208.000000 predicted=217.333748, expected=276.000000 predicted=218.526629, expected=172.000000 predicted=189.259900, expected=228.000000 predicted=195.257096, expected=124.000000 predicted=137.099199, expected=80.000000 predicted=140.587729, expected=120.000000 predicted=178.598862, expected=184.000000 predicted=162.674956, expected=156.000000 predicted=167.952448, expected=88.000000 predicted=111.689251, expected=132.000000 predicted=122.768674, expected=144.000000 predicted=130.378123, expected=104.000000 predicted=129.051483, expected=132.000000 predicted=141.199113, expected=184.000000 predicted=142.031091, expected=264.000000 predicted=195.543460, expected=148.000000 predicted=148.698087, expected=128.000000 predicted=139.398832, expected=152.000000 predicted=154.887781, expected=196.000000 predicted=179.049676, expected=184.000000 predicted=200.656208, expected=176.000000 predicted=167.332607, expected=244.000000 predicted=198.198167, expected=224.000000 predicted=192.415358, expected=200.000000 predicted=200.903406, expected=136.000000 predicted=169.168184, expected=180.000000 predicted=183.765371, expected=168.000000 predicted=190.078437, expected=144.000000 predicted=170.572786, expected=216.000000 predicted=203.910755, expected=180.000000 predicted=160.492866, expected=192.000000 predicted=186.284909, expected=80.000000 predicted=128.961594, expected=168.000000 predicted=163.198234, expected=180.000000 predicted=181.549477, expected=240.000000 predicted=198.836371, expected=192.000000 predicted=189.800099, expected=144.000000 predicted=136.195526, expected=88.000000 predicted=136.288107, expected=76.000000 predicted=123.485032, expected=216.000000 predicted=204.158864, expected=172.000000 predicted=159.918273, expected=132.000000 predicted=139.037571, expected=152.000000 predicted=140.945122, expected=84.000000 predicted=91.858575, expected=76.000000 predicted=131.260757, expected=60.000000 predicted=104.629296, expected=160.000000 predicted=135.243144, expected=96.000000 predicted=107.202166, expected=76.000000 predicted=84.916080, expected=104.000000 predicted=99.963097, expected=136.000000 predicted=101.119820, expected=96.000000 predicted=114.176449, expected=152.000000 predicted=129.039193, expected=216.000000 predicted=153.424510, expected=220.000000 predicted=165.454336, expected=120.000000 predicted=137.426925, expected=92.000000 predicted=116.854626, expected=136.000000 predicted=145.983834, expected=104.000000 predicted=136.756339, expected=76.000000 predicted=127.517725, expected=148.000000 predicted=134.343684, expected=112.000000 predicted=99.848648, expected=136.000000 predicted=131.571060, expected=124.000000 predicted=118.983878, expected=60.000000 predicted=75.427622, expected=68.000000 predicted=104.249283, expected=112.000000 predicted=106.947958, expected=100.000000 predicted=102.948613, expected=68.000000 predicted=89.471285, expected=104.000000 predicted=90.735897, expected=136.000000 predicted=103.997466, expected=168.000000 predicted=134.838327, expected=124.000000 predicted=115.870381, expected=124.000000 predicted=111.979436, expected=164.000000 predicted=141.618069, expected=200.000000 predicted=164.889996, expected=116.000000 predicted=136.859895, expected=140.000000 predicted=143.606869, expected=100.000000 predicted=117.024323, expected=104.000000 predicted=125.516314, expected=152.000000 predicted=160.860497, expected=124.000000 predicted=116.006770, expected=184.000000 predicted=160.391270, expected=76.000000 predicted=94.255641, expected=84.000000 predicted=102.952549, expected=156.000000 predicted=149.472305, expected=84.000000 predicted=93.128129, expected=72.000000 predicted=116.304645, expected=160.000000 predicted=126.438144, expected=172.000000 predicted=125.103711, expected=112.000000 predicted=126.492154, expected=172.000000 predicted=144.859331, expected=172.000000 predicted=133.959397, expected=160.000000 predicted=155.883421, expected=56.000000 predicted=113.713595, expected=172.000000 predicted=152.170140, expected=236.000000 predicted=190.423724, expected=104.000000 predicted=125.348974, expected=96.000000 predicted=138.847920, expected=92.000000 predicted=94.218212, expected=76.000000 predicted=107.443999, expected=48.000000 predicted=114.324503, expected=72.000000 predicted=83.464729, expected=112.000000 predicted=96.577752, expected=40.000000 predicted=58.502613, expected=124.000000 predicted=104.004289, expected=88.000000 predicted=72.021404, expected=104.000000 predicted=89.231072, expected=76.000000 predicted=93.047944, expected=116.000000 predicted=87.752126, expected=52.000000 predicted=80.443417, expected=140.000000 predicted=115.448854, expected=76.000000 predicted=85.164526, expected=64.000000 predicted=72.986149, expected=72.000000 predicted=92.718494, expected=24.000000 predicted=39.062655, expected=116.000000 predicted=114.181573, expected=112.000000 predicted=87.531027, expected=96.000000 predicted=80.770953, expected=72.000000 predicted=80.646522, expected=76.000000 predicted=64.180441, expected=60.000000 predicted=80.644687, expected=84.000000 predicted=89.957321, expected=156.000000 predicted=120.368493, expected=176.000000 predicted=123.594887, expected=132.000000 predicted=112.805471, expected=80.000000 predicted=90.512228, expected=88.000000 predicted=98.427710, expected=72.000000 predicted=102.494451, expected=84.000000 predicted=111.386624, expected=136.000000 predicted=123.902174, expected=84.000000 predicted=80.559517, expected=92.000000 predicted=94.442251, expected=24.000000 predicted=54.280066, expected=60.000000 predicted=71.508924, expected=76.000000 predicted=90.055165, expected=80.000000 predicted=72.771136, expected=152.000000 predicted=118.085405, expected=104.000000 predicted=73.569464, expected=128.000000 predicted=105.064657, expected=148.000000 predicted=121.924580, expected=152.000000 predicted=121.872167, expected=132.000000 predicted=139.377280, expected=56.000000 predicted=87.998063, expected=84.000000 predicted=107.972427, expected=116.000000 predicted=120.144591, expected=80.000000 predicted=98.845313, expected=72.000000 predicted=96.075209, expected=88.000000 predicted=79.454135, expected=104.000000 predicted=91.317045, expected=56.000000 predicted=78.316322, expected=156.000000 predicted=121.460243, expected=188.000000 predicted=130.906147, expected=88.000000 predicted=90.791855, expected=76.000000 predicted=104.244709, expected=100.000000 predicted=92.269472, expected=112.000000 predicted=117.751883, expected=144.000000 predicted=146.856564, expected=108.000000 predicted=101.135841, expected=72.000000 predicted=83.634802, expected=72.000000 predicted=90.370728, expected=64.000000 predicted=82.144899, expected=80.000000 predicted=97.266681, expected=52.000000 predicted=71.449875, expected=80.000000 predicted=75.598040, expected=104.000000 predicted=86.272072, expected=96.000000 predicted=79.634450, expected=44.000000 predicted=64.015042, expected=52.000000 predicted=60.768910, expected=88.000000 predicted=80.919789, expected=72.000000 predicted=75.900951, expected=72.000000 predicted=78.980601, expected=92.000000 predicted=74.678733, expected=172.000000 predicted=115.547592, expected=104.000000 predicted=94.077912, expected=96.000000 predicted=96.109069, expected=60.000000 predicted=78.115383, expected=48.000000 predicted=69.643153, expected=72.000000 predicted=103.103936, expected=44.000000 predicted=62.905686, expected=72.000000 predicted=76.771826, expected=92.000000 predicted=75.129861, expected=76.000000 predicted=63.087317, expected=120.000000 predicted=98.282331, expected=68.000000 predicted=62.775420, expected=100.000000 predicted=90.857987, expected=92.000000 predicted=91.747887, expected=112.000000 predicted=94.699688, expected=120.000000 predicted=115.294296, expected=80.000000 predicted=79.795203, expected=72.000000 predicted=88.767011, expected=56.000000 predicted=74.398660, expected=48.000000 predicted=71.710264, expected=84.000000 predicted=90.569041, expected=84.000000 predicted=75.709843, expected=52.000000 predicted=60.322478, expected=56.000000 predicted=61.210115, expected=40.000000 predicted=46.634013, expected=52.000000 predicted=61.240802, expected=64.000000 predicted=66.384527, expected=96.000000 predicted=72.357691, expected=48.000000 predicted=51.749718, expected=80.000000 predicted=67.741980, expected=88.000000 predicted=73.130747, expected=44.000000 predicted=52.784511, expected=76.000000 predicted=83.798983, expected=80.000000 predicted=66.405210, expected=88.000000 predicted=79.393832, expected=116.000000 predicted=100.188209, expected=92.000000 predicted=75.089531, expected=72.000000 predicted=78.695511, expected=132.000000 predicted=110.483102, expected=48.000000 Test MSE: 4528.746
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235])] predicted=156.597728, expected=128.000000 predicted=160.010699, expected=192.000000 predicted=155.007924, expected=164.000000 predicted=151.657933, expected=120.000000 predicted=154.768021, expected=108.000000 predicted=133.699521, expected=144.000000 predicted=140.871992, expected=88.000000 predicted=129.343091, expected=168.000000 predicted=145.635933, expected=152.000000 predicted=128.936368, expected=188.000000 predicted=148.865122, expected=248.000000 predicted=178.701025, expected=180.000000 predicted=161.822741, expected=180.000000 predicted=187.063283, expected=160.000000 predicted=175.010650, expected=124.000000 predicted=169.200057, expected=144.000000 predicted=175.375461, expected=128.000000 predicted=148.228546, expected=132.000000 predicted=146.143884, expected=100.000000 predicted=126.821261, expected=132.000000 predicted=128.486809, expected=124.000000 predicted=125.569194, expected=80.000000 predicted=109.884171, expected=252.000000 predicted=162.155618, expected=244.000000 predicted=160.445545, expected=152.000000 predicted=161.757291, expected=148.000000 predicted=162.944814, expected=144.000000 predicted=153.046641, expected=148.000000 predicted=180.846576, expected=120.000000 predicted=158.783688, expected=120.000000 predicted=136.855832, expected=284.000000 predicted=185.675692, expected=176.000000 predicted=157.884471, expected=56.000000 predicted=137.981660, expected=160.000000 predicted=155.788338, expected=112.000000 predicted=131.076084, expected=160.000000 predicted=174.961572, expected=168.000000 predicted=145.499882, expected=192.000000 predicted=143.727606, expected=212.000000 predicted=175.452010, expected=104.000000 predicted=141.107574, expected=144.000000 predicted=164.356240, expected=108.000000 predicted=141.589854, expected=152.000000 predicted=157.903426, expected=172.000000 predicted=156.985168, expected=220.000000 predicted=160.247371, expected=160.000000 predicted=156.067187, expected=196.000000 predicted=171.650017, expected=160.000000 predicted=167.741662, expected=60.000000 predicted=142.210211, expected=88.000000 predicted=145.236668, expected=164.000000 predicted=142.211542, expected=164.000000 predicted=146.809051, expected=176.000000 predicted=148.461919, expected=120.000000 predicted=118.771495, expected=124.000000 predicted=133.042110, expected=256.000000 predicted=185.242541, expected=136.000000 predicted=150.480607, expected=172.000000 predicted=175.081770, expected=92.000000 predicted=130.556793, expected=208.000000 predicted=173.477821, expected=144.000000 predicted=165.350057, expected=92.000000 predicted=134.203252, expected=104.000000 predicted=133.531484, expected=116.000000 predicted=118.796962, expected=128.000000 predicted=137.466637, expected=284.000000 predicted=174.002702, expected=184.000000 predicted=145.439528, expected=132.000000 predicted=153.646519, expected=204.000000 predicted=175.841400, expected=364.000000 predicted=234.899921, expected=196.000000 predicted=218.580861, expected=240.000000 predicted=232.187737, expected=228.000000 predicted=215.227765, expected=148.000000 predicted=209.807353, expected=92.000000 predicted=205.227455, expected=272.000000 predicted=213.435552, expected=220.000000 predicted=197.660823, expected=108.000000 predicted=173.322584, expected=136.000000 predicted=163.379684, expected=148.000000 predicted=147.277723, expected=120.000000 predicted=166.100482, expected=72.000000 predicted=131.316186, expected=124.000000 predicted=120.181081, expected=88.000000 predicted=106.397757, expected=88.000000 predicted=108.359251, expected=124.000000 predicted=109.208616, expected=208.000000 predicted=129.686824, expected=168.000000 predicted=136.201573, expected=152.000000 predicted=140.170143, expected=176.000000 predicted=152.855220, expected=88.000000 predicted=132.347012, expected=132.000000 predicted=159.285781, expected=144.000000 predicted=142.242867, expected=176.000000 predicted=150.618991, expected=148.000000 predicted=147.735062, expected=164.000000 predicted=143.247592, expected=112.000000 predicted=135.932637, expected=152.000000 predicted=151.402288, expected=140.000000 predicted=146.751626, expected=196.000000 predicted=161.412519, expected=220.000000 predicted=174.368366, expected=228.000000 predicted=179.544130, expected=220.000000 predicted=195.917245, expected=148.000000 predicted=177.279017, expected=148.000000 predicted=186.656011, expected=120.000000 predicted=169.117411, expected=124.000000 predicted=161.659526, expected=108.000000 predicted=143.232647, expected=152.000000 predicted=139.131179, expected=224.000000 predicted=161.931337, expected=188.000000 predicted=154.545426, expected=84.000000 predicted=133.575280, expected=144.000000 predicted=149.588574, expected=172.000000 predicted=156.076359, expected=180.000000 predicted=172.586896, expected=148.000000 predicted=156.862168, expected=184.000000 predicted=154.162659, expected=172.000000 predicted=163.003371, expected=76.000000 predicted=139.009717, expected=164.000000 predicted=164.399476, expected=116.000000 predicted=130.537946, expected=180.000000 predicted=161.447913, expected=168.000000 predicted=151.759384, expected=280.000000 predicted=181.453379, expected=196.000000 predicted=181.087271, expected=64.000000 predicted=143.223900, expected=84.000000 predicted=152.993154, expected=104.000000 predicted=134.903525, expected=36.000000 predicted=118.609820, expected=64.000000 predicted=100.242125, expected=184.000000 predicted=106.549713, expected=144.000000 predicted=103.364382, expected=80.000000 predicted=102.346344, expected=104.000000 predicted=100.055429, expected=216.000000 predicted=140.421209, expected=248.000000 predicted=179.026388, expected=172.000000 predicted=162.968976, expected=144.000000 predicted=155.400640, expected=196.000000 predicted=176.502328, expected=124.000000 predicted=166.336358, expected=96.000000 predicted=159.625750, expected=212.000000 predicted=173.971195, expected=164.000000 predicted=147.260482, expected=148.000000 predicted=163.149286, expected=144.000000 predicted=147.693209, expected=40.000000 predicted=104.293854, expected=72.000000 predicted=129.308194, expected=40.000000 predicted=87.912277, expected=68.000000 predicted=86.495902, expected=176.000000 predicted=116.256036, expected=232.000000 predicted=124.246438, expected=184.000000 predicted=137.509945, expected=172.000000 predicted=147.287642, expected=112.000000 predicted=135.508149, expected=132.000000 predicted=160.251198, expected=124.000000 predicted=155.332674, expected=220.000000 predicted=176.040763, expected=140.000000 predicted=145.852175, expected=132.000000 predicted=142.446046, expected=112.000000 predicted=134.718833, expected=184.000000 predicted=154.941020, expected=224.000000 predicted=185.110806, expected=224.000000 predicted=179.482287, expected=208.000000 predicted=185.207832, expected=128.000000 predicted=159.714034, expected=120.000000 predicted=168.521332, expected=100.000000 predicted=153.927167, expected=68.000000 predicted=129.438249, expected=72.000000 predicted=115.248032, expected=148.000000 predicted=118.084917, expected=176.000000 predicted=127.225940, expected=160.000000 predicted=129.729296, expected=236.000000 predicted=163.680519, expected=180.000000 predicted=153.146348, expected=172.000000 predicted=177.180964, expected=168.000000 predicted=178.357644, expected=176.000000 predicted=175.580146, expected=224.000000 predicted=205.820920, expected=180.000000 predicted=180.064915, expected=148.000000 predicted=172.427721, expected=72.000000 predicted=138.553181, expected=84.000000 predicted=133.511968, expected=56.000000 predicted=114.468288, expected=4.000000 predicted=74.663145, expected=144.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=110.039874, expected=176.000000 predicted=103.435424, expected=136.000000 predicted=109.937024, expected=84.000000 predicted=96.949310, expected=76.000000 predicted=84.819255, expected=160.000000 predicted=137.097831, expected=120.000000 predicted=124.106018, expected=196.000000 predicted=152.536066, expected=272.000000 predicted=176.413558, expected=220.000000 predicted=173.937688, expected=200.000000 predicted=199.265433, expected=168.000000 predicted=180.090718, expected=216.000000 predicted=210.178427, expected=296.000000 predicted=249.904611, expected=228.000000 predicted=220.443907, expected=200.000000 predicted=217.452643, expected=152.000000 predicted=189.534607, expected=240.000000 predicted=225.829047, expected=160.000000 predicted=201.115483, expected=148.000000 predicted=185.309714, expected=196.000000 predicted=189.163351, expected=152.000000 predicted=160.614804, expected=120.000000 predicted=165.823044, expected=136.000000 predicted=149.466913, expected=108.000000 predicted=130.261031, expected=148.000000 predicted=151.069960, expected=208.000000 predicted=162.167195, expected=212.000000 predicted=165.755480, expected=172.000000 predicted=165.989101, expected=116.000000 predicted=144.859034, expected=156.000000 predicted=163.677560, expected=64.000000 predicted=129.308047, expected=116.000000 predicted=143.847100, expected=228.000000 predicted=166.780706, expected=196.000000 predicted=151.317683, expected=180.000000 predicted=169.865214, expected=220.000000 predicted=173.545914, expected=352.000000 predicted=242.006059, expected=240.000000 predicted=231.791167, expected=204.000000 predicted=230.208680, expected=216.000000 predicted=225.688788, expected=304.000000 predicted=260.875615, expected=228.000000 predicted=254.459575, expected=296.000000 predicted=268.043306, expected=152.000000 predicted=204.310735, expected=116.000000 predicted=193.045836, expected=136.000000 predicted=195.185897, expected=200.000000 predicted=189.011481, expected=188.000000 predicted=193.299619, expected=136.000000 predicted=151.696591, expected=152.000000 predicted=153.453537, expected=152.000000 predicted=152.475083, expected=128.000000 predicted=152.886705, expected=128.000000 predicted=147.448402, expected=172.000000 predicted=151.025789, expected=180.000000 predicted=157.595350, expected=196.000000 predicted=170.471928, expected=136.000000 predicted=148.192236, expected=180.000000 predicted=168.656155, expected=96.000000 predicted=138.957310, expected=192.000000 predicted=175.984501, expected=156.000000 predicted=157.850227, expected=212.000000 predicted=174.703850, expected=72.000000 predicted=131.933897, expected=216.000000 predicted=171.759220, expected=108.000000 predicted=142.288495, expected=216.000000 predicted=177.879419, expected=244.000000 predicted=201.258514, expected=244.000000 predicted=184.807432, expected=272.000000 predicted=238.480825, expected=188.000000 predicted=193.412122, expected=152.000000 predicted=202.431103, expected=180.000000 predicted=206.825088, expected=192.000000 predicted=200.150994, expected=244.000000 predicted=223.176719, expected=184.000000 predicted=188.020064, expected=144.000000 predicted=171.353459, expected=340.000000 predicted=248.058733, expected=228.000000 predicted=210.911477, expected=156.000000 predicted=209.850296, expected=256.000000 predicted=231.876024, expected=300.000000 predicted=234.138651, expected=160.000000 predicted=227.348547, expected=100.000000 predicted=185.300972, expected=168.000000 predicted=179.938185, expected=136.000000 predicted=168.680317, expected=164.000000 predicted=184.200683, expected=168.000000 predicted=157.060677, expected=196.000000 predicted=159.985330, expected=156.000000 predicted=162.852735, expected=64.000000 predicted=123.903034, expected=176.000000 predicted=164.916289, expected=140.000000 predicted=140.088728, expected=100.000000 predicted=134.136356, expected=184.000000 predicted=158.024363, expected=240.000000 predicted=160.398112, expected=236.000000 predicted=194.279937, expected=160.000000 predicted=173.481583, expected=144.000000 predicted=164.149391, expected=140.000000 predicted=169.031614, expected=164.000000 predicted=178.467658, expected=136.000000 predicted=161.502743, expected=64.000000 predicted=117.909995, expected=104.000000 predicted=123.878895, expected=100.000000 predicted=109.699610, expected=224.000000 predicted=160.491798, expected=176.000000 predicted=143.472000, expected=124.000000 predicted=127.085532, expected=132.000000 predicted=141.787095, expected=224.000000 predicted=170.230509, expected=128.000000 predicted=156.325308, expected=160.000000 predicted=166.817165, expected=136.000000 predicted=143.779197, expected=144.000000 predicted=145.639845, expected=144.000000 predicted=160.343767, expected=136.000000 predicted=137.183247, expected=220.000000 predicted=176.199899, expected=116.000000 predicted=134.547216, expected=152.000000 predicted=156.915013, expected=400.000000 predicted=248.548933, expected=144.000000 predicted=160.068306, expected=152.000000 predicted=207.786139, expected=204.000000 predicted=191.508813, expected=200.000000 predicted=186.285086, expected=116.000000 predicted=201.986632, expected=168.000000 predicted=168.978373, expected=196.000000 predicted=171.704200, expected=192.000000 predicted=181.698510, expected=188.000000 predicted=186.061204, expected=168.000000 predicted=165.893501, expected=204.000000 predicted=189.690745, expected=184.000000 predicted=185.617609, expected=156.000000 predicted=176.608135, expected=136.000000 predicted=166.086110, expected=84.000000 predicted=134.966115, expected=72.000000 predicted=126.543746, expected=128.000000 predicted=130.499092, expected=196.000000 predicted=145.369334, expected=124.000000 predicted=122.939600, expected=112.000000 predicted=121.449901, expected=176.000000 predicted=141.377329, expected=144.000000 predicted=136.827098, expected=152.000000 predicted=158.587706, expected=212.000000 predicted=168.833040, expected=136.000000 predicted=141.035504, expected=156.000000 predicted=167.846185, expected=176.000000 predicted=163.925294, expected=144.000000 predicted=151.999396, expected=80.000000 predicted=139.847507, expected=136.000000 predicted=139.736546, expected=88.000000 predicted=114.059356, expected=192.000000 predicted=156.788617, expected=132.000000 predicted=127.944332, expected=88.000000 predicted=109.687776, expected=148.000000 predicted=141.024718, expected=136.000000 predicted=120.303397, expected=156.000000 predicted=151.408279, expected=224.000000 predicted=169.153329, expected=264.000000 predicted=185.148397, expected=404.000000 predicted=270.515438, expected=156.000000 predicted=194.343366, expected=188.000000 predicted=228.718683, expected=68.000000 predicted=172.357210, expected=160.000000 predicted=192.079603, expected=192.000000 predicted=211.027330, expected=168.000000 predicted=155.227452, expected=152.000000 predicted=163.571798, expected=132.000000 predicted=134.556024, expected=132.000000 predicted=148.298426, expected=92.000000 predicted=132.628926, expected=108.000000 predicted=128.073100, expected=108.000000 predicted=118.056506, expected=264.000000 predicted=173.247406, expected=688.000000 predicted=362.072338, expected=568.000000 predicted=365.294197, expected=432.000000 predicted=387.035817, expected=192.000000 predicted=292.526382, expected=220.000000 predicted=315.407570, expected=244.000000 predicted=367.203627, expected=264.000000 predicted=322.670797, expected=188.000000 predicted=253.197439, expected=132.000000 predicted=180.426076, expected=340.000000 predicted=270.850882, expected=104.000000 predicted=166.559782, expected=116.000000 predicted=181.515462, expected=136.000000 predicted=160.035169, expected=220.000000 predicted=176.280264, expected=220.000000 predicted=215.352139, expected=188.000000 predicted=169.480554, expected=164.000000 predicted=168.369232, expected=160.000000 predicted=168.507764, expected=128.000000 predicted=163.227055, expected=212.000000 predicted=194.880015, expected=92.000000 predicted=133.569723, expected=112.000000 predicted=138.533360, expected=168.000000 predicted=154.483421, expected=164.000000 predicted=144.900532, expected=168.000000 predicted=166.626575, expected=100.000000 predicted=119.138077, expected=180.000000 predicted=157.853170, expected=248.000000 predicted=195.075501, expected=92.000000 predicted=132.648758, expected=140.000000 predicted=159.699441, expected=124.000000 predicted=131.302581, expected=100.000000 predicted=129.207044, expected=116.000000 predicted=142.004993, expected=168.000000 predicted=134.442948, expected=164.000000 predicted=144.123004, expected=136.000000 predicted=136.034384, expected=60.000000 predicted=100.849475, expected=148.000000 predicted=137.182987, expected=112.000000 predicted=122.392337, expected=108.000000 predicted=120.939184, expected=108.000000 predicted=115.224819, expected=172.000000 predicted=129.937956, expected=140.000000 predicted=134.067693, expected=260.000000 predicted=188.252979, expected=160.000000 predicted=152.362471, expected=172.000000 predicted=168.029390, expected=236.000000 predicted=206.349375, expected=148.000000 predicted=162.700584, expected=160.000000 predicted=190.230973, expected=316.000000 predicted=236.256525, expected=160.000000 predicted=175.150396, expected=112.000000 predicted=175.900365, expected=132.000000 predicted=157.556096, expected=132.000000 predicted=146.349427, expected=180.000000 predicted=188.239832, expected=116.000000 predicted=131.987062, expected=76.000000 predicted=109.057683, expected=84.000000 predicted=109.126719, expected=76.000000 predicted=96.340975, expected=108.000000 predicted=113.040301, expected=184.000000 predicted=134.576086, expected=112.000000 predicted=103.841649, expected=56.000000 predicted=89.630645, expected=128.000000 predicted=115.459940, expected=120.000000 predicted=111.140008, expected=88.000000 predicted=112.116723, expected=88.000000 predicted=99.297635, expected=96.000000 predicted=90.538122, expected=180.000000 predicted=138.759512, expected=148.000000 predicted=127.527397, expected=184.000000 predicted=148.998609, expected=116.000000 predicted=124.759238, expected=136.000000 predicted=137.687027, expected=104.000000 Test MSE: 4275.682
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675])] predicted=8.939686, expected=16.000000 predicted=12.135626, expected=16.000000 predicted=12.867660, expected=8.000000 predicted=11.733179, expected=16.000000 predicted=12.904756, expected=12.000000 predicted=12.481351, expected=12.000000 predicted=12.660538, expected=8.000000 predicted=11.264337, expected=4.000000 predicted=7.484525, expected=12.000000 predicted=10.210094, expected=4.000000 predicted=6.902635, expected=8.000000 predicted=7.859624, expected=16.000000 predicted=10.857419, expected=4.000000 predicted=6.897623, expected=20.000000 predicted=13.772788, expected=8.000000 predicted=9.939148, expected=20.000000 predicted=14.318136, expected=8.000000 predicted=12.558341, expected=8.000000 predicted=9.515167, expected=4.000000 predicted=9.178775, expected=4.000000 predicted=5.602237, expected=4.000000 predicted=6.349569, expected=4.000000 predicted=4.402494, expected=4.000000 predicted=4.383297, expected=4.000000 predicted=3.887892, expected=24.000000 predicted=11.866137, expected=8.000000 predicted=9.317680, expected=8.000000 predicted=9.659664, expected=8.000000 predicted=9.231229, expected=16.000000 predicted=10.678259, expected=12.000000 predicted=13.016986, expected=16.000000 predicted=13.226719, expected=12.000000 predicted=12.638718, expected=4.000000 predicted=8.941237, expected=12.000000 predicted=11.349911, expected=20.000000 predicted=13.772840, expected=12.000000 predicted=13.032946, expected=8.000000 predicted=11.656434, expected=60.000000 predicted=30.208960, expected=4.000000 predicted=17.345602, expected=8.000000 predicted=17.613119, expected=8.000000 predicted=13.739509, expected=36.000000 predicted=18.717084, expected=8.000000 predicted=19.776386, expected=8.000000 predicted=12.199249, expected=108.000000 predicted=50.715213, expected=12.000000 predicted=28.886457, expected=16.000000 predicted=33.219100, expected=8.000000 predicted=22.044349, expected=8.000000 predicted=10.378940, expected=4.000000 predicted=19.735820, expected=12.000000 predicted=9.238468, expected=8.000000 predicted=8.961894, expected=4.000000 predicted=6.583485, expected=8.000000 predicted=7.586093, expected=20.000000 predicted=11.428878, expected=8.000000 predicted=10.245935, expected=12.000000 predicted=11.566903, expected=8.000000 predicted=9.590502, expected=20.000000 predicted=13.366756, expected=8.000000 predicted=12.168290, expected=12.000000 predicted=11.604868, expected=4.000000 predicted=9.018232, expected=4.000000 predicted=6.340331, expected=8.000000 predicted=8.383363, expected=8.000000 predicted=6.761552, expected=8.000000 predicted=7.916465, expected=8.000000 predicted=7.400488, expected=8.000000 predicted=7.420816, expected=4.000000 predicted=6.349756, expected=4.000000 predicted=5.579156, expected=4.000000 predicted=4.876550, expected=12.000000 predicted=7.535338, expected=4.000000 predicted=5.930222, expected=16.000000 predicted=9.990016, expected=44.000000 predicted=22.792969, expected=8.000000 predicted=15.315112, expected=4.000000 predicted=14.111612, expected=8.000000 predicted=10.907694, expected=4.000000 predicted=6.821716, expected=12.000000 predicted=12.691840, expected=4.000000 predicted=6.392417, expected=8.000000 predicted=6.892696, expected=4.000000 predicted=6.091532, expected=12.000000 predicted=7.773480, expected=4.000000 predicted=6.886973, expected=12.000000 predicted=8.453437, expected=12.000000 predicted=9.987780, expected=4.000000 predicted=6.889597, expected=8.000000 predicted=8.787742, expected=4.000000 predicted=5.646898, expected=40.000000 predicted=19.685118, expected=4.000000 predicted=12.291515, expected=8.000000 predicted=11.817717, expected=8.000000 predicted=10.947717, expected=4.000000 predicted=5.602333, expected=8.000000 predicted=11.045395, expected=52.000000 predicted=23.856627, expected=32.000000 predicted=25.255529, expected=12.000000 predicted=21.768367, expected=12.000000 predicted=19.092168, expected=8.000000 predicted=12.435898, expected=4.000000 predicted=13.197966, expected=44.000000 predicted=24.754487, expected=32.000000 predicted=23.970053, expected=4.000000 predicted=17.244774, expected=8.000000 predicted=15.502373, expected=4.000000 predicted=8.143652, expected=8.000000 predicted=11.486174, expected=4.000000 predicted=8.710509, expected=8.000000 predicted=6.187274, expected=16.000000 predicted=10.322094, expected=20.000000 predicted=13.147667, expected=16.000000 predicted=14.683773, expected=4.000000 predicted=10.366680, expected=4.000000 predicted=8.428226, expected=16.000000 predicted=11.624225, expected=8.000000 predicted=9.860954, expected=36.000000 predicted=20.791874, expected=4.000000 predicted=12.048576, expected=8.000000 predicted=11.568063, expected=68.000000 predicted=34.807176, expected=48.000000 predicted=34.534958, expected=20.000000 predicted=34.224121, expected=48.000000 predicted=39.276247, expected=40.000000 predicted=34.966215, expected=40.000000 predicted=42.797164, expected=72.000000 predicted=54.333857, expected=72.000000 predicted=55.966207, expected=648.000000 predicted=302.970511, expected=252.000000 predicted=265.784340, expected=160.000000 predicted=241.926832, expected=196.000000 predicted=240.545720, expected=56.000000 predicted=158.872867, expected=68.000000 predicted=210.412301, expected=8.000000 predicted=68.438199, expected=28.000000 predicted=54.003150, expected=8.000000 predicted=33.787906, expected=4.000000 predicted=17.102835, expected=4.000000 predicted=11.277437, expected=4.000000 predicted=5.653522, expected=4.000000 predicted=6.167353, expected=4.000000 predicted=4.256376, expected=4.000000 predicted=3.915803, expected=20.000000 predicted=10.938040, expected=20.000000 predicted=14.211635, expected=16.000000 predicted=15.401830, expected=4.000000 predicted=9.939695, expected=12.000000 predicted=11.091204, expected=4.000000 predicted=8.213122, expected=12.000000 predicted=10.884254, expected=4.000000 predicted=6.890583, expected=4.000000 predicted=5.801312, expected=8.000000 predicted=6.668414, expected=12.000000 predicted=8.659519, expected=8.000000 predicted=8.726603, expected=12.000000 predicted=9.874993, expected=16.000000 predicted=12.076808, expected=4.000000 predicted=8.754096, expected=20.000000 predicted=14.348229, expected=8.000000 predicted=10.172230, expected=16.000000 predicted=14.244592, expected=12.000000 predicted=12.271681, expected=16.000000 predicted=14.008345, expected=16.000000 predicted=15.152408, expected=12.000000 predicted=13.365836, expected=16.000000 predicted=14.933765, expected=24.000000 predicted=18.392230, expected=76.000000 predicted=43.789328, expected=8.000000 predicted=26.041657, expected=4.000000 predicted=20.110161, expected=8.000000 predicted=11.372271, expected=8.000000 predicted=12.125080, expected=8.000000 predicted=13.589329, expected=4.000000 predicted=5.970685, expected=8.000000 predicted=6.777133, expected=4.000000 predicted=5.445858, expected=4.000000 predicted=5.202847, expected=8.000000 predicted=6.173580, expected=8.000000 predicted=6.698509, expected=8.000000 predicted=7.563446, expected=12.000000 predicted=9.137894, expected=8.000000 predicted=8.410371, expected=20.000000 predicted=13.926801, expected=36.000000 predicted=22.819526, expected=36.000000 predicted=28.341821, expected=72.000000 predicted=47.728085, expected=8.000000 predicted=27.932099, expected=20.000000 predicted=28.526602, expected=8.000000 predicted=16.816715, expected=8.000000 predicted=15.887138, expected=12.000000 predicted=15.629662, expected=4.000000 predicted=7.637265, expected=8.000000 predicted=8.859571, expected=4.000000 predicted=5.609746, expected=4.000000 predicted=5.413408, expected=8.000000 predicted=6.510797, expected=36.000000 predicted=18.984987, expected=16.000000 predicted=16.824222, expected=28.000000 predicted=22.899407, expected=16.000000 predicted=17.779989, expected=12.000000 predicted=16.768515, expected=4.000000 predicted=12.057245, expected=4.000000 predicted=8.133298, expected=24.000000 predicted=15.681484, expected=8.000000 predicted=11.233557, expected=16.000000 predicted=14.324278, expected=4.000000 predicted=7.910776, expected=8.000000 predicted=9.073305, expected=8.000000 predicted=8.885057, expected=12.000000 predicted=9.953897, expected=56.000000 predicted=30.265760, expected=40.000000 predicted=32.235151, expected=164.000000 predicted=92.099398, expected=4.000000 predicted=47.692735, expected=12.000000 predicted=41.071439, expected=24.000000 predicted=27.331905, expected=12.000000 predicted=25.109555, expected=8.000000 predicted=25.349576, expected=4.000000 predicted=7.435195, expected=28.000000 predicted=17.134126, expected=4.000000 predicted=11.306471, expected=60.000000 predicted=33.307273, expected=84.000000 predicted=51.837806, expected=4.000000 predicted=32.149106, expected=8.000000 predicted=24.331001, expected=8.000000 predicted=12.757033, expected=8.000000 predicted=16.513455, expected=8.000000 predicted=14.312549, expected=56.000000 predicted=28.411182, expected=116.000000 predicted=65.202946, expected=80.000000 predicted=70.459412, expected=12.000000 predicted=45.294113, expected=44.000000 predicted=44.194605, expected=12.000000 predicted=30.800299, expected=40.000000 predicted=43.137896, expected=8.000000 predicted=23.359277, expected=8.000000 predicted=16.034176, expected=4.000000 predicted=10.884069, expected=8.000000 predicted=9.220824, expected=4.000000 predicted=8.336931, expected=4.000000 predicted=5.199780, expected=24.000000 predicted=13.215268, expected=8.000000 predicted=10.025566, expected=16.000000 predicted=13.867016, expected=4.000000 predicted=7.898200, expected=20.000000 predicted=14.287756, expected=44.000000 predicted=27.243022, expected=32.000000 predicted=28.270398, expected=20.000000 predicted=25.403307, expected=8.000000 predicted=16.338630, expected=8.000000 predicted=14.045359, expected=44.000000 predicted=28.753885, expected=68.000000 predicted=44.512213, expected=4.000000 predicted=25.775401, expected=12.000000 predicted=20.809150, expected=20.000000 predicted=17.829908, expected=4.000000 predicted=15.780028, expected=20.000000 predicted=19.774800, expected=20.000000 predicted=15.299409, expected=12.000000 predicted=15.111918, expected=24.000000 predicted=19.191127, expected=32.000000 predicted=23.227933, expected=4.000000 predicted=15.779906, expected=4.000000 predicted=11.511042, expected=4.000000 predicted=6.897720, expected=8.000000 predicted=9.065013, expected=4.000000 predicted=7.249761, expected=24.000000 Test MSE: 2094.514
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138])] predicted=6.981760, expected=4.000000 predicted=7.240345, expected=16.000000 predicted=11.307045, expected=20.000000 predicted=12.094318, expected=16.000000 predicted=11.064973, expected=4.000000 predicted=8.822818, expected=8.000000 predicted=9.831812, expected=4.000000 predicted=11.932669, expected=20.000000 predicted=13.477272, expected=12.000000 predicted=12.068498, expected=20.000000 predicted=10.311188, expected=20.000000 predicted=14.113456, expected=20.000000 predicted=14.860154, expected=4.000000 predicted=15.348472, expected=8.000000 predicted=12.588944, expected=20.000000 predicted=17.032315, expected=24.000000 predicted=17.782098, expected=8.000000 predicted=13.775638, expected=12.000000 predicted=10.632047, expected=12.000000 predicted=13.887126, expected=12.000000 predicted=15.187984, expected=8.000000 predicted=13.486342, expected=12.000000 predicted=10.311409, expected=24.000000 predicted=14.386296, expected=16.000000 predicted=14.278767, expected=12.000000 predicted=12.752004, expected=4.000000 predicted=11.383107, expected=4.000000 predicted=11.331395, expected=4.000000 predicted=11.978831, expected=8.000000 predicted=9.006370, expected=32.000000 predicted=12.878850, expected=16.000000 predicted=11.600708, expected=28.000000 predicted=13.540939, expected=20.000000 predicted=17.315217, expected=4.000000 predicted=15.071182, expected=4.000000 predicted=17.199759, expected=4.000000 predicted=12.819409, expected=12.000000 predicted=14.174886, expected=12.000000 predicted=11.216086, expected=16.000000 predicted=8.600190, expected=12.000000 predicted=9.532586, expected=16.000000 predicted=11.153281, expected=8.000000 predicted=12.342465, expected=20.000000 predicted=13.934434, expected=20.000000 predicted=16.667149, expected=4.000000 predicted=11.987753, expected=16.000000 predicted=13.475020, expected=16.000000 predicted=14.527362, expected=20.000000 predicted=16.792687, expected=12.000000 predicted=15.002616, expected=8.000000 predicted=10.694672, expected=8.000000 predicted=13.091649, expected=4.000000 predicted=11.363493, expected=28.000000 predicted=15.474171, expected=24.000000 predicted=16.031352, expected=32.000000 predicted=16.945095, expected=4.000000 predicted=14.328200, expected=4.000000 predicted=11.712493, expected=8.000000 predicted=18.029593, expected=8.000000 predicted=14.930366, expected=8.000000 predicted=12.782242, expected=44.000000 predicted=14.898392, expected=20.000000 predicted=16.175469, expected=4.000000 predicted=10.736370, expected=24.000000 predicted=16.576942, expected=12.000000 predicted=18.161728, expected=12.000000 predicted=21.373321, expected=32.000000 predicted=19.295547, expected=24.000000 predicted=17.627004, expected=12.000000 predicted=18.530503, expected=4.000000 predicted=13.381992, expected=24.000000 predicted=17.886854, expected=8.000000 predicted=19.707229, expected=4.000000 predicted=12.376077, expected=4.000000 predicted=9.103151, expected=12.000000 predicted=9.064862, expected=16.000000 predicted=14.042863, expected=8.000000 predicted=8.423512, expected=8.000000 predicted=7.412388, expected=16.000000 predicted=10.479522, expected=16.000000 predicted=13.325788, expected=8.000000 predicted=11.889740, expected=4.000000 predicted=8.639240, expected=8.000000 predicted=9.536889, expected=4.000000 predicted=9.946104, expected=4.000000 predicted=7.903974, expected=4.000000 predicted=5.572935, expected=8.000000 predicted=5.452006, expected=4.000000 predicted=5.654409, expected=4.000000 predicted=4.203376, expected=4.000000 predicted=4.520889, expected=4.000000 predicted=4.483884, expected=4.000000 predicted=5.006659, expected=8.000000 predicted=4.920906, expected=24.000000 predicted=9.466648, expected=4.000000 predicted=7.435704, expected=12.000000 predicted=7.702826, expected=8.000000 predicted=9.585046, expected=4.000000 predicted=8.829202, expected=4.000000 predicted=10.624039, expected=28.000000 predicted=11.305724, expected=28.000000 predicted=16.327851, expected=4.000000 predicted=10.280485, expected=4.000000 predicted=8.928376, expected=4.000000 predicted=10.567894, expected=4.000000 predicted=13.571381, expected=4.000000 predicted=10.382796, expected=4.000000 predicted=3.953955, expected=8.000000 predicted=4.947878, expected=4.000000 predicted=4.578454, expected=4.000000 predicted=4.207276, expected=20.000000 predicted=8.499448, expected=28.000000 predicted=13.005970, expected=20.000000 predicted=13.803915, expected=4.000000 predicted=10.177785, expected=16.000000 predicted=13.533926, expected=8.000000 predicted=16.384630, expected=8.000000 predicted=14.662969, expected=28.000000 predicted=16.871699, expected=16.000000 predicted=12.981729, expected=8.000000 predicted=12.648753, expected=24.000000 predicted=15.344024, expected=8.000000 predicted=14.010931, expected=12.000000 predicted=16.500857, expected=16.000000 predicted=14.948066, expected=16.000000 predicted=13.453873, expected=8.000000 predicted=14.645029, expected=4.000000 predicted=9.134088, expected=16.000000 predicted=12.560422, expected=4.000000 predicted=11.052541, expected=4.000000 predicted=8.527278, expected=8.000000 predicted=7.705355, expected=4.000000 predicted=6.042609, expected=8.000000 predicted=8.459321, expected=4.000000 predicted=5.120514, expected=16.000000 predicted=7.736258, expected=16.000000 predicted=10.420186, expected=12.000000 predicted=9.147182, expected=20.000000 predicted=12.797233, expected=16.000000 predicted=13.154626, expected=12.000000 predicted=14.738433, expected=8.000000 predicted=13.435920, expected=8.000000 predicted=11.902259, expected=16.000000 predicted=14.715573, expected=16.000000 predicted=13.834657, expected=8.000000 predicted=10.827992, expected=16.000000 predicted=11.680785, expected=16.000000 predicted=13.311371, expected=8.000000 predicted=12.882058, expected=4.000000 predicted=10.774237, expected=24.000000 predicted=13.494171, expected=4.000000 predicted=12.210911, expected=20.000000 predicted=13.099544, expected=8.000000 predicted=11.302537, expected=4.000000 predicted=8.221785, expected=12.000000 predicted=13.761490, expected=8.000000 predicted=8.738139, expected=28.000000 predicted=15.803470, expected=36.000000 predicted=18.133678, expected=4.000000 predicted=12.184511, expected=12.000000 predicted=14.192780, expected=8.000000 predicted=14.598885, expected=40.000000 predicted=24.602424, expected=4.000000 predicted=19.443142, expected=4.000000 predicted=8.223799, expected=12.000000 predicted=13.840249, expected=8.000000 predicted=12.059870, expected=12.000000 predicted=16.264539, expected=8.000000 predicted=7.616187, expected=8.000000 predicted=7.825243, expected=16.000000 predicted=11.491917, expected=20.000000 predicted=12.642680, expected=12.000000 predicted=12.355459, expected=12.000000 predicted=11.628910, expected=84.000000 predicted=30.163577, expected=4.000000 predicted=23.733741, expected=4.000000 predicted=18.215195, expected=20.000000 predicted=23.138678, expected=28.000000 predicted=24.150959, expected=4.000000 predicted=29.863585, expected=12.000000 predicted=11.125338, expected=4.000000 predicted=11.150005, expected=4.000000 predicted=11.567128, expected=4.000000 predicted=11.226045, expected=16.000000 predicted=7.636688, expected=28.000000 predicted=13.088694, expected=8.000000 predicted=9.302531, expected=8.000000 predicted=9.982051, expected=4.000000 predicted=10.499431, expected=4.000000 predicted=10.857680, expected=12.000000 predicted=12.893893, expected=20.000000 predicted=10.194624, expected=4.000000 predicted=7.873916, expected=4.000000 predicted=6.966546, expected=24.000000 predicted=12.283927, expected=8.000000 predicted=11.344048, expected=4.000000 predicted=10.586537, expected=4.000000 predicted=7.873837, expected=4.000000 predicted=7.001210, expected=20.000000 predicted=13.055587, expected=4.000000 predicted=7.010125, expected=8.000000 predicted=6.555755, expected=4.000000 predicted=7.269885, expected=12.000000 predicted=8.145717, expected=24.000000 predicted=14.156048, expected=20.000000 predicted=11.544999, expected=8.000000 predicted=11.370949, expected=8.000000 predicted=11.519147, expected=4.000000 predicted=12.101609, expected=20.000000 predicted=15.653309, expected=28.000000 predicted=16.666796, expected=28.000000 predicted=15.670567, expected=12.000000 predicted=14.956405, expected=8.000000 predicted=14.387045, expected=40.000000 predicted=24.774602, expected=4.000000 predicted=19.344088, expected=12.000000 predicted=17.186896, expected=8.000000 predicted=14.700523, expected=20.000000 predicted=14.433860, expected=8.000000 predicted=17.536459, expected=12.000000 predicted=9.646787, expected=32.000000 predicted=17.034984, expected=16.000000 predicted=14.770517, expected=20.000000 predicted=17.832622, expected=4.000000 predicted=14.278994, expected=20.000000 predicted=16.866934, expected=16.000000 predicted=19.815977, expected=12.000000 predicted=13.862954, expected=40.000000 predicted=20.925355, expected=28.000000 predicted=19.083741, expected=28.000000 predicted=23.070003, expected=8.000000 predicted=20.765922, expected=4.000000 predicted=17.781452, expected=24.000000 predicted=24.848195, expected=12.000000 predicted=17.928731, expected=8.000000 predicted=14.078350, expected=28.000000 predicted=15.188505, expected=24.000000 predicted=16.099195, expected=4.000000 predicted=15.558554, expected=12.000000 predicted=14.576259, expected=8.000000 predicted=13.447706, expected=32.000000 predicted=19.942120, expected=12.000000 predicted=15.863890, expected=8.000000 predicted=10.650631, expected=4.000000 predicted=12.723636, expected=12.000000 predicted=12.330815, expected=8.000000 predicted=14.158394, expected=8.000000 predicted=8.594010, expected=32.000000 predicted=13.604312, expected=12.000000 predicted=11.558727, expected=16.000000 predicted=13.773745, expected=4.000000 predicted=12.821427, expected=4.000000 predicted=11.342388, expected=4.000000 predicted=13.640189, expected=8.000000 predicted=8.319859, expected=4.000000 predicted=7.243030, expected=4.000000 predicted=4.378216, expected=4.000000 predicted=4.668062, expected=8.000000 predicted=5.409739, expected=16.000000 predicted=8.154405, expected=20.000000 predicted=9.641338, expected=4.000000 predicted=7.995099, expected=4.000000 predicted=8.269971, expected=8.000000 predicted=10.235052, expected=20.000000 predicted=13.068461, expected=4.000000 predicted=10.110582, expected=28.000000 predicted=11.774222, expected=16.000000 predicted=13.226832, expected=20.000000 predicted=14.684376, expected=4.000000 predicted=15.338338, expected=4.000000 predicted=10.870495, expected=4.000000 predicted=13.940210, expected=8.000000 predicted=9.736146, expected=12.000000 predicted=10.040059, expected=24.000000 predicted=10.071256, expected=16.000000 predicted=10.932542, expected=16.000000 predicted=12.282080, expected=4.000000 predicted=12.231716, expected=4.000000 predicted=11.681757, expected=4.000000 predicted=12.269577, expected=36.000000 predicted=15.831011, expected=4.000000 predicted=11.117112, expected=12.000000 predicted=8.863312, expected=12.000000 predicted=12.538014, expected=8.000000 predicted=10.859411, expected=28.000000 predicted=19.664899, expected=16.000000 predicted=12.795690, expected=4.000000 predicted=11.601068, expected=4.000000 predicted=11.728828, expected=12.000000 predicted=12.082570, expected=16.000000 predicted=15.054848, expected=24.000000 predicted=13.725434, expected=12.000000 predicted=10.962530, expected=8.000000 predicted=11.017371, expected=8.000000 predicted=13.178702, expected=16.000000 predicted=14.604770, expected=20.000000 predicted=16.126314, expected=24.000000 predicted=14.916306, expected=4.000000 predicted=11.670186, expected=8.000000 predicted=12.146400, expected=12.000000 predicted=14.880562, expected=8.000000 predicted=12.913176, expected=8.000000 predicted=11.629127, expected=12.000000 predicted=8.623956, expected=20.000000 predicted=11.795995, expected=8.000000 predicted=10.874840, expected=12.000000 predicted=10.719589, expected=20.000000 predicted=13.870916, expected=12.000000 predicted=13.439183, expected=20.000000 predicted=15.933476, expected=12.000000 predicted=13.471369, expected=24.000000 predicted=16.587123, expected=8.000000 predicted=15.975174, expected=4.000000 predicted=11.899589, expected=8.000000 predicted=13.632645, expected=8.000000 predicted=10.760163, expected=28.000000 predicted=15.626521, expected=32.000000 predicted=15.568566, expected=8.000000 predicted=11.976595, expected=8.000000 predicted=13.626285, expected=4.000000 predicted=13.982253, expected=4.000000 predicted=14.759443, expected=28.000000 predicted=17.574962, expected=12.000000 predicted=10.441482, expected=44.000000 predicted=17.291334, expected=4.000000 predicted=14.185020, expected=8.000000 predicted=13.167561, expected=4.000000 predicted=18.190226, expected=4.000000 predicted=12.164430, expected=16.000000 predicted=17.050019, expected=8.000000 predicted=7.167857, expected=12.000000 predicted=8.327571, expected=12.000000 predicted=9.165367, expected=16.000000 predicted=10.959324, expected=4.000000 predicted=11.097605, expected=12.000000 predicted=10.244719, expected=8.000000 predicted=11.041069, expected=8.000000 predicted=9.837733, expected=12.000000 predicted=10.837936, expected=12.000000 predicted=9.095569, expected=8.000000 predicted=9.845669, expected=12.000000 predicted=9.867754, expected=4.000000 predicted=8.876816, expected=20.000000 predicted=12.020461, expected=8.000000 predicted=10.949063, expected=4.000000 predicted=8.072286, expected=4.000000 predicted=8.782999, expected=4.000000 Test MSE: 103.192
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918])] predicted=380.430290, expected=36.000000 predicted=386.260064, expected=44.000000 predicted=403.020948, expected=28.000000 predicted=375.868618, expected=24.000000 predicted=37.800848, expected=28.000000 predicted=33.220370, expected=56.000000 predicted=36.001249, expected=48.000000 predicted=37.834992, expected=24.000000 predicted=34.508819, expected=28.000000 predicted=34.585811, expected=40.000000 predicted=37.470149, expected=16.000000 predicted=35.188962, expected=24.000000 predicted=29.710874, expected=2248.000000 predicted=399.674010, expected=28.000000 predicted=402.220120, expected=12.000000 predicted=402.611692, expected=44.000000 predicted=410.198579, expected=12.000000 predicted=428.359609, expected=44.000000 predicted=408.012934, expected=16.000000 predicted=25.751442, expected=36.000000 predicted=27.431578, expected=48.000000 predicted=33.045017, expected=36.000000 predicted=32.095523, expected=24.000000 predicted=33.714502, expected=12.000000 predicted=28.668278, expected=32.000000 predicted=31.334676, expected=12.000000 predicted=27.141777, expected=28.000000 predicted=23.805153, expected=2204.000000 predicted=388.378088, expected=24.000000 predicted=388.073705, expected=36.000000 predicted=397.734189, expected=24.000000 predicted=399.604116, expected=40.000000 predicted=423.807741, expected=20.000000 predicted=399.667876, expected=28.000000 predicted=28.629216, expected=60.000000 predicted=34.534351, expected=40.000000 predicted=35.325622, expected=44.000000 predicted=38.475884, expected=24.000000 predicted=35.940306, expected=28.000000 predicted=37.449372, expected=64.000000 predicted=43.203060, expected=52.000000 predicted=41.961214, expected=2036.000000 predicted=377.752119, expected=56.000000 predicted=379.922459, expected=40.000000 predicted=384.866456, expected=16.000000 predicted=385.898101, expected=36.000000 predicted=397.561455, expected=40.000000 predicted=375.511000, expected=44.000000 predicted=38.547581, expected=36.000000 predicted=35.108453, expected=24.000000 predicted=32.643688, expected=36.000000 predicted=35.941197, expected=48.000000 predicted=37.989085, expected=20.000000 predicted=34.526143, expected=56.000000 predicted=36.538590, expected=36.000000 predicted=36.658710, expected=40.000000 predicted=39.331440, expected=20.000000 predicted=36.394038, expected=40.000000 predicted=35.452069, expected=16.000000 predicted=34.468556, expected=2212.000000 predicted=397.566858, expected=52.000000 predicted=401.125435, expected=32.000000 predicted=399.762617, expected=24.000000 predicted=405.985772, expected=20.000000 predicted=420.565662, expected=24.000000 predicted=403.331340, expected=36.000000 predicted=31.187862, expected=48.000000 predicted=30.575330, expected=36.000000 predicted=31.212470, expected=64.000000 predicted=37.953276, expected=32.000000 predicted=39.969531, expected=64.000000 predicted=46.687458, expected=24.000000 predicted=44.536338, expected=12.000000 predicted=38.665420, expected=32.000000 predicted=37.781215, expected=2656.000000 predicted=475.521040, expected=28.000000 predicted=474.585110, expected=32.000000 predicted=471.143483, expected=52.000000 predicted=486.427728, expected=32.000000 predicted=509.069436, expected=40.000000 predicted=494.347959, expected=44.000000 predicted=37.945596, expected=24.000000 predicted=37.326193, expected=40.000000 predicted=38.535120, expected=28.000000 predicted=34.619421, expected=32.000000 predicted=34.609163, expected=20.000000 predicted=31.157646, expected=24.000000 predicted=27.959260, expected=2044.000000 predicted=367.590490, expected=24.000000 predicted=363.588236, expected=28.000000 predicted=365.260473, expected=12.000000 predicted=366.805182, expected=20.000000 predicted=379.577915, expected=20.000000 predicted=364.908006, expected=84.000000 predicted=31.312967, expected=40.000000 predicted=33.810385, expected=24.000000 predicted=33.137665, expected=40.000000 predicted=37.883992, expected=48.000000 predicted=42.886937, expected=32.000000 predicted=44.528537, expected=52.000000 predicted=39.201113, expected=36.000000 predicted=38.627916, expected=2676.000000 predicted=483.979477, expected=24.000000 predicted=483.244332, expected=28.000000 predicted=481.935561, expected=40.000000 predicted=492.744238, expected=32.000000 predicted=506.762709, expected=28.000000 predicted=492.429471, expected=32.000000 predicted=30.575178, expected=32.000000 predicted=31.958386, expected=52.000000 predicted=35.915731, expected=56.000000 predicted=38.582043, expected=28.000000 predicted=37.895572, expected=60.000000 predicted=43.262643, expected=48.000000 predicted=46.038620, expected=20.000000 predicted=43.953444, expected=24.000000 predicted=39.176951, expected=2580.000000 predicted=461.904710, expected=48.000000 predicted=466.167900, expected=44.000000 predicted=467.284023, expected=20.000000 predicted=471.245588, expected=16.000000 predicted=483.796224, expected=60.000000 predicted=479.518390, expected=36.000000 predicted=37.284095, expected=52.000000 predicted=37.822919, expected=40.000000 predicted=37.197241, expected=72.000000 predicted=46.087982, expected=48.000000 predicted=51.236435, expected=48.000000 predicted=49.314218, expected=48.000000 predicted=51.276003, expected=72.000000 predicted=54.787111, expected=44.000000 predicted=55.263104, expected=2468.000000 predicted=456.282434, expected=40.000000 predicted=457.293780, expected=76.000000 predicted=462.079308, expected=32.000000 predicted=466.704734, expected=52.000000 predicted=476.842296, expected=36.000000 predicted=465.994937, expected=48.000000 predicted=47.407559, expected=52.000000 predicted=49.234918, expected=36.000000 predicted=42.659273, expected=36.000000 predicted=43.229895, expected=60.000000 predicted=44.665624, expected=16.000000 predicted=41.325574, expected=48.000000 predicted=41.204337, expected=8.000000 predicted=33.959634, expected=52.000000 predicted=36.657316, expected=56.000000 predicted=39.891833, expected=2444.000000 predicted=439.549546, expected=28.000000 predicted=444.896385, expected=40.000000 predicted=439.297142, expected=36.000000 predicted=453.893629, expected=56.000000 predicted=464.999650, expected=36.000000 predicted=455.287911, expected=52.000000 predicted=41.247266, expected=56.000000 predicted=45.977359, expected=32.000000 predicted=44.645547, expected=40.000000 predicted=45.227293, expected=32.000000 predicted=41.342822, expected=12.000000 predicted=37.292543, expected=48.000000 predicted=36.575565, expected=36.000000 predicted=33.335045, expected=48.000000 predicted=35.879156, expected=36.000000 predicted=35.204481, expected=28.000000 predicted=34.611288, expected=36.000000 predicted=38.596817, expected=20.000000 predicted=33.975586, expected=32.000000 predicted=33.234687, expected=28.000000 predicted=29.927940, expected=40.000000 predicted=30.589047, expected=24.000000 predicted=29.884920, expected=20.000000 predicted=27.215747, expected=24.000000 predicted=27.908628, expected=24.000000 predicted=26.614967, expected=40.000000 predicted=28.559537, expected=32.000000 predicted=27.229335, expected=24.000000 predicted=27.195897, expected=56.000000 predicted=33.237840, expected=24.000000 predicted=33.308206, expected=24.000000 predicted=33.178939, expected=24.000000 predicted=30.579246, expected=56.000000 predicted=34.685303, expected=48.000000 predicted=38.597607, expected=40.000000 predicted=35.856499, expected=24.000000 predicted=35.878975, expected=28.000000 predicted=36.650345, expected=24.000000 predicted=36.646253, expected=24.000000 predicted=31.263668, expected=44.000000 predicted=30.569422, expected=32.000000 predicted=29.259209, expected=24.000000 predicted=29.186731, expected=40.000000 predicted=31.232643, expected=20.000000 predicted=30.642103, expected=60.000000 predicted=36.565088, expected=52.000000 predicted=37.961706, expected=92.000000 predicted=47.933256, expected=72.000000 predicted=55.939974, expected=68.000000 predicted=60.630962, expected=44.000000 predicted=64.651504, expected=36.000000 predicted=60.751749, expected=60.000000 predicted=62.067525, expected=184.000000 predicted=77.493362, expected=52.000000 predicted=74.048936, expected=84.000000 predicted=76.344746, expected=80.000000 predicted=82.833709, expected=60.000000 predicted=87.058427, expected=76.000000 predicted=89.291191, expected=64.000000 predicted=69.464198, expected=32.000000 predicted=66.029108, expected=104.000000 predicted=69.350423, expected=52.000000 predicted=64.833413, expected=92.000000 predicted=69.921915, expected=68.000000 predicted=68.671823, expected=88.000000 predicted=72.782748, expected=88.000000 predicted=82.032110, expected=96.000000 predicted=80.783861, expected=80.000000 predicted=85.376425, expected=76.000000 predicted=82.746398, expected=108.000000 predicted=89.466846, expected=80.000000 predicted=88.171450, expected=76.000000 predicted=86.013643, expected=116.000000 predicted=89.440942, expected=92.000000 predicted=91.558237, expected=72.000000 predicted=90.669395, expected=88.000000 predicted=87.400263, expected=132.000000 predicted=96.266871, expected=108.000000 predicted=101.491886, expected=84.000000 predicted=95.972584, expected=80.000000 predicted=94.090007, expected=104.000000 predicted=99.613634, expected=104.000000 predicted=102.208267, expected=140.000000 predicted=103.428958, expected=76.000000 predicted=98.098507, expected=116.000000 predicted=103.401558, expected=80.000000 predicted=103.580353, expected=120.000000 predicted=106.221724, expected=80.000000 predicted=102.124084, expected=84.000000 predicted=92.784480, expected=108.000000 predicted=98.126467, expected=152.000000 predicted=104.269222, expected=112.000000 predicted=109.431560, expected=112.000000 predicted=108.006177, expected=96.000000 predicted=110.865710, expected=76.000000 predicted=109.620894, expected=44.000000 predicted=98.811525, expected=80.000000 predicted=86.840550, expected=64.000000 predicted=78.860689, expected=120.000000 predicted=80.043922, expected=104.000000 predicted=81.378262, expected=100.000000 predicted=85.348511, expected=100.000000 predicted=94.702227, expected=84.000000 predicted=95.543898, expected=84.000000 predicted=98.799577, expected=92.000000 predicted=94.159080, expected=108.000000 predicted=94.829160, expected=84.000000 predicted=92.095519, expected=164.000000 predicted=102.757608, expected=84.000000 predicted=102.875205, expected=112.000000 predicted=107.344434, expected=64.000000 predicted=102.833279, expected=48.000000 predicted=92.926732, expected=64.000000 predicted=89.440194, expected=76.000000 predicted=74.892335, expected=76.000000 predicted=73.361155, expected=64.000000 predicted=65.291157, expected=100.000000 predicted=71.364631, expected=92.000000 predicted=78.791786, expected=92.000000 predicted=83.359917, expected=64.000000 predicted=81.348547, expected=52.000000 predicted=77.432815, expected=120.000000 predicted=86.823996, expected=112.000000 predicted=88.887101, expected=92.000000 predicted=88.615462, expected=88.000000 predicted=87.957898, expected=60.000000 predicted=87.540379, expected=60.000000 predicted=88.810590, expected=56.000000 predicted=78.132893, expected=96.000000 predicted=75.454085, expected=48.000000 predicted=68.043146, expected=100.000000 predicted=69.940514, expected=72.000000 predicted=72.096182, expected=80.000000 predicted=75.389581, expected=96.000000 predicted=82.009533, expected=84.000000 predicted=80.157586, expected=68.000000 predicted=83.343614, expected=64.000000 predicted=77.394393, expected=44.000000 predicted=72.792971, expected=56.000000 predicted=68.737111, expected=112.000000 predicted=71.434704, expected=88.000000 predicted=72.085985, expected=124.000000 predicted=81.232640, expected=104.000000 predicted=88.057005, expected=120.000000 predicted=100.802044, expected=80.000000 predicted=104.780158, expected=76.000000 predicted=98.812408, expected=56.000000 predicted=93.496794, expected=80.000000 predicted=86.194484, expected=44.000000 predicted=76.102767, expected=72.000000 predicted=68.007059, expected=100.000000 predicted=71.413427, expected=116.000000 predicted=78.109910, expected=76.000000 predicted=81.269593, expected=56.000000 predicted=77.301130, expected=92.000000 predicted=85.494673, expected=56.000000 predicted=82.908487, expected=60.000000 predicted=75.983311, expected=76.000000 predicted=69.371880, expected=120.000000 predicted=76.831518, expected=80.000000 predicted=80.690299, expected=108.000000 predicted=83.268643, expected=132.000000 predicted=96.148452, expected=48.000000 predicted=94.172650, expected=92.000000 predicted=96.617403, expected=68.000000 predicted=88.279392, expected=32.000000 predicted=80.153233, expected=56.000000 predicted=71.279711, expected=76.000000 predicted=62.193558, expected=92.000000 predicted=69.394926, expected=40.000000 predicted=60.566962, expected=128.000000 predicted=70.628025, expected=96.000000 predicted=81.550051, expected=124.000000 predicted=92.684204, expected=92.000000 predicted=95.320088, expected=116.000000 predicted=99.508721, expected=84.000000 predicted=106.827052, expected=52.000000 predicted=94.131163, expected=72.000000 predicted=90.094697, expected=100.000000 predicted=86.262881, expected=128.000000 predicted=92.129910, expected=68.000000 predicted=83.968387, expected=56.000000 predicted=79.262412, expected=80.000000 predicted=84.179490, expected=88.000000 predicted=86.947118, expected=60.000000 predicted=80.009487, expected=56.000000 predicted=67.948586, expected=64.000000 predicted=67.431478, expected=40.000000 predicted=64.768382, expected=68.000000 predicted=62.651109, expected=92.000000 predicted=63.408498, expected=56.000000 predicted=62.685328, expected=84.000000 predicted=67.222867, expected=100.000000 predicted=73.449238, expected=148.000000 predicted=91.478224, expected=80.000000 predicted=93.343271, expected=72.000000 predicted=89.945266, expected=136.000000 predicted=103.545201, expected=76.000000 predicted=102.356866, expected=100.000000 predicted=101.938700, expected=76.000000 predicted=90.110404, expected=88.000000 predicted=91.543292, expected=76.000000 predicted=92.080926, expected=68.000000 predicted=80.774208, expected=84.000000 predicted=82.063874, expected=52.000000 predicted=74.111888, expected=88.000000 predicted=76.017483, expected=80.000000 predicted=74.772982, expected=196.000000 predicted=94.780158, expected=212.000000 predicted=118.840955, expected=120.000000 predicted=124.642635, expected=152.000000 predicted=141.261093, expected=304.000000 predicted=177.989569, expected=120.000000 predicted=184.556534, expected=184.000000 predicted=181.836529, expected=208.000000 predicted=181.861341, expected=180.000000 predicted=192.065880, expected=176.000000 predicted=195.434424, expected=76.000000 predicted=157.683027, expected=60.000000 predicted=147.626139, expected=40.000000 predicted=123.701496, expected=20.000000 predicted=92.283261, expected=32.000000 predicted=67.327151, expected=76.000000 predicted=50.733820, expected=72.000000 predicted=50.012541, expected=56.000000 predicted=49.189840, expected=76.000000 predicted=55.270902, expected=48.000000 predicted=60.092083, expected=116.000000 predicted=74.042189, expected=76.000000 predicted=74.100219, expected=80.000000 predicted=75.301117, expected=60.000000 predicted=75.990612, expected=84.000000 predicted=77.506602, expected=72.000000 predicted=81.418852, expected=56.000000 predicted=71.358551, expected=64.000000 predicted=69.325597, expected=44.000000 predicted=63.425436, expected=84.000000 predicted=67.366575, expected=72.000000 predicted=65.402652, expected=44.000000 predicted=60.631433, expected=72.000000 predicted=63.279111, expected=32.000000 predicted=58.120794, expected=60.000000 predicted=60.643406, expected=80.000000 predicted=60.042790, expected=80.000000 predicted=61.406607, expected=80.000000 predicted=67.249147, expected=144.000000 predicted=79.417146, expected=52.000000 predicted=82.783739, expected=72.000000 predicted=84.565151, expected=3452.000000 predicted=648.545289, expected=108.000000 predicted=659.664925, expected=84.000000 predicted=666.960197, expected=68.000000 predicted=665.472894, expected=76.000000 predicted=686.523331, expected=68.000000 predicted=683.884680, expected=56.000000 predicted=76.679225, expected=56.000000 predicted=68.003740, expected=72.000000 predicted=66.064392, expected=104.000000 predicted=72.081988, expected=28.000000 predicted=63.951603, expected=76.000000 predicted=65.330626, expected=88.000000 predicted=70.795537, expected=48.000000 predicted=69.403771, expected=112.000000 predicted=75.951237, expected=96.000000 predicted=74.831392, expected=96.000000 predicted=86.083940, expected=56.000000 predicted=82.627216, expected=80.000000 predicted=81.499958, expected=76.000000 predicted=86.091799, expected=76.000000 predicted=80.073248, expected=96.000000 predicted=80.016587, expected=136.000000 predicted=86.839985, expected=52.000000 predicted=86.023404, expected=76.000000 predicted=85.356148, expected=60.000000 predicted=82.792073, expected=84.000000 predicted=84.175286, expected=80.000000 Test MSE: 184344.399
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614])] predicted=23.411723, expected=12.000000 predicted=21.282741, expected=56.000000 predicted=40.825422, expected=24.000000 predicted=42.644284, expected=16.000000 predicted=32.406706, expected=84.000000 predicted=37.943946, expected=72.000000 predicted=45.521705, expected=16.000000 predicted=42.196061, expected=24.000000 predicted=28.525788, expected=36.000000 predicted=41.090879, expected=12.000000 predicted=51.527458, expected=28.000000 predicted=36.614381, expected=48.000000 predicted=26.996018, expected=80.000000 predicted=42.347293, expected=104.000000 predicted=51.979117, expected=24.000000 predicted=36.484564, expected=16.000000 predicted=39.488491, expected=120.000000 predicted=70.014738, expected=4.000000 predicted=64.379658, expected=32.000000 predicted=57.904933, expected=12.000000 predicted=22.610468, expected=16.000000 predicted=42.659956, expected=40.000000 predicted=47.251231, expected=4.000000 predicted=16.510016, expected=20.000000 predicted=21.645122, expected=60.000000 predicted=25.111759, expected=8.000000 predicted=24.735788, expected=8.000000 predicted=22.165253, expected=8.000000 predicted=12.318044, expected=16.000000 predicted=26.089908, expected=4.000000 predicted=21.603616, expected=24.000000 predicted=12.153707, expected=8.000000 predicted=9.512630, expected=12.000000 predicted=12.574520, expected=16.000000 predicted=12.071127, expected=12.000000 predicted=13.110192, expected=12.000000 predicted=14.652134, expected=28.000000 predicted=14.774537, expected=20.000000 predicted=16.455135, expected=24.000000 predicted=18.494854, expected=32.000000 predicted=19.477655, expected=8.000000 predicted=18.915647, expected=16.000000 predicted=21.659235, expected=8.000000 predicted=17.072290, expected=40.000000 predicted=26.404145, expected=88.000000 predicted=36.331410, expected=8.000000 predicted=21.740724, expected=60.000000 predicted=32.610273, expected=68.000000 predicted=38.346204, expected=44.000000 predicted=57.081182, expected=24.000000 predicted=46.095905, expected=44.000000 predicted=37.933301, expected=8.000000 predicted=43.752793, expected=8.000000 predicted=37.677723, expected=12.000000 predicted=23.833951, expected=12.000000 predicted=22.183862, expected=20.000000 predicted=21.010278, expected=12.000000 predicted=10.833243, expected=24.000000 predicted=14.759385, expected=24.000000 predicted=16.421846, expected=12.000000 predicted=16.677037, expected=4.000000 predicted=14.256766, expected=28.000000 predicted=18.371340, expected=32.000000 predicted=23.327411, expected=12.000000 predicted=18.766632, expected=4.000000 predicted=11.456863, expected=12.000000 predicted=13.967399, expected=12.000000 predicted=19.984014, expected=24.000000 predicted=19.584666, expected=28.000000 predicted=15.025257, expected=20.000000 predicted=14.924689, expected=24.000000 predicted=18.183809, expected=12.000000 predicted=17.889366, expected=28.000000 predicted=24.580367, expected=40.000000 predicted=26.814321, expected=20.000000 predicted=23.683797, expected=24.000000 predicted=22.957478, expected=8.000000 predicted=18.502551, expected=60.000000 predicted=35.528497, expected=44.000000 predicted=33.574443, expected=24.000000 predicted=28.756415, expected=24.000000 predicted=24.440653, expected=12.000000 predicted=26.991545, expected=32.000000 predicted=38.886524, expected=28.000000 predicted=29.472514, expected=12.000000 predicted=22.108615, expected=20.000000 predicted=19.889188, expected=8.000000 predicted=17.586007, expected=12.000000 predicted=21.618985, expected=8.000000 predicted=15.038414, expected=12.000000 predicted=13.369711, expected=8.000000 predicted=11.631064, expected=8.000000 predicted=9.455417, expected=12.000000 predicted=10.123684, expected=20.000000 predicted=12.168120, expected=48.000000 predicted=20.079904, expected=20.000000 predicted=16.530692, expected=16.000000 predicted=17.571469, expected=28.000000 predicted=20.861569, expected=12.000000 predicted=25.382829, expected=120.000000 predicted=50.207810, expected=56.000000 predicted=37.080392, expected=56.000000 predicted=44.929665, expected=24.000000 predicted=33.832507, expected=12.000000 predicted=47.715409, expected=4.000000 predicted=52.123870, expected=52.000000 predicted=43.252753, expected=16.000000 predicted=30.726984, expected=20.000000 predicted=21.707477, expected=16.000000 predicted=14.156847, expected=4.000000 predicted=19.376418, expected=4.000000 predicted=21.324999, expected=8.000000 predicted=12.390018, expected=16.000000 predicted=14.246533, expected=20.000000 predicted=12.605793, expected=28.000000 predicted=12.976354, expected=12.000000 predicted=11.863122, expected=20.000000 predicted=16.050495, expected=20.000000 predicted=18.461982, expected=20.000000 predicted=21.647584, expected=24.000000 predicted=21.116694, expected=60.000000 predicted=27.921388, expected=40.000000 predicted=29.720873, expected=8.000000 predicted=24.220406, expected=4.000000 predicted=19.992879, expected=4.000000 predicted=24.714743, expected=16.000000 predicted=30.130413, expected=4.000000 predicted=15.422913, expected=8.000000 predicted=7.321264, expected=24.000000 predicted=9.742750, expected=32.000000 predicted=16.276608, expected=4.000000 predicted=12.578059, expected=8.000000 predicted=10.020813, expected=12.000000 predicted=13.412863, expected=12.000000 predicted=19.046756, expected=16.000000 predicted=15.953427, expected=16.000000 predicted=10.415211, expected=12.000000 predicted=11.891974, expected=56.000000 predicted=23.269366, expected=40.000000 predicted=24.760246, expected=12.000000 predicted=22.147122, expected=24.000000 predicted=21.177022, expected=20.000000 predicted=27.081168, expected=16.000000 predicted=33.138882, expected=12.000000 predicted=20.995125, expected=8.000000 predicted=14.736601, expected=8.000000 predicted=15.713115, expected=16.000000 predicted=15.050254, expected=8.000000 predicted=11.823124, expected=8.000000 predicted=9.927635, expected=8.000000 predicted=8.343431, expected=32.000000 predicted=15.747793, expected=48.000000 predicted=22.406821, expected=16.000000 predicted=17.069566, expected=8.000000 predicted=14.611834, expected=4.000000 predicted=15.511268, expected=16.000000 predicted=25.527210, expected=28.000000 predicted=25.267833, expected=4.000000 predicted=11.897903, expected=36.000000 predicted=16.137662, expected=16.000000 predicted=14.336924, expected=16.000000 predicted=20.712398, expected=376.000000 predicted=104.221948, expected=88.000000 predicted=73.311169, expected=36.000000 predicted=84.235252, expected=32.000000 predicted=45.986822, expected=32.000000 predicted=121.862439, expected=8.000000 predicted=137.549515, expected=40.000000 predicted=45.664446, expected=4.000000 predicted=23.184890, expected=20.000000 predicted=25.613629, expected=24.000000 predicted=20.329783, expected=32.000000 predicted=24.204945, expected=12.000000 predicted=21.080502, expected=40.000000 predicted=22.635827, expected=20.000000 predicted=22.673916, expected=52.000000 predicted=34.204455, expected=16.000000 predicted=24.851745, expected=28.000000 predicted=28.232925, expected=36.000000 predicted=31.131411, expected=24.000000 predicted=30.341210, expected=56.000000 predicted=39.218260, expected=12.000000 predicted=24.171871, expected=20.000000 predicted=29.363739, expected=12.000000 predicted=23.428661, expected=64.000000 predicted=38.666155, expected=16.000000 predicted=29.702239, expected=140.000000 predicted=53.528524, expected=36.000000 predicted=39.605941, expected=8.000000 predicted=41.059466, expected=12.000000 predicted=35.778350, expected=8.000000 predicted=38.996118, expected=24.000000 predicted=50.396712, expected=12.000000 predicted=17.836573, expected=4.000000 predicted=10.258757, expected=28.000000 predicted=15.067361, expected=4.000000 predicted=12.387570, expected=8.000000 predicted=14.366679, expected=16.000000 predicted=10.839959, expected=20.000000 predicted=14.973311, expected=20.000000 predicted=17.485884, expected=24.000000 predicted=14.657087, expected=16.000000 predicted=15.865725, expected=32.000000 predicted=22.242209, expected=20.000000 predicted=21.257543, expected=44.000000 predicted=28.376515, expected=56.000000 predicted=33.217256, expected=16.000000 predicted=27.979113, expected=4.000000 predicted=24.148646, expected=8.000000 predicted=21.406116, expected=8.000000 predicted=26.164328, expected=24.000000 predicted=24.876340, expected=64.000000 predicted=25.711128, expected=28.000000 predicted=21.110367, expected=24.000000 predicted=22.513581, expected=4.000000 predicted=17.729876, expected=8.000000 predicted=25.762161, expected=8.000000 predicted=25.791261, expected=40.000000 predicted=24.198103, expected=24.000000 predicted=19.150774, expected=32.000000 predicted=19.230206, expected=48.000000 predicted=25.198056, expected=4.000000 predicted=22.153032, expected=8.000000 predicted=24.669962, expected=8.000000 predicted=18.311247, expected=44.000000 predicted=31.071786, expected=20.000000 Test MSE: 1176.796
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864])] predicted=31.910373, expected=12.000000 predicted=23.010069, expected=32.000000 predicted=27.309226, expected=24.000000 predicted=22.697417, expected=44.000000 predicted=29.360839, expected=28.000000 predicted=28.468505, expected=24.000000 predicted=27.672509, expected=28.000000 predicted=30.987801, expected=20.000000 predicted=26.650129, expected=28.000000 predicted=28.594184, expected=12.000000 predicted=22.783785, expected=16.000000 predicted=21.244457, expected=16.000000 predicted=19.855773, expected=24.000000 predicted=18.556389, expected=64.000000 predicted=27.876718, expected=12.000000 predicted=22.645196, expected=8.000000 predicted=25.585028, expected=12.000000 predicted=24.061569, expected=28.000000 predicted=21.719368, expected=24.000000 predicted=23.628779, expected=4.000000 predicted=14.835312, expected=20.000000 predicted=17.669486, expected=12.000000 predicted=15.572132, expected=8.000000 predicted=14.908740, expected=28.000000 predicted=17.135095, expected=32.000000 predicted=16.740886, expected=56.000000 predicted=26.985295, expected=8.000000 predicted=23.981389, expected=32.000000 predicted=29.724659, expected=16.000000 predicted=28.362958, expected=4.000000 predicted=22.105236, expected=36.000000 predicted=26.722189, expected=12.000000 predicted=15.964500, expected=32.000000 predicted=22.615668, expected=84.000000 predicted=33.213203, expected=36.000000 predicted=31.934755, expected=28.000000 predicted=41.127594, expected=32.000000 predicted=39.612357, expected=4.000000 predicted=32.295343, expected=4.000000 predicted=30.446185, expected=52.000000 predicted=26.679253, expected=16.000000 predicted=19.542410, expected=36.000000 predicted=26.505665, expected=8.000000 predicted=20.715049, expected=8.000000 predicted=19.514485, expected=24.000000 predicted=24.426978, expected=28.000000 predicted=18.443362, expected=12.000000 predicted=19.266329, expected=12.000000 predicted=16.469256, expected=24.000000 predicted=18.059186, expected=28.000000 predicted=20.423155, expected=8.000000 predicted=18.355988, expected=16.000000 predicted=17.849980, expected=28.000000 predicted=19.204495, expected=12.000000 predicted=17.833381, expected=16.000000 predicted=18.990562, expected=8.000000 predicted=14.553638, expected=12.000000 predicted=14.671200, expected=20.000000 predicted=16.020370, expected=16.000000 predicted=13.465583, expected=24.000000 predicted=16.714761, expected=16.000000 predicted=16.048475, expected=20.000000 predicted=18.227103, expected=28.000000 predicted=21.033836, expected=16.000000 predicted=19.279490, expected=4.000000 predicted=18.147064, expected=4.000000 predicted=14.728964, expected=12.000000 predicted=13.039920, expected=24.000000 predicted=14.138095, expected=12.000000 predicted=11.728632, expected=4.000000 predicted=10.673308, expected=28.000000 predicted=15.087706, expected=4.000000 predicted=12.135546, expected=4.000000 predicted=13.057388, expected=32.000000 predicted=15.310542, expected=4.000000 predicted=10.281110, expected=12.000000 predicted=15.281348, expected=12.000000 predicted=11.864966, expected=24.000000 predicted=13.729113, expected=4.000000 predicted=14.275302, expected=16.000000 predicted=12.917952, expected=20.000000 predicted=14.644726, expected=4.000000 predicted=12.079627, expected=16.000000 predicted=15.169412, expected=12.000000 predicted=11.461547, expected=20.000000 predicted=14.359599, expected=20.000000 predicted=15.712344, expected=20.000000 predicted=15.422459, expected=16.000000 predicted=17.647892, expected=24.000000 predicted=18.943277, expected=28.000000 predicted=21.219652, expected=8.000000 predicted=18.757484, expected=4.000000 predicted=17.268164, expected=16.000000 predicted=15.881407, expected=16.000000 predicted=14.503898, expected=24.000000 predicted=16.259009, expected=12.000000 predicted=13.584228, expected=8.000000 predicted=13.626123, expected=12.000000 predicted=14.808845, expected=28.000000 predicted=16.234625, expected=20.000000 predicted=16.760563, expected=32.000000 predicted=19.846272, expected=4.000000 predicted=17.100930, expected=4.000000 predicted=16.875898, expected=4.000000 predicted=14.966833, expected=24.000000 predicted=13.620880, expected=8.000000 predicted=11.869562, expected=36.000000 predicted=14.875069, expected=12.000000 predicted=14.360804, expected=20.000000 predicted=17.746021, expected=40.000000 predicted=24.574328, expected=4.000000 predicted=17.846171, expected=16.000000 predicted=22.991057, expected=16.000000 predicted=17.795400, expected=8.000000 predicted=15.513235, expected=56.000000 predicted=25.145899, expected=4.000000 predicted=15.385189, expected=40.000000 predicted=25.750181, expected=36.000000 predicted=27.012168, expected=28.000000 predicted=27.288308, expected=4.000000 predicted=29.139386, expected=40.000000 predicted=25.983057, expected=8.000000 predicted=23.744406, expected=20.000000 predicted=23.043756, expected=12.000000 predicted=19.244861, expected=8.000000 predicted=14.005436, expected=8.000000 predicted=16.276220, expected=36.000000 predicted=15.310832, expected=4.000000 predicted=13.487445, expected=8.000000 predicted=13.921586, expected=28.000000 predicted=16.135682, expected=16.000000 predicted=14.563005, expected=20.000000 predicted=19.680940, expected=36.000000 predicted=19.620837, expected=4.000000 predicted=17.321666, expected=28.000000 predicted=23.529388, expected=20.000000 predicted=20.028489, expected=16.000000 predicted=19.735331, expected=4.000000 predicted=18.834135, expected=40.000000 predicted=18.805285, expected=8.000000 predicted=17.745715, expected=20.000000 predicted=19.058161, expected=16.000000 predicted=18.055095, expected=44.000000 predicted=20.984522, expected=16.000000 predicted=23.832295, expected=32.000000 predicted=23.829222, expected=28.000000 predicted=26.462151, expected=24.000000 predicted=25.497883, expected=36.000000 predicted=31.074520, expected=24.000000 predicted=25.959590, expected=12.000000 predicted=26.117523, expected=40.000000 predicted=28.206241, expected=12.000000 predicted=22.836359, expected=12.000000 predicted=23.267310, expected=32.000000 predicted=22.956734, expected=12.000000 predicted=17.808747, expected=20.000000 predicted=22.414021, expected=36.000000 predicted=21.189674, expected=8.000000 predicted=18.475415, expected=32.000000 predicted=25.038053, expected=16.000000 predicted=20.034291, expected=36.000000 predicted=24.318766, expected=12.000000 predicted=23.658761, expected=8.000000 predicted=18.645110, expected=32.000000 predicted=23.326501, expected=8.000000 predicted=16.578709, expected=20.000000 predicted=20.368492, expected=12.000000 predicted=15.559404, expected=16.000000 predicted=15.196305, expected=32.000000 predicted=20.457522, expected=8.000000 predicted=15.190008, expected=24.000000 predicted=19.873250, expected=12.000000 predicted=17.037483, expected=44.000000 predicted=22.323015, expected=8.000000 predicted=21.026919, expected=36.000000 predicted=23.028856, expected=12.000000 predicted=22.764865, expected=16.000000 predicted=20.594623, expected=12.000000 predicted=22.043748, expected=8.000000 predicted=14.155167, expected=40.000000 predicted=20.941453, expected=20.000000 predicted=17.042297, expected=28.000000 predicted=21.727298, expected=16.000000 predicted=21.566337, expected=20.000000 predicted=21.409328, expected=8.000000 predicted=21.896686, expected=20.000000 predicted=18.357161, expected=40.000000 predicted=21.772377, expected=8.000000 predicted=17.891007, expected=24.000000 predicted=21.743483, expected=8.000000 predicted=17.792768, expected=16.000000 predicted=18.404857, expected=4.000000 predicted=16.784436, expected=24.000000 predicted=13.613647, expected=28.000000 predicted=17.086271, expected=16.000000 predicted=15.804817, expected=60.000000 predicted=26.213311, expected=4.000000 predicted=21.791290, expected=28.000000 predicted=28.208631, expected=4.000000 predicted=23.625885, expected=76.000000 predicted=29.141499, expected=8.000000 predicted=30.045461, expected=32.000000 predicted=26.483663, expected=48.000000 predicted=34.479182, expected=56.000000 predicted=33.832777, expected=4.000000 predicted=39.426630, expected=32.000000 predicted=31.912484, expected=4.000000 predicted=28.393798, expected=28.000000 predicted=26.562326, expected=36.000000 predicted=27.391583, expected=8.000000 predicted=17.580559, expected=40.000000 predicted=26.416728, expected=24.000000 predicted=22.724682, expected=8.000000 predicted=23.555720, expected=8.000000 predicted=22.384469, expected=40.000000 predicted=19.782499, expected=20.000000 predicted=22.004626, expected=28.000000 predicted=22.310843, expected=44.000000 predicted=25.754064, expected=48.000000 predicted=30.042634, expected=24.000000 predicted=34.978230, expected=24.000000 predicted=32.770718, expected=24.000000 predicted=31.671542, expected=16.000000 predicted=28.633181, expected=24.000000 predicted=26.789583, expected=12.000000 predicted=20.376081, expected=12.000000 predicted=18.531011, expected=20.000000 predicted=18.108078, expected=20.000000 predicted=16.456707, expected=12.000000 predicted=16.877830, expected=4.000000 predicted=13.916114, expected=4.000000 predicted=11.847832, expected=24.000000 predicted=13.190244, expected=4.000000 predicted=10.590504, expected=12.000000 predicted=10.709638, expected=16.000000 predicted=11.169321, expected=16.000000 predicted=11.549651, expected=8.000000 predicted=13.911794, expected=4.000000 predicted=10.320048, expected=28.000000 predicted=13.701631, expected=12.000000 predicted=13.075185, expected=36.000000 predicted=17.779137, expected=8.000000 predicted=16.817305, expected=8.000000 predicted=16.022260, expected=4.000000 predicted=16.736904, expected=8.000000 predicted=10.973937, expected=36.000000 predicted=16.334444, expected=32.000000 predicted=15.440587, expected=20.000000 predicted=18.968326, expected=12.000000 predicted=20.325587, expected=36.000000 predicted=23.480859, expected=12.000000 predicted=23.536851, expected=8.000000 predicted=20.454289, expected=24.000000 predicted=19.466989, expected=16.000000 predicted=16.241571, expected=48.000000 predicted=24.112854, expected=40.000000 predicted=24.983283, expected=24.000000 predicted=27.136116, expected=36.000000 predicted=33.171229, expected=4.000000 predicted=27.083791, expected=36.000000 predicted=31.044537, expected=20.000000 predicted=26.208391, expected=32.000000 predicted=24.459263, expected=12.000000 predicted=24.699251, expected=12.000000 predicted=18.959101, expected=12.000000 predicted=20.828499, expected=16.000000 predicted=16.154804, expected=8.000000 predicted=15.270824, expected=16.000000 predicted=12.777867, expected=20.000000 predicted=13.875073, expected=20.000000 predicted=14.996566, expected=12.000000 predicted=15.880572, expected=16.000000 predicted=15.600876, expected=4.000000 predicted=14.424701, expected=24.000000 predicted=15.660858, expected=4.000000 predicted=13.079071, expected=20.000000 predicted=13.248284, expected=16.000000 predicted=14.434640, expected=40.000000 predicted=17.141780, expected=32.000000 predicted=23.267233, expected=16.000000 predicted=21.842831, expected=24.000000 predicted=25.969836, expected=8.000000 predicted=21.777220, expected=28.000000 predicted=24.024621, expected=16.000000 predicted=20.535387, expected=28.000000 predicted=19.636960, expected=40.000000 predicted=24.648811, expected=48.000000 predicted=27.545169, expected=24.000000 predicted=31.689264, expected=24.000000 predicted=31.112570, expected=48.000000 predicted=35.140899, expected=32.000000 predicted=34.463433, expected=12.000000 predicted=32.155905, expected=8.000000 predicted=25.839705, expected=12.000000 predicted=21.206013, expected=20.000000 predicted=20.573405, expected=4.000000 predicted=14.354444, expected=16.000000 predicted=12.514792, expected=32.000000 predicted=15.266734, expected=44.000000 predicted=20.662918, expected=8.000000 predicted=21.713252, expected=16.000000 predicted=21.621119, expected=28.000000 predicted=23.738014, expected=4.000000 predicted=19.890246, expected=12.000000 predicted=19.497773, expected=16.000000 predicted=13.983256, expected=28.000000 predicted=16.047666, expected=8.000000 predicted=16.390443, expected=12.000000 predicted=14.086559, expected=28.000000 predicted=17.486374, expected=24.000000 predicted=18.085716, expected=12.000000 predicted=19.287219, expected=12.000000 predicted=17.000542, expected=8.000000 predicted=15.420389, expected=16.000000 predicted=15.851521, expected=32.000000 predicted=17.089238, expected=4.000000 predicted=13.801163, expected=24.000000 predicted=17.144564, expected=44.000000 predicted=21.428138, expected=28.000000 predicted=23.374968, expected=24.000000 predicted=27.872296, expected=12.000000 predicted=23.618820, expected=28.000000 predicted=25.738270, expected=40.000000 predicted=28.504091, expected=16.000000 predicted=24.194770, expected=24.000000 predicted=25.503963, expected=24.000000 predicted=24.124340, expected=4.000000 predicted=21.393668, expected=40.000000 predicted=25.179474, expected=20.000000 predicted=20.465533, expected=24.000000 predicted=22.614409, expected=8.000000 predicted=21.528099, expected=28.000000 predicted=19.865731, expected=24.000000 predicted=23.461481, expected=24.000000 predicted=20.923968, expected=28.000000 predicted=23.696483, expected=8.000000 predicted=19.856892, expected=8.000000 predicted=20.241273, expected=8.000000 predicted=16.305742, expected=40.000000 predicted=18.069637, expected=8.000000 predicted=16.221385, expected=12.000000 predicted=15.131975, expected=8.000000 predicted=15.087040, expected=8.000000 predicted=12.327916, expected=8.000000 predicted=13.885162, expected=40.000000 predicted=13.692157, expected=12.000000 predicted=14.311380, expected=8.000000 predicted=15.066449, expected=40.000000 predicted=20.528397, expected=8.000000 predicted=17.345726, expected=32.000000 predicted=24.069754, expected=16.000000 predicted=20.171486, expected=24.000000 predicted=20.328672, expected=32.000000 predicted=26.037068, expected=4.000000 predicted=18.757442, expected=24.000000 predicted=22.804330, expected=32.000000 predicted=21.496033, expected=12.000000 predicted=20.215166, expected=4.000000 predicted=19.490151, expected=12.000000 predicted=14.806000, expected=16.000000 predicted=15.153432, expected=20.000000 predicted=15.474573, expected=88.000000 predicted=25.637350, expected=8.000000 predicted=24.477287, expected=4.000000 predicted=27.729804, expected=28.000000 predicted=29.265139, expected=4.000000 predicted=20.896673, expected=4.000000 predicted=23.441510, expected=104.000000 predicted=25.157711, expected=4.000000 predicted=21.729751, expected=12.000000 predicted=30.771504, expected=12.000000 predicted=25.618247, expected=12.000000 predicted=19.315038, expected=36.000000 predicted=31.937227, expected=40.000000 predicted=18.364519, expected=24.000000 predicted=22.943975, expected=44.000000 predicted=29.004122, expected=16.000000 predicted=27.876675, expected=20.000000 predicted=30.419060, expected=28.000000 predicted=29.099445, expected=8.000000 predicted=22.129425, expected=24.000000 predicted=24.492474, expected=12.000000 predicted=17.588419, expected=20.000000 predicted=18.306955, expected=4.000000 predicted=16.685349, expected=20.000000 predicted=14.274276, expected=20.000000 predicted=16.489114, expected=4.000000 predicted=13.039106, expected=16.000000 predicted=15.058726, expected=8.000000 predicted=11.208222, expected=48.000000 predicted=18.664036, expected=20.000000 predicted=19.148978, expected=28.000000 predicted=21.306309, expected=16.000000 predicted=23.645427, expected=16.000000 predicted=21.455279, expected=12.000000 predicted=24.018914, expected=12.000000 predicted=16.879169, expected=12.000000 predicted=16.135806, expected=4.000000 predicted=11.920258, expected=16.000000 predicted=12.083493, expected=8.000000 predicted=10.304593, expected=16.000000 predicted=11.298050, expected=24.000000 predicted=13.417089, expected=16.000000 Test MSE: 221.751
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892])] predicted=17.581180, expected=20.000000 predicted=14.383800, expected=28.000000 predicted=15.135154, expected=4.000000 predicted=11.710111, expected=24.000000 predicted=17.874902, expected=12.000000 predicted=18.250634, expected=20.000000 predicted=18.646186, expected=28.000000 predicted=20.190359, expected=12.000000 predicted=16.071631, expected=8.000000 predicted=15.578969, expected=4.000000 predicted=12.694042, expected=12.000000 predicted=14.569363, expected=4.000000 predicted=10.867548, expected=24.000000 predicted=12.361342, expected=24.000000 predicted=14.030211, expected=24.000000 predicted=16.037366, expected=8.000000 predicted=13.982936, expected=8.000000 predicted=14.034031, expected=8.000000 predicted=15.490436, expected=4.000000 predicted=12.295087, expected=24.000000 predicted=14.396866, expected=8.000000 predicted=9.809388, expected=20.000000 predicted=12.508038, expected=12.000000 predicted=12.116006, expected=16.000000 predicted=14.327173, expected=8.000000 predicted=13.658243, expected=16.000000 predicted=13.728154, expected=24.000000 predicted=17.237434, expected=24.000000 predicted=17.684860, expected=24.000000 predicted=18.774974, expected=20.000000 predicted=18.861357, expected=4.000000 predicted=16.559657, expected=28.000000 predicted=21.772551, expected=12.000000 predicted=18.576588, expected=8.000000 predicted=14.960418, expected=16.000000 predicted=14.362212, expected=16.000000 predicted=14.832579, expected=16.000000 predicted=16.149086, expected=12.000000 predicted=12.758278, expected=64.000000 predicted=27.408889, expected=24.000000 predicted=24.771358, expected=4.000000 predicted=18.637024, expected=20.000000 predicted=21.778290, expected=8.000000 predicted=22.109462, expected=4.000000 predicted=19.703647, expected=8.000000 predicted=10.759880, expected=40.000000 predicted=17.873645, expected=36.000000 predicted=21.778787, expected=36.000000 predicted=22.717656, expected=16.000000 predicted=20.768855, expected=24.000000 predicted=25.981439, expected=12.000000 predicted=26.010323, expected=4.000000 predicted=19.643807, expected=20.000000 predicted=19.191248, expected=24.000000 predicted=18.365417, expected=12.000000 predicted=15.505309, expected=12.000000 predicted=12.920901, expected=24.000000 predicted=16.987459, expected=12.000000 predicted=17.070635, expected=4.000000 predicted=12.998592, expected=12.000000 predicted=12.354197, expected=20.000000 predicted=15.405739, expected=24.000000 predicted=17.417619, expected=12.000000 predicted=13.167717, expected=24.000000 predicted=16.444262, expected=16.000000 predicted=17.740716, expected=20.000000 predicted=19.532032, expected=16.000000 predicted=18.178646, expected=20.000000 predicted=18.297220, expected=12.000000 predicted=17.228456, expected=16.000000 predicted=16.545244, expected=20.000000 predicted=17.820692, expected=8.000000 predicted=14.458831, expected=32.000000 predicted=19.745534, expected=8.000000 predicted=14.992413, expected=8.000000 predicted=14.050551, expected=24.000000 predicted=17.465525, expected=24.000000 predicted=18.920531, expected=8.000000 predicted=15.963510, expected=8.000000 predicted=11.839411, expected=16.000000 predicted=15.052901, expected=4.000000 predicted=13.331440, expected=4.000000 predicted=9.762439, expected=12.000000 predicted=9.077973, expected=12.000000 predicted=10.040884, expected=12.000000 predicted=10.187146, expected=40.000000 predicted=17.176376, expected=20.000000 predicted=16.889940, expected=8.000000 predicted=15.190552, expected=12.000000 predicted=15.928976, expected=16.000000 predicted=18.473972, expected=20.000000 predicted=20.233193, expected=12.000000 predicted=14.163600, expected=24.000000 predicted=16.135030, expected=4.000000 predicted=13.124950, expected=12.000000 predicted=14.236691, expected=4.000000 predicted=11.650643, expected=8.000000 predicted=10.717041, expected=16.000000 predicted=12.187581, expected=20.000000 predicted=11.978880, expected=52.000000 predicted=23.030357, expected=16.000000 predicted=18.236228, expected=4.000000 predicted=15.886601, expected=32.000000 predicted=24.114861, expected=8.000000 predicted=21.487665, expected=4.000000 predicted=17.764296, expected=4.000000 predicted=9.913660, expected=8.000000 predicted=10.374258, expected=12.000000 predicted=11.980074, expected=8.000000 predicted=7.311432, expected=40.000000 predicted=16.165458, expected=12.000000 predicted=13.484864, expected=36.000000 predicted=20.875601, expected=32.000000 predicted=23.948819, expected=16.000000 predicted=22.988424, expected=12.000000 predicted=22.453846, expected=12.000000 predicted=19.051073, expected=4.000000 predicted=17.450799, expected=24.000000 predicted=18.134573, expected=12.000000 predicted=13.394514, expected=20.000000 predicted=14.648648, expected=12.000000 predicted=13.256787, expected=20.000000 predicted=15.919886, expected=4.000000 predicted=13.807807, expected=8.000000 predicted=11.956797, expected=8.000000 predicted=11.602512, expected=12.000000 predicted=11.258619, expected=8.000000 predicted=9.794261, expected=8.000000 predicted=7.766641, expected=20.000000 predicted=11.854259, expected=8.000000 predicted=10.370212, expected=24.000000 predicted=14.535587, expected=12.000000 predicted=12.927166, expected=4.000000 predicted=11.315069, expected=12.000000 predicted=12.908214, expected=4.000000 predicted=10.147195, expected=36.000000 predicted=18.501197, expected=4.000000 predicted=10.944751, expected=4.000000 predicted=9.062786, expected=8.000000 predicted=10.351948, expected=8.000000 predicted=11.166645, expected=12.000000 predicted=12.367407, expected=48.000000 predicted=18.442972, expected=28.000000 predicted=19.255450, expected=4.000000 predicted=14.877463, expected=4.000000 predicted=14.224287, expected=4.000000 predicted=15.769741, expected=8.000000 predicted=16.469856, expected=16.000000 predicted=11.903279, expected=16.000000 predicted=9.536229, expected=12.000000 predicted=9.815944, expected=4.000000 predicted=8.625066, expected=12.000000 predicted=11.313491, expected=4.000000 predicted=10.111635, expected=16.000000 predicted=11.623500, expected=20.000000 predicted=12.524374, expected=4.000000 predicted=8.993047, expected=44.000000 predicted=19.882776, expected=20.000000 predicted=18.285803, expected=8.000000 predicted=16.817464, expected=20.000000 predicted=18.407001, expected=16.000000 predicted=18.900396, expected=64.000000 predicted=34.278173, expected=4.000000 predicted=19.451391, expected=4.000000 predicted=15.948545, expected=4.000000 predicted=16.074726, expected=20.000000 predicted=21.109694, expected=16.000000 predicted=19.286190, expected=8.000000 predicted=8.634435, expected=8.000000 predicted=9.018554, expected=32.000000 predicted=17.176025, expected=4.000000 predicted=13.666097, expected=12.000000 predicted=12.530321, expected=24.000000 predicted=15.538133, expected=20.000000 predicted=17.836259, expected=4.000000 predicted=14.074788, expected=24.000000 predicted=15.319344, expected=20.000000 predicted=18.107005, expected=24.000000 predicted=20.168201, expected=4.000000 predicted=13.824281, expected=8.000000 predicted=12.963303, expected=24.000000 predicted=18.653407, expected=20.000000 predicted=17.805539, expected=12.000000 predicted=14.494122, expected=44.000000 predicted=21.332602, expected=16.000000 predicted=20.168469, expected=8.000000 predicted=18.579356, expected=16.000000 predicted=18.367817, expected=28.000000 predicted=22.589802, expected=12.000000 predicted=20.085309, expected=24.000000 predicted=17.660642, expected=8.000000 predicted=14.690257, expected=16.000000 predicted=17.344479, expected=20.000000 predicted=18.421803, expected=8.000000 predicted=14.053187, expected=16.000000 predicted=15.210760, expected=20.000000 predicted=15.341790, expected=24.000000 predicted=18.418046, expected=4.000000 predicted=13.546049, expected=20.000000 predicted=15.534406, expected=16.000000 predicted=16.851375, expected=60.000000 predicted=29.005367, expected=12.000000 predicted=21.017942, expected=16.000000 predicted=19.285102, expected=16.000000 predicted=22.030781, expected=24.000000 predicted=25.286721, expected=16.000000 predicted=23.621366, expected=16.000000 predicted=16.260656, expected=28.000000 predicted=20.326478, expected=24.000000 predicted=21.277109, expected=4.000000 predicted=16.555796, expected=68.000000 predicted=30.792033, expected=64.000000 predicted=38.242118, expected=16.000000 predicted=30.677098, expected=24.000000 predicted=30.366362, expected=20.000000 predicted=31.630093, expected=20.000000 predicted=35.403835, expected=12.000000 predicted=24.811578, expected=60.000000 predicted=29.823130, expected=40.000000 predicted=30.712337, expected=32.000000 predicted=29.822463, expected=16.000000 predicted=27.056205, expected=20.000000 predicted=28.872070, expected=40.000000 predicted=36.738236, expected=20.000000 predicted=27.543353, expected=24.000000 predicted=24.827697, expected=12.000000 predicted=20.403699, expected=12.000000 predicted=20.525571, expected=20.000000 predicted=21.790251, expected=8.000000 predicted=15.307903, expected=20.000000 predicted=16.554955, expected=4.000000 predicted=11.477711, expected=20.000000 predicted=14.813599, expected=16.000000 predicted=14.947048, expected=20.000000 predicted=15.281790, expected=8.000000 predicted=13.518072, expected=16.000000 predicted=14.032884, expected=20.000000 predicted=17.325576, expected=20.000000 predicted=17.216125, expected=16.000000 predicted=16.321897, expected=8.000000 predicted=13.484821, expected=8.000000 predicted=13.883485, expected=4.000000 predicted=11.937283, expected=36.000000 predicted=18.417395, expected=12.000000 predicted=13.799743, expected=8.000000 predicted=11.290426, expected=36.000000 predicted=19.219104, expected=12.000000 predicted=17.560141, expected=8.000000 predicted=17.245261, expected=20.000000 predicted=16.165457, expected=16.000000 predicted=17.050464, expected=12.000000 predicted=16.945864, expected=16.000000 predicted=13.957890, expected=4.000000 predicted=11.554637, expected=4.000000 predicted=11.169771, expected=12.000000 predicted=11.083875, expected=20.000000 predicted=12.761367, expected=4.000000 predicted=9.120460, expected=20.000000 predicted=11.348334, expected=16.000000 predicted=12.920455, expected=12.000000 predicted=13.760139, expected=48.000000 predicted=23.320271, expected=4.000000 predicted=15.372912, expected=4.000000 predicted=15.213744, expected=12.000000 predicted=15.334879, expected=24.000000 predicted=19.249374, expected=16.000000 predicted=18.280507, expected=16.000000 predicted=12.398901, expected=4.000000 predicted=11.125579, expected=8.000000 predicted=12.852732, expected=4.000000 predicted=11.481027, expected=28.000000 predicted=14.969764, expected=24.000000 predicted=15.202952, expected=44.000000 predicted=21.183694, expected=100.000000 predicted=42.702447, expected=40.000000 predicted=38.931143, expected=36.000000 predicted=42.337285, expected=16.000000 predicted=38.581128, expected=60.000000 predicted=52.543513, expected=56.000000 predicted=53.757558, expected=44.000000 predicted=41.832461, expected=28.000000 predicted=37.179698, expected=20.000000 predicted=34.993883, expected=16.000000 predicted=35.680901, expected=8.000000 predicted=26.938384, expected=32.000000 predicted=26.473437, expected=12.000000 predicted=18.751786, expected=24.000000 predicted=19.124249, expected=16.000000 predicted=17.439301, expected=12.000000 predicted=16.657957, expected=24.000000 predicted=20.635745, expected=28.000000 predicted=20.717419, expected=4.000000 predicted=15.982613, expected=4.000000 predicted=12.736499, expected=20.000000 predicted=16.331145, expected=20.000000 predicted=17.933404, expected=4.000000 predicted=11.922328, expected=24.000000 predicted=13.636824, expected=28.000000 predicted=18.305683, expected=16.000000 predicted=18.279451, expected=12.000000 predicted=16.025311, expected=8.000000 predicted=14.194028, expected=8.000000 predicted=15.426420, expected=12.000000 predicted=14.184865, expected=44.000000 predicted=20.638728, expected=8.000000 predicted=14.046787, expected=16.000000 predicted=15.028410, expected=12.000000 predicted=15.729352, expected=12.000000 predicted=17.232618, expected=12.000000 predicted=17.080147, expected=16.000000 predicted=13.100350, expected=16.000000 predicted=14.297620, expected=4.000000 predicted=10.747937, expected=20.000000 predicted=14.121828, expected=8.000000 predicted=12.208861, expected=32.000000 predicted=18.186667, expected=60.000000 predicted=28.205512, expected=92.000000 predicted=43.783380, expected=68.000000 predicted=48.621825, expected=44.000000 predicted=47.359786, expected=92.000000 predicted=68.280817, expected=108.000000 predicted=83.203075, expected=28.000000 predicted=65.132687, expected=16.000000 predicted=52.043912, expected=76.000000 predicted=64.930873, expected=40.000000 predicted=57.693263, expected=28.000000 predicted=46.164776, expected=88.000000 predicted=52.733744, expected=1216.000000 predicted=628.133018, expected=48.000000 predicted=206.568495, expected=16.000000 predicted=317.030163, expected=32.000000 predicted=593.822269, expected=28.000000 predicted=384.230886, expected=28.000000 predicted=679.943256, expected=48.000000 predicted=35.346010, expected=20.000000 predicted=27.160359, expected=72.000000 predicted=41.207073, expected=20.000000 predicted=34.189408, expected=20.000000 predicted=33.208801, expected=4.000000 predicted=30.488470, expected=24.000000 predicted=25.500376, expected=20.000000 predicted=26.826290, expected=4.000000 predicted=13.940688, expected=24.000000 predicted=17.556994, expected=36.000000 predicted=19.526838, expected=24.000000 predicted=21.393522, expected=16.000000 predicted=20.800518, expected=24.000000 predicted=21.769571, expected=8.000000 predicted=20.492910, expected=12.000000 predicted=19.692424, expected=24.000000 predicted=18.895487, expected=40.000000 predicted=21.589501, expected=20.000000 predicted=20.898272, expected=16.000000 predicted=19.899273, expected=36.000000 predicted=26.048084, expected=148.000000 predicted=54.893064, expected=4.000000 predicted=37.936855, expected=32.000000 predicted=43.609065, expected=92.000000 predicted=60.642394, expected=48.000000 predicted=53.653772, expected=24.000000 predicted=58.193635, expected=28.000000 predicted=39.070029, expected=52.000000 predicted=45.435585, expected=40.000000 predicted=46.397227, expected=16.000000 predicted=33.489416, expected=16.000000 predicted=29.436135, expected=20.000000 predicted=27.922587, expected=12.000000 predicted=24.591015, expected=44.000000 predicted=26.700514, expected=16.000000 predicted=19.619844, expected=20.000000 predicted=21.248677, expected=48.000000 predicted=29.328089, expected=24.000000 predicted=25.428205, expected=28.000000 predicted=30.458854, expected=8.000000 predicted=23.375468, expected=4.000000 predicted=20.316347, expected=24.000000 predicted=23.606360, expected=20.000000 predicted=17.345836, expected=12.000000 predicted=15.629384, expected=8.000000 predicted=12.880637, expected=4.000000 predicted=11.254017, expected=24.000000 predicted=16.127596, expected=16.000000 predicted=13.713654, expected=16.000000 predicted=13.384277, expected=8.000000 predicted=12.733057, expected=16.000000 predicted=13.978062, expected=4.000000 predicted=13.202229, expected=4.000000 Test MSE: 7139.380
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904])] predicted=79.016895, expected=68.000000 predicted=70.824261, expected=56.000000 predicted=63.086950, expected=72.000000 predicted=70.998183, expected=56.000000 predicted=86.943404, expected=56.000000 predicted=73.410295, expected=84.000000 predicted=69.032500, expected=80.000000 predicted=68.409618, expected=52.000000 predicted=64.579805, expected=84.000000 predicted=67.752476, expected=68.000000 predicted=67.634207, expected=52.000000 predicted=69.867512, expected=36.000000 predicted=59.040619, expected=84.000000 predicted=65.031163, expected=116.000000 predicted=85.323548, expected=80.000000 predicted=73.859261, expected=56.000000 predicted=61.565453, expected=68.000000 predicted=63.338224, expected=44.000000 predicted=71.743232, expected=44.000000 predicted=73.394336, expected=60.000000 predicted=62.861850, expected=152.000000 predicted=85.266908, expected=40.000000 predicted=63.216494, expected=116.000000 predicted=74.890132, expected=68.000000 predicted=68.602593, expected=28.000000 predicted=66.806617, expected=44.000000 predicted=81.874304, expected=56.000000 predicted=55.827018, expected=72.000000 predicted=77.828025, expected=76.000000 predicted=62.896940, expected=60.000000 predicted=50.513504, expected=48.000000 predicted=52.969214, expected=60.000000 predicted=59.913088, expected=32.000000 predicted=56.277654, expected=128.000000 predicted=80.995926, expected=96.000000 predicted=74.556387, expected=84.000000 predicted=71.306617, expected=48.000000 predicted=62.832090, expected=52.000000 predicted=60.838313, expected=24.000000 predicted=74.650940, expected=56.000000 predicted=67.335534, expected=52.000000 predicted=59.432161, expected=88.000000 predicted=59.881360, expected=76.000000 predicted=59.913407, expected=32.000000 predicted=43.365882, expected=72.000000 predicted=61.022291, expected=80.000000 predicted=67.229065, expected=72.000000 predicted=75.714040, expected=96.000000 predicted=75.767421, expected=96.000000 predicted=70.063452, expected=80.000000 predicted=80.148442, expected=16.000000 predicted=61.998428, expected=60.000000 predicted=67.175304, expected=56.000000 predicted=72.286587, expected=36.000000 predicted=63.043132, expected=52.000000 predicted=54.839280, expected=96.000000 predicted=53.910867, expected=44.000000 predicted=56.466857, expected=60.000000 predicted=56.204364, expected=52.000000 predicted=50.040607, expected=20.000000 predicted=47.953617, expected=32.000000 predicted=55.324781, expected=92.000000 predicted=57.425514, expected=104.000000 predicted=70.939287, expected=72.000000 predicted=61.765122, expected=72.000000 predicted=54.573071, expected=36.000000 predicted=53.056359, expected=32.000000 predicted=65.987713, expected=60.000000 predicted=70.834686, expected=60.000000 predicted=61.328073, expected=60.000000 predicted=58.847332, expected=76.000000 predicted=53.699223, expected=28.000000 predicted=43.177087, expected=60.000000 predicted=57.525379, expected=28.000000 predicted=48.589546, expected=52.000000 predicted=53.738056, expected=80.000000 predicted=63.373397, expected=72.000000 predicted=53.100072, expected=72.000000 predicted=61.989009, expected=76.000000 predicted=57.287286, expected=28.000000 predicted=53.758147, expected=20.000000 predicted=53.886373, expected=44.000000 predicted=54.067172, expected=52.000000 predicted=56.190859, expected=64.000000 predicted=57.459871, expected=72.000000 predicted=47.242720, expected=40.000000 predicted=40.345829, expected=80.000000 predicted=58.821205, expected=52.000000 predicted=56.858215, expected=80.000000 predicted=68.201076, expected=88.000000 predicted=72.547260, expected=108.000000 predicted=75.124667, expected=56.000000 predicted=73.084929, expected=40.000000 predicted=58.872139, expected=68.000000 predicted=72.476432, expected=48.000000 predicted=70.159781, expected=56.000000 predicted=71.334599, expected=84.000000 predicted=62.488918, expected=76.000000 predicted=61.186390, expected=56.000000 predicted=63.261692, expected=48.000000 predicted=54.224753, expected=80.000000 predicted=66.996179, expected=28.000000 predicted=60.808199, expected=44.000000 predicted=56.761445, expected=76.000000 predicted=58.747243, expected=104.000000 predicted=70.561810, expected=44.000000 predicted=62.754944, expected=92.000000 predicted=60.291162, expected=84.000000 predicted=69.203903, expected=52.000000 predicted=72.264147, expected=36.000000 predicted=67.743854, expected=136.000000 predicted=79.753418, expected=112.000000 predicted=94.757613, expected=64.000000 predicted=78.401459, expected=40.000000 predicted=58.405304, expected=60.000000 predicted=62.986563, expected=68.000000 predicted=91.290979, expected=64.000000 predicted=77.523905, expected=76.000000 predicted=64.819276, expected=92.000000 predicted=66.017071, expected=48.000000 predicted=62.243740, expected=28.000000 predicted=55.581185, expected=84.000000 predicted=68.202735, expected=64.000000 predicted=68.942726, expected=84.000000 predicted=76.219148, expected=88.000000 predicted=65.506624, expected=92.000000 predicted=67.656448, expected=44.000000 predicted=70.610139, expected=80.000000 predicted=73.013535, expected=92.000000 predicted=83.647204, expected=40.000000 predicted=70.415227, expected=68.000000 predicted=72.742688, expected=88.000000 predicted=67.010434, expected=136.000000 predicted=95.517541, expected=104.000000 predicted=92.311499, expected=36.000000 predicted=60.161566, expected=52.000000 predicted=70.034099, expected=84.000000 predicted=85.523665, expected=76.000000 predicted=94.091792, expected=120.000000 predicted=92.598181, expected=76.000000 predicted=65.533665, expected=60.000000 predicted=68.084886, expected=56.000000 predicted=73.890177, expected=52.000000 predicted=70.406871, expected=16.000000 predicted=66.092781, expected=92.000000 predicted=69.287284, expected=56.000000 predicted=57.269312, expected=100.000000 predicted=68.979419, expected=60.000000 predicted=58.468744, expected=36.000000 predicted=45.265179, expected=28.000000 predicted=60.183781, expected=48.000000 predicted=54.260104, expected=40.000000 predicted=60.951176, expected=72.000000 predicted=55.382018, expected=68.000000 predicted=49.712508, expected=72.000000 predicted=52.343641, expected=44.000000 predicted=51.589216, expected=40.000000 predicted=48.552965, expected=32.000000 predicted=53.474294, expected=60.000000 predicted=58.110785, expected=76.000000 predicted=63.139061, expected=100.000000 predicted=64.496040, expected=64.000000 predicted=56.987843, expected=40.000000 predicted=49.435452, expected=20.000000 predicted=50.385381, expected=60.000000 predicted=64.189467, expected=72.000000 predicted=72.448657, expected=68.000000 predicted=59.770895, expected=76.000000 predicted=55.496359, expected=116.000000 predicted=67.528264, expected=84.000000 predicted=76.520412, expected=72.000000 predicted=76.540112, expected=68.000000 predicted=73.927478, expected=32.000000 predicted=66.247210, expected=72.000000 predicted=82.933099, expected=144.000000 predicted=94.788709, expected=96.000000 predicted=83.675653, expected=56.000000 predicted=69.240988, expected=24.000000 predicted=49.251787, expected=32.000000 predicted=63.430377, expected=80.000000 predicted=91.874193, expected=100.000000 predicted=81.043512, expected=104.000000 predicted=71.743698, expected=84.000000 predicted=61.225526, expected=68.000000 predicted=64.143947, expected=48.000000 predicted=72.997543, expected=20.000000 predicted=66.493261, expected=48.000000 predicted=68.805472, expected=68.000000 predicted=66.153255, expected=112.000000 predicted=74.845236, expected=48.000000 predicted=52.588996, expected=72.000000 predicted=52.330553, expected=64.000000 predicted=62.028634, expected=32.000000 predicted=60.267064, expected=76.000000 predicted=78.764373, expected=32.000000 predicted=48.441657, expected=92.000000 predicted=70.674322, expected=44.000000 predicted=55.291311, expected=40.000000 predicted=45.289254, expected=88.000000 predicted=69.159881, expected=56.000000 predicted=53.916289, expected=48.000000 predicted=64.989286, expected=100.000000 predicted=64.937337, expected=112.000000 predicted=76.059108, expected=104.000000 predicted=90.027166, expected=44.000000 predicted=63.291077, expected=56.000000 predicted=64.723482, expected=36.000000 predicted=72.848053, expected=104.000000 predicted=92.015361, expected=60.000000 predicted=74.821874, expected=76.000000 predicted=60.861365, expected=52.000000 predicted=57.882557, expected=60.000000 predicted=57.775627, expected=68.000000 predicted=77.100339, expected=92.000000 predicted=72.127284, expected=48.000000 predicted=64.366486, expected=104.000000 predicted=72.553705, expected=92.000000 predicted=76.806076, expected=76.000000 predicted=77.157700, expected=72.000000 predicted=79.619064, expected=132.000000 predicted=88.237781, expected=56.000000 predicted=86.499319, expected=68.000000 predicted=80.477554, expected=52.000000 predicted=69.649913, expected=44.000000 predicted=66.760870, expected=40.000000 predicted=74.936054, expected=72.000000 predicted=59.375889, expected=44.000000 predicted=55.315365, expected=84.000000 predicted=60.658078, expected=64.000000 predicted=55.863008, expected=88.000000 predicted=64.528651, expected=40.000000 predicted=60.826709, expected=32.000000 predicted=48.873713, expected=32.000000 predicted=56.944761, expected=16.000000 predicted=44.223439, expected=76.000000 predicted=62.931329, expected=76.000000 predicted=51.774439, expected=64.000000 predicted=48.678738, expected=52.000000 predicted=45.831903, expected=52.000000 predicted=45.401753, expected=40.000000 predicted=59.555626, expected=40.000000 predicted=56.025853, expected=60.000000 predicted=56.107663, expected=96.000000 predicted=64.830128, expected=92.000000 predicted=67.595942, expected=44.000000 predicted=52.084681, expected=36.000000 predicted=48.829530, expected=40.000000 predicted=56.245889, expected=36.000000 predicted=62.892765, expected=52.000000 predicted=60.359115, expected=52.000000 predicted=45.467899, expected=40.000000 predicted=40.418572, expected=40.000000 predicted=41.038398, expected=40.000000 predicted=40.721674, expected=40.000000 predicted=45.137794, expected=48.000000 predicted=46.266732, expected=124.000000 predicted=67.114220, expected=64.000000 predicted=57.052766, expected=68.000000 predicted=57.750799, expected=68.000000 predicted=59.938433, expected=60.000000 predicted=65.037016, expected=48.000000 predicted=78.658588, expected=60.000000 predicted=61.351600, expected=76.000000 predicted=67.606202, expected=56.000000 predicted=62.192844, expected=52.000000 predicted=56.731343, expected=40.000000 predicted=49.613125, expected=56.000000 predicted=57.455243, expected=60.000000 predicted=62.262103, expected=96.000000 predicted=67.381748, expected=44.000000 predicted=53.631223, expected=100.000000 predicted=66.205579, expected=56.000000 predicted=63.117447, expected=48.000000 predicted=61.562304, expected=48.000000 predicted=67.235645, expected=40.000000 predicted=50.527707, expected=48.000000 predicted=64.878770, expected=96.000000 predicted=64.960874, expected=76.000000 predicted=61.426900, expected=56.000000 predicted=55.946688, expected=36.000000 predicted=47.532671, expected=60.000000 predicted=58.225697, expected=44.000000 predicted=66.570809, expected=32.000000 predicted=52.507894, expected=40.000000 predicted=45.372709, expected=76.000000 predicted=51.806824, expected=72.000000 predicted=60.314144, expected=92.000000 predicted=62.690420, expected=88.000000 predicted=62.807537, expected=64.000000 predicted=62.583686, expected=68.000000 predicted=73.576989, expected=80.000000 predicted=76.789992, expected=68.000000 predicted=79.078022, expected=56.000000 predicted=71.072886, expected=28.000000 predicted=53.450467, expected=72.000000 predicted=65.283689, expected=40.000000 predicted=59.813949, expected=68.000000 predicted=61.030137, expected=80.000000 predicted=61.611624, expected=88.000000 predicted=61.089362, expected=44.000000 predicted=61.614068, expected=76.000000 predicted=60.849696, expected=64.000000 predicted=68.573406, expected=24.000000 predicted=58.676438, expected=72.000000 predicted=68.454695, expected=104.000000 predicted=69.300481, expected=96.000000 predicted=80.230681, expected=48.000000 predicted=61.328232, expected=120.000000 predicted=72.654110, expected=68.000000 predicted=79.362771, expected=44.000000 predicted=77.660997, expected=84.000000 predicted=81.017664, expected=56.000000 predicted=63.163776, expected=56.000000 predicted=79.498512, expected=52.000000 predicted=59.184053, expected=64.000000 predicted=57.069369, expected=88.000000 predicted=75.725659, expected=52.000000 predicted=58.467422, expected=56.000000 predicted=57.955285, expected=108.000000 predicted=73.735992, expected=136.000000 predicted=92.689396, expected=52.000000 predicted=77.142348, expected=48.000000 predicted=61.384449, expected=64.000000 predicted=68.656913, expected=28.000000 predicted=72.537343, expected=40.000000 predicted=73.531604, expected=52.000000 predicted=49.185251, expected=84.000000 predicted=59.435320, expected=80.000000 predicted=64.730053, expected=36.000000 predicted=43.122884, expected=56.000000 predicted=52.000380, expected=24.000000 predicted=47.568647, expected=72.000000 predicted=67.791895, expected=96.000000 predicted=73.543653, expected=140.000000 predicted=79.476131, expected=68.000000 predicted=69.357366, expected=64.000000 predicted=59.991650, expected=44.000000 predicted=69.240671, expected=44.000000 predicted=74.200585, expected=44.000000 predicted=79.151926, expected=80.000000 predicted=65.365493, expected=120.000000 predicted=78.752704, expected=48.000000 predicted=55.854659, expected=36.000000 predicted=49.770883, expected=36.000000 predicted=49.878423, expected=44.000000 predicted=62.556721, expected=44.000000 predicted=68.037468, expected=104.000000 predicted=63.092032, expected=132.000000 predicted=75.271325, expected=72.000000 predicted=63.821362, expected=56.000000 predicted=61.133639, expected=80.000000 predicted=71.142223, expected=52.000000 predicted=81.848700, expected=48.000000 predicted=81.323245, expected=76.000000 predicted=68.222415, expected=60.000000 predicted=60.849658, expected=40.000000 predicted=59.534936, expected=44.000000 predicted=49.894488, expected=28.000000 predicted=44.019087, expected=40.000000 predicted=52.772480, expected=32.000000 predicted=43.215255, expected=52.000000 predicted=42.498554, expected=100.000000 predicted=60.210878, expected=48.000000 predicted=45.083184, expected=48.000000 predicted=47.732576, expected=68.000000 predicted=53.112166, expected=48.000000 predicted=56.530318, expected=56.000000 predicted=69.081510, expected=56.000000 predicted=52.689048, expected=88.000000 predicted=64.372757, expected=44.000000 predicted=58.465183, expected=20.000000 predicted=42.678403, expected=56.000000 predicted=53.513235, expected=16.000000 predicted=42.592479, expected=68.000000 predicted=62.438200, expected=56.000000 predicted=46.544259, expected=60.000000 predicted=43.549778, expected=56.000000 predicted=53.036612, expected=76.000000 predicted=50.807003, expected=52.000000 predicted=60.916917, expected=64.000000 predicted=59.977964, expected=44.000000 predicted=55.233873, expected=100.000000 predicted=71.243789, expected=100.000000 predicted=80.661444, expected=64.000000 predicted=65.068511, expected=36.000000 predicted=57.938590, expected=48.000000 predicted=55.426482, expected=44.000000 predicted=69.171590, expected=44.000000 predicted=63.981488, expected=56.000000 predicted=53.796287, expected=64.000000 predicted=49.433898, expected=56.000000 predicted=52.073234, expected=44.000000 predicted=47.434307, expected=52.000000 predicted=49.971267, expected=36.000000 predicted=48.880671, expected=52.000000 predicted=53.996688, expected=100.000000 predicted=66.876086, expected=60.000000 predicted=55.769213, expected=60.000000 predicted=57.275076, expected=48.000000 predicted=50.080653, expected=40.000000 predicted=53.582142, expected=20.000000 predicted=57.016813, expected=24.000000 predicted=41.628799, expected=84.000000 predicted=58.472873, expected=100.000000 predicted=64.187623, expected=40.000000 predicted=46.120975, expected=56.000000 predicted=44.409006, expected=52.000000 predicted=48.774590, expected=52.000000 Test MSE: 656.298
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984])] predicted=16.430275, expected=8.000000 predicted=14.465381, expected=4.000000 predicted=11.848448, expected=16.000000 predicted=8.776101, expected=20.000000 predicted=11.306939, expected=16.000000 predicted=13.464877, expected=12.000000 predicted=12.821189, expected=4.000000 predicted=12.452285, expected=12.000000 predicted=13.164105, expected=12.000000 predicted=12.410483, expected=16.000000 predicted=11.920967, expected=16.000000 predicted=11.821029, expected=8.000000 predicted=11.794781, expected=16.000000 predicted=13.149958, expected=8.000000 predicted=12.822219, expected=16.000000 predicted=13.268044, expected=12.000000 predicted=12.459651, expected=12.000000 predicted=12.311659, expected=16.000000 predicted=12.993805, expected=16.000000 predicted=13.482978, expected=12.000000 predicted=14.111525, expected=12.000000 predicted=13.365045, expected=16.000000 predicted=13.910535, expected=4.000000 predicted=13.010114, expected=4.000000 predicted=10.706937, expected=8.000000 predicted=9.010290, expected=4.000000 predicted=8.148863, expected=16.000000 predicted=8.134374, expected=8.000000 predicted=7.427897, expected=8.000000 predicted=8.301815, expected=28.000000 predicted=11.195367, expected=12.000000 predicted=13.296720, expected=16.000000 predicted=14.826357, expected=4.000000 predicted=12.754834, expected=12.000000 predicted=13.645386, expected=12.000000 predicted=13.425766, expected=8.000000 predicted=10.993487, expected=4.000000 predicted=9.200628, expected=12.000000 predicted=8.541036, expected=4.000000 predicted=8.777844, expected=8.000000 predicted=7.943437, expected=8.000000 predicted=7.081550, expected=4.000000 predicted=6.996640, expected=4.000000 predicted=6.490383, expected=4.000000 predicted=5.320996, expected=8.000000 predicted=5.848217, expected=12.000000 predicted=6.423125, expected=12.000000 predicted=7.373652, expected=12.000000 predicted=8.737585, expected=8.000000 predicted=9.536309, expected=4.000000 predicted=9.538220, expected=4.000000 predicted=8.589449, expected=12.000000 predicted=8.344202, expected=12.000000 predicted=8.536164, expected=8.000000 predicted=8.155797, expected=12.000000 predicted=8.564066, expected=12.000000 predicted=10.081699, expected=20.000000 predicted=12.511234, expected=8.000000 predicted=12.240987, expected=4.000000 predicted=11.047858, expected=12.000000 predicted=10.915664, expected=20.000000 predicted=12.502628, expected=12.000000 predicted=12.728955, expected=4.000000 predicted=10.312987, expected=16.000000 predicted=11.094408, expected=16.000000 predicted=13.312074, expected=4.000000 predicted=12.340119, expected=20.000000 predicted=11.450994, expected=4.000000 predicted=11.117830, expected=16.000000 predicted=12.641171, expected=8.000000 predicted=11.003605, expected=4.000000 predicted=10.030396, expected=4.000000 predicted=8.866064, expected=4.000000 predicted=6.835088, expected=16.000000 predicted=8.097387, expected=8.000000 predicted=7.396913, expected=16.000000 predicted=8.660792, expected=16.000000 predicted=10.523169, expected=8.000000 predicted=11.977409, expected=4.000000 predicted=11.313656, expected=8.000000 predicted=9.937038, expected=8.000000 predicted=9.883671, expected=8.000000 predicted=8.526286, expected=4.000000 predicted=6.677069, expected=4.000000 predicted=6.085552, expected=4.000000 predicted=5.901716, expected=12.000000 predicted=6.404165, expected=4.000000 predicted=6.081680, expected=8.000000 predicted=6.034921, expected=4.000000 predicted=5.955994, expected=16.000000 predicted=7.887219, expected=8.000000 predicted=8.592940, expected=20.000000 predicted=9.965442, expected=12.000000 predicted=11.331851, expected=4.000000 predicted=11.396093, expected=8.000000 predicted=10.946640, expected=4.000000 predicted=9.539369, expected=16.000000 predicted=10.191372, expected=4.000000 predicted=8.046671, expected=4.000000 predicted=6.983077, expected=4.000000 predicted=6.368972, expected=16.000000 predicted=7.888399, expected=4.000000 predicted=8.008016, expected=4.000000 predicted=6.226214, expected=8.000000 predicted=6.362156, expected=12.000000 predicted=8.102444, expected=8.000000 predicted=8.530052, expected=20.000000 predicted=9.067591, expected=8.000000 predicted=10.342774, expected=8.000000 predicted=10.993896, expected=12.000000 predicted=10.952562, expected=8.000000 predicted=11.012112, expected=12.000000 predicted=11.014566, expected=24.000000 predicted=11.572856, expected=4.000000 predicted=12.026172, expected=4.000000 predicted=10.877949, expected=4.000000 predicted=9.112073, expected=16.000000 predicted=10.547102, expected=4.000000 predicted=9.176747, expected=12.000000 predicted=7.317931, expected=4.000000 predicted=7.358615, expected=8.000000 predicted=8.264623, expected=8.000000 predicted=8.267559, expected=8.000000 predicted=7.535426, expected=8.000000 predicted=7.817586, expected=16.000000 predicted=8.497478, expected=8.000000 predicted=9.525216, expected=4.000000 predicted=8.936809, expected=16.000000 predicted=9.544114, expected=8.000000 predicted=10.268347, expected=4.000000 predicted=9.495961, expected=4.000000 predicted=7.158495, expected=12.000000 predicted=7.924479, expected=8.000000 predicted=8.545914, expected=8.000000 predicted=7.370380, expected=4.000000 predicted=6.728400, expected=8.000000 predicted=7.383312, expected=8.000000 predicted=7.815931, expected=4.000000 predicted=6.817711, expected=20.000000 predicted=8.106638, expected=16.000000 predicted=10.047265, expected=16.000000 predicted=12.258695, expected=4.000000 predicted=11.583653, expected=4.000000 predicted=11.066433, expected=8.000000 predicted=10.957026, expected=12.000000 predicted=9.839213, expected=8.000000 predicted=8.552625, expected=4.000000 predicted=6.848783, expected=12.000000 predicted=7.808121, expected=8.000000 predicted=8.752210, expected=4.000000 predicted=8.145502, expected=8.000000 predicted=7.091596, expected=16.000000 predicted=8.504282, expected=8.000000 predicted=9.475432, expected=12.000000 predicted=9.288088, expected=28.000000 predicted=12.173413, expected=8.000000 predicted=14.050038, expected=16.000000 predicted=14.642209, expected=4.000000 predicted=12.817905, expected=8.000000 predicted=13.034759, expected=12.000000 predicted=11.937398, expected=16.000000 predicted=10.728997, expected=20.000000 predicted=12.349872, expected=16.000000 predicted=12.922968, expected=4.000000 predicted=13.179787, expected=16.000000 predicted=13.747442, expected=4.000000 predicted=12.870103, expected=8.000000 predicted=11.353323, expected=8.000000 predicted=8.893162, expected=28.000000 predicted=11.023018, expected=24.000000 predicted=14.496790, expected=4.000000 predicted=13.611610, expected=4.000000 predicted=12.716580, expected=8.000000 predicted=12.707687, expected=16.000000 predicted=13.717633, expected=4.000000 predicted=9.917892, expected=4.000000 predicted=6.812500, expected=8.000000 predicted=7.149654, expected=4.000000 predicted=7.562622, expected=12.000000 predicted=7.580080, expected=8.000000 predicted=6.671330, expected=40.000000 predicted=12.022565, expected=4.000000 predicted=13.443120, expected=8.000000 predicted=13.297322, expected=4.000000 predicted=12.296227, expected=8.000000 predicted=12.616671, expected=8.000000 predicted=11.201538, expected=8.000000 predicted=6.778761, expected=4.000000 predicted=6.677546, expected=8.000000 predicted=6.635310, expected=12.000000 predicted=7.814459, expected=16.000000 predicted=9.251406, expected=12.000000 predicted=10.064373, expected=20.000000 predicted=11.947975, expected=20.000000 predicted=14.713308, expected=16.000000 predicted=16.315406, expected=8.000000 predicted=15.495982, expected=12.000000 predicted=14.701942, expected=8.000000 predicted=13.976807, expected=12.000000 predicted=12.514778, expected=12.000000 predicted=11.107883, expected=20.000000 predicted=11.932239, expected=8.000000 predicted=12.232389, expected=12.000000 predicted=12.107923, expected=4.000000 predicted=11.386037, expected=12.000000 predicted=11.321095, expected=16.000000 predicted=11.537664, expected=16.000000 predicted=11.508005, expected=8.000000 predicted=11.443093, expected=12.000000 predicted=11.409411, expected=24.000000 predicted=14.342694, expected=24.000000 predicted=16.712036, expected=16.000000 predicted=16.887052, expected=28.000000 predicted=18.528796, expected=4.000000 predicted=18.778450, expected=8.000000 predicted=17.415833, expected=16.000000 predicted=15.336620, expected=12.000000 predicted=14.360684, expected=8.000000 predicted=12.412968, expected=4.000000 predicted=8.802425, expected=8.000000 predicted=9.320706, expected=16.000000 predicted=10.311508, expected=8.000000 predicted=9.482102, expected=12.000000 predicted=9.272586, expected=16.000000 predicted=10.560202, expected=4.000000 predicted=11.164286, expected=12.000000 predicted=11.037982, expected=4.000000 predicted=9.438653, expected=8.000000 predicted=9.394207, expected=20.000000 predicted=10.008363, expected=4.000000 predicted=9.268402, expected=4.000000 predicted=8.685028, expected=4.000000 predicted=7.192390, expected=4.000000 predicted=7.540633, expected=16.000000 predicted=8.015625, expected=8.000000 predicted=6.839922, expected=12.000000 predicted=8.065878, expected=12.000000 predicted=9.223398, expected=16.000000 predicted=11.540902, expected=12.000000 predicted=12.603039, expected=4.000000 predicted=11.008280, expected=8.000000 predicted=10.511401, expected=4.000000 predicted=9.378124, expected=4.000000 predicted=7.935914, expected=16.000000 predicted=7.467643, expected=8.000000 predicted=7.597445, expected=12.000000 predicted=8.656570, expected=16.000000 predicted=9.798640, expected=24.000000 predicted=13.474804, expected=8.000000 predicted=14.302140, expected=4.000000 predicted=12.308331, expected=16.000000 predicted=12.912648, expected=12.000000 predicted=13.503662, expected=4.000000 predicted=11.337151, expected=8.000000 predicted=8.453043, expected=8.000000 predicted=8.782139, expected=4.000000 predicted=8.686755, expected=16.000000 predicted=8.209961, expected=16.000000 predicted=9.355606, expected=8.000000 predicted=10.365615, expected=4.000000 predicted=9.372081, expected=12.000000 predicted=9.944119, expected=8.000000 predicted=10.658560, expected=12.000000 predicted=9.840793, expected=8.000000 predicted=8.627703, expected=8.000000 predicted=8.881768, expected=16.000000 predicted=10.339055, expected=8.000000 predicted=10.254329, expected=8.000000 predicted=10.036449, expected=4.000000 predicted=8.649908, expected=4.000000 predicted=8.133101, expected=16.000000 predicted=8.803795, expected=12.000000 predicted=8.734418, expected=4.000000 predicted=8.273408, expected=8.000000 predicted=7.874950, expected=12.000000 predicted=9.359694, expected=8.000000 predicted=10.029518, expected=16.000000 predicted=9.709714, expected=16.000000 predicted=10.696753, expected=20.000000 predicted=13.455595, expected=4.000000 predicted=12.977360, expected=16.000000 predicted=13.305182, expected=4.000000 predicted=12.716643, expected=8.000000 predicted=11.457713, expected=12.000000 predicted=10.074287, expected=12.000000 predicted=9.606174, expected=36.000000 predicted=13.947354, expected=8.000000 predicted=14.114538, expected=12.000000 predicted=15.046591, expected=8.000000 predicted=14.396332, expected=8.000000 predicted=14.549463, expected=8.000000 predicted=12.669046, expected=12.000000 predicted=9.312094, expected=20.000000 predicted=11.074640, expected=4.000000 predicted=10.439023, expected=4.000000 predicted=9.441053, expected=24.000000 predicted=11.389369, expected=20.000000 predicted=14.237182, expected=12.000000 predicted=14.140524, expected=12.000000 predicted=12.668704, expected=12.000000 predicted=14.325800, expected=12.000000 predicted=15.232816, expected=12.000000 predicted=13.157481, expected=8.000000 predicted=11.421056, expected=20.000000 predicted=12.400158, expected=4.000000 predicted=11.636329, expected=28.000000 predicted=13.602977, expected=20.000000 predicted=15.232824, expected=4.000000 predicted=15.000322, expected=4.000000 predicted=12.942046, expected=8.000000 predicted=11.521363, expected=12.000000 predicted=12.367651, expected=8.000000 predicted=9.110268, expected=4.000000 predicted=6.814030, expected=4.000000 predicted=6.694799, expected=8.000000 predicted=7.249965, expected=16.000000 predicted=8.374023, expected=4.000000 predicted=7.549177, expected=4.000000 predicted=6.785933, expected=16.000000 predicted=8.327776, expected=20.000000 predicted=11.382363, expected=4.000000 predicted=10.898506, expected=4.000000 predicted=8.787748, expected=4.000000 predicted=8.741032, expected=8.000000 predicted=9.281752, expected=12.000000 predicted=8.180919, expected=8.000000 predicted=6.784513, expected=8.000000 predicted=7.391386, expected=4.000000 predicted=7.459627, expected=8.000000 predicted=7.991519, expected=8.000000 predicted=7.832911, expected=16.000000 predicted=8.523962, expected=12.000000 predicted=9.316307, expected=16.000000 predicted=10.784998, expected=12.000000 predicted=12.052217, expected=4.000000 predicted=11.740086, expected=12.000000 predicted=11.700679, expected=8.000000 predicted=10.716155, expected=8.000000 predicted=9.993694, expected=8.000000 predicted=8.434390, expected=4.000000 predicted=7.583964, expected=4.000000 predicted=7.227206, expected=8.000000 predicted=6.509216, expected=4.000000 predicted=6.052817, expected=12.000000 predicted=6.443986, expected=8.000000 predicted=6.684953, expected=4.000000 predicted=6.935171, expected=8.000000 predicted=7.107205, expected=12.000000 predicted=8.020710, expected=24.000000 predicted=11.030361, expected=4.000000 predicted=10.378336, expected=12.000000 predicted=10.780857, expected=20.000000 predicted=13.011135, expected=4.000000 predicted=13.356586, expected=4.000000 predicted=11.023532, expected=8.000000 predicted=8.563719, expected=12.000000 predicted=10.038395, expected=12.000000 predicted=9.651278, expected=20.000000 predicted=9.897998, expected=4.000000 predicted=10.429034, expected=8.000000 predicted=10.811458, expected=20.000000 predicted=12.202345, expected=24.000000 predicted=14.760417, expected=8.000000 predicted=14.124348, expected=16.000000 predicted=13.398169, expected=4.000000 predicted=13.660937, expected=24.000000 predicted=15.760123, expected=8.000000 predicted=13.820086, expected=4.000000 predicted=11.208811, expected=4.000000 predicted=9.593985, expected=4.000000 predicted=8.378257, expected=8.000000 predicted=8.169373, expected=8.000000 predicted=5.874837, expected=8.000000 predicted=6.031343, expected=4.000000 predicted=6.081526, expected=12.000000 predicted=7.251364, expected=8.000000 predicted=8.006911, expected=12.000000 predicted=8.664818, expected=4.000000 predicted=8.034532, expected=4.000000 predicted=7.570835, expected=24.000000 predicted=10.033176, expected=12.000000 predicted=10.939479, expected=16.000000 Test MSE: 42.929
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933])] predicted=35.252929, expected=12.000000 predicted=30.759032, expected=20.000000 predicted=35.142525, expected=12.000000 predicted=13.496842, expected=16.000000 predicted=14.653574, expected=28.000000 predicted=15.613963, expected=20.000000 predicted=17.391318, expected=12.000000 predicted=17.806846, expected=16.000000 predicted=17.044395, expected=20.000000 predicted=18.303877, expected=20.000000 predicted=19.238045, expected=12.000000 predicted=16.401982, expected=32.000000 predicted=18.541463, expected=36.000000 predicted=22.102884, expected=32.000000 predicted=24.947484, expected=20.000000 predicted=24.925156, expected=8.000000 predicted=22.777159, expected=8.000000 predicted=22.687512, expected=44.000000 predicted=25.086406, expected=24.000000 predicted=22.074671, expected=92.000000 predicted=33.223509, expected=20.000000 predicted=30.576313, expected=20.000000 predicted=34.430974, expected=4.000000 predicted=33.806856, expected=56.000000 predicted=36.066638, expected=28.000000 predicted=37.537182, expected=28.000000 predicted=25.741948, expected=32.000000 predicted=27.674192, expected=16.000000 predicted=26.208640, expected=12.000000 predicted=29.323138, expected=8.000000 predicted=20.590138, expected=8.000000 predicted=17.347649, expected=32.000000 predicted=18.402667, expected=16.000000 predicted=14.754694, expected=36.000000 predicted=18.559532, expected=8.000000 predicted=17.059434, expected=16.000000 predicted=18.978490, expected=32.000000 predicted=23.471765, expected=16.000000 predicted=19.997669, expected=24.000000 predicted=22.349241, expected=12.000000 predicted=17.289517, expected=16.000000 predicted=19.090533, expected=20.000000 predicted=20.099549, expected=40.000000 predicted=21.122304, expected=36.000000 predicted=24.273177, expected=36.000000 predicted=26.078585, expected=16.000000 predicted=26.573027, expected=8.000000 predicted=25.594558, expected=20.000000 predicted=26.342478, expected=56.000000 predicted=29.051098, expected=24.000000 predicted=26.145580, expected=16.000000 predicted=22.941479, expected=40.000000 predicted=26.889829, expected=16.000000 predicted=27.770342, expected=20.000000 predicted=29.480999, expected=4.000000 predicted=19.668812, expected=16.000000 predicted=18.559483, expected=24.000000 predicted=20.347043, expected=52.000000 predicted=21.872720, expected=20.000000 predicted=21.809593, expected=8.000000 predicted=19.936586, expected=16.000000 predicted=22.428969, expected=28.000000 predicted=24.547453, expected=12.000000 predicted=23.039269, expected=28.000000 predicted=18.738201, expected=44.000000 predicted=22.103724, expected=20.000000 predicted=23.760405, expected=60.000000 predicted=32.311626, expected=24.000000 predicted=29.920012, expected=28.000000 predicted=33.877816, expected=28.000000 predicted=34.104818, expected=36.000000 predicted=32.170389, expected=60.000000 predicted=40.008406, expected=20.000000 predicted=31.626707, expected=28.000000 predicted=33.302074, expected=12.000000 predicted=30.193048, expected=60.000000 predicted=36.466853, expected=20.000000 predicted=33.243374, expected=32.000000 predicted=28.462444, expected=28.000000 predicted=29.699710, expected=20.000000 predicted=27.964625, expected=40.000000 predicted=34.120522, expected=16.000000 predicted=25.304224, expected=28.000000 predicted=27.478090, expected=36.000000 predicted=27.801963, expected=16.000000 predicted=25.416787, expected=4.000000 predicted=23.559241, expected=12.000000 predicted=18.565883, expected=12.000000 predicted=18.048388, expected=20.000000 predicted=17.010050, expected=16.000000 predicted=13.025398, expected=4.000000 predicted=10.756822, expected=20.000000 predicted=13.912793, expected=24.000000 predicted=15.605328, expected=12.000000 predicted=15.687175, expected=16.000000 predicted=15.170966, expected=12.000000 predicted=14.090062, expected=12.000000 predicted=15.901500, expected=16.000000 predicted=15.349499, expected=52.000000 predicted=19.854252, expected=8.000000 predicted=18.315859, expected=32.000000 predicted=21.895303, expected=24.000000 predicted=23.267540, expected=68.000000 predicted=33.046133, expected=8.000000 predicted=31.642800, expected=12.000000 predicted=24.978260, expected=12.000000 predicted=26.233303, expected=28.000000 predicted=25.251125, expected=12.000000 predicted=24.073925, expected=8.000000 predicted=12.945769, expected=12.000000 predicted=13.845622, expected=16.000000 predicted=14.370682, expected=20.000000 predicted=16.029325, expected=32.000000 predicted=16.336889, expected=12.000000 predicted=15.920614, expected=20.000000 predicted=18.408214, expected=12.000000 predicted=18.349507, expected=8.000000 predicted=17.156024, expected=12.000000 predicted=16.271531, expected=28.000000 predicted=15.114703, expected=32.000000 predicted=18.354876, expected=8.000000 predicted=15.978759, expected=8.000000 predicted=15.704131, expected=40.000000 predicted=21.266954, expected=8.000000 predicted=20.115077, expected=24.000000 predicted=20.288592, expected=44.000000 predicted=21.574359, expected=24.000000 predicted=23.587786, expected=4.000000 predicted=24.162464, expected=104.000000 predicted=34.556480, expected=12.000000 predicted=33.354741, expected=8.000000 predicted=33.671938, expected=12.000000 predicted=27.883016, expected=44.000000 predicted=29.469065, expected=20.000000 predicted=34.882580, expected=24.000000 predicted=19.660392, expected=24.000000 predicted=21.594588, expected=4.000000 predicted=20.627200, expected=12.000000 predicted=22.159312, expected=20.000000 predicted=17.237276, expected=12.000000 predicted=15.730060, expected=12.000000 predicted=14.155438, expected=40.000000 predicted=16.224994, expected=8.000000 predicted=16.365654, expected=8.000000 predicted=16.817842, expected=16.000000 predicted=15.991835, expected=32.000000 predicted=18.670478, expected=24.000000 predicted=21.386051, expected=40.000000 predicted=20.788795, expected=32.000000 predicted=24.435756, expected=4.000000 predicted=24.018135, expected=4.000000 predicted=23.272573, expected=16.000000 predicted=20.105361, expected=44.000000 predicted=23.567022, expected=4.000000 predicted=16.898521, expected=4.000000 predicted=12.559574, expected=32.000000 predicted=17.227105, expected=36.000000 predicted=21.630615, expected=32.000000 predicted=25.398906, expected=16.000000 predicted=19.981325, expected=36.000000 predicted=25.532030, expected=24.000000 predicted=28.970837, expected=12.000000 predicted=25.999806, expected=8.000000 predicted=21.804904, expected=8.000000 predicted=17.161602, expected=28.000000 predicted=19.693012, expected=20.000000 predicted=16.277250, expected=20.000000 predicted=15.600499, expected=12.000000 predicted=15.639543, expected=28.000000 predicted=18.946543, expected=28.000000 predicted=22.430763, expected=4.000000 predicted=18.181892, expected=20.000000 predicted=19.022003, expected=20.000000 predicted=18.198746, expected=24.000000 predicted=20.435287, expected=8.000000 predicted=17.341543, expected=28.000000 predicted=17.037051, expected=20.000000 predicted=19.578732, expected=8.000000 predicted=17.651786, expected=44.000000 predicted=22.366572, expected=36.000000 predicted=22.752991, expected=36.000000 predicted=28.230218, expected=44.000000 predicted=31.117657, expected=12.000000 predicted=28.854509, expected=16.000000 predicted=32.000078, expected=20.000000 predicted=27.636356, expected=16.000000 predicted=23.886668, expected=44.000000 predicted=25.900883, expected=28.000000 predicted=21.672846, expected=28.000000 predicted=24.880061, expected=44.000000 predicted=29.844807, expected=36.000000 predicted=31.657389, expected=76.000000 predicted=42.822277, expected=52.000000 predicted=42.847939, expected=32.000000 predicted=44.002784, expected=24.000000 predicted=44.393193, expected=24.000000 predicted=40.533965, expected=20.000000 predicted=38.855300, expected=12.000000 predicted=27.722647, expected=16.000000 predicted=21.528814, expected=8.000000 predicted=17.163680, expected=44.000000 predicted=20.891931, expected=16.000000 predicted=18.572494, expected=12.000000 predicted=17.718317, expected=4.000000 predicted=16.693172, expected=12.000000 predicted=15.583309, expected=24.000000 predicted=19.146027, expected=28.000000 predicted=15.619416, expected=40.000000 predicted=19.660639, expected=28.000000 predicted=21.801066, expected=20.000000 predicted=24.803570, expected=16.000000 predicted=25.884595, expected=16.000000 predicted=24.553646, expected=12.000000 predicted=22.197286, expected=40.000000 predicted=22.264292, expected=44.000000 predicted=24.176291, expected=20.000000 predicted=23.847287, expected=32.000000 predicted=27.306755, expected=24.000000 predicted=27.916913, expected=24.000000 predicted=30.664834, expected=32.000000 predicted=29.732764, expected=44.000000 predicted=28.920135, expected=32.000000 predicted=30.940563, expected=28.000000 predicted=30.377791, expected=36.000000 predicted=32.470184, expected=8.000000 predicted=29.453865, expected=28.000000 predicted=29.980503, expected=40.000000 predicted=28.650630, expected=52.000000 predicted=31.577151, expected=16.000000 predicted=29.583021, expected=68.000000 predicted=35.234509, expected=20.000000 predicted=36.194161, expected=12.000000 predicted=34.688507, expected=20.000000 predicted=32.370522, expected=12.000000 predicted=23.751389, expected=52.000000 predicted=32.023730, expected=28.000000 predicted=23.201917, expected=12.000000 predicted=22.072590, expected=8.000000 predicted=22.051862, expected=32.000000 predicted=23.673801, expected=24.000000 predicted=26.248910, expected=20.000000 predicted=20.617546, expected=16.000000 predicted=18.385605, expected=16.000000 predicted=18.808684, expected=12.000000 predicted=20.102237, expected=4.000000 predicted=15.296104, expected=8.000000 predicted=12.765753, expected=28.000000 predicted=14.014500, expected=72.000000 predicted=23.262209, expected=32.000000 predicted=24.586241, expected=20.000000 predicted=26.560260, expected=24.000000 predicted=30.264920, expected=16.000000 predicted=31.454654, expected=44.000000 predicted=35.995496, expected=44.000000 predicted=29.742319, expected=20.000000 predicted=27.163658, expected=16.000000 predicted=27.253318, expected=24.000000 predicted=27.025182, expected=12.000000 predicted=26.758791, expected=28.000000 predicted=24.693650, expected=36.000000 predicted=22.446201, expected=28.000000 predicted=23.319899, expected=16.000000 predicted=23.732341, expected=12.000000 predicted=21.559501, expected=52.000000 predicted=29.045835, expected=4.000000 predicted=23.934380, expected=24.000000 predicted=23.101943, expected=44.000000 predicted=25.194295, expected=40.000000 predicted=28.174724, expected=12.000000 predicted=29.593988, expected=16.000000 predicted=22.926119, expected=12.000000 predicted=24.474301, expected=12.000000 predicted=23.061965, expected=20.000000 predicted=19.270023, expected=44.000000 predicted=19.133162, expected=40.000000 predicted=23.319031, expected=20.000000 predicted=23.791410, expected=80.000000 predicted=36.182270, expected=16.000000 predicted=34.814086, expected=20.000000 predicted=37.132221, expected=20.000000 predicted=33.122118, expected=32.000000 predicted=30.618873, expected=16.000000 predicted=31.860486, expected=16.000000 predicted=19.771421, expected=20.000000 predicted=20.590934, expected=36.000000 predicted=23.127842, expected=12.000000 predicted=21.705143, expected=32.000000 predicted=22.044871, expected=12.000000 predicted=20.726561, expected=28.000000 predicted=23.188738, expected=16.000000 predicted=22.807748, expected=24.000000 predicted=20.222105, expected=12.000000 predicted=20.758729, expected=32.000000 predicted=20.421649, expected=8.000000 predicted=19.725767, expected=20.000000 predicted=18.560667, expected=40.000000 predicted=22.853544, expected=24.000000 predicted=21.639372, expected=80.000000 predicted=34.613293, expected=8.000000 predicted=28.230626, expected=8.000000 predicted=29.846049, expected=4.000000 predicted=27.964943, expected=12.000000 predicted=22.294754, expected=64.000000 predicted=31.347130, expected=16.000000 predicted=17.239167, expected=56.000000 predicted=26.443190, expected=72.000000 predicted=36.447882, expected=60.000000 predicted=45.336344, expected=52.000000 predicted=53.631340, expected=36.000000 predicted=47.605389, expected=44.000000 predicted=53.404070, expected=16.000000 predicted=46.707662, expected=12.000000 predicted=36.906422, expected=56.000000 predicted=36.831039, expected=40.000000 predicted=33.512612, expected=16.000000 predicted=30.615530, expected=36.000000 predicted=29.345764, expected=12.000000 predicted=27.568047, expected=24.000000 predicted=31.282129, expected=4.000000 predicted=21.946947, expected=12.000000 predicted=17.138666, expected=40.000000 predicted=21.870819, expected=32.000000 predicted=20.096941, expected=4.000000 predicted=18.977595, expected=24.000000 predicted=19.217499, expected=40.000000 predicted=24.931262, expected=24.000000 predicted=27.112183, expected=32.000000 predicted=26.274678, expected=24.000000 predicted=23.923430, expected=4.000000 predicted=24.134495, expected=8.000000 predicted=22.329522, expected=12.000000 predicted=17.218447, expected=32.000000 predicted=19.012075, expected=20.000000 predicted=16.480629, expected=44.000000 predicted=19.930361, expected=52.000000 predicted=27.617521, expected=48.000000 predicted=34.062628, expected=16.000000 predicted=34.768680, expected=16.000000 predicted=32.184892, expected=20.000000 predicted=32.622441, expected=8.000000 predicted=26.614721, expected=24.000000 predicted=22.697178, expected=56.000000 predicted=23.608618, expected=44.000000 predicted=27.514979, expected=28.000000 predicted=29.629090, expected=48.000000 predicted=34.392087, expected=20.000000 predicted=35.500390, expected=24.000000 predicted=36.996982, expected=24.000000 predicted=31.407480, expected=40.000000 predicted=30.568150, expected=68.000000 predicted=38.200417, expected=16.000000 predicted=30.791902, expected=16.000000 predicted=31.127678, expected=32.000000 predicted=32.414783, expected=24.000000 predicted=32.226667, expected=32.000000 predicted=32.347225, expected=36.000000 predicted=25.759060, expected=24.000000 predicted=26.677455, expected=8.000000 predicted=25.689992, expected=16.000000 predicted=23.190888, expected=36.000000 predicted=25.569023, expected=16.000000 predicted=22.444547, expected=48.000000 predicted=25.288428, expected=44.000000 predicted=27.378931, expected=28.000000 predicted=30.591751, expected=16.000000 predicted=31.177183, expected=140.000000 predicted=49.832747, expected=4.000000 predicted=44.532380, expected=32.000000 predicted=45.324990, expected=28.000000 predicted=41.172855, expected=20.000000 predicted=38.080339, expected=52.000000 predicted=49.300513, expected=4.000000 predicted=22.066576, expected=24.000000 predicted=27.094245, expected=8.000000 predicted=22.278987, expected=16.000000 predicted=20.488109, expected=24.000000 predicted=21.870452, expected=48.000000 predicted=20.367036, expected=24.000000 predicted=23.603406, expected=20.000000 predicted=22.970944, expected=8.000000 predicted=22.831982, expected=12.000000 predicted=22.452169, expected=16.000000 predicted=21.727989, expected=32.000000 predicted=18.781393, expected=52.000000 predicted=23.409695, expected=12.000000 predicted=21.074026, expected=20.000000 predicted=23.837436, expected=20.000000 predicted=24.804320, expected=8.000000 predicted=23.752295, expected=40.000000 predicted=26.269160, expected=20.000000 predicted=19.297446, expected=28.000000 predicted=22.681745, expected=60.000000 predicted=29.350232, expected=12.000000 predicted=26.755034, expected=24.000000 predicted=31.160059, expected=24.000000 predicted=27.424635, expected=24.000000 predicted=28.449309, expected=32.000000 predicted=30.054509, expected=8.000000 predicted=19.999969, expected=8.000000 predicted=19.981598, expected=16.000000 predicted=18.574129, expected=32.000000 predicted=20.060049, expected=32.000000 predicted=21.446076, expected=36.000000 predicted=21.670080, expected=16.000000 predicted=22.576924, expected=24.000000 predicted=25.734808, expected=20.000000 predicted=26.470470, expected=12.000000 predicted=23.279456, expected=24.000000 predicted=22.305706, expected=12.000000 predicted=17.560126, expected=8.000000 predicted=16.663165, expected=8.000000 predicted=13.890952, expected=4.000000 predicted=11.043547, expected=8.000000 predicted=10.815460, expected=8.000000 predicted=7.857875, expected=8.000000 predicted=7.157353, expected=24.000000 predicted=9.971308, expected=12.000000 predicted=10.164304, expected=40.000000 predicted=16.762860, expected=8.000000 predicted=15.852400, expected=4.000000 Test MSE: 317.873
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965])] predicted=5.942181, expected=4.000000 predicted=5.175758, expected=4.000000 predicted=3.957200, expected=4.000000 predicted=3.957277, expected=4.000000 predicted=3.957353, expected=4.000000 predicted=3.957429, expected=12.000000 predicted=5.491576, expected=4.000000 predicted=5.792528, expected=8.000000 predicted=5.412413, expected=4.000000 predicted=6.289375, expected=8.000000 predicted=6.427661, expected=8.000000 predicted=7.555931, expected=4.000000 predicted=5.918819, expected=4.000000 predicted=5.608968, expected=4.000000 predicted=5.355250, expected=4.000000 predicted=5.246445, expected=4.000000 predicted=4.555595, expected=8.000000 predicted=4.720883, expected=4.000000 predicted=4.881898, expected=16.000000 predicted=6.576318, expected=4.000000 predicted=7.481789, expected=4.000000 predicted=5.682837, expected=8.000000 predicted=7.408662, expected=8.000000 predicted=7.708362, expected=8.000000 predicted=7.795413, expected=4.000000 predicted=5.941585, expected=4.000000 predicted=5.712224, expected=8.000000 predicted=6.708982, expected=8.000000 predicted=6.925305, expected=4.000000 predicted=5.821054, expected=4.000000 predicted=5.021898, expected=4.000000 predicted=5.372499, expected=8.000000 predicted=6.002359, expected=12.000000 predicted=6.976256, expected=4.000000 predicted=6.130575, expected=4.000000 predicted=5.362545, expected=8.000000 predicted=6.852420, expected=12.000000 predicted=8.375931, expected=4.000000 predicted=7.279838, expected=4.000000 predicted=5.398402, expected=12.000000 predicted=7.644217, expected=4.000000 predicted=7.732165, expected=8.000000 predicted=6.598904, expected=8.000000 predicted=7.059985, expected=4.000000 predicted=6.634640, expected=28.000000 predicted=10.466817, expected=4.000000 predicted=10.968230, expected=4.000000 predicted=7.725654, expected=4.000000 predicted=8.864435, expected=8.000000 predicted=9.259505, expected=8.000000 predicted=9.023692, expected=4.000000 predicted=5.239018, expected=4.000000 predicted=5.077441, expected=4.000000 predicted=5.456916, expected=4.000000 predicted=5.276814, expected=8.000000 predicted=5.211373, expected=4.000000 predicted=4.849053, expected=4.000000 predicted=4.347917, expected=12.000000 predicted=6.077510, expected=4.000000 predicted=6.505999, expected=4.000000 predicted=5.314394, expected=12.000000 predicted=6.775399, expected=4.000000 predicted=7.251447, expected=8.000000 predicted=6.599942, expected=4.000000 predicted=6.277079, expected=4.000000 predicted=5.917052, expected=4.000000 predicted=5.792971, expected=8.000000 predicted=5.409200, expected=12.000000 predicted=6.780235, expected=4.000000 predicted=6.130192, expected=8.000000 predicted=6.179279, expected=4.000000 predicted=7.043288, expected=16.000000 predicted=8.496552, expected=8.000000 predicted=9.134147, expected=4.000000 predicted=6.846187, expected=8.000000 predicted=7.775160, expected=8.000000 predicted=8.600108, expected=4.000000 predicted=7.684669, expected=4.000000 predicted=5.654343, expected=4.000000 predicted=5.469824, expected=4.000000 predicted=5.275918, expected=8.000000 predicted=5.183362, expected=4.000000 predicted=4.839258, expected=16.000000 predicted=6.399848, expected=8.000000 predicted=8.036026, expected=4.000000 predicted=6.871038, expected=4.000000 predicted=7.107272, expected=4.000000 predicted=7.023337, expected=4.000000 predicted=6.377710, expected=4.000000 predicted=4.502888, expected=8.000000 predicted=4.651136, expected=4.000000 predicted=4.846317, expected=4.000000 predicted=4.375798, expected=8.000000 predicted=5.370234, expected=8.000000 predicted=6.300490, expected=4.000000 predicted=5.804828, expected=4.000000 predicted=5.105233, expected=8.000000 predicted=6.144848, expected=4.000000 predicted=6.148159, expected=12.000000 predicted=6.293688, expected=4.000000 predicted=6.455577, expected=8.000000 predicted=6.240893, expected=8.000000 predicted=7.518808, expected=16.000000 predicted=8.827237, expected=4.000000 predicted=8.882822, expected=8.000000 predicted=7.370906, expected=4.000000 predicted=8.394261, expected=4.000000 predicted=7.199736, expected=8.000000 predicted=7.038359, expected=16.000000 predicted=7.626551, expected=8.000000 predicted=8.258559, expected=12.000000 predicted=8.137841, expected=16.000000 predicted=11.126078, expected=16.000000 predicted=13.022522, expected=4.000000 predicted=11.776745, expected=4.000000 predicted=9.449397, expected=4.000000 predicted=9.488111, expected=12.000000 predicted=9.282508, expected=4.000000 predicted=7.390944, expected=4.000000 predicted=4.768668, expected=12.000000 predicted=6.896948, expected=12.000000 predicted=8.568955, expected=4.000000 predicted=7.617341, expected=8.000000 predicted=7.061113, expected=8.000000 predicted=8.496060, expected=4.000000 predicted=7.754714, expected=4.000000 predicted=6.255731, expected=4.000000 predicted=5.432418, expected=4.000000 predicted=5.202883, expected=4.000000 predicted=4.506158, expected=8.000000 predicted=4.685605, expected=8.000000 predicted=5.551259, expected=4.000000 predicted=5.252775, expected=4.000000 predicted=5.161117, expected=4.000000 predicted=5.428785, expected=12.000000 predicted=6.651907, expected=4.000000 predicted=6.226190, expected=4.000000 predicted=4.816376, expected=4.000000 predicted=5.522577, expected=8.000000 predicted=6.083394, expected=8.000000 predicted=6.614854, expected=4.000000 predicted=5.241088, expected=4.000000 predicted=5.173418, expected=4.000000 predicted=5.456879, expected=8.000000 predicted=5.926314, expected=4.000000 predicted=5.349959, expected=4.000000 predicted=4.387066, expected=4.000000 predicted=4.754535, expected=8.000000 predicted=5.390714, expected=8.000000 predicted=6.064220, expected=4.000000 predicted=5.234213, expected=8.000000 predicted=5.897375, expected=8.000000 predicted=7.034943, expected=4.000000 predicted=6.475767, expected=4.000000 predicted=5.713144, expected=8.000000 predicted=6.183559, expected=4.000000 predicted=6.045373, expected=8.000000 predicted=5.640657, expected=8.000000 predicted=6.319649, expected=4.000000 predicted=5.945343, expected=4.000000 predicted=5.722784, expected=4.000000 predicted=5.459627, expected=4.000000 predicted=5.204405, expected=8.000000 predicted=5.220848, expected=8.000000 predicted=5.527813, expected=8.000000 predicted=5.957898, expected=4.000000 predicted=6.020861, expected=4.000000 predicted=5.880086, expected=8.000000 predicted=6.719441, expected=4.000000 predicted=6.054460, expected=8.000000 predicted=5.650003, expected=8.000000 predicted=6.310522, expected=12.000000 predicted=7.383299, expected=8.000000 predicted=8.129918, expected=4.000000 predicted=7.147694, expected=4.000000 predicted=7.203186, expected=4.000000 predicted=6.698975, expected=4.000000 predicted=5.746428, expected=4.000000 predicted=4.502948, expected=8.000000 predicted=4.699217, expected=4.000000 predicted=4.813716, expected=8.000000 predicted=5.118158, expected=4.000000 predicted=5.597371, expected=4.000000 predicted=5.087408, expected=16.000000 predicted=7.452879, expected=4.000000 predicted=7.228122, expected=8.000000 predicted=6.512592, expected=12.000000 predicted=8.542246, expected=12.000000 predicted=9.647939, expected=4.000000 predicted=8.948096, expected=4.000000 predicted=7.121219, expected=4.000000 predicted=7.462979, expected=4.000000 predicted=6.421710, expected=4.000000 predicted=5.028241, expected=4.000000 predicted=3.967789, expected=12.000000 predicted=5.434483, expected=4.000000 predicted=5.658799, expected=4.000000 predicted=4.854363, expected=12.000000 predicted=6.980597, expected=4.000000 predicted=7.030445, expected=4.000000 predicted=5.960608, expected=4.000000 predicted=5.523651, expected=4.000000 predicted=5.340930, expected=4.000000 predicted=5.029748, expected=4.000000 predicted=3.968164, expected=12.000000 predicted=5.424373, expected=4.000000 predicted=5.648814, expected=12.000000 predicted=6.332447, expected=4.000000 predicted=7.227572, expected=4.000000 predicted=6.260059, expected=4.000000 predicted=6.576043, expected=4.000000 predicted=5.340620, expected=4.000000 predicted=5.026837, expected=8.000000 predicted=4.692843, expected=4.000000 predicted=4.821772, expected=4.000000 predicted=4.425454, expected=8.000000 predicted=5.457518, expected=4.000000 predicted=5.503106, expected=4.000000 predicted=4.966774, expected=4.000000 predicted=4.734550, expected=4.000000 predicted=4.650228, expected=8.000000 predicted=5.225742, expected=12.000000 predicted=6.272036, expected=12.000000 predicted=7.601344, expected=4.000000 predicted=7.330927, expected=4.000000 predicted=7.074872, expected=4.000000 predicted=7.400063, expected=12.000000 predicted=7.915512, expected=8.000000 predicted=7.479483, expected=8.000000 predicted=6.423796, expected=4.000000 predicted=6.774614, expected=8.000000 predicted=7.289312, expected=8.000000 predicted=8.098270, expected=4.000000 predicted=6.485532, expected=8.000000 predicted=6.452266, expected=4.000000 predicted=6.272655, expected=20.000000 predicted=8.533825, expected=4.000000 predicted=8.712270, expected=4.000000 predicted=6.430845, expected=8.000000 predicted=8.323315, expected=4.000000 predicted=7.678033, expected=4.000000 predicted=6.574367, expected=4.000000 predicted=4.737699, expected=8.000000 predicted=5.390637, expected=8.000000 predicted=6.060737, expected=8.000000 predicted=5.985010, expected=4.000000 predicted=6.032815, expected=8.000000 predicted=6.612772, expected=8.000000 predicted=7.537605, expected=4.000000 predicted=6.497248, expected=8.000000 predicted=6.436463, expected=4.000000 predicted=6.293345, expected=8.000000 predicted=6.368266, expected=4.000000 predicted=6.115357, expected=4.000000 predicted=5.129670, expected=12.000000 predicted=6.682049, expected=4.000000 predicted=6.383809, expected=8.000000 predicted=6.109544, expected=4.000000 predicted=6.358246, expected=4.000000 predicted=5.865405, expected=4.000000 predicted=5.773904, expected=8.000000 predicted=5.392698, expected=16.000000 predicted=7.483064, expected=8.000000 predicted=7.679804, expected=8.000000 predicted=7.640902, expected=16.000000 predicted=10.431513, expected=4.000000 predicted=10.421301, expected=4.000000 predicted=8.434477, expected=4.000000 predicted=7.462322, expected=12.000000 predicted=8.047607, expected=8.000000 predicted=7.928210, expected=8.000000 predicted=6.457308, expected=8.000000 predicted=7.530583, expected=4.000000 predicted=7.458148, expected=16.000000 predicted=9.072753, expected=12.000000 predicted=9.921661, expected=8.000000 predicted=8.995975, expected=4.000000 predicted=8.546720, expected=8.000000 predicted=8.851203, expected=4.000000 predicted=8.569369, expected=8.000000 predicted=6.904340, expected=8.000000 predicted=6.815403, expected=12.000000 predicted=7.417954, expected=8.000000 predicted=8.119139, expected=4.000000 predicted=7.196557, expected=4.000000 predicted=7.191355, expected=16.000000 predicted=8.855149, expected=8.000000 predicted=8.942000, expected=8.000000 predicted=7.408087, expected=4.000000 Test MSE: 15.632
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717])] predicted=19.942499, expected=24.000000 predicted=21.229953, expected=12.000000 predicted=18.358696, expected=8.000000 predicted=13.168396, expected=8.000000 predicted=12.709519, expected=20.000000 predicted=15.649467, expected=24.000000 predicted=17.824868, expected=24.000000 predicted=16.243796, expected=24.000000 predicted=17.488262, expected=24.000000 predicted=20.115284, expected=20.000000 predicted=22.243570, expected=24.000000 predicted=23.243343, expected=28.000000 predicted=24.690066, expected=16.000000 predicted=22.255792, expected=28.000000 predicted=23.017924, expected=24.000000 predicted=24.027428, expected=24.000000 predicted=23.733353, expected=20.000000 predicted=23.101875, expected=24.000000 predicted=22.309299, expected=24.000000 predicted=24.542418, expected=16.000000 predicted=21.508517, expected=20.000000 predicted=20.876426, expected=24.000000 predicted=21.934183, expected=24.000000 predicted=22.549057, expected=20.000000 predicted=21.109933, expected=24.000000 predicted=20.972009, expected=28.000000 predicted=23.885154, expected=24.000000 predicted=24.145636, expected=8.000000 predicted=19.792066, expected=20.000000 predicted=19.863120, expected=28.000000 predicted=23.843329, expected=36.000000 predicted=25.721975, expected=12.000000 predicted=20.325578, expected=24.000000 predicted=19.276948, expected=60.000000 predicted=33.472351, expected=8.000000 predicted=27.863046, expected=12.000000 predicted=21.435954, expected=16.000000 predicted=22.087813, expected=16.000000 predicted=23.331328, expected=12.000000 predicted=21.802471, expected=20.000000 predicted=13.959187, expected=20.000000 predicted=16.532286, expected=12.000000 predicted=15.412424, expected=24.000000 predicted=17.397999, expected=16.000000 predicted=17.578068, expected=32.000000 predicted=21.117815, expected=20.000000 predicted=21.167041, expected=16.000000 predicted=18.397014, expected=8.000000 predicted=18.455790, expected=16.000000 predicted=17.751750, expected=12.000000 predicted=18.230762, expected=28.000000 predicted=17.599966, expected=20.000000 predicted=17.475069, expected=16.000000 predicted=15.347596, expected=20.000000 predicted=18.410795, expected=12.000000 predicted=17.525845, expected=24.000000 predicted=20.430676, expected=24.000000 predicted=20.397266, expected=28.000000 predicted=20.836794, expected=12.000000 predicted=19.155341, expected=28.000000 predicted=20.663594, expected=28.000000 predicted=25.398085, expected=16.000000 predicted=21.924456, expected=4.000000 predicted=17.640958, expected=16.000000 predicted=16.858358, expected=40.000000 predicted=25.053675, expected=40.000000 predicted=26.320101, expected=8.000000 predicted=17.945337, expected=16.000000 predicted=17.854015, expected=4.000000 predicted=20.434039, expected=24.000000 predicted=23.231236, expected=36.000000 predicted=24.676169, expected=20.000000 predicted=17.387859, expected=44.000000 predicted=23.847333, expected=16.000000 predicted=23.319651, expected=16.000000 predicted=23.546803, expected=24.000000 predicted=26.817570, expected=32.000000 predicted=26.700879, expected=16.000000 predicted=24.912491, expected=40.000000 predicted=23.893478, expected=44.000000 predicted=30.541950, expected=20.000000 predicted=27.787135, expected=20.000000 predicted=26.605702, expected=32.000000 predicted=29.041175, expected=12.000000 predicted=28.223965, expected=20.000000 predicted=24.418852, expected=52.000000 predicted=28.656056, expected=12.000000 predicted=24.305693, expected=24.000000 predicted=23.354921, expected=16.000000 predicted=22.304373, expected=4.000000 predicted=19.989428, expected=16.000000 predicted=22.098392, expected=52.000000 predicted=23.643106, expected=32.000000 predicted=25.611162, expected=44.000000 predicted=26.089138, expected=16.000000 predicted=24.528431, expected=8.000000 predicted=24.297742, expected=24.000000 predicted=31.138900, expected=12.000000 predicted=23.852400, expected=40.000000 predicted=26.542992, expected=60.000000 predicted=29.851673, expected=24.000000 predicted=25.977504, expected=16.000000 predicted=25.048663, expected=8.000000 predicted=23.580928, expected=16.000000 predicted=28.511469, expected=16.000000 predicted=26.826478, expected=36.000000 predicted=21.547899, expected=20.000000 predicted=18.975482, expected=8.000000 predicted=14.289394, expected=16.000000 predicted=17.562868, expected=20.000000 predicted=20.113059, expected=8.000000 predicted=18.990927, expected=20.000000 predicted=15.536676, expected=36.000000 predicted=19.447109, expected=28.000000 predicted=21.999710, expected=20.000000 predicted=20.564547, expected=12.000000 predicted=17.953218, expected=20.000000 predicted=22.292968, expected=20.000000 predicted=24.423989, expected=12.000000 predicted=18.852351, expected=12.000000 predicted=15.469968, expected=28.000000 predicted=18.140136, expected=16.000000 predicted=18.658742, expected=16.000000 predicted=16.618035, expected=24.000000 predicted=17.930966, expected=12.000000 predicted=17.276336, expected=16.000000 predicted=18.718729, expected=4.000000 predicted=13.856039, expected=20.000000 predicted=15.684830, expected=36.000000 predicted=21.752375, expected=8.000000 predicted=15.071230, expected=32.000000 predicted=18.563419, expected=16.000000 predicted=18.508147, expected=16.000000 predicted=20.301579, expected=24.000000 predicted=23.290773, expected=40.000000 predicted=23.652832, expected=32.000000 predicted=28.048351, expected=16.000000 predicted=21.460977, expected=4.000000 predicted=18.774288, expected=20.000000 predicted=22.884520, expected=4.000000 predicted=21.010747, expected=12.000000 predicted=15.451836, expected=24.000000 predicted=14.931452, expected=20.000000 predicted=14.186604, expected=20.000000 predicted=16.685300, expected=28.000000 predicted=17.443597, expected=16.000000 predicted=19.095932, expected=36.000000 predicted=24.703942, expected=20.000000 predicted=23.373885, expected=16.000000 predicted=20.999956, expected=28.000000 predicted=24.539575, expected=24.000000 predicted=23.569707, expected=20.000000 predicted=24.457155, expected=48.000000 predicted=27.372835, expected=36.000000 predicted=29.249530, expected=20.000000 predicted=27.324055, expected=24.000000 predicted=26.773352, expected=16.000000 predicted=26.144360, expected=32.000000 predicted=31.656153, expected=36.000000 predicted=29.742777, expected=36.000000 predicted=27.487531, expected=20.000000 predicted=25.661486, expected=24.000000 predicted=25.189533, expected=12.000000 predicted=26.145069, expected=8.000000 predicted=22.397107, expected=28.000000 predicted=23.652645, expected=40.000000 predicted=24.825869, expected=20.000000 predicted=21.989212, expected=36.000000 predicted=22.593269, expected=16.000000 predicted=22.485381, expected=28.000000 predicted=27.545913, expected=12.000000 predicted=25.909909, expected=28.000000 predicted=23.167040, expected=24.000000 predicted=25.900299, expected=24.000000 predicted=21.479157, expected=28.000000 predicted=24.540839, expected=20.000000 predicted=21.446495, expected=12.000000 predicted=21.718174, expected=28.000000 predicted=23.176393, expected=4.000000 predicted=19.101376, expected=36.000000 predicted=22.608635, expected=28.000000 predicted=23.076727, expected=8.000000 predicted=17.081863, expected=56.000000 predicted=28.180009, expected=28.000000 predicted=26.594708, expected=44.000000 predicted=33.512648, expected=28.000000 predicted=30.814148, expected=4.000000 predicted=23.741803, expected=4.000000 predicted=26.787190, expected=20.000000 predicted=22.768738, expected=24.000000 predicted=24.935389, expected=20.000000 predicted=18.107741, expected=12.000000 predicted=11.946980, expected=12.000000 predicted=13.378073, expected=40.000000 predicted=23.390115, expected=20.000000 predicted=22.775705, expected=32.000000 predicted=22.121176, expected=32.000000 predicted=23.960208, expected=36.000000 predicted=28.229629, expected=20.000000 predicted=29.776996, expected=24.000000 predicted=25.566057, expected=24.000000 predicted=28.268643, expected=16.000000 predicted=25.473437, expected=4.000000 predicted=19.974787, expected=28.000000 predicted=19.933477, expected=20.000000 predicted=21.194998, expected=20.000000 predicted=19.036735, expected=36.000000 predicted=21.183738, expected=36.000000 predicted=24.099431, expected=32.000000 predicted=28.789157, expected=52.000000 predicted=32.928689, expected=24.000000 predicted=31.864480, expected=20.000000 predicted=30.988149, expected=12.000000 predicted=27.673808, expected=20.000000 predicted=26.944102, expected=28.000000 predicted=29.426993, expected=48.000000 predicted=28.248932, expected=28.000000 predicted=26.129128, expected=28.000000 predicted=24.494200, expected=16.000000 predicted=25.410010, expected=48.000000 predicted=33.940591, expected=28.000000 predicted=35.330252, expected=24.000000 predicted=27.211203, expected=44.000000 predicted=31.553779, expected=28.000000 predicted=30.787551, expected=20.000000 predicted=31.696547, expected=20.000000 predicted=25.903042, expected=24.000000 predicted=26.599887, expected=12.000000 predicted=25.668021, expected=28.000000 predicted=22.760488, expected=20.000000 predicted=21.173386, expected=20.000000 predicted=20.340373, expected=12.000000 predicted=18.669968, expected=24.000000 predicted=18.908411, expected=16.000000 predicted=20.963645, expected=72.000000 predicted=31.137935, expected=20.000000 predicted=28.068324, expected=28.000000 predicted=24.138694, expected=48.000000 predicted=34.219089, expected=40.000000 predicted=37.304801, expected=44.000000 predicted=44.772132, expected=24.000000 predicted=31.339090, expected=24.000000 predicted=32.280812, expected=24.000000 predicted=34.452874, expected=24.000000 predicted=30.887938, expected=16.000000 predicted=26.706561, expected=48.000000 predicted=28.283118, expected=32.000000 predicted=29.448484, expected=20.000000 predicted=25.542965, expected=24.000000 predicted=25.492845, expected=24.000000 predicted=26.474013, expected=48.000000 predicted=36.091152, expected=28.000000 predicted=30.340173, expected=20.000000 predicted=24.824668, expected=48.000000 predicted=32.099998, expected=16.000000 predicted=30.309796, expected=20.000000 predicted=29.553074, expected=24.000000 predicted=25.633953, expected=24.000000 predicted=25.655595, expected=32.000000 predicted=29.658258, expected=16.000000 predicted=21.032842, expected=40.000000 predicted=26.124814, expected=48.000000 predicted=32.645586, expected=16.000000 predicted=28.120930, expected=24.000000 predicted=27.158576, expected=20.000000 predicted=25.882742, expected=28.000000 predicted=30.898902, expected=16.000000 predicted=26.582711, expected=16.000000 predicted=18.825137, expected=32.000000 predicted=23.574029, expected=16.000000 predicted=21.601969, expected=28.000000 predicted=22.931378, expected=28.000000 predicted=22.714773, expected=40.000000 predicted=27.402410, expected=16.000000 predicted=26.239291, expected=28.000000 predicted=24.312557, expected=28.000000 predicted=28.326805, expected=44.000000 predicted=32.268390, expected=24.000000 predicted=30.616771, expected=36.000000 predicted=27.913147, expected=28.000000 predicted=30.969714, expected=8.000000 predicted=26.176754, expected=12.000000 predicted=24.671181, expected=4.000000 predicted=18.088611, expected=8.000000 predicted=17.001434, expected=40.000000 predicted=20.136963, expected=32.000000 predicted=19.439339, expected=28.000000 predicted=20.044654, expected=28.000000 predicted=21.132255, expected=24.000000 predicted=24.908152, expected=16.000000 predicted=27.764083, expected=20.000000 predicted=24.509334, expected=20.000000 predicted=23.139990, expected=20.000000 predicted=21.962266, expected=40.000000 predicted=25.076808, expected=12.000000 predicted=20.698522, expected=36.000000 predicted=24.156596, expected=24.000000 predicted=25.326506, expected=12.000000 predicted=22.541710, expected=16.000000 predicted=23.005363, expected=4.000000 predicted=15.917241, expected=16.000000 predicted=19.137767, expected=8.000000 predicted=14.107984, expected=44.000000 predicted=18.978783, expected=44.000000 predicted=25.195383, expected=16.000000 predicted=19.894012, expected=16.000000 predicted=20.226866, expected=20.000000 predicted=22.704006, expected=8.000000 predicted=25.525584, expected=24.000000 predicted=23.185078, expected=40.000000 predicted=22.929893, expected=64.000000 predicted=32.628377, expected=16.000000 predicted=27.042175, expected=16.000000 predicted=22.153688, expected=16.000000 predicted=26.864047, expected=12.000000 predicted=28.097848, expected=8.000000 predicted=24.287828, expected=28.000000 predicted=17.205564, expected=44.000000 predicted=23.990710, expected=12.000000 predicted=19.416421, expected=16.000000 predicted=16.879242, expected=24.000000 predicted=20.643937, expected=12.000000 predicted=22.957946, expected=28.000000 predicted=24.862354, expected=32.000000 predicted=21.601396, expected=40.000000 predicted=26.609830, expected=32.000000 predicted=28.101016, expected=12.000000 predicted=22.452206, expected=36.000000 predicted=29.491095, expected=24.000000 predicted=30.169480, expected=12.000000 predicted=25.714033, expected=16.000000 predicted=21.217382, expected=28.000000 predicted=21.589630, expected=28.000000 predicted=26.422192, expected=32.000000 predicted=24.370451, expected=24.000000 predicted=22.190698, expected=40.000000 predicted=27.949232, expected=28.000000 predicted=30.159107, expected=20.000000 predicted=27.253190, expected=12.000000 predicted=24.206261, expected=16.000000 predicted=22.388727, expected=36.000000 predicted=28.414957, expected=8.000000 predicted=20.313869, expected=44.000000 predicted=23.635679, expected=24.000000 predicted=23.415264, expected=16.000000 predicted=22.117032, expected=56.000000 predicted=32.776071, expected=20.000000 predicted=27.435936, expected=24.000000 predicted=30.116279, expected=32.000000 predicted=27.533777, expected=24.000000 predicted=28.234941, expected=36.000000 predicted=34.307365, expected=20.000000 predicted=25.049094, expected=16.000000 predicted=23.786603, expected=16.000000 predicted=23.231625, expected=28.000000 predicted=24.316022, expected=52.000000 predicted=32.059727, expected=48.000000 predicted=32.240423, expected=16.000000 predicted=26.090277, expected=12.000000 predicted=23.514287, expected=32.000000 predicted=31.132112, expected=4.000000 predicted=28.736183, expected=28.000000 predicted=25.270432, expected=24.000000 predicted=19.812523, expected=28.000000 predicted=21.932583, expected=28.000000 predicted=24.671153, expected=32.000000 predicted=23.151971, expected=36.000000 predicted=30.047885, expected=24.000000 predicted=27.893474, expected=48.000000 predicted=33.410557, expected=32.000000 predicted=33.555872, expected=24.000000 predicted=31.443259, expected=32.000000 predicted=31.816502, expected=12.000000 predicted=27.099499, expected=28.000000 predicted=30.337017, expected=12.000000 predicted=23.146976, expected=32.000000 predicted=24.331227, expected=12.000000 predicted=21.587058, expected=8.000000 predicted=15.490491, expected=16.000000 predicted=17.746746, expected=28.000000 predicted=19.464316, expected=28.000000 predicted=23.178545, expected=28.000000 predicted=20.019798, expected=32.000000 predicted=22.619628, expected=52.000000 predicted=32.074496, expected=24.000000 predicted=31.688408, expected=20.000000 predicted=28.020209, expected=40.000000 predicted=32.211756, expected=12.000000 predicted=29.748963, expected=32.000000 predicted=31.214697, expected=24.000000 predicted=25.155670, expected=28.000000 predicted=26.297739, expected=24.000000 predicted=27.083629, expected=28.000000 predicted=24.020622, expected=20.000000 predicted=25.882616, expected=12.000000 predicted=21.352810, expected=16.000000 predicted=20.741622, expected=56.000000 predicted=29.527713, expected=60.000000 predicted=36.973354, expected=24.000000 predicted=29.693067, expected=36.000000 predicted=29.747786, expected=48.000000 predicted=39.098953, expected=32.000000 predicted=44.081543, expected=24.000000 predicted=36.901219, expected=32.000000 predicted=31.195222, expected=24.000000 predicted=32.564579, expected=44.000000 predicted=36.307788, expected=40.000000 predicted=34.021573, expected=28.000000 predicted=31.044055, expected=24.000000 predicted=30.103214, expected=24.000000 predicted=29.206113, expected=28.000000 predicted=32.305128, expected=28.000000 predicted=29.805416, expected=12.000000 predicted=22.931901, expected=4.000000 predicted=17.692389, expected=52.000000 predicted=27.427760, expected=32.000000 predicted=28.925462, expected=16.000000 predicted=23.092430, expected=32.000000 predicted=22.681520, expected=8.000000 predicted=21.438677, expected=8.000000 predicted=24.770274, expected=20.000000 predicted=19.920498, expected=24.000000 predicted=19.501211, expected=16.000000 predicted=19.175338, expected=28.000000 Test MSE: 160.529
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779])] predicted=61.907250, expected=112.000000 predicted=58.751944, expected=80.000000 predicted=65.820032, expected=48.000000 predicted=71.742370, expected=52.000000 predicted=63.414857, expected=72.000000 predicted=67.161142, expected=72.000000 predicted=73.228935, expected=88.000000 predicted=73.458678, expected=76.000000 predicted=68.077603, expected=152.000000 predicted=91.747114, expected=60.000000 predicted=80.396934, expected=100.000000 predicted=96.068835, expected=76.000000 predicted=90.475419, expected=52.000000 predicted=75.834380, expected=72.000000 predicted=92.988679, expected=76.000000 predicted=67.941713, expected=56.000000 predicted=71.571910, expected=100.000000 predicted=78.211193, expected=44.000000 predicted=60.524758, expected=40.000000 predicted=64.520286, expected=52.000000 predicted=62.311558, expected=60.000000 predicted=53.199101, expected=84.000000 predicted=69.387928, expected=112.000000 predicted=69.711011, expected=72.000000 predicted=68.378246, expected=68.000000 predicted=76.064006, expected=48.000000 predicted=69.537155, expected=68.000000 predicted=72.278502, expected=60.000000 predicted=72.057324, expected=44.000000 predicted=58.702800, expected=40.000000 predicted=55.649236, expected=84.000000 predicted=58.215242, expected=108.000000 predicted=69.801710, expected=64.000000 predicted=66.876812, expected=40.000000 predicted=64.373148, expected=48.000000 predicted=59.884256, expected=40.000000 predicted=57.843379, expected=40.000000 predicted=58.245903, expected=44.000000 predicted=47.620436, expected=76.000000 predicted=49.925106, expected=84.000000 predicted=57.585845, expected=48.000000 predicted=54.439158, expected=68.000000 predicted=62.965363, expected=92.000000 predicted=67.426496, expected=132.000000 predicted=86.470429, expected=44.000000 predicted=75.817246, expected=40.000000 predicted=70.957267, expected=96.000000 predicted=79.126810, expected=52.000000 predicted=65.175714, expected=64.000000 predicted=79.990230, expected=76.000000 predicted=64.022784, expected=88.000000 predicted=65.477007, expected=88.000000 predicted=81.621956, expected=84.000000 predicted=75.803299, expected=64.000000 predicted=75.403064, expected=48.000000 predicted=71.680332, expected=60.000000 predicted=71.079878, expected=116.000000 predicted=80.127274, expected=44.000000 predicted=64.830690, expected=68.000000 predicted=72.527293, expected=44.000000 predicted=59.692114, expected=64.000000 predicted=61.138767, expected=36.000000 predicted=63.965490, expected=56.000000 predicted=51.444250, expected=44.000000 predicted=52.071809, expected=84.000000 predicted=56.240910, expected=44.000000 predicted=53.997793, expected=60.000000 predicted=54.980323, expected=84.000000 predicted=65.076511, expected=52.000000 predicted=55.116260, expected=88.000000 predicted=75.896289, expected=72.000000 predicted=64.505888, expected=92.000000 predicted=74.987173, expected=44.000000 predicted=71.245497, expected=20.000000 predicted=56.192140, expected=60.000000 predicted=64.659948, expected=80.000000 predicted=58.356585, expected=48.000000 predicted=58.529025, expected=108.000000 predicted=69.646328, expected=84.000000 predicted=62.675884, expected=80.000000 predicted=76.472729, expected=40.000000 predicted=73.632531, expected=48.000000 predicted=62.391061, expected=48.000000 predicted=66.675907, expected=64.000000 predicted=60.309348, expected=36.000000 predicted=53.214904, expected=60.000000 predicted=51.228885, expected=72.000000 predicted=55.465296, expected=72.000000 predicted=57.779662, expected=88.000000 predicted=70.705320, expected=52.000000 predicted=59.756289, expected=60.000000 predicted=67.373548, expected=64.000000 predicted=67.125317, expected=56.000000 predicted=61.956397, expected=92.000000 predicted=74.523737, expected=72.000000 predicted=64.341596, expected=84.000000 predicted=73.503947, expected=44.000000 predicted=66.648905, expected=88.000000 predicted=72.961245, expected=128.000000 predicted=88.758627, expected=148.000000 predicted=96.883334, expected=56.000000 predicted=90.801348, expected=40.000000 predicted=81.081262, expected=48.000000 predicted=78.355617, expected=56.000000 predicted=72.902158, expected=40.000000 predicted=68.166502, expected=68.000000 predicted=55.432627, expected=92.000000 predicted=59.532898, expected=92.000000 predicted=67.144393, expected=32.000000 predicted=61.422557, expected=44.000000 predicted=60.336638, expected=36.000000 predicted=54.859818, expected=56.000000 predicted=57.448734, expected=108.000000 predicted=71.132595, expected=104.000000 predicted=64.621853, expected=60.000000 predicted=68.046342, expected=84.000000 predicted=77.072850, expected=52.000000 predicted=68.442533, expected=52.000000 predicted=74.851175, expected=52.000000 predicted=69.418985, expected=100.000000 predicted=68.227608, expected=48.000000 predicted=62.979022, expected=56.000000 predicted=61.931871, expected=60.000000 predicted=61.412370, expected=64.000000 predicted=58.168966, expected=40.000000 predicted=63.058172, expected=96.000000 predicted=65.450972, expected=108.000000 predicted=72.263731, expected=112.000000 predicted=82.767154, expected=36.000000 predicted=73.625918, expected=108.000000 predicted=85.269141, expected=56.000000 predicted=78.070441, expected=44.000000 predicted=73.968964, expected=92.000000 predicted=85.338026, expected=124.000000 predicted=72.657249, expected=92.000000 predicted=89.705140, expected=68.000000 predicted=81.222476, expected=60.000000 predicted=74.811953, expected=100.000000 predicted=87.814897, expected=24.000000 predicted=71.784204, expected=60.000000 predicted=72.015405, expected=64.000000 predicted=62.537966, expected=92.000000 predicted=64.431647, expected=144.000000 predicted=94.763820, expected=48.000000 predicted=63.260319, expected=68.000000 predicted=82.575937, expected=48.000000 predicted=71.289471, expected=76.000000 predicted=73.929449, expected=92.000000 predicted=88.251606, expected=92.000000 predicted=70.350861, expected=80.000000 predicted=78.460907, expected=72.000000 predicted=74.347974, expected=68.000000 predicted=77.517495, expected=40.000000 predicted=69.800045, expected=64.000000 predicted=70.920847, expected=56.000000 predicted=61.958733, expected=124.000000 predicted=77.550237, expected=52.000000 predicted=65.027027, expected=88.000000 predicted=73.397493, expected=112.000000 predicted=86.370002, expected=76.000000 predicted=75.551032, expected=64.000000 predicted=91.703039, expected=112.000000 predicted=85.162720, expected=108.000000 predicted=90.313975, expected=44.000000 predicted=83.942972, expected=72.000000 predicted=83.301505, expected=52.000000 predicted=66.988158, expected=36.000000 predicted=66.651593, expected=64.000000 predicted=69.612125, expected=76.000000 predicted=55.462352, expected=104.000000 predicted=72.814474, expected=48.000000 predicted=61.807532, expected=64.000000 predicted=65.359507, expected=112.000000 predicted=80.867023, expected=76.000000 predicted=73.858480, expected=76.000000 predicted=86.257882, expected=116.000000 predicted=85.551728, expected=128.000000 predicted=92.761601, expected=80.000000 predicted=98.305734, expected=60.000000 predicted=88.702869, expected=116.000000 predicted=96.413502, expected=68.000000 predicted=86.668145, expected=76.000000 predicted=92.632279, expected=192.000000 predicted=112.481460, expected=152.000000 predicted=104.023066, expected=120.000000 predicted=127.349481, expected=128.000000 predicted=126.338720, expected=112.000000 predicted=116.196061, expected=100.000000 predicted=133.725593, expected=64.000000 predicted=109.717864, expected=72.000000 predicted=96.260591, expected=24.000000 predicted=75.411066, expected=128.000000 predicted=91.819307, expected=116.000000 predicted=86.529858, expected=72.000000 predicted=77.760021, expected=80.000000 predicted=90.097636, expected=56.000000 predicted=66.162691, expected=116.000000 predicted=98.918365, expected=108.000000 predicted=94.450847, expected=48.000000 predicted=75.250104, expected=112.000000 predicted=96.002118, expected=52.000000 predicted=69.637850, expected=44.000000 predicted=78.213065, expected=24.000000 predicted=65.290647, expected=88.000000 predicted=59.122307, expected=100.000000 predicted=75.544182, expected=68.000000 predicted=63.276340, expected=80.000000 predicted=73.390268, expected=100.000000 predicted=74.073762, expected=60.000000 predicted=77.121303, expected=76.000000 predicted=84.904860, expected=84.000000 predicted=77.172645, expected=120.000000 predicted=88.380140, expected=88.000000 predicted=89.901223, expected=64.000000 predicted=80.187302, expected=152.000000 predicted=105.679995, expected=56.000000 predicted=81.267055, expected=84.000000 predicted=100.025651, expected=76.000000 predicted=87.066895, expected=140.000000 predicted=92.267475, expected=116.000000 predicted=110.669528, expected=96.000000 predicted=94.058019, expected=192.000000 predicted=129.951392, expected=156.000000 predicted=123.123531, expected=136.000000 predicted=143.121013, expected=140.000000 predicted=144.294260, expected=116.000000 predicted=128.166232, expected=112.000000 predicted=141.317043, expected=108.000000 predicted=126.766163, expected=108.000000 predicted=117.567417, expected=108.000000 predicted=115.901934, expected=56.000000 predicted=95.441866, expected=96.000000 predicted=100.166056, expected=140.000000 predicted=105.099193, expected=80.000000 predicted=92.765020, expected=172.000000 predicted=125.100086, expected=148.000000 predicted=113.422717, expected=120.000000 predicted=123.358002, expected=84.000000 predicted=126.592348, expected=480.000000 predicted=207.596648, expected=112.000000 predicted=165.908858, expected=100.000000 predicted=194.812426, expected=136.000000 predicted=190.132281, expected=144.000000 predicted=125.169442, expected=68.000000 predicted=197.037175, expected=108.000000 predicted=117.495712, expected=56.000000 predicted=92.122361, expected=96.000000 predicted=98.394857, expected=72.000000 predicted=93.489167, expected=88.000000 predicted=77.907698, expected=112.000000 predicted=95.719810, expected=108.000000 predicted=86.044394, expected=96.000000 predicted=98.802246, expected=92.000000 predicted=95.328039, expected=80.000000 predicted=92.433289, expected=100.000000 predicted=98.033676, expected=40.000000 predicted=80.765347, expected=80.000000 predicted=83.325545, expected=84.000000 predicted=78.764210, expected=108.000000 predicted=80.280368, expected=64.000000 predicted=83.487948, expected=36.000000 predicted=65.308820, expected=84.000000 predicted=78.025738, expected=44.000000 predicted=60.409287, expected=88.000000 predicted=75.897889, expected=72.000000 predicted=67.581378, expected=104.000000 predicted=70.652406, expected=80.000000 predicted=82.636839, expected=76.000000 predicted=75.118589, expected=112.000000 predicted=93.586518, expected=32.000000 predicted=69.808941, expected=100.000000 predicted=90.379696, expected=68.000000 predicted=75.129627, expected=44.000000 predicted=64.880276, expected=100.000000 predicted=87.181282, expected=96.000000 predicted=66.760047, expected=52.000000 predicted=76.418821, expected=60.000000 predicted=75.521908, expected=52.000000 predicted=60.676202, expected=136.000000 predicted=85.476489, expected=116.000000 predicted=88.115305, expected=64.000000 predicted=80.469441, expected=60.000000 predicted=86.462495, expected=80.000000 predicted=76.997451, expected=52.000000 predicted=78.568930, expected=100.000000 predicted=85.034882, expected=96.000000 predicted=76.262999, expected=76.000000 predicted=75.609877, expected=48.000000 predicted=77.936108, expected=128.000000 predicted=84.963728, expected=96.000000 predicted=86.465812, expected=100.000000 predicted=94.129625, expected=80.000000 predicted=92.992723, expected=108.000000 predicted=88.778145, expected=52.000000 predicted=90.791514, expected=60.000000 predicted=81.727216, expected=84.000000 predicted=82.312683, expected=48.000000 predicted=63.742783, expected=60.000000 predicted=73.582030, expected=76.000000 predicted=64.164150, expected=104.000000 predicted=70.984733, expected=88.000000 predicted=80.025133, expected=96.000000 predicted=81.918794, expected=28.000000 predicted=70.861148, expected=36.000000 predicted=67.821448, expected=60.000000 predicted=67.390279, expected=92.000000 predicted=63.783147, expected=72.000000 predicted=68.808235, expected=100.000000 predicted=70.416710, expected=68.000000 predicted=69.837234, expected=52.000000 predicted=70.310578, expected=116.000000 predicted=89.345678, expected=112.000000 predicted=82.689124, expected=96.000000 predicted=93.829579, expected=52.000000 predicted=84.899899, expected=40.000000 predicted=71.212354, expected=136.000000 predicted=95.424399, expected=40.000000 predicted=70.026714, expected=36.000000 predicted=71.446625, expected=68.000000 predicted=67.173029, expected=72.000000 predicted=53.027376, expected=92.000000 predicted=81.553264, expected=56.000000 predicted=61.532156, expected=64.000000 predicted=64.792619, expected=52.000000 predicted=65.750793, expected=92.000000 predicted=70.603731, expected=36.000000 predicted=63.241612, expected=68.000000 predicted=63.694238, expected=104.000000 predicted=73.206719, expected=68.000000 predicted=63.300389, expected=100.000000 predicted=87.264465, expected=92.000000 predicted=77.609479, expected=100.000000 predicted=86.542361, expected=84.000000 predicted=94.118784, expected=100.000000 predicted=90.076625, expected=116.000000 predicted=100.282202, expected=44.000000 predicted=83.437215, expected=80.000000 predicted=91.693107, expected=48.000000 predicted=72.918145, expected=128.000000 predicted=86.480590, expected=72.000000 predicted=82.956447, expected=72.000000 predicted=73.628841, expected=140.000000 predicted=99.868498, expected=96.000000 predicted=82.783011, expected=92.000000 predicted=105.455873, expected=72.000000 predicted=92.415522, expected=96.000000 predicted=89.278612, expected=64.000000 predicted=91.314603, expected=72.000000 predicted=81.740101, expected=84.000000 predicted=81.805675, expected=84.000000 predicted=75.621078, expected=72.000000 predicted=80.439033, expected=56.000000 predicted=71.328126, expected=60.000000 predicted=69.959982, expected=28.000000 predicted=59.323019, expected=40.000000 predicted=55.839541, expected=96.000000 predicted=61.842672, expected=120.000000 predicted=67.581758, expected=92.000000 predicted=77.268844, expected=68.000000 predicted=77.795900, expected=84.000000 predicted=82.248476, expected=92.000000 predicted=87.896703, expected=84.000000 predicted=89.428444, expected=112.000000 predicted=93.603517, expected=80.000000 predicted=84.475429, expected=80.000000 predicted=88.757153, expected=68.000000 predicted=85.722843, expected=72.000000 predicted=78.654748, expected=28.000000 predicted=70.185818, expected=88.000000 predicted=72.000035, expected=92.000000 predicted=70.940344, expected=92.000000 predicted=73.322186, expected=84.000000 predicted=82.860662, expected=60.000000 predicted=69.964735, expected=60.000000 predicted=77.951927, expected=80.000000 predicted=77.176326, expected=88.000000 predicted=76.581258, expected=64.000000 predicted=73.198823, expected=64.000000 predicted=71.036009, expected=44.000000 predicted=63.332549, expected=92.000000 predicted=72.756814, expected=80.000000 predicted=71.804671, expected=80.000000 predicted=71.730436, expected=48.000000 predicted=69.723127, expected=84.000000 predicted=70.399097, expected=60.000000 predicted=71.317149, expected=80.000000 predicted=72.393489, expected=100.000000 predicted=80.299306, expected=80.000000 predicted=72.006872, expected=108.000000 predicted=91.101099, expected=84.000000 predicted=83.891171, expected=80.000000 predicted=87.035942, expected=88.000000 predicted=92.206982, expected=60.000000 predicted=77.814574, expected=28.000000 predicted=72.360963, expected=52.000000 predicted=65.220405, expected=36.000000 predicted=51.463499, expected=64.000000 predicted=56.132746, expected=36.000000 predicted=46.726156, expected=100.000000 predicted=56.475840, expected=72.000000 predicted=60.857086, expected=60.000000 predicted=60.344438, expected=80.000000 predicted=74.904097, expected=44.000000 predicted=57.184741, expected=44.000000 predicted=66.834419, expected=152.000000 predicted=83.676195, expected=116.000000 predicted=78.768862, expected=56.000000 predicted=85.032873, expected=120.000000 predicted=99.557300, expected=80.000000 predicted=81.356441, expected=44.000000 predicted=91.379544, expected=76.000000 predicted=89.010089, expected=76.000000 predicted=67.284726, expected=76.000000 predicted=79.308598, expected=64.000000 predicted=72.691499, expected=72.000000 predicted=66.983751, expected=88.000000 predicted=75.952823, expected=48.000000 predicted=67.293053, expected=44.000000 predicted=66.207857, expected=112.000000 predicted=74.935644, expected=48.000000 predicted=60.664956, expected=48.000000 predicted=69.141320, expected=56.000000 predicted=61.670462, expected=60.000000 predicted=53.191937, expected=36.000000 predicted=61.232614, expected=72.000000 predicted=56.536250, expected=88.000000 predicted=60.464892, expected=68.000000 predicted=62.332416, expected=100.000000 predicted=78.188799, expected=68.000000 predicted=68.810432, expected=32.000000 predicted=67.373945, expected=40.000000 Test MSE: 1219.696
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451])] predicted=7.420494, expected=24.000000 predicted=8.688592, expected=8.000000 predicted=9.734113, expected=4.000000 predicted=9.837696, expected=8.000000 predicted=10.238299, expected=12.000000 predicted=10.925307, expected=12.000000 predicted=11.524961, expected=8.000000 predicted=8.730122, expected=12.000000 predicted=9.343133, expected=8.000000 predicted=9.890945, expected=40.000000 predicted=14.801554, expected=4.000000 predicted=13.652734, expected=4.000000 predicted=13.605769, expected=28.000000 predicted=16.304976, expected=8.000000 predicted=14.007583, expected=4.000000 predicted=16.643053, expected=4.000000 predicted=9.504626, expected=4.000000 predicted=8.339924, expected=20.000000 predicted=11.131199, expected=4.000000 predicted=6.799707, expected=8.000000 predicted=7.872700, expected=12.000000 predicted=8.663565, expected=8.000000 predicted=8.981387, expected=8.000000 predicted=10.305356, expected=16.000000 predicted=9.133494, expected=12.000000 predicted=10.227260, expected=12.000000 predicted=11.470692, expected=4.000000 predicted=10.375182, expected=8.000000 predicted=10.355076, expected=28.000000 predicted=12.653452, expected=4.000000 predicted=10.644377, expected=4.000000 predicted=11.338378, expected=16.000000 predicted=10.885291, expected=8.000000 predicted=10.609374, expected=16.000000 predicted=12.811598, expected=4.000000 predicted=8.719560, expected=20.000000 predicted=11.388193, expected=20.000000 predicted=13.076977, expected=12.000000 predicted=13.244386, expected=4.000000 predicted=13.660665, expected=4.000000 predicted=11.611138, expected=4.000000 predicted=10.906203, expected=4.000000 predicted=7.928236, expected=4.000000 predicted=5.273910, expected=12.000000 predicted=5.062215, expected=16.000000 predicted=6.674258, expected=8.000000 predicted=7.816631, expected=4.000000 predicted=8.629768, expected=12.000000 predicted=9.603269, expected=4.000000 predicted=9.067987, expected=4.000000 predicted=8.331052, expected=8.000000 predicted=6.738183, expected=8.000000 predicted=6.349790, expected=16.000000 predicted=8.336362, expected=4.000000 predicted=7.175952, expected=12.000000 predicted=9.113203, expected=4.000000 predicted=8.673839, expected=12.000000 predicted=9.406355, expected=8.000000 predicted=9.098229, expected=8.000000 predicted=8.085734, expected=4.000000 predicted=8.236302, expected=8.000000 predicted=7.472292, expected=12.000000 predicted=8.335984, expected=8.000000 predicted=7.744280, expected=16.000000 predicted=9.288510, expected=8.000000 predicted=9.198871, expected=8.000000 predicted=10.371858, expected=8.000000 predicted=10.209513, expected=12.000000 predicted=9.858426, expected=12.000000 predicted=10.376510, expected=4.000000 predicted=8.844113, expected=8.000000 predicted=9.108405, expected=8.000000 predicted=8.589902, expected=4.000000 predicted=7.980726, expected=16.000000 predicted=8.532078, expected=12.000000 predicted=8.090671, expected=4.000000 predicted=8.927493, expected=8.000000 predicted=9.224739, expected=4.000000 predicted=8.049938, expected=4.000000 predicted=8.137741, expected=4.000000 predicted=6.056378, expected=8.000000 predicted=5.185897, expected=4.000000 predicted=5.164933, expected=8.000000 predicted=5.384167, expected=12.000000 predicted=6.376823, expected=8.000000 predicted=7.106353, expected=4.000000 predicted=7.654355, expected=4.000000 predicted=7.035917, expected=12.000000 predicted=7.823677, expected=20.000000 predicted=9.214966, expected=4.000000 predicted=8.407927, expected=8.000000 predicted=9.510006, expected=4.000000 predicted=8.950765, expected=8.000000 predicted=9.377645, expected=12.000000 predicted=9.003433, expected=4.000000 predicted=6.545552, expected=16.000000 predicted=8.732809, expected=4.000000 predicted=7.792206, expected=4.000000 predicted=8.556974, expected=12.000000 predicted=8.656606, expected=4.000000 predicted=7.099859, expected=28.000000 predicted=10.744359, expected=12.000000 predicted=9.757019, expected=12.000000 predicted=12.640249, expected=8.000000 predicted=13.093251, expected=8.000000 predicted=12.537595, expected=4.000000 predicted=12.161579, expected=8.000000 predicted=8.788261, expected=8.000000 predicted=7.799923, expected=8.000000 predicted=7.254788, expected=4.000000 predicted=6.758891, expected=16.000000 predicted=7.883954, expected=12.000000 predicted=8.803790, expected=12.000000 predicted=10.030613, expected=20.000000 predicted=11.841166, expected=8.000000 predicted=12.005791, expected=12.000000 predicted=13.795830, expected=4.000000 predicted=11.562699, expected=12.000000 predicted=11.542309, expected=12.000000 predicted=10.913151, expected=4.000000 predicted=8.825298, expected=8.000000 predicted=8.947608, expected=8.000000 predicted=7.967331, expected=8.000000 predicted=8.586320, expected=8.000000 predicted=7.924539, expected=8.000000 predicted=7.375189, expected=4.000000 predicted=7.453610, expected=4.000000 predicted=6.889080, expected=12.000000 predicted=7.138816, expected=8.000000 predicted=6.975515, expected=4.000000 predicted=6.860271, expected=8.000000 predicted=6.854676, expected=4.000000 predicted=6.680271, expected=16.000000 predicted=8.405839, expected=4.000000 predicted=7.038761, expected=4.000000 predicted=7.228739, expected=16.000000 predicted=8.421499, expected=4.000000 predicted=7.803761, expected=4.000000 predicted=8.431419, expected=8.000000 predicted=6.725921, expected=12.000000 predicted=7.727644, expected=12.000000 predicted=8.865086, expected=8.000000 predicted=8.081386, expected=4.000000 predicted=8.445278, expected=4.000000 predicted=8.368559, expected=4.000000 predicted=7.387744, expected=16.000000 predicted=7.562813, expected=12.000000 predicted=7.330389, expected=16.000000 predicted=9.256973, expected=16.000000 predicted=11.190126, expected=12.000000 predicted=12.888824, expected=8.000000 predicted=13.662850, expected=4.000000 predicted=11.762874, expected=4.000000 predicted=10.233094, expected=12.000000 predicted=9.121118, expected=8.000000 predicted=7.628238, expected=4.000000 predicted=6.852691, expected=8.000000 predicted=6.831921, expected=12.000000 predicted=7.803586, expected=8.000000 predicted=8.456869, expected=4.000000 predicted=7.574763, expected=12.000000 predicted=8.116771, expected=8.000000 predicted=8.407657, expected=4.000000 predicted=8.176722, expected=8.000000 predicted=7.472604, expected=12.000000 predicted=7.791998, expected=12.000000 predicted=9.011819, expected=12.000000 predicted=9.278240, expected=4.000000 predicted=8.938003, expected=12.000000 predicted=10.292361, expected=4.000000 predicted=9.191460, expected=20.000000 predicted=10.541268, expected=16.000000 predicted=10.609598, expected=20.000000 predicted=12.682639, expected=8.000000 predicted=13.488811, expected=12.000000 predicted=13.959525, expected=16.000000 predicted=15.179544, expected=32.000000 predicted=16.706615, expected=24.000000 predicted=17.919253, expected=20.000000 predicted=18.964657, expected=8.000000 predicted=19.270064, expected=4.000000 predicted=18.172799, expected=12.000000 predicted=17.015840, expected=16.000000 predicted=13.811073, expected=16.000000 predicted=12.439146, expected=12.000000 predicted=11.258333, expected=12.000000 predicted=12.135531, expected=8.000000 predicted=12.798712, expected=4.000000 predicted=11.589215, expected=8.000000 predicted=10.182215, expected=12.000000 predicted=9.236507, expected=8.000000 predicted=8.541679, expected=28.000000 predicted=11.193423, expected=8.000000 predicted=10.834435, expected=8.000000 predicted=12.519952, expected=4.000000 predicted=11.509584, expected=8.000000 predicted=10.931944, expected=4.000000 predicted=10.110425, expected=8.000000 predicted=6.742113, expected=12.000000 predicted=7.194059, expected=16.000000 predicted=8.473154, expected=4.000000 predicted=8.577452, expected=4.000000 predicted=8.276133, expected=8.000000 predicted=8.738367, expected=4.000000 predicted=7.996642, expected=8.000000 predicted=7.463948, expected=16.000000 predicted=7.137745, expected=12.000000 predicted=8.394563, expected=4.000000 predicted=8.740448, expected=12.000000 predicted=9.474283, expected=16.000000 predicted=11.119745, expected=12.000000 predicted=11.910643, expected=4.000000 predicted=10.136937, expected=8.000000 predicted=9.556904, expected=8.000000 predicted=9.990124, expected=16.000000 predicted=10.674821, expected=8.000000 predicted=9.130352, expected=4.000000 predicted=8.156354, expected=12.000000 predicted=9.478537, expected=4.000000 predicted=8.533068, expected=12.000000 predicted=9.531706, expected=4.000000 predicted=7.183580, expected=16.000000 predicted=8.727450, expected=12.000000 predicted=9.714473, expected=4.000000 predicted=8.735756, expected=16.000000 predicted=10.821447, expected=12.000000 predicted=10.384546, expected=16.000000 predicted=12.689351, expected=8.000000 predicted=11.260018, expected=8.000000 predicted=10.923061, expected=8.000000 predicted=11.450461, expected=4.000000 predicted=9.438171, expected=8.000000 predicted=8.780368, expected=4.000000 predicted=6.612973, expected=4.000000 predicted=6.103269, expected=8.000000 predicted=5.977941, expected=12.000000 predicted=6.517109, expected=12.000000 predicted=7.820850, expected=12.000000 predicted=8.600650, expected=8.000000 predicted=9.340902, expected=12.000000 predicted=10.775426, expected=8.000000 predicted=10.623762, expected=4.000000 predicted=9.470561, expected=8.000000 predicted=8.782232, expected=4.000000 predicted=7.293358, expected=24.000000 predicted=9.947315, expected=8.000000 predicted=8.862031, expected=4.000000 predicted=9.011313, expected=20.000000 predicted=11.341311, expected=8.000000 predicted=11.111641, expected=4.000000 predicted=11.703583, expected=4.000000 predicted=8.162062, expected=4.000000 predicted=7.474921, expected=8.000000 predicted=7.942126, expected=20.000000 predicted=7.763238, expected=4.000000 predicted=6.997451, expected=12.000000 predicted=8.986224, expected=8.000000 predicted=9.158066, expected=4.000000 predicted=9.586324, expected=16.000000 predicted=10.654869, expected=8.000000 predicted=8.409670, expected=4.000000 predicted=8.937461, expected=16.000000 predicted=9.279185, expected=4.000000 predicted=8.494802, expected=8.000000 predicted=9.698323, expected=8.000000 predicted=7.814362, expected=8.000000 predicted=8.100023, expected=12.000000 predicted=9.242377, expected=20.000000 predicted=9.739080, expected=12.000000 predicted=11.102620, expected=16.000000 predicted=12.806205, expected=4.000000 predicted=11.969661, expected=4.000000 predicted=11.826378, expected=4.000000 predicted=10.078595, expected=4.000000 predicted=7.461128, expected=16.000000 predicted=7.946774, expected=4.000000 predicted=5.722875, expected=4.000000 predicted=6.295519, expected=16.000000 predicted=7.774580, expected=4.000000 predicted=7.865348, expected=12.000000 predicted=9.616281, expected=16.000000 predicted=8.887372, expected=8.000000 predicted=10.067581, expected=4.000000 predicted=10.239117, expected=4.000000 predicted=8.079817, expected=12.000000 predicted=9.397749, expected=4.000000 predicted=7.891842, expected=16.000000 predicted=8.106581, expected=4.000000 predicted=6.986285, expected=8.000000 predicted=8.372457, expected=12.000000 predicted=9.060714, expected=4.000000 predicted=8.097401, expected=4.000000 predicted=8.243629, expected=8.000000 predicted=6.573522, expected=4.000000 predicted=6.686961, expected=4.000000 predicted=6.146458, expected=8.000000 predicted=5.228576, expected=16.000000 predicted=7.144309, expected=8.000000 predicted=7.813441, expected=4.000000 predicted=7.545387, expected=4.000000 predicted=7.371125, expected=8.000000 predicted=8.078454, expected=8.000000 predicted=7.963268, expected=12.000000 predicted=7.279508, expected=12.000000 predicted=7.793482, expected=8.000000 predicted=8.661405, expected=8.000000 predicted=9.405558, expected=4.000000 predicted=8.710686, expected=4.000000 predicted=8.200896, expected=4.000000 predicted=6.701796, expected=8.000000 predicted=6.022486, expected=8.000000 predicted=5.887399, expected=12.000000 predicted=6.608994, expected=12.000000 predicted=7.814943, expected=8.000000 predicted=8.662554, expected=4.000000 predicted=8.754061, expected=4.000000 predicted=8.106889, expected=12.000000 predicted=8.699042, expected=8.000000 predicted=7.877935, expected=4.000000 predicted=6.803156, expected=16.000000 predicted=7.912586, expected=20.000000 predicted=10.316513, expected=12.000000 predicted=11.987304, expected=16.000000 predicted=12.759146, expected=8.000000 predicted=12.498604, expected=8.000000 predicted=13.671631, expected=4.000000 predicted=11.341088, expected=20.000000 predicted=11.467525, expected=4.000000 predicted=9.733729, expected=16.000000 predicted=10.369030, expected=8.000000 predicted=9.597399, expected=8.000000 predicted=10.282506, expected=8.000000 predicted=10.682004, expected=4.000000 predicted=8.049504, expected=16.000000 predicted=10.069005, expected=8.000000 predicted=8.420311, expected=4.000000 predicted=8.289370, expected=4.000000 predicted=7.312923, expected=4.000000 predicted=6.716865, expected=12.000000 predicted=8.047499, expected=12.000000 Test MSE: 36.520
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926])] predicted=24.987458, expected=4.000000 predicted=23.514424, expected=8.000000 predicted=20.927510, expected=4.000000 predicted=14.074230, expected=24.000000 predicted=18.481641, expected=36.000000 predicted=21.046805, expected=4.000000 predicted=12.457819, expected=12.000000 predicted=11.835411, expected=12.000000 predicted=13.235727, expected=12.000000 predicted=19.152875, expected=8.000000 predicted=13.888387, expected=16.000000 predicted=10.732437, expected=24.000000 predicted=15.067706, expected=24.000000 predicted=17.178861, expected=8.000000 predicted=13.737520, expected=12.000000 predicted=13.613660, expected=8.000000 predicted=14.457783, expected=12.000000 predicted=16.017678, expected=24.000000 predicted=15.933081, expected=28.000000 predicted=16.881659, expected=12.000000 predicted=15.106793, expected=16.000000 predicted=14.832737, expected=8.000000 predicted=15.002944, expected=4.000000 predicted=15.634168, expected=12.000000 predicted=13.576197, expected=20.000000 predicted=13.617946, expected=32.000000 predicted=17.882014, expected=20.000000 predicted=15.603092, expected=16.000000 predicted=15.482660, expected=16.000000 predicted=17.302967, expected=16.000000 predicted=20.405383, expected=20.000000 predicted=21.072250, expected=16.000000 predicted=17.390469, expected=32.000000 predicted=20.569336, expected=16.000000 predicted=18.698940, expected=8.000000 predicted=16.751463, expected=12.000000 predicted=15.278018, expected=12.000000 predicted=16.764708, expected=8.000000 predicted=15.606045, expected=24.000000 predicted=14.367174, expected=20.000000 predicted=14.574940, expected=8.000000 predicted=13.460713, expected=24.000000 predicted=15.118088, expected=8.000000 predicted=14.411326, expected=12.000000 predicted=16.827796, expected=12.000000 predicted=12.788127, expected=20.000000 predicted=15.511248, expected=12.000000 predicted=14.848538, expected=24.000000 predicted=15.156784, expected=4.000000 predicted=12.232085, expected=40.000000 predicted=20.660236, expected=16.000000 predicted=18.952364, expected=24.000000 predicted=20.965046, expected=16.000000 predicted=17.835075, expected=8.000000 predicted=17.452620, expected=32.000000 predicted=23.869490, expected=24.000000 predicted=21.370006, expected=24.000000 predicted=22.435045, expected=20.000000 predicted=18.306862, expected=44.000000 predicted=26.571751, expected=12.000000 predicted=25.789941, expected=32.000000 predicted=25.959351, expected=12.000000 predicted=21.543297, expected=20.000000 predicted=24.469658, expected=24.000000 predicted=24.099130, expected=8.000000 predicted=18.328117, expected=8.000000 predicted=16.292638, expected=12.000000 predicted=13.100177, expected=16.000000 predicted=16.369008, expected=16.000000 predicted=15.015147, expected=28.000000 predicted=15.259279, expected=16.000000 predicted=15.603975, expected=12.000000 predicted=15.578940, expected=8.000000 predicted=13.997496, expected=4.000000 predicted=13.702297, expected=4.000000 predicted=12.290039, expected=12.000000 predicted=10.209183, expected=24.000000 predicted=12.681259, expected=12.000000 predicted=11.167370, expected=28.000000 predicted=13.861357, expected=8.000000 predicted=12.821764, expected=12.000000 predicted=15.517232, expected=20.000000 predicted=16.730148, expected=16.000000 predicted=17.473505, expected=20.000000 predicted=18.046592, expected=16.000000 predicted=14.374728, expected=16.000000 predicted=16.413328, expected=28.000000 predicted=19.873135, expected=4.000000 predicted=16.143321, expected=24.000000 predicted=17.863789, expected=4.000000 predicted=13.885963, expected=12.000000 predicted=15.618075, expected=32.000000 predicted=17.869713, expected=8.000000 predicted=15.313994, expected=16.000000 predicted=15.263541, expected=24.000000 predicted=14.181014, expected=16.000000 predicted=19.684676, expected=12.000000 predicted=17.646750, expected=8.000000 predicted=12.074798, expected=20.000000 predicted=16.657092, expected=4.000000 predicted=14.411714, expected=4.000000 predicted=10.212918, expected=12.000000 predicted=9.021993, expected=16.000000 predicted=12.396407, expected=4.000000 predicted=10.371035, expected=20.000000 predicted=9.487487, expected=8.000000 predicted=10.048719, expected=12.000000 predicted=12.642522, expected=24.000000 predicted=13.739024, expected=40.000000 predicted=20.520675, expected=8.000000 predicted=18.461331, expected=8.000000 predicted=13.533538, expected=28.000000 predicted=18.441471, expected=20.000000 predicted=24.137430, expected=12.000000 predicted=20.184650, expected=8.000000 predicted=11.379283, expected=8.000000 predicted=13.268580, expected=20.000000 predicted=17.501490, expected=12.000000 predicted=14.189157, expected=20.000000 predicted=13.769166, expected=8.000000 predicted=11.264794, expected=20.000000 predicted=14.957900, expected=8.000000 predicted=14.046695, expected=16.000000 predicted=14.566861, expected=16.000000 predicted=14.366883, expected=32.000000 predicted=18.324693, expected=36.000000 predicted=22.659023, expected=20.000000 predicted=20.805768, expected=8.000000 predicted=18.231603, expected=20.000000 predicted=20.567759, expected=4.000000 predicted=20.466769, expected=16.000000 predicted=18.772889, expected=24.000000 predicted=15.790573, expected=4.000000 predicted=13.039645, expected=8.000000 predicted=11.384473, expected=4.000000 predicted=8.233439, expected=8.000000 predicted=11.911410, expected=16.000000 predicted=11.776438, expected=20.000000 predicted=11.108372, expected=20.000000 predicted=13.063894, expected=12.000000 predicted=12.104218, expected=20.000000 predicted=15.291731, expected=12.000000 predicted=16.267347, expected=16.000000 predicted=17.167892, expected=8.000000 predicted=13.809944, expected=20.000000 predicted=15.246737, expected=20.000000 predicted=16.635049, expected=28.000000 predicted=18.723708, expected=4.000000 predicted=14.381913, expected=16.000000 predicted=14.682255, expected=28.000000 predicted=19.652431, expected=24.000000 predicted=22.471821, expected=4.000000 predicted=16.085002, expected=28.000000 predicted=15.960414, expected=4.000000 predicted=16.718509, expected=12.000000 predicted=17.798793, expected=8.000000 predicted=12.022008, expected=36.000000 predicted=17.515411, expected=24.000000 predicted=20.328001, expected=24.000000 predicted=17.746780, expected=4.000000 predicted=14.582796, expected=20.000000 predicted=18.397398, expected=20.000000 predicted=22.620245, expected=28.000000 predicted=22.261785, expected=8.000000 predicted=16.464052, expected=16.000000 predicted=14.421964, expected=4.000000 predicted=14.896999, expected=12.000000 predicted=15.464380, expected=12.000000 predicted=14.056435, expected=16.000000 predicted=12.136926, expected=4.000000 predicted=10.205358, expected=4.000000 predicted=7.416812, expected=24.000000 predicted=12.645909, expected=24.000000 predicted=16.029361, expected=12.000000 predicted=14.114752, expected=24.000000 predicted=13.757329, expected=12.000000 predicted=15.554578, expected=16.000000 predicted=19.117767, expected=20.000000 predicted=18.009947, expected=20.000000 predicted=17.919991, expected=4.000000 predicted=15.402537, expected=4.000000 predicted=11.025684, expected=32.000000 predicted=17.198656, expected=20.000000 predicted=18.872969, expected=16.000000 predicted=16.122165, expected=28.000000 predicted=15.595002, expected=20.000000 predicted=19.660340, expected=20.000000 predicted=23.208688, expected=8.000000 predicted=17.152380, expected=16.000000 predicted=17.646046, expected=16.000000 predicted=18.663050, expected=16.000000 predicted=16.909526, expected=4.000000 predicted=12.579687, expected=24.000000 predicted=13.991839, expected=12.000000 predicted=15.014708, expected=28.000000 predicted=17.895858, expected=16.000000 predicted=16.057733, expected=4.000000 predicted=13.265409, expected=20.000000 predicted=16.733095, expected=16.000000 predicted=16.645488, expected=16.000000 predicted=18.006604, expected=8.000000 predicted=12.235788, expected=20.000000 predicted=13.677607, expected=8.000000 predicted=14.774688, expected=24.000000 predicted=16.130024, expected=16.000000 predicted=15.271792, expected=4.000000 predicted=12.610243, expected=12.000000 predicted=13.011439, expected=20.000000 predicted=14.521778, expected=20.000000 predicted=17.750847, expected=20.000000 predicted=15.418302, expected=28.000000 predicted=16.853898, expected=36.000000 predicted=23.325292, expected=32.000000 predicted=26.476210, expected=24.000000 predicted=25.587120, expected=20.000000 predicted=24.968686, expected=12.000000 predicted=24.289002, expected=40.000000 predicted=29.123724, expected=28.000000 predicted=27.620889, expected=36.000000 predicted=27.501668, expected=20.000000 predicted=23.932917, expected=4.000000 predicted=20.958859, expected=12.000000 predicted=22.506490, expected=12.000000 predicted=19.662138, expected=36.000000 predicted=23.539410, expected=40.000000 predicted=22.847197, expected=24.000000 predicted=20.455286, expected=16.000000 predicted=19.801637, expected=12.000000 predicted=20.722729, expected=12.000000 predicted=24.006474, expected=32.000000 predicted=25.527094, expected=20.000000 predicted=20.721832, expected=8.000000 predicted=15.387652, expected=20.000000 predicted=15.506599, expected=20.000000 predicted=19.277103, expected=8.000000 predicted=18.919548, expected=8.000000 predicted=12.807985, expected=4.000000 predicted=10.247849, expected=12.000000 predicted=13.154288, expected=20.000000 predicted=13.643368, expected=20.000000 predicted=12.931146, expected=12.000000 predicted=11.725744, expected=4.000000 predicted=9.763554, expected=12.000000 predicted=12.786929, expected=4.000000 predicted=12.525696, expected=4.000000 predicted=9.843409, expected=12.000000 predicted=8.186930, expected=24.000000 predicted=11.579888, expected=20.000000 predicted=13.732355, expected=12.000000 predicted=11.267268, expected=8.000000 predicted=11.002087, expected=16.000000 predicted=15.187422, expected=8.000000 predicted=15.423173, expected=4.000000 predicted=11.224385, expected=12.000000 predicted=9.721760, expected=4.000000 predicted=8.763050, expected=16.000000 predicted=11.048018, expected=24.000000 predicted=12.231765, expected=16.000000 predicted=13.004869, expected=4.000000 predicted=10.742006, expected=8.000000 predicted=10.018929, expected=8.000000 predicted=12.969878, expected=4.000000 predicted=11.715765, expected=16.000000 predicted=10.201631, expected=12.000000 predicted=8.929106, expected=16.000000 predicted=11.097435, expected=12.000000 predicted=10.513254, expected=8.000000 predicted=10.419591, expected=8.000000 predicted=11.500666, expected=16.000000 predicted=12.592946, expected=8.000000 predicted=11.811003, expected=20.000000 predicted=12.571547, expected=8.000000 predicted=10.563408, expected=20.000000 predicted=13.619317, expected=12.000000 predicted=13.619190, expected=20.000000 predicted=15.042655, expected=24.000000 predicted=17.802813, expected=4.000000 predicted=13.590758, expected=12.000000 predicted=14.244748, expected=12.000000 predicted=13.550069, expected=8.000000 predicted=14.475405, expected=8.000000 predicted=11.418412, expected=16.000000 predicted=10.044520, expected=4.000000 predicted=9.988833, expected=12.000000 predicted=9.962976, expected=12.000000 predicted=9.745966, expected=20.000000 predicted=13.143044, expected=20.000000 predicted=14.587355, expected=4.000000 predicted=10.487158, expected=12.000000 predicted=12.062190, expected=4.000000 predicted=11.328203, expected=12.000000 predicted=13.299611, expected=12.000000 predicted=11.322603, expected=8.000000 predicted=8.645354, expected=8.000000 predicted=8.773409, expected=12.000000 predicted=9.091338, expected=12.000000 predicted=11.229476, expected=8.000000 predicted=9.926972, expected=16.000000 predicted=10.582700, expected=24.000000 predicted=14.211033, expected=8.000000 predicted=13.161540, expected=4.000000 predicted=10.186386, expected=8.000000 predicted=10.024193, expected=8.000000 predicted=12.349676, expected=4.000000 predicted=10.185004, expected=32.000000 predicted=12.237632, expected=12.000000 predicted=11.618954, expected=20.000000 predicted=13.755842, expected=20.000000 predicted=14.288858, expected=4.000000 predicted=14.320964, expected=4.000000 predicted=14.624105, expected=44.000000 predicted=19.354753, expected=20.000000 predicted=21.011734, expected=16.000000 predicted=17.559393, expected=4.000000 predicted=10.675860, expected=4.000000 predicted=13.990299, expected=4.000000 predicted=17.130023, expected=36.000000 predicted=17.545865, expected=8.000000 predicted=13.000623, expected=16.000000 predicted=10.738985, expected=12.000000 predicted=10.583571, expected=8.000000 predicted=13.692326, expected=8.000000 predicted=15.710654, expected=8.000000 predicted=9.720929, expected=12.000000 predicted=11.529414, expected=4.000000 predicted=8.627031, expected=8.000000 predicted=7.702363, expected=4.000000 predicted=6.885704, expected=8.000000 predicted=7.720827, expected=8.000000 predicted=7.734271, expected=4.000000 predicted=5.759056, expected=8.000000 predicted=6.537020, expected=20.000000 predicted=9.369930, expected=36.000000 predicted=16.279218, expected=20.000000 predicted=15.943737, expected=8.000000 predicted=12.761624, expected=12.000000 predicted=14.475111, expected=20.000000 predicted=20.416709, expected=12.000000 predicted=20.103635, expected=16.000000 predicted=14.896868, expected=16.000000 predicted=13.237295, expected=28.000000 predicted=18.322682, expected=4.000000 predicted=15.302869, expected=12.000000 predicted=13.378226, expected=12.000000 predicted=14.061088, expected=12.000000 predicted=15.201025, expected=12.000000 predicted=14.259451, expected=12.000000 predicted=10.079286, expected=8.000000 predicted=11.007061, expected=4.000000 predicted=9.400377, expected=12.000000 predicted=10.230588, expected=8.000000 predicted=9.850633, expected=4.000000 predicted=8.037363, expected=12.000000 predicted=7.827006, expected=4.000000 predicted=7.019243, expected=4.000000 predicted=7.390163, expected=28.000000 predicted=11.177506, expected=4.000000 predicted=9.315932, expected=8.000000 predicted=9.354755, expected=16.000000 predicted=9.245596, expected=24.000000 predicted=15.377016, expected=12.000000 predicted=16.341007, expected=12.000000 predicted=10.973236, expected=12.000000 predicted=12.717804, expected=8.000000 predicted=14.131000, expected=16.000000 predicted=15.085118, expected=8.000000 predicted=11.228219, expected=8.000000 predicted=10.481173, expected=16.000000 predicted=11.414390, expected=12.000000 predicted=11.631499, expected=8.000000 predicted=11.344819, expected=16.000000 predicted=10.911289, expected=8.000000 predicted=11.007548, expected=20.000000 predicted=14.245061, expected=24.000000 predicted=15.228244, expected=28.000000 predicted=18.022093, expected=16.000000 predicted=17.653283, expected=12.000000 predicted=15.804430, expected=12.000000 predicted=17.731918, expected=8.000000 predicted=17.045156, expected=8.000000 predicted=14.832873, expected=12.000000 predicted=11.813979, expected=8.000000 predicted=10.252518, expected=8.000000 predicted=9.317550, expected=12.000000 predicted=9.219220, expected=4.000000 predicted=8.360116, expected=8.000000 Test MSE: 78.809
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553])] predicted=105.397107, expected=84.000000 predicted=97.044465, expected=108.000000 predicted=100.268515, expected=60.000000 predicted=86.137036, expected=60.000000 predicted=74.389509, expected=84.000000 predicted=79.650778, expected=112.000000 predicted=88.860277, expected=132.000000 predicted=94.731534, expected=84.000000 predicted=88.167287, expected=76.000000 predicted=87.370468, expected=68.000000 predicted=91.545323, expected=32.000000 predicted=84.201006, expected=140.000000 predicted=88.896422, expected=88.000000 predicted=87.545190, expected=100.000000 predicted=82.243475, expected=68.000000 predicted=78.189425, expected=88.000000 predicted=87.395438, expected=112.000000 predicted=100.368012, expected=104.000000 predicted=96.207068, expected=132.000000 predicted=99.835562, expected=52.000000 predicted=92.018121, expected=120.000000 predicted=98.158640, expected=72.000000 predicted=101.317911, expected=112.000000 predicted=99.719413, expected=80.000000 predicted=93.371792, expected=96.000000 predicted=89.437254, expected=84.000000 predicted=92.927762, expected=84.000000 predicted=88.922210, expected=84.000000 predicted=89.117884, expected=132.000000 predicted=95.050227, expected=104.000000 predicted=100.009061, expected=52.000000 predicted=86.927867, expected=112.000000 predicted=90.755312, expected=80.000000 predicted=99.240263, expected=112.000000 predicted=98.829313, expected=108.000000 predicted=93.931410, expected=72.000000 predicted=90.292880, expected=100.000000 predicted=93.962100, expected=92.000000 predicted=96.443369, expected=96.000000 predicted=97.666842, expected=140.000000 predicted=100.974342, expected=76.000000 predicted=98.421236, expected=104.000000 predicted=97.372455, expected=116.000000 predicted=104.521140, expected=116.000000 predicted=112.009770, expected=84.000000 predicted=103.704143, expected=56.000000 predicted=89.384648, expected=116.000000 predicted=98.428586, expected=88.000000 predicted=100.866588, expected=68.000000 predicted=86.422465, expected=60.000000 predicted=74.671599, expected=144.000000 predicted=91.685383, expected=76.000000 predicted=96.436928, expected=152.000000 predicted=94.526828, expected=124.000000 predicted=105.386904, expected=84.000000 predicted=107.809147, expected=16.000000 predicted=92.528393, expected=76.000000 predicted=86.908471, expected=116.000000 predicted=101.387767, expected=160.000000 predicted=101.653096, expected=112.000000 predicted=92.022239, expected=128.000000 predicted=96.601036, expected=96.000000 predicted=113.844116, expected=100.000000 predicted=118.989366, expected=100.000000 predicted=115.927135, expected=60.000000 predicted=99.882681, expected=72.000000 predicted=89.905376, expected=72.000000 predicted=84.446275, expected=80.000000 predicted=82.454625, expected=56.000000 predicted=72.514829, expected=112.000000 predicted=75.118493, expected=132.000000 predicted=91.771074, expected=132.000000 predicted=99.822334, expected=84.000000 predicted=95.699427, expected=124.000000 predicted=104.166857, expected=100.000000 predicted=116.676967, expected=72.000000 predicted=106.513767, expected=68.000000 predicted=92.725195, expected=96.000000 predicted=92.408867, expected=88.000000 predicted=93.972428, expected=104.000000 predicted=87.884678, expected=136.000000 predicted=95.409890, expected=64.000000 predicted=93.453037, expected=76.000000 predicted=88.467400, expected=48.000000 predicted=85.022484, expected=92.000000 predicted=88.684535, expected=120.000000 predicted=92.802369, expected=84.000000 predicted=82.754505, expected=92.000000 predicted=81.071973, expected=144.000000 predicted=98.357357, expected=116.000000 predicted=112.643978, expected=64.000000 predicted=99.196960, expected=52.000000 predicted=86.065994, expected=108.000000 predicted=98.516120, expected=64.000000 predicted=95.468366, expected=68.000000 predicted=75.480208, expected=112.000000 predicted=77.965490, expected=80.000000 predicted=84.643064, expected=80.000000 predicted=82.683358, expected=88.000000 predicted=80.975610, expected=104.000000 predicted=91.146878, expected=76.000000 predicted=90.070178, expected=80.000000 predicted=82.616352, expected=84.000000 predicted=85.350057, expected=16.000000 predicted=73.570712, expected=100.000000 predicted=74.116532, expected=52.000000 predicted=72.319621, expected=72.000000 predicted=66.743768, expected=84.000000 predicted=66.626946, expected=116.000000 predicted=77.271982, expected=84.000000 predicted=85.250334, expected=80.000000 predicted=78.832454, expected=104.000000 predicted=89.640536, expected=84.000000 predicted=94.289723, expected=112.000000 predicted=96.157602, expected=60.000000 predicted=87.055595, expected=108.000000 predicted=89.903386, expected=136.000000 predicted=104.030562, expected=88.000000 predicted=100.554373, expected=100.000000 predicted=96.024113, expected=72.000000 predicted=93.579139, expected=68.000000 predicted=94.858007, expected=64.000000 predicted=86.636300, expected=144.000000 predicted=92.511289, expected=80.000000 predicted=91.837750, expected=88.000000 predicted=82.024951, expected=80.000000 predicted=85.196497, expected=88.000000 predicted=92.776124, expected=108.000000 predicted=98.589701, expected=88.000000 predicted=89.883294, expected=104.000000 predicted=91.564200, expected=52.000000 predicted=85.737171, expected=128.000000 predicted=93.957826, expected=56.000000 predicted=92.237886, expected=144.000000 predicted=94.047947, expected=48.000000 predicted=90.510384, expected=60.000000 predicted=77.348088, expected=80.000000 predicted=84.347481, expected=80.000000 predicted=83.001318, expected=60.000000 predicted=77.256171, expected=100.000000 predicted=70.283279, expected=92.000000 predicted=81.470187, expected=40.000000 predicted=74.152213, expected=88.000000 predicted=72.876965, expected=56.000000 predicted=75.767094, expected=108.000000 predicted=81.086378, expected=116.000000 predicted=85.494952, expected=128.000000 predicted=91.403189, expected=72.000000 predicted=92.539282, expected=52.000000 predicted=84.060116, expected=88.000000 predicted=93.368448, expected=120.000000 predicted=101.459239, expected=64.000000 predicted=88.620046, expected=80.000000 predicted=74.536121, expected=80.000000 predicted=81.131938, expected=76.000000 predicted=86.454477, expected=68.000000 predicted=80.238722, expected=156.000000 predicted=88.851235, expected=84.000000 predicted=95.174173, expected=104.000000 predicted=90.152641, expected=64.000000 predicted=90.058688, expected=120.000000 predicted=100.119499, expected=88.000000 predicted=105.584058, expected=84.000000 predicted=89.397955, expected=148.000000 predicted=100.831959, expected=116.000000 predicted=108.102201, expected=100.000000 predicted=106.760188, expected=80.000000 predicted=99.458574, expected=64.000000 predicted=98.252540, expected=64.000000 predicted=94.929390, expected=108.000000 predicted=90.523999, expected=60.000000 predicted=81.809555, expected=108.000000 predicted=78.261238, expected=116.000000 predicted=88.969552, expected=96.000000 predicted=93.489973, expected=60.000000 predicted=87.725971, expected=100.000000 predicted=88.283259, expected=108.000000 predicted=101.774874, expected=72.000000 predicted=92.738912, expected=120.000000 predicted=90.175809, expected=132.000000 predicted=102.041503, expected=80.000000 predicted=102.637403, expected=84.000000 predicted=94.719788, expected=68.000000 predicted=92.349304, expected=100.000000 predicted=98.685552, expected=124.000000 predicted=100.875449, expected=92.000000 predicted=92.564439, expected=156.000000 predicted=102.369664, expected=136.000000 predicted=115.988792, expected=84.000000 predicted=113.703321, expected=76.000000 predicted=105.951466, expected=108.000000 predicted=109.657541, expected=92.000000 predicted=112.266497, expected=112.000000 predicted=101.247052, expected=92.000000 predicted=94.007296, expected=96.000000 predicted=95.164504, expected=112.000000 predicted=102.265026, expected=84.000000 predicted=99.014637, expected=136.000000 predicted=104.730101, expected=164.000000 predicted=117.941200, expected=100.000000 predicted=116.433556, expected=92.000000 predicted=108.784172, expected=124.000000 predicted=116.222538, expected=72.000000 predicted=117.522519, expected=80.000000 predicted=102.790977, expected=92.000000 predicted=93.342751, expected=72.000000 predicted=90.357781, expected=100.000000 predicted=89.485864, expected=96.000000 predicted=86.747885, expected=104.000000 predicted=91.248967, expected=88.000000 predicted=91.462298, expected=60.000000 predicted=84.879772, expected=172.000000 predicted=104.133975, expected=64.000000 predicted=102.750403, expected=132.000000 predicted=98.681073, expected=124.000000 predicted=107.584882, expected=48.000000 predicted=101.411208, expected=84.000000 predicted=98.395279, expected=120.000000 predicted=98.040641, expected=112.000000 predicted=108.153541, expected=112.000000 predicted=98.905649, expected=100.000000 predicted=94.340967, expected=100.000000 predicted=104.074017, expected=80.000000 predicted=103.751547, expected=84.000000 predicted=97.337320, expected=68.000000 predicted=90.678007, expected=104.000000 predicted=89.830171, expected=136.000000 predicted=98.364524, expected=132.000000 predicted=103.305616, expected=88.000000 predicted=99.736425, expected=124.000000 predicted=105.472637, expected=120.000000 predicted=119.504581, expected=116.000000 predicted=120.684388, expected=108.000000 predicted=113.497179, expected=136.000000 predicted=115.479486, expected=104.000000 predicted=119.345316, expected=100.000000 predicted=112.377893, expected=108.000000 predicted=111.164043, expected=108.000000 predicted=112.114929, expected=116.000000 predicted=112.691767, expected=152.000000 predicted=115.914126, expected=152.000000 predicted=125.124326, expected=164.000000 predicted=133.787276, expected=128.000000 predicted=135.609249, expected=20.000000 predicted=116.603229, expected=128.000000 predicted=119.607683, expected=16.000000 predicted=106.652538, expected=68.000000 predicted=85.103214, expected=92.000000 predicted=75.894110, expected=104.000000 predicted=76.472410, expected=72.000000 predicted=79.830620, expected=96.000000 predicted=71.973981, expected=24.000000 predicted=74.861842, expected=144.000000 predicted=87.329616, expected=96.000000 predicted=95.912417, expected=140.000000 predicted=95.914882, expected=112.000000 predicted=101.362178, expected=92.000000 predicted=99.413348, expected=60.000000 predicted=104.146649, expected=72.000000 predicted=93.336777, expected=100.000000 predicted=98.447778, expected=48.000000 predicted=82.881268, expected=120.000000 predicted=80.121918, expected=136.000000 predicted=93.712744, expected=116.000000 predicted=101.685774, expected=92.000000 predicted=98.580952, expected=112.000000 predicted=101.094617, expected=80.000000 predicted=110.210749, expected=80.000000 predicted=101.477145, expected=124.000000 predicted=101.266291, expected=108.000000 predicted=103.118104, expected=68.000000 predicted=94.153039, expected=72.000000 predicted=84.197999, expected=136.000000 predicted=99.483686, expected=80.000000 predicted=102.864579, expected=100.000000 predicted=91.654419, expected=52.000000 predicted=82.426453, expected=120.000000 predicted=92.429253, expected=104.000000 predicted=103.112597, expected=132.000000 predicted=99.358520, expected=128.000000 predicted=106.716008, expected=108.000000 predicted=106.481673, expected=68.000000 predicted=106.903008, expected=88.000000 predicted=101.707854, expected=92.000000 predicted=104.635412, expected=100.000000 predicted=99.634168, expected=136.000000 predicted=100.461485, expected=136.000000 predicted=105.934631, expected=80.000000 predicted=103.920369, expected=112.000000 predicted=104.759214, expected=84.000000 predicted=108.589020, expected=76.000000 predicted=103.787863, expected=56.000000 predicted=89.123465, expected=96.000000 predicted=83.755208, expected=112.000000 predicted=93.517654, expected=84.000000 predicted=86.371181, expected=140.000000 predicted=92.915946, expected=88.000000 predicted=97.547659, expected=104.000000 predicted=101.707637, expected=88.000000 predicted=101.720829, expected=88.000000 predicted=98.238112, expected=112.000000 predicted=104.286716, expected=108.000000 predicted=100.119722, expected=132.000000 predicted=106.448106, expected=116.000000 predicted=108.198260, expected=128.000000 predicted=113.289398, expected=52.000000 predicted=105.994410, expected=80.000000 predicted=97.545683, expected=80.000000 predicted=99.185096, expected=60.000000 predicted=87.783356, expected=88.000000 predicted=80.989192, expected=84.000000 predicted=75.463551, expected=152.000000 predicted=93.661261, expected=72.000000 predicted=92.228260, expected=76.000000 predicted=82.890197, expected=132.000000 predicted=99.628705, expected=88.000000 predicted=105.337657, expected=124.000000 predicted=106.845544, expected=140.000000 predicted=106.519051, expected=84.000000 predicted=108.164667, expected=60.000000 predicted=99.411500, expected=68.000000 predicted=90.210387, expected=108.000000 predicted=100.280349, expected=64.000000 predicted=90.967235, expected=124.000000 predicted=83.811610, expected=104.000000 predicted=90.385363, expected=76.000000 predicted=89.885074, expected=76.000000 predicted=88.434450, expected=48.000000 predicted=80.133206, expected=176.000000 predicted=103.375025, expected=124.000000 predicted=109.650611, expected=108.000000 predicted=99.538733, expected=120.000000 predicted=103.476535, expected=116.000000 predicted=115.696975, expected=124.000000 predicted=129.486663, expected=104.000000 predicted=115.968712, expected=108.000000 predicted=112.031630, expected=104.000000 predicted=112.456807, expected=120.000000 predicted=113.487902, expected=80.000000 predicted=106.927752, expected=148.000000 predicted=109.864109, expected=88.000000 predicted=110.864025, expected=132.000000 predicted=110.513174, expected=92.000000 predicted=110.243835, expected=100.000000 predicted=105.220459, expected=116.000000 predicted=112.759752, expected=140.000000 predicted=114.117113, expected=88.000000 predicted=112.577760, expected=120.000000 predicted=105.891256, expected=84.000000 predicted=107.981469, expected=104.000000 predicted=108.043092, expected=76.000000 predicted=102.270427, expected=36.000000 predicted=82.106917, expected=108.000000 predicted=86.162468, expected=96.000000 predicted=89.471813, expected=72.000000 predicted=83.116660, expected=60.000000 predicted=70.714383, expected=116.000000 predicted=80.934376, expected=64.000000 predicted=89.729812, expected=92.000000 predicted=81.519523, expected=100.000000 predicted=84.317292, expected=100.000000 predicted=90.415654, expected=52.000000 predicted=86.266712, expected=76.000000 predicted=76.901511, expected=168.000000 predicted=101.589791, expected=92.000000 predicted=104.688676, expected=96.000000 predicted=93.137780, expected=96.000000 predicted=93.332310, expected=124.000000 predicted=110.232735, expected=76.000000 predicted=110.521237, expected=124.000000 predicted=99.385038, expected=112.000000 predicted=106.740382, expected=72.000000 predicted=100.267778, expected=148.000000 predicted=107.657939, expected=176.000000 predicted=123.439404, expected=64.000000 predicted=117.657762, expected=116.000000 predicted=107.552718, expected=84.000000 predicted=109.495728, expected=112.000000 predicted=118.233059, expected=104.000000 predicted=111.396083, expected=68.000000 predicted=90.412149, expected=132.000000 predicted=101.328532, expected=72.000000 predicted=97.882591, expected=132.000000 predicted=102.334149, expected=64.000000 predicted=96.397309, expected=84.000000 predicted=89.156382, expected=76.000000 predicted=93.019193, expected=148.000000 predicted=97.970358, expected=136.000000 predicted=111.930415, expected=124.000000 predicted=105.135470, expected=104.000000 predicted=109.033577, expected=76.000000 predicted=107.887101, expected=104.000000 predicted=114.312654, expected=92.000000 predicted=108.176692, expected=92.000000 predicted=99.184033, expected=92.000000 predicted=92.916887, expected=88.000000 predicted=90.565901, expected=72.000000 predicted=89.548711, expected=108.000000 predicted=90.314064, expected=88.000000 predicted=92.121974, expected=100.000000 predicted=91.121893, expected=104.000000 predicted=93.429262, expected=80.000000 predicted=91.990022, expected=68.000000 predicted=89.392713, expected=88.000000 predicted=87.042972, expected=112.000000 predicted=94.458813, expected=96.000000 predicted=93.656275, expected=84.000000 predicted=86.575658, expected=132.000000 predicted=95.897671, expected=52.000000 predicted=95.722724, expected=160.000000 predicted=103.502002, expected=60.000000 predicted=101.511233, expected=124.000000 predicted=98.464321, expected=92.000000 predicted=104.792363, expected=120.000000 predicted=101.214723, expected=144.000000 predicted=118.424439, expected=168.000000 predicted=120.556119, expected=80.000000 predicted=121.796893, expected=72.000000 predicted=105.404980, expected=72.000000 predicted=107.040337, expected=92.000000 predicted=107.177450, expected=116.000000 predicted=103.767798, expected=72.000000 predicted=85.297393, expected=80.000000 predicted=80.594087, expected=100.000000 predicted=88.305489, expected=88.000000 predicted=93.569491, expected=44.000000 predicted=82.295378, expected=120.000000 predicted=81.412812, expected=56.000000 Test MSE: 945.917
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207])] predicted=43.808453, expected=40.000000 predicted=38.337894, expected=56.000000 predicted=37.389096, expected=52.000000 predicted=44.256758, expected=36.000000 predicted=39.231081, expected=12.000000 predicted=33.585571, expected=52.000000 predicted=42.194288, expected=88.000000 predicted=52.341491, expected=36.000000 predicted=44.932239, expected=48.000000 predicted=46.107914, expected=60.000000 predicted=46.384301, expected=44.000000 predicted=52.717300, expected=28.000000 predicted=53.210023, expected=60.000000 predicted=46.508903, expected=28.000000 predicted=42.679714, expected=48.000000 predicted=47.069436, expected=32.000000 predicted=39.697627, expected=44.000000 predicted=38.913998, expected=40.000000 predicted=43.689460, expected=24.000000 predicted=34.073764, expected=56.000000 predicted=43.005660, expected=52.000000 predicted=40.451354, expected=56.000000 predicted=46.064350, expected=44.000000 predicted=45.054120, expected=56.000000 predicted=46.392754, expected=32.000000 predicted=48.422819, expected=64.000000 predicted=52.122297, expected=40.000000 predicted=48.280323, expected=40.000000 predicted=45.532158, expected=40.000000 predicted=46.355340, expected=56.000000 predicted=44.369342, expected=48.000000 predicted=49.368598, expected=40.000000 predicted=43.491844, expected=36.000000 predicted=42.752246, expected=8.000000 predicted=35.679120, expected=48.000000 predicted=41.965799, expected=72.000000 predicted=44.060784, expected=68.000000 predicted=45.923686, expected=28.000000 predicted=41.872677, expected=60.000000 predicted=45.287693, expected=40.000000 predicted=50.440005, expected=40.000000 predicted=52.481536, expected=68.000000 predicted=54.312319, expected=40.000000 predicted=42.807941, expected=68.000000 predicted=55.218811, expected=40.000000 predicted=47.459512, expected=24.000000 predicted=44.506760, expected=8.000000 predicted=41.977454, expected=16.000000 predicted=31.730176, expected=52.000000 predicted=39.166170, expected=60.000000 predicted=35.518031, expected=32.000000 predicted=31.052316, expected=16.000000 predicted=27.688807, expected=64.000000 predicted=39.818858, expected=52.000000 predicted=45.832953, expected=64.000000 predicted=50.579978, expected=20.000000 predicted=38.862385, expected=76.000000 predicted=48.113133, expected=36.000000 predicted=51.358077, expected=40.000000 predicted=47.785764, expected=16.000000 predicted=43.124481, expected=52.000000 predicted=38.561787, expected=44.000000 predicted=46.768529, expected=52.000000 predicted=40.063698, expected=76.000000 predicted=48.727181, expected=84.000000 predicted=52.179513, expected=40.000000 predicted=55.958595, expected=36.000000 predicted=53.680079, expected=40.000000 predicted=53.493032, expected=68.000000 predicted=59.458081, expected=84.000000 predicted=62.993548, expected=68.000000 predicted=54.935447, expected=52.000000 predicted=55.678879, expected=60.000000 predicted=60.127593, expected=12.000000 predicted=54.350027, expected=76.000000 predicted=63.435804, expected=80.000000 predicted=60.369732, expected=40.000000 predicted=51.121832, expected=64.000000 predicted=57.960638, expected=44.000000 predicted=47.258648, expected=76.000000 predicted=65.602667, expected=36.000000 predicted=57.412344, expected=36.000000 predicted=47.619746, expected=40.000000 predicted=50.685558, expected=44.000000 predicted=45.218934, expected=60.000000 predicted=52.242865, expected=48.000000 predicted=43.206735, expected=60.000000 predicted=47.834179, expected=28.000000 predicted=44.544683, expected=52.000000 predicted=48.770838, expected=52.000000 predicted=51.130123, expected=40.000000 predicted=45.872231, expected=24.000000 predicted=43.331216, expected=36.000000 predicted=37.712010, expected=20.000000 predicted=37.245784, expected=60.000000 predicted=41.660572, expected=28.000000 predicted=34.277163, expected=28.000000 predicted=31.412148, expected=36.000000 predicted=35.401779, expected=48.000000 predicted=35.406473, expected=80.000000 predicted=50.252378, expected=64.000000 predicted=46.145845, expected=28.000000 predicted=43.817425, expected=32.000000 predicted=46.447243, expected=24.000000 predicted=44.729640, expected=24.000000 predicted=44.334629, expected=56.000000 predicted=42.263069, expected=44.000000 predicted=34.169601, expected=48.000000 predicted=38.043522, expected=28.000000 predicted=35.267127, expected=20.000000 predicted=34.113482, expected=44.000000 predicted=42.317897, expected=20.000000 predicted=33.525643, expected=84.000000 predicted=44.895711, expected=8.000000 predicted=31.022773, expected=36.000000 predicted=33.848576, expected=32.000000 predicted=38.134684, expected=40.000000 predicted=34.854570, expected=52.000000 predicted=46.829640, expected=52.000000 predicted=34.589600, expected=56.000000 predicted=44.469808, expected=64.000000 predicted=48.642186, expected=16.000000 predicted=43.668154, expected=44.000000 predicted=47.922043, expected=36.000000 predicted=44.985004, expected=40.000000 predicted=43.683804, expected=44.000000 predicted=43.221202, expected=68.000000 predicted=40.556879, expected=56.000000 predicted=47.964538, expected=16.000000 predicted=40.425954, expected=64.000000 predicted=48.780917, expected=48.000000 predicted=48.598620, expected=44.000000 predicted=50.620328, expected=60.000000 predicted=49.787217, expected=40.000000 predicted=41.870462, expected=92.000000 predicted=60.938304, expected=20.000000 predicted=48.306030, expected=16.000000 predicted=43.615517, expected=64.000000 predicted=51.158658, expected=60.000000 predicted=48.351656, expected=60.000000 predicted=55.770311, expected=72.000000 predicted=47.173849, expected=36.000000 predicted=46.794630, expected=20.000000 predicted=51.440733, expected=16.000000 predicted=44.049465, expected=44.000000 predicted=43.825726, expected=64.000000 predicted=46.468802, expected=40.000000 predicted=36.231871, expected=84.000000 predicted=44.835188, expected=44.000000 predicted=44.682229, expected=68.000000 predicted=56.911502, expected=44.000000 predicted=56.993234, expected=32.000000 predicted=49.703029, expected=56.000000 predicted=57.702759, expected=40.000000 predicted=46.611922, expected=80.000000 predicted=56.609701, expected=52.000000 predicted=49.799137, expected=36.000000 predicted=46.831921, expected=24.000000 predicted=47.010210, expected=48.000000 predicted=46.623718, expected=96.000000 predicted=61.290512, expected=40.000000 predicted=48.317876, expected=52.000000 predicted=47.815918, expected=60.000000 predicted=50.986272, expected=20.000000 predicted=50.740414, expected=44.000000 predicted=55.825630, expected=32.000000 predicted=40.615252, expected=28.000000 predicted=40.180829, expected=64.000000 predicted=44.278801, expected=40.000000 predicted=36.353870, expected=56.000000 predicted=44.727439, expected=16.000000 predicted=36.641829, expected=36.000000 predicted=39.157773, expected=36.000000 predicted=42.993857, expected=52.000000 predicted=40.651293, expected=56.000000 predicted=43.699180, expected=80.000000 predicted=45.302441, expected=68.000000 predicted=53.527151, expected=56.000000 predicted=55.693172, expected=32.000000 predicted=54.844785, expected=36.000000 predicted=53.844076, expected=44.000000 predicted=54.983433, expected=20.000000 predicted=43.595814, expected=48.000000 predicted=41.408917, expected=52.000000 predicted=38.924195, expected=32.000000 predicted=38.106673, expected=48.000000 predicted=41.109529, expected=40.000000 predicted=38.102474, expected=28.000000 predicted=41.199652, expected=44.000000 predicted=41.760131, expected=60.000000 predicted=42.464746, expected=40.000000 predicted=43.574769, expected=40.000000 predicted=41.418152, expected=36.000000 predicted=39.512451, expected=44.000000 predicted=44.273838, expected=64.000000 predicted=49.726895, expected=52.000000 predicted=45.819668, expected=56.000000 predicted=48.219973, expected=40.000000 predicted=46.580390, expected=40.000000 predicted=48.355583, expected=20.000000 predicted=45.209392, expected=52.000000 predicted=45.051789, expected=28.000000 predicted=40.087903, expected=36.000000 predicted=36.525851, expected=56.000000 predicted=39.637294, expected=36.000000 predicted=36.392647, expected=40.000000 predicted=42.083048, expected=32.000000 predicted=36.341992, expected=28.000000 predicted=37.330507, expected=36.000000 predicted=39.484076, expected=52.000000 predicted=38.362259, expected=28.000000 predicted=35.763792, expected=56.000000 predicted=39.115823, expected=56.000000 predicted=42.012389, expected=20.000000 predicted=39.547244, expected=40.000000 predicted=42.463244, expected=20.000000 predicted=34.615021, expected=32.000000 predicted=39.224283, expected=64.000000 predicted=41.828303, expected=40.000000 predicted=34.961792, expected=44.000000 predicted=40.050588, expected=28.000000 predicted=34.981804, expected=52.000000 predicted=43.262105, expected=48.000000 predicted=47.783835, expected=40.000000 predicted=41.869413, expected=76.000000 predicted=49.200111, expected=76.000000 predicted=52.655868, expected=40.000000 predicted=54.016604, expected=36.000000 predicted=50.493371, expected=48.000000 predicted=51.223188, expected=44.000000 predicted=55.409563, expected=32.000000 predicted=47.832396, expected=56.000000 predicted=43.237553, expected=48.000000 predicted=43.528682, expected=24.000000 predicted=41.392697, expected=8.000000 predicted=33.758908, expected=20.000000 predicted=30.653970, expected=32.000000 predicted=34.031033, expected=44.000000 predicted=32.397844, expected=64.000000 predicted=33.494283, expected=44.000000 predicted=33.072708, expected=40.000000 predicted=38.392202, expected=28.000000 predicted=39.550126, expected=36.000000 predicted=42.552037, expected=4.000000 predicted=36.122950, expected=72.000000 predicted=40.853042, expected=44.000000 predicted=38.031712, expected=28.000000 predicted=34.445878, expected=56.000000 predicted=39.788993, expected=20.000000 predicted=32.985938, expected=64.000000 predicted=51.257513, expected=72.000000 predicted=48.301172, expected=48.000000 predicted=46.770766, expected=84.000000 predicted=58.397066, expected=60.000000 predicted=54.319874, expected=48.000000 predicted=62.330796, expected=56.000000 predicted=61.172346, expected=40.000000 predicted=54.453465, expected=48.000000 predicted=58.350590, expected=84.000000 predicted=58.334951, expected=48.000000 predicted=53.404889, expected=56.000000 predicted=55.456107, expected=28.000000 predicted=47.003658, expected=48.000000 predicted=52.034425, expected=48.000000 predicted=54.625868, expected=52.000000 predicted=47.870820, expected=44.000000 predicted=46.418316, expected=32.000000 predicted=39.848585, expected=20.000000 predicted=39.629791, expected=56.000000 predicted=43.725546, expected=48.000000 predicted=43.719520, expected=28.000000 predicted=38.171279, expected=80.000000 predicted=44.603674, expected=40.000000 predicted=42.580202, expected=44.000000 predicted=50.262568, expected=8.000000 predicted=38.283020, expected=48.000000 predicted=41.163155, expected=52.000000 predicted=49.131895, expected=80.000000 predicted=48.196265, expected=44.000000 predicted=44.889751, expected=64.000000 predicted=45.996711, expected=24.000000 predicted=49.051123, expected=52.000000 predicted=53.039564, expected=36.000000 predicted=51.882787, expected=40.000000 predicted=43.851647, expected=52.000000 predicted=46.634171, expected=32.000000 predicted=37.619798, expected=56.000000 predicted=46.007991, expected=20.000000 predicted=37.508245, expected=28.000000 predicted=37.646765, expected=28.000000 predicted=36.462804, expected=28.000000 predicted=32.420657, expected=44.000000 predicted=36.701188, expected=44.000000 predicted=31.735330, expected=28.000000 predicted=32.422415, expected=16.000000 predicted=29.361493, expected=32.000000 predicted=31.390904, expected=52.000000 predicted=38.360749, expected=36.000000 predicted=36.095333, expected=16.000000 predicted=28.300096, expected=44.000000 predicted=31.172853, expected=72.000000 predicted=43.616164, expected=76.000000 predicted=52.123060, expected=32.000000 predicted=43.269932, expected=24.000000 predicted=38.978005, expected=28.000000 predicted=44.574313, expected=36.000000 predicted=47.824501, expected=64.000000 predicted=48.357392, expected=24.000000 predicted=33.485998, expected=40.000000 predicted=34.609776, expected=48.000000 predicted=38.937301, expected=40.000000 predicted=42.202077, expected=48.000000 predicted=45.726080, expected=36.000000 predicted=37.448949, expected=68.000000 predicted=47.709157, expected=56.000000 predicted=49.630986, expected=28.000000 predicted=44.225104, expected=48.000000 predicted=46.630997, expected=20.000000 predicted=40.920162, expected=20.000000 predicted=41.720698, expected=28.000000 predicted=34.587813, expected=32.000000 predicted=30.095392, expected=52.000000 predicted=36.017731, expected=40.000000 predicted=31.263629, expected=36.000000 predicted=33.131281, expected=28.000000 predicted=34.111066, expected=40.000000 predicted=37.869217, expected=32.000000 predicted=39.000190, expected=28.000000 predicted=34.194611, expected=64.000000 predicted=39.413519, expected=52.000000 predicted=40.656738, expected=32.000000 predicted=40.413255, expected=36.000000 predicted=38.520117, expected=24.000000 predicted=37.496261, expected=28.000000 predicted=41.251438, expected=48.000000 predicted=38.897012, expected=44.000000 predicted=36.005887, expected=36.000000 predicted=35.763394, expected=40.000000 predicted=35.126361, expected=20.000000 predicted=34.120091, expected=40.000000 predicted=39.216974, expected=68.000000 predicted=43.624833, expected=40.000000 predicted=40.668919, expected=84.000000 predicted=49.764451, expected=48.000000 predicted=46.452778, expected=28.000000 predicted=49.052092, expected=20.000000 predicted=46.551197, expected=16.000000 predicted=38.512574, expected=44.000000 predicted=45.179979, expected=76.000000 predicted=43.055476, expected=52.000000 predicted=39.405643, expected=24.000000 predicted=34.345543, expected=12.000000 predicted=31.905381, expected=32.000000 predicted=40.684260, expected=84.000000 predicted=54.058501, expected=36.000000 predicted=41.120254, expected=52.000000 predicted=37.949980, expected=32.000000 predicted=36.144522, expected=60.000000 predicted=49.928704, expected=28.000000 predicted=50.413809, expected=32.000000 predicted=39.245093, expected=28.000000 predicted=38.527143, expected=28.000000 predicted=34.868498, expected=44.000000 predicted=39.444813, expected=56.000000 predicted=36.946134, expected=56.000000 predicted=40.889156, expected=32.000000 predicted=37.964185, expected=48.000000 predicted=42.210877, expected=36.000000 predicted=44.739806, expected=48.000000 predicted=47.781705, expected=48.000000 predicted=45.678511, expected=40.000000 predicted=41.102576, expected=60.000000 predicted=47.416788, expected=36.000000 predicted=43.251779, expected=44.000000 predicted=46.018674, expected=16.000000 predicted=38.992078, expected=44.000000 predicted=40.919192, expected=68.000000 predicted=48.172435, expected=20.000000 predicted=37.130669, expected=40.000000 predicted=37.858968, expected=72.000000 predicted=42.508288, expected=24.000000 predicted=44.523019, expected=28.000000 predicted=42.552993, expected=24.000000 predicted=31.711442, expected=68.000000 predicted=45.940765, expected=32.000000 predicted=43.481999, expected=52.000000 predicted=37.253829, expected=52.000000 predicted=40.893423, expected=28.000000 predicted=40.705102, expected=36.000000 predicted=45.619151, expected=56.000000 predicted=42.855985, expected=60.000000 predicted=49.446668, expected=56.000000 predicted=48.508489, expected=32.000000 predicted=41.328807, expected=20.000000 predicted=40.725516, expected=16.000000 predicted=40.105175, expected=24.000000 predicted=37.232439, expected=28.000000 predicted=32.255467, expected=60.000000 predicted=32.625343, expected=40.000000 predicted=30.567185, expected=56.000000 predicted=36.191556, expected=40.000000 predicted=38.641088, expected=28.000000 predicted=39.888717, expected=56.000000 predicted=48.329909, expected=44.000000 predicted=44.308234, expected=92.000000 predicted=56.295894, expected=52.000000 predicted=50.150202, expected=36.000000 predicted=47.590935, expected=28.000000 predicted=48.577960, expected=24.000000 predicted=45.577627, expected=36.000000 predicted=49.353563, expected=20.000000 predicted=33.811193, expected=28.000000 predicted=29.211394, expected=48.000000 predicted=31.568602, expected=44.000000 predicted=33.889163, expected=48.000000 predicted=37.611759, expected=48.000000 predicted=37.531936, expected=24.000000 predicted=37.545086, expected=40.000000 predicted=42.113339, expected=60.000000 predicted=45.630328, expected=20.000000 predicted=39.898481, expected=32.000000 predicted=36.996386, expected=8.000000 predicted=27.725334, expected=16.000000 predicted=30.372076, expected=28.000000 predicted=30.285465, expected=32.000000 predicted=24.005346, expected=48.000000 predicted=29.156764, expected=52.000000 predicted=29.939619, expected=32.000000 predicted=32.358939, expected=24.000000 predicted=33.382759, expected=32.000000 predicted=35.696802, expected=52.000000 Test MSE: 342.269
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206])] predicted=10.621885, expected=4.000000 predicted=9.966863, expected=20.000000 predicted=10.786172, expected=8.000000 predicted=10.018717, expected=8.000000 predicted=11.205230, expected=12.000000 predicted=11.312433, expected=28.000000 predicted=13.164557, expected=8.000000 predicted=13.280836, expected=20.000000 predicted=15.252161, expected=12.000000 predicted=14.369166, expected=24.000000 predicted=17.407421, expected=8.000000 predicted=16.283539, expected=8.000000 predicted=13.985195, expected=16.000000 predicted=14.616876, expected=12.000000 predicted=12.633806, expected=8.000000 predicted=12.691326, expected=20.000000 predicted=12.355099, expected=16.000000 predicted=12.798830, expected=16.000000 predicted=14.880609, expected=20.000000 predicted=15.670046, expected=8.000000 predicted=14.534462, expected=4.000000 predicted=14.382734, expected=4.000000 predicted=11.211104, expected=20.000000 predicted=11.555603, expected=8.000000 predicted=9.787098, expected=12.000000 predicted=10.039092, expected=20.000000 predicted=11.556972, expected=12.000000 predicted=12.233997, expected=8.000000 predicted=13.767165, expected=24.000000 predicted=14.330139, expected=12.000000 predicted=13.773969, expected=12.000000 predicted=15.243183, expected=28.000000 predicted=16.295580, expected=16.000000 predicted=15.787220, expected=8.000000 predicted=17.429158, expected=12.000000 predicted=15.238637, expected=12.000000 predicted=13.953517, expected=36.000000 predicted=18.459418, expected=4.000000 predicted=13.845110, expected=16.000000 predicted=16.450836, expected=4.000000 predicted=13.857621, expected=12.000000 predicted=13.811358, expected=4.000000 predicted=12.295762, expected=36.000000 predicted=12.339160, expected=24.000000 predicted=15.097750, expected=20.000000 predicted=17.262044, expected=12.000000 predicted=19.004762, expected=20.000000 predicted=19.065605, expected=8.000000 predicted=19.665721, expected=12.000000 predicted=16.208138, expected=20.000000 predicted=15.337332, expected=12.000000 predicted=13.382842, expected=4.000000 predicted=13.223007, expected=8.000000 predicted=11.006404, expected=8.000000 predicted=10.075617, expected=12.000000 predicted=10.479673, expected=12.000000 predicted=9.371265, expected=8.000000 predicted=8.673866, expected=4.000000 predicted=8.876634, expected=12.000000 predicted=9.345752, expected=8.000000 predicted=8.872892, expected=8.000000 predicted=8.764473, expected=12.000000 predicted=8.867574, expected=24.000000 predicted=11.042361, expected=24.000000 predicted=14.472328, expected=8.000000 predicted=14.266609, expected=20.000000 predicted=16.908306, expected=12.000000 predicted=15.984407, expected=20.000000 predicted=17.877279, expected=16.000000 predicted=16.801177, expected=20.000000 predicted=15.915779, expected=16.000000 predicted=17.480299, expected=28.000000 predicted=18.693643, expected=16.000000 predicted=19.120548, expected=8.000000 predicted=17.675461, expected=12.000000 predicted=17.147981, expected=4.000000 predicted=13.192930, expected=16.000000 predicted=14.066099, expected=12.000000 predicted=11.046958, expected=20.000000 predicted=12.033935, expected=12.000000 predicted=12.849022, expected=20.000000 predicted=14.146767, expected=8.000000 predicted=14.622387, expected=12.000000 predicted=14.058214, expected=36.000000 predicted=18.086997, expected=28.000000 predicted=18.384292, expected=4.000000 predicted=18.670947, expected=16.000000 predicted=18.780520, expected=12.000000 predicted=16.888906, expected=8.000000 predicted=16.907993, expected=12.000000 predicted=14.012599, expected=16.000000 predicted=10.922525, expected=4.000000 predicted=11.095315, expected=4.000000 predicted=9.858510, expected=12.000000 predicted=9.258135, expected=24.000000 predicted=11.419051, expected=16.000000 predicted=12.515636, expected=24.000000 predicted=14.790448, expected=16.000000 predicted=15.950636, expected=4.000000 predicted=15.754389, expected=12.000000 predicted=16.589587, expected=12.000000 predicted=13.208785, expected=16.000000 predicted=13.905585, expected=12.000000 predicted=12.276245, expected=20.000000 predicted=12.812929, expected=20.000000 predicted=15.245042, expected=12.000000 predicted=15.198516, expected=20.000000 predicted=17.267509, expected=20.000000 predicted=16.916262, expected=20.000000 predicted=18.565025, expected=32.000000 predicted=21.247476, expected=32.000000 predicted=22.426981, expected=12.000000 predicted=22.653118, expected=8.000000 predicted=21.379668, expected=44.000000 predicted=24.807746, expected=24.000000 predicted=23.319584, expected=24.000000 predicted=25.315370, expected=20.000000 predicted=22.979433, expected=8.000000 predicted=20.203149, expected=8.000000 predicted=22.028028, expected=16.000000 predicted=16.470377, expected=32.000000 predicted=17.877258, expected=24.000000 predicted=17.829234, expected=24.000000 predicted=19.290873, expected=8.000000 predicted=18.413174, expected=20.000000 predicted=20.742275, expected=20.000000 predicted=21.127552, expected=16.000000 predicted=18.373660, expected=20.000000 predicted=18.820000, expected=16.000000 predicted=16.178454, expected=8.000000 predicted=16.567420, expected=20.000000 predicted=17.234913, expected=24.000000 predicted=16.860915, expected=4.000000 predicted=14.916965, expected=8.000000 predicted=14.438237, expected=16.000000 predicted=12.974316, expected=8.000000 predicted=12.464595, expected=24.000000 predicted=15.180115, expected=4.000000 predicted=9.858284, expected=12.000000 predicted=12.456227, expected=8.000000 predicted=12.055471, expected=8.000000 predicted=10.077314, expected=8.000000 predicted=11.253334, expected=16.000000 predicted=9.148731, expected=32.000000 predicted=14.171520, expected=8.000000 predicted=12.543502, expected=12.000000 predicted=14.984561, expected=16.000000 predicted=15.208075, expected=4.000000 predicted=13.612801, expected=12.000000 predicted=15.164532, expected=4.000000 predicted=8.824279, expected=4.000000 predicted=8.622224, expected=4.000000 predicted=7.602928, expected=4.000000 predicted=4.964740, expected=4.000000 predicted=5.451568, expected=4.000000 predicted=3.953894, expected=24.000000 predicted=7.658782, expected=24.000000 predicted=10.279327, expected=28.000000 predicted=15.302823, expected=4.000000 predicted=14.465593, expected=16.000000 predicted=17.001402, expected=16.000000 predicted=18.166423, expected=12.000000 predicted=16.137088, expected=8.000000 predicted=14.686416, expected=12.000000 predicted=11.183366, expected=12.000000 predicted=12.402382, expected=8.000000 predicted=11.246482, expected=4.000000 predicted=9.424712, expected=12.000000 predicted=9.414560, expected=8.000000 predicted=8.897244, expected=4.000000 predicted=8.034115, expected=4.000000 predicted=6.888528, expected=8.000000 predicted=6.403542, expected=4.000000 predicted=6.412800, expected=12.000000 predicted=7.046879, expected=12.000000 predicted=7.242948, expected=20.000000 predicted=10.222898, expected=12.000000 predicted=11.343596, expected=12.000000 predicted=12.141682, expected=20.000000 predicted=14.948957, expected=8.000000 predicted=13.213106, expected=8.000000 predicted=13.752560, expected=20.000000 predicted=13.602994, expected=8.000000 predicted=11.695685, expected=8.000000 predicted=12.614126, expected=4.000000 predicted=9.270661, expected=20.000000 predicted=11.217536, expected=8.000000 predicted=10.891654, expected=8.000000 predicted=9.711915, expected=8.000000 predicted=9.615620, expected=8.000000 predicted=8.682083, expected=12.000000 predicted=10.903145, expected=8.000000 predicted=8.492384, expected=12.000000 predicted=9.561678, expected=16.000000 predicted=10.751850, expected=8.000000 predicted=10.310966, expected=16.000000 predicted=12.573346, expected=4.000000 predicted=10.143600, expected=16.000000 predicted=12.286781, expected=16.000000 predicted=12.584819, expected=24.000000 predicted=13.987068, expected=4.000000 predicted=13.330983, expected=16.000000 predicted=13.844812, expected=8.000000 predicted=13.520561, expected=24.000000 predicted=15.203980, expected=4.000000 predicted=13.337397, expected=148.000000 predicted=32.525898, expected=8.000000 predicted=37.689022, expected=24.000000 predicted=36.981000, expected=20.000000 predicted=46.120369, expected=20.000000 predicted=30.143687, expected=12.000000 predicted=51.085321, expected=12.000000 predicted=15.496716, expected=16.000000 predicted=17.224925, expected=36.000000 predicted=18.657116, expected=12.000000 predicted=18.656313, expected=12.000000 predicted=17.155400, expected=28.000000 predicted=19.396388, expected=28.000000 predicted=20.524543, expected=20.000000 predicted=23.552041, expected=20.000000 predicted=20.710756, expected=16.000000 predicted=20.336998, expected=8.000000 predicted=19.883141, expected=4.000000 predicted=16.191524, expected=12.000000 predicted=12.896924, expected=4.000000 predicted=10.415277, expected=20.000000 predicted=10.523627, expected=8.000000 predicted=9.796988, expected=16.000000 predicted=10.268717, expected=12.000000 predicted=12.713916, expected=20.000000 predicted=12.462317, expected=20.000000 predicted=16.535715, expected=12.000000 predicted=14.603201, expected=12.000000 predicted=15.758295, expected=4.000000 predicted=13.143676, expected=8.000000 predicted=12.213611, expected=16.000000 predicted=11.888556, expected=24.000000 predicted=12.291834, expected=12.000000 predicted=13.319317, expected=4.000000 predicted=11.778689, expected=4.000000 predicted=11.269697, expected=8.000000 predicted=10.489588, expected=4.000000 predicted=9.310424, expected=12.000000 predicted=7.437424, expected=12.000000 predicted=7.425359, expected=4.000000 predicted=7.276100, expected=8.000000 predicted=8.314497, expected=16.000000 predicted=8.903073, expected=8.000000 predicted=9.836978, expected=8.000000 predicted=9.770890, expected=24.000000 predicted=11.211559, expected=12.000000 predicted=12.312375, expected=12.000000 predicted=13.765673, expected=12.000000 predicted=13.116496, expected=24.000000 predicted=14.294230, expected=8.000000 predicted=15.843505, expected=12.000000 predicted=13.452983, expected=4.000000 predicted=12.359687, expected=4.000000 predicted=9.725711, expected=8.000000 predicted=10.338440, expected=12.000000 predicted=7.497743, expected=20.000000 predicted=10.165076, expected=16.000000 predicted=10.970725, expected=20.000000 predicted=13.506521, expected=4.000000 predicted=13.680380, expected=12.000000 predicted=13.529006, expected=16.000000 predicted=14.643473, expected=8.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=12.132721, expected=4.000000 predicted=11.449873, expected=4.000000 predicted=7.785210, expected=8.000000 predicted=8.082053, expected=12.000000 predicted=8.637191, expected=20.000000 predicted=9.439368, expected=8.000000 predicted=9.709345, expected=12.000000 predicted=10.759132, expected=12.000000 predicted=12.031945, expected=12.000000 predicted=12.027064, expected=16.000000 predicted=13.743627, expected=12.000000 predicted=11.953627, expected=4.000000 predicted=11.438517, expected=8.000000 predicted=10.657606, expected=16.000000 predicted=10.862928, expected=8.000000 predicted=10.597328, expected=16.000000 predicted=11.036150, expected=8.000000 predicted=10.190369, expected=4.000000 predicted=9.589914, expected=4.000000 predicted=9.673709, expected=8.000000 predicted=7.338205, expected=8.000000 predicted=8.034720, expected=12.000000 predicted=7.442769, expected=4.000000 predicted=6.890156, expected=12.000000 predicted=7.821798, expected=20.000000 predicted=10.649182, expected=8.000000 predicted=10.515957, expected=24.000000 predicted=13.776903, expected=16.000000 predicted=14.078820, expected=12.000000 predicted=14.939733, expected=8.000000 predicted=15.475099, expected=36.000000 predicted=16.203438, expected=12.000000 predicted=18.367981, expected=8.000000 predicted=15.724772, expected=12.000000 predicted=15.515566, expected=4.000000 predicted=11.631693, expected=4.000000 predicted=13.166911, expected=12.000000 predicted=8.690086, expected=4.000000 predicted=6.970117, expected=4.000000 predicted=6.965402, expected=16.000000 predicted=7.375842, expected=16.000000 predicted=8.814918, expected=12.000000 predicted=11.146251, expected=12.000000 predicted=11.153694, expected=12.000000 predicted=11.585040, expected=12.000000 predicted=13.146976, expected=12.000000 predicted=12.760470, expected=8.000000 predicted=11.348575, expected=12.000000 predicted=11.261049, expected=16.000000 predicted=11.895310, expected=12.000000 predicted=11.950898, expected=8.000000 predicted=11.691755, expected=12.000000 predicted=11.251588, expected=8.000000 predicted=11.005486, expected=4.000000 predicted=9.996636, expected=16.000000 predicted=10.060397, expected=16.000000 predicted=10.349502, expected=8.000000 predicted=10.894590, expected=4.000000 predicted=9.934903, expected=12.000000 predicted=9.416923, expected=4.000000 predicted=9.645803, expected=16.000000 predicted=10.053075, expected=16.000000 predicted=10.334850, expected=12.000000 predicted=10.352156, expected=8.000000 predicted=12.068856, expected=4.000000 predicted=9.567511, expected=20.000000 predicted=12.268901, expected=12.000000 predicted=11.983533, expected=4.000000 predicted=10.256870, expected=12.000000 predicted=10.528163, expected=8.000000 predicted=9.116431, expected=12.000000 predicted=11.299868, expected=12.000000 predicted=10.470115, expected=16.000000 predicted=10.305307, expected=4.000000 predicted=11.042936, expected=8.000000 predicted=9.873556, expected=12.000000 predicted=10.577686, expected=8.000000 predicted=9.486787, expected=12.000000 predicted=10.506007, expected=8.000000 predicted=8.672496, expected=4.000000 predicted=8.463775, expected=16.000000 predicted=10.066688, expected=8.000000 predicted=9.064618, expected=16.000000 predicted=10.714804, expected=12.000000 predicted=11.162679, expected=8.000000 predicted=10.166313, expected=4.000000 predicted=11.154518, expected=12.000000 predicted=9.442381, expected=4.000000 predicted=9.287560, expected=32.000000 predicted=11.762440, expected=8.000000 predicted=11.939014, expected=20.000000 predicted=12.999210, expected=8.000000 predicted=15.139094, expected=8.000000 predicted=11.725549, expected=8.000000 predicted=15.007816, expected=16.000000 predicted=10.401389, expected=20.000000 predicted=13.683668, expected=12.000000 predicted=12.208935, expected=20.000000 predicted=14.228952, expected=24.000000 predicted=16.442921, expected=8.000000 predicted=16.575002, expected=12.000000 predicted=16.512969, expected=12.000000 predicted=14.318476, expected=24.000000 predicted=15.876353, expected=20.000000 predicted=17.391990, expected=12.000000 predicted=14.791492, expected=28.000000 predicted=18.189909, expected=16.000000 predicted=18.239215, expected=24.000000 predicted=20.610456, expected=16.000000 predicted=20.118384, expected=4.000000 predicted=16.020317, expected=4.000000 predicted=15.769745, expected=8.000000 predicted=11.179624, expected=20.000000 predicted=12.356160, expected=4.000000 predicted=9.936524, expected=16.000000 Test MSE: 112.232
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385])] predicted=47.226000, expected=68.000000 predicted=55.929516, expected=44.000000 predicted=47.712204, expected=60.000000 predicted=45.655693, expected=36.000000 predicted=46.947698, expected=16.000000 predicted=40.242107, expected=64.000000 predicted=46.082833, expected=8.000000 predicted=37.808271, expected=24.000000 predicted=34.172194, expected=12.000000 predicted=23.960195, expected=12.000000 predicted=20.833821, expected=32.000000 predicted=25.496966, expected=16.000000 predicted=17.976088, expected=24.000000 predicted=20.581550, expected=32.000000 predicted=21.193623, expected=8.000000 predicted=20.633669, expected=16.000000 predicted=20.351575, expected=12.000000 predicted=16.313767, expected=16.000000 predicted=17.532952, expected=24.000000 predicted=18.413580, expected=12.000000 predicted=15.026722, expected=16.000000 predicted=15.745818, expected=20.000000 predicted=16.015746, expected=20.000000 predicted=18.121258, expected=40.000000 predicted=22.977222, expected=36.000000 predicted=25.598363, expected=8.000000 predicted=23.847240, expected=28.000000 predicted=23.478995, expected=12.000000 predicted=22.238281, expected=4.000000 predicted=20.579375, expected=20.000000 predicted=16.828556, expected=24.000000 predicted=15.955959, expected=20.000000 predicted=19.442552, expected=20.000000 predicted=17.026697, expected=24.000000 predicted=18.217309, expected=8.000000 predicted=18.880986, expected=24.000000 predicted=19.263516, expected=20.000000 predicted=19.050498, expected=16.000000 predicted=19.017072, expected=4.000000 predicted=15.307384, expected=28.000000 predicted=15.476965, expected=24.000000 predicted=19.932014, expected=12.000000 predicted=18.378263, expected=24.000000 predicted=17.523618, expected=20.000000 predicted=17.986108, expected=4.000000 predicted=18.467124, expected=12.000000 predicted=14.688177, expected=20.000000 predicted=14.338574, expected=12.000000 predicted=15.913425, expected=20.000000 predicted=15.113698, expected=36.000000 predicted=17.734467, expected=24.000000 predicted=22.010784, expected=20.000000 predicted=22.475161, expected=24.000000 predicted=21.535505, expected=12.000000 predicted=21.619172, expected=8.000000 predicted=19.656167, expected=20.000000 predicted=16.814924, expected=12.000000 predicted=15.850501, expected=32.000000 predicted=18.815775, expected=20.000000 predicted=18.199182, expected=36.000000 predicted=22.135495, expected=4.000000 predicted=20.508195, expected=28.000000 predicted=20.656418, expected=12.000000 predicted=21.049067, expected=16.000000 predicted=19.014215, expected=36.000000 predicted=22.227536, expected=8.000000 predicted=17.829249, expected=8.000000 predicted=17.486753, expected=16.000000 predicted=13.926286, expected=12.000000 predicted=15.397542, expected=32.000000 predicted=19.697357, expected=12.000000 predicted=15.526066, expected=40.000000 predicted=20.556141, expected=32.000000 predicted=24.826977, expected=8.000000 predicted=23.030016, expected=28.000000 predicted=23.829426, expected=16.000000 predicted=21.182194, expected=24.000000 predicted=24.933296, expected=16.000000 predicted=20.601901, expected=36.000000 predicted=21.262997, expected=24.000000 predicted=24.845431, expected=12.000000 predicted=21.369320, expected=12.000000 predicted=18.933513, expected=20.000000 predicted=18.391856, expected=20.000000 predicted=20.938106, expected=48.000000 predicted=24.156801, expected=20.000000 predicted=23.755620, expected=32.000000 predicted=25.618957, expected=20.000000 predicted=25.393611, expected=8.000000 predicted=23.200434, expected=12.000000 predicted=21.652388, expected=16.000000 predicted=16.691715, expected=8.000000 predicted=16.075330, expected=8.000000 predicted=11.677789, expected=12.000000 predicted=9.888750, expected=8.000000 predicted=10.434057, expected=16.000000 predicted=11.449587, expected=12.000000 predicted=10.796540, expected=36.000000 predicted=16.094448, expected=16.000000 predicted=17.954576, expected=12.000000 predicted=16.687348, expected=16.000000 predicted=16.390819, expected=24.000000 predicted=18.574666, expected=20.000000 predicted=21.529663, expected=16.000000 predicted=17.594100, expected=12.000000 predicted=15.826809, expected=4.000000 predicted=13.983963, expected=4.000000 predicted=11.943861, expected=24.000000 predicted=12.867879, expected=20.000000 predicted=14.621056, expected=20.000000 predicted=15.429809, expected=8.000000 predicted=12.984850, expected=16.000000 predicted=14.012321, expected=28.000000 predicted=19.114548, expected=24.000000 predicted=20.534808, expected=32.000000 predicted=22.519273, expected=28.000000 predicted=23.009860, expected=24.000000 predicted=25.252736, expected=12.000000 predicted=23.680383, expected=12.000000 predicted=20.182811, expected=24.000000 predicted=20.961430, expected=8.000000 predicted=18.116207, expected=4.000000 predicted=13.491125, expected=12.000000 predicted=10.494626, expected=20.000000 predicted=13.148110, expected=28.000000 predicted=17.558391, expected=12.000000 predicted=15.089185, expected=28.000000 predicted=17.128818, expected=16.000000 predicted=18.892689, expected=20.000000 predicted=20.531544, expected=28.000000 predicted=21.882778, expected=32.000000 predicted=23.255856, expected=20.000000 predicted=24.831928, expected=8.000000 predicted=19.644095, expected=36.000000 predicted=22.502058, expected=52.000000 predicted=30.666898, expected=32.000000 predicted=33.100047, expected=16.000000 predicted=27.348698, expected=20.000000 predicted=24.262866, expected=4.000000 predicted=24.168520, expected=16.000000 predicted=22.173247, expected=32.000000 predicted=20.140286, expected=28.000000 predicted=21.128490, expected=24.000000 predicted=22.013151, expected=8.000000 predicted=17.607812, expected=32.000000 predicted=21.857214, expected=20.000000 predicted=24.043275, expected=24.000000 predicted=23.394510, expected=20.000000 predicted=21.094279, expected=32.000000 predicted=22.353176, expected=4.000000 predicted=21.908057, expected=24.000000 predicted=19.578920, expected=24.000000 predicted=20.708826, expected=8.000000 predicted=18.991560, expected=28.000000 predicted=19.820543, expected=20.000000 predicted=17.691390, expected=28.000000 predicted=22.796854, expected=8.000000 predicted=19.237154, expected=8.000000 predicted=15.059681, expected=20.000000 predicted=17.272975, expected=36.000000 predicted=20.757188, expected=12.000000 predicted=20.489391, expected=16.000000 predicted=16.315172, expected=40.000000 predicted=21.033748, expected=16.000000 predicted=24.135340, expected=28.000000 predicted=25.317472, expected=32.000000 predicted=23.435236, expected=16.000000 predicted=24.633867, expected=28.000000 predicted=26.390661, expected=24.000000 predicted=23.302065, expected=28.000000 predicted=26.258270, expected=20.000000 predicted=24.736941, expected=20.000000 predicted=21.969836, expected=32.000000 predicted=24.940161, expected=28.000000 predicted=25.866195, expected=32.000000 predicted=27.484050, expected=40.000000 predicted=29.095002, expected=24.000000 predicted=29.597368, expected=20.000000 predicted=28.571089, expected=20.000000 predicted=25.534138, expected=36.000000 predicted=28.113759, expected=28.000000 predicted=29.056057, expected=4.000000 predicted=21.958119, expected=16.000000 predicted=18.472330, expected=44.000000 predicted=23.812766, expected=48.000000 predicted=32.253370, expected=24.000000 predicted=29.916679, expected=24.000000 predicted=25.527049, expected=36.000000 predicted=29.958381, expected=32.000000 predicted=34.743944, expected=8.000000 predicted=28.722138, expected=16.000000 predicted=21.343737, expected=8.000000 predicted=18.534881, expected=36.000000 predicted=22.722746, expected=40.000000 predicted=25.394504, expected=24.000000 predicted=23.985273, expected=20.000000 predicted=23.576889, expected=16.000000 predicted=21.850733, expected=48.000000 predicted=30.332766, expected=12.000000 predicted=27.802529, expected=20.000000 predicted=23.158406, expected=12.000000 predicted=19.318046, expected=24.000000 predicted=21.011965, expected=20.000000 predicted=23.135079, expected=24.000000 predicted=19.091663, expected=24.000000 predicted=20.892266, expected=20.000000 predicted=20.570548, expected=12.000000 predicted=20.064650, expected=12.000000 predicted=17.430501, expected=4.000000 predicted=14.737314, expected=36.000000 predicted=17.908128, expected=16.000000 predicted=17.969075, expected=44.000000 predicted=22.291740, expected=16.000000 predicted=21.939926, expected=8.000000 predicted=19.612072, expected=36.000000 predicted=24.394006, expected=20.000000 predicted=23.437029, expected=8.000000 predicted=22.595217, expected=16.000000 predicted=15.788905, expected=16.000000 predicted=16.147319, expected=16.000000 predicted=18.973496, expected=24.000000 predicted=17.040513, expected=32.000000 predicted=19.388306, expected=56.000000 predicted=28.702905, expected=16.000000 predicted=28.356243, expected=16.000000 predicted=25.456174, expected=28.000000 predicted=25.936924, expected=20.000000 predicted=27.365064, expected=40.000000 predicted=30.440803, expected=20.000000 predicted=23.921825, expected=32.000000 predicted=26.025843, expected=36.000000 predicted=29.162958, expected=20.000000 predicted=28.149208, expected=48.000000 predicted=32.814496, expected=24.000000 predicted=30.175545, expected=16.000000 predicted=28.989970, expected=16.000000 predicted=24.545520, expected=24.000000 predicted=23.226746, expected=24.000000 predicted=25.771263, expected=32.000000 predicted=23.527160, expected=24.000000 predicted=23.195054, expected=40.000000 predicted=27.015097, expected=32.000000 predicted=29.849659, expected=16.000000 predicted=27.891771, expected=16.000000 predicted=24.927478, expected=8.000000 predicted=20.515239, expected=32.000000 predicted=23.489079, expected=28.000000 predicted=23.157786, expected=16.000000 predicted=20.420002, expected=4.000000 predicted=16.124665, expected=32.000000 predicted=18.359604, expected=40.000000 predicted=26.436607, expected=4.000000 predicted=22.328355, expected=8.000000 predicted=15.822279, expected=40.000000 predicted=19.398061, expected=24.000000 predicted=25.986750, expected=16.000000 predicted=23.381114, expected=20.000000 predicted=17.483980, expected=48.000000 predicted=25.752024, expected=20.000000 predicted=29.504585, expected=20.000000 predicted=24.859168, expected=28.000000 predicted=23.811798, expected=12.000000 predicted=23.769835, expected=8.000000 predicted=21.878173, expected=16.000000 predicted=15.904947, expected=28.000000 predicted=18.657170, expected=12.000000 predicted=18.316278, expected=36.000000 predicted=19.251912, expected=24.000000 predicted=21.067776, expected=20.000000 predicted=23.025116, expected=40.000000 predicted=26.533057, expected=8.000000 predicted=23.096864, expected=36.000000 predicted=27.089870, expected=32.000000 predicted=26.487396, expected=16.000000 predicted=25.880935, expected=24.000000 predicted=25.381299, expected=32.000000 predicted=23.784417, expected=32.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=29.434758, expected=12.000000 predicted=24.954544, expected=24.000000 predicted=22.142252, expected=24.000000 predicted=23.702767, expected=16.000000 predicted=23.410180, expected=16.000000 predicted=20.290953, expected=36.000000 predicted=21.028995, expected=20.000000 predicted=23.442458, expected=24.000000 predicted=23.156104, expected=16.000000 predicted=20.481669, expected=12.000000 predicted=19.554605, expected=32.000000 predicted=22.901850, expected=16.000000 predicted=20.402721, expected=16.000000 predicted=19.569196, expected=16.000000 predicted=17.051724, expected=16.000000 predicted=17.301099, expected=36.000000 predicted=22.476007, expected=24.000000 predicted=21.805353, expected=56.000000 predicted=28.964936, expected=40.000000 predicted=32.953336, expected=8.000000 predicted=30.095573, expected=40.000000 predicted=31.794109, expected=32.000000 predicted=32.156534, expected=44.000000 predicted=38.186319, expected=36.000000 predicted=34.298680, expected=20.000000 predicted=29.550388, expected=28.000000 predicted=31.822162, expected=28.000000 predicted=30.180097, expected=20.000000 predicted=29.225920, expected=12.000000 predicted=23.247269, expected=36.000000 predicted=23.186455, expected=32.000000 predicted=26.744990, expected=32.000000 predicted=28.136115, expected=32.000000 predicted=27.607581, expected=24.000000 predicted=27.487589, expected=56.000000 predicted=35.519761, expected=40.000000 predicted=37.325613, expected=28.000000 predicted=36.211288, expected=32.000000 predicted=33.943077, expected=12.000000 predicted=30.032859, expected=28.000000 predicted=31.406901, expected=24.000000 predicted=26.731412, expected=24.000000 predicted=25.035344, expected=40.000000 predicted=27.161372, expected=28.000000 predicted=26.699869, expected=16.000000 predicted=26.656250, expected=40.000000 predicted=27.680721, expected=16.000000 predicted=27.006211, expected=24.000000 predicted=27.307750, expected=12.000000 predicted=21.413665, expected=16.000000 predicted=19.631452, expected=24.000000 predicted=21.602208, expected=28.000000 predicted=20.621398, expected=20.000000 predicted=21.477409, expected=40.000000 predicted=23.736804, expected=20.000000 predicted=24.985443, expected=16.000000 predicted=24.348511, expected=4.000000 predicted=19.323415, expected=44.000000 predicted=23.055951, expected=12.000000 predicted=23.711881, expected=24.000000 predicted=20.823930, expected=24.000000 predicted=19.875371, expected=20.000000 predicted=21.120538, expected=40.000000 predicted=27.855330, expected=28.000000 predicted=25.456356, expected=48.000000 predicted=31.828614, expected=20.000000 predicted=30.271746, expected=12.000000 predicted=26.787074, expected=20.000000 predicted=25.560065, expected=24.000000 predicted=24.398210, expected=12.000000 predicted=23.020027, expected=40.000000 predicted=21.628045, expected=16.000000 predicted=21.169143, expected=12.000000 predicted=20.609401, expected=20.000000 predicted=19.134108, expected=36.000000 predicted=22.511451, expected=12.000000 predicted=23.801711, expected=20.000000 predicted=19.154379, expected=12.000000 predicted=17.273238, expected=144.000000 predicted=43.417423, expected=460.000000 predicted=161.481484, expected=16.000000 predicted=124.295959, expected=56.000000 predicted=117.533795, expected=72.000000 predicted=108.129967, expected=128.000000 predicted=152.748920, expected=12.000000 predicted=131.247531, expected=32.000000 predicted=52.214737, expected=4.000000 predicted=45.988918, expected=24.000000 predicted=39.497441, expected=20.000000 predicted=33.998086, expected=8.000000 predicted=15.641822, expected=12.000000 predicted=16.158997, expected=8.000000 predicted=11.909572, expected=40.000000 predicted=19.533256, expected=36.000000 predicted=22.368049, expected=20.000000 predicted=21.633794, expected=20.000000 predicted=23.188400, expected=16.000000 predicted=22.340531, expected=28.000000 predicted=25.718649, expected=32.000000 predicted=25.594266, expected=24.000000 predicted=23.693511, expected=24.000000 predicted=24.330628, expected=24.000000 predicted=24.553918, expected=28.000000 predicted=26.346099, expected=20.000000 predicted=24.789528, expected=44.000000 predicted=28.417989, expected=32.000000 predicted=29.307831, expected=28.000000 predicted=29.518621, expected=28.000000 predicted=30.121102, expected=32.000000 predicted=30.340983, expected=20.000000 predicted=29.485775, expected=32.000000 predicted=28.585609, expected=16.000000 predicted=25.146049, expected=32.000000 predicted=26.528496, expected=28.000000 predicted=26.770401, expected=24.000000 predicted=25.143351, expected=28.000000 predicted=26.856126, expected=20.000000 predicted=24.227792, expected=8.000000 predicted=21.768997, expected=28.000000 predicted=22.394260, expected=28.000000 predicted=22.665302, expected=20.000000 predicted=21.881751, expected=36.000000 predicted=24.675156, expected=64.000000 predicted=33.492393, expected=20.000000 predicted=32.692076, expected=16.000000 predicted=30.122006, expected=44.000000 predicted=33.645095, expected=32.000000 predicted=33.929670, expected=28.000000 predicted=33.435596, expected=16.000000 predicted=25.800602, expected=20.000000 predicted=24.859689, expected=20.000000 predicted=25.257248, expected=20.000000 predicted=21.875426, expected=16.000000 predicted=19.561517, expected=12.000000 predicted=16.764868, expected=40.000000 predicted=22.327127, expected=32.000000 predicted=24.231774, expected=44.000000 predicted=29.207043, expected=4.000000 predicted=24.259138, expected=20.000000 predicted=24.375607, expected=24.000000 predicted=26.147287, expected=28.000000 predicted=24.500114, expected=20.000000 predicted=23.321236, expected=4.000000 predicted=16.016808, expected=12.000000 predicted=16.927781, expected=16.000000 predicted=16.328795, expected=16.000000 predicted=15.402790, expected=32.000000 predicted=17.949930, expected=36.000000 predicted=21.205174, expected=24.000000 predicted=23.494232, expected=28.000000 predicted=26.035309, expected=28.000000 predicted=27.341812, expected=24.000000 predicted=27.879711, expected=24.000000 Test MSE: 722.345
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143])] predicted=231.622709, expected=236.000000 predicted=338.585719, expected=308.000000 predicted=316.847777, expected=440.000000 predicted=327.675219, expected=252.000000 predicted=225.755743, expected=172.000000 predicted=188.618960, expected=188.000000 predicted=231.384687, expected=304.000000 predicted=285.495188, expected=304.000000 predicted=365.098928, expected=308.000000 predicted=286.297380, expected=344.000000 predicted=276.792310, expected=228.000000 predicted=185.706548, expected=220.000000 predicted=266.926498, expected=264.000000 predicted=293.964611, expected=200.000000 predicted=225.889742, expected=192.000000 predicted=274.736933, expected=360.000000 predicted=320.147753, expected=208.000000 predicted=176.077162, expected=360.000000 predicted=338.400274, expected=192.000000 predicted=193.486349, expected=180.000000 predicted=161.994979, expected=184.000000 predicted=301.410879, expected=256.000000 predicted=208.705096, expected=484.000000 predicted=450.357400, expected=420.000000 predicted=288.734235, expected=456.000000 predicted=334.245919, expected=388.000000 predicted=303.488412, expected=340.000000 predicted=276.702468, expected=232.000000 predicted=355.244697, expected=140.000000 predicted=261.957343, expected=260.000000 predicted=370.868324, expected=404.000000 predicted=394.785183, expected=248.000000 predicted=262.662461, expected=172.000000 predicted=220.263668, expected=188.000000 predicted=182.048923, expected=196.000000 predicted=199.903559, expected=156.000000 predicted=270.444023, expected=416.000000 predicted=368.827814, expected=444.000000 predicted=300.103271, expected=276.000000 predicted=206.411015, expected=208.000000 predicted=238.015474, expected=324.000000 predicted=247.222792, expected=232.000000 predicted=282.990431, expected=208.000000 predicted=325.822907, expected=280.000000 predicted=305.641245, expected=476.000000 predicted=343.515443, expected=284.000000 predicted=273.624892, expected=168.000000 predicted=206.731570, expected=212.000000 predicted=243.600128, expected=176.000000 predicted=184.323196, expected=188.000000 predicted=327.418232, expected=284.000000 predicted=305.615361, expected=356.000000 predicted=258.789224, expected=240.000000 predicted=212.203111, expected=244.000000 predicted=228.658427, expected=196.000000 predicted=190.532409, expected=176.000000 predicted=209.480579, expected=288.000000 predicted=341.403759, expected=444.000000 predicted=348.240550, expected=208.000000 predicted=190.275976, expected=244.000000 predicted=252.168679, expected=220.000000 predicted=208.291543, expected=144.000000 predicted=167.713186, expected=204.000000 predicted=350.311921, expected=216.000000 predicted=204.520941, expected=284.000000 predicted=261.758700, expected=436.000000 predicted=354.081135, expected=236.000000 predicted=158.806746, expected=176.000000 predicted=201.539115, expected=340.000000 predicted=315.160866, expected=240.000000 predicted=208.090694, expected=244.000000 predicted=347.164192, expected=376.000000 predicted=343.864643, expected=496.000000 predicted=322.310170, expected=228.000000 predicted=253.721253, expected=160.000000 predicted=223.885389, expected=272.000000 predicted=282.234602, expected=184.000000 predicted=221.113199, expected=220.000000 predicted=370.683003, expected=304.000000 predicted=290.778986, expected=348.000000 predicted=237.586271, expected=268.000000 predicted=267.887882, expected=232.000000 predicted=217.622616, expected=236.000000 predicted=231.272169, expected=132.000000 predicted=191.881873, expected=168.000000 predicted=265.404315, expected=272.000000 predicted=280.783205, expected=348.000000 predicted=279.158412, expected=216.000000 predicted=217.056623, expected=180.000000 predicted=171.100168, expected=224.000000 predicted=206.816828, expected=140.000000 predicted=171.416887, expected=172.000000 predicted=268.881505, expected=324.000000 predicted=292.255101, expected=252.000000 predicted=186.074132, expected=220.000000 predicted=231.231491, expected=120.000000 predicted=137.935144, expected=200.000000 predicted=182.442145, expected=144.000000 predicted=221.045066, expected=212.000000 predicted=230.336062, expected=264.000000 predicted=258.976510, expected=300.000000 predicted=200.075262, expected=280.000000 predicted=247.790323, expected=212.000000 predicted=174.917051, expected=196.000000 predicted=207.335862, expected=204.000000 predicted=230.129473, expected=228.000000 predicted=257.260250, expected=216.000000 predicted=245.802813, expected=172.000000 predicted=188.885385, expected=260.000000 predicted=242.537821, expected=216.000000 predicted=196.807591, expected=212.000000 predicted=216.448391, expected=156.000000 predicted=192.772753, expected=188.000000 predicted=175.683944, expected=320.000000 predicted=303.948330, expected=348.000000 predicted=271.034806, expected=240.000000 predicted=219.676431, expected=184.000000 predicted=185.287176, expected=200.000000 predicted=195.199225, expected=168.000000 predicted=222.368571, expected=264.000000 predicted=315.463052, expected=272.000000 predicted=255.920377, expected=324.000000 predicted=254.836484, expected=224.000000 predicted=212.036091, expected=224.000000 predicted=197.685169, expected=228.000000 predicted=251.920078, expected=196.000000 predicted=213.589278, expected=232.000000 predicted=287.632646, expected=284.000000 predicted=257.928273, expected=368.000000 predicted=298.508130, expected=288.000000 predicted=250.998616, expected=216.000000 predicted=207.434590, expected=212.000000 predicted=233.179593, expected=204.000000 predicted=227.527532, expected=224.000000 predicted=291.850909, expected=332.000000 predicted=323.627056, expected=368.000000 predicted=289.696244, expected=212.000000 predicted=195.633111, expected=180.000000 predicted=209.763599, expected=196.000000 predicted=211.746944, expected=156.000000 predicted=214.909358, expected=208.000000 predicted=298.323037, expected=312.000000 predicted=274.157192, expected=336.000000 predicted=249.396163, expected=276.000000 predicted=237.167045, expected=172.000000 predicted=166.236997, expected=200.000000 predicted=210.007611, expected=188.000000 predicted=236.555279, expected=208.000000 predicted=263.184524, expected=388.000000 predicted=360.043292, expected=356.000000 predicted=248.001865, expected=196.000000 predicted=185.255076, expected=184.000000 predicted=215.329266, expected=212.000000 predicted=199.356923, expected=156.000000 predicted=243.438020, expected=236.000000 predicted=313.873688, expected=292.000000 predicted=249.694022, expected=408.000000 predicted=298.225077, expected=280.000000 predicted=238.731742, expected=236.000000 predicted=201.582739, expected=232.000000 predicted=247.351771, expected=216.000000 predicted=228.745179, expected=208.000000 predicted=307.420867, expected=332.000000 predicted=321.915927, expected=368.000000 predicted=297.600288, expected=228.000000 predicted=212.049172, expected=196.000000 predicted=226.393624, expected=192.000000 predicted=198.411345, expected=160.000000 predicted=221.016573, expected=276.000000 predicted=339.183333, expected=244.000000 predicted=226.515502, expected=312.000000 predicted=259.875084, expected=176.000000 predicted=181.241774, expected=172.000000 predicted=162.430533, expected=216.000000 predicted=260.324514, expected=168.000000 predicted=176.260369, expected=220.000000 predicted=279.928624, expected=328.000000 predicted=266.907724, expected=364.000000 predicted=258.409465, expected=244.000000 predicted=223.939894, expected=232.000000 predicted=216.511026, expected=216.000000 predicted=215.019751, expected=196.000000 predicted=242.156250, expected=196.000000 predicted=284.308335, expected=296.000000 predicted=279.397557, expected=412.000000 predicted=328.442119, expected=252.000000 predicted=210.854929, expected=160.000000 predicted=189.257187, expected=212.000000 predicted=223.808206, expected=172.000000 predicted=198.410363, expected=244.000000 predicted=333.756705, expected=236.000000 predicted=249.693978, expected=204.000000 predicted=171.026015, expected=296.000000 predicted=277.143590, expected=380.000000 predicted=276.252593, expected=312.000000 predicted=262.471970, expected=212.000000 predicted=229.873773, expected=332.000000 predicted=293.413793, expected=260.000000 predicted=249.170387, expected=340.000000 predicted=363.353448, expected=232.000000 predicted=275.327651, expected=160.000000 predicted=168.496313, expected=212.000000 predicted=293.858309, expected=220.000000 predicted=219.265686, expected=204.000000 predicted=264.538871, expected=356.000000 predicted=322.020425, expected=340.000000 predicted=238.876392, expected=304.000000 predicted=253.510101, expected=216.000000 predicted=230.008475, expected=188.000000 predicted=187.693512, expected=180.000000 predicted=262.849724, expected=192.000000 predicted=256.591384, expected=356.000000 predicted=348.017292, expected=448.000000 predicted=334.919603, expected=332.000000 predicted=245.346294, expected=188.000000 predicted=194.466207, expected=240.000000 predicted=232.881639, expected=176.000000 predicted=234.504406, expected=228.000000 predicted=333.339504, expected=324.000000 predicted=348.834368, expected=412.000000 predicted=295.146040, expected=316.000000 predicted=272.896260, expected=232.000000 predicted=209.762691, expected=192.000000 predicted=215.378928, expected=192.000000 predicted=241.956221, expected=240.000000 predicted=323.952054, expected=284.000000 predicted=300.827774, expected=364.000000 predicted=307.356165, expected=336.000000 predicted=263.392396, expected=280.000000 predicted=234.970287, expected=236.000000 predicted=243.466417, expected=196.000000 predicted=228.972448, expected=152.000000 predicted=247.335009, expected=304.000000 predicted=336.080479, expected=372.000000 predicted=322.754697, expected=224.000000 predicted=206.258822, expected=232.000000 predicted=244.686101, expected=260.000000 predicted=208.925296, expected=216.000000 predicted=230.329895, expected=228.000000 predicted=311.227259, expected=400.000000 predicted=334.372246, expected=368.000000 predicted=280.371790, expected=356.000000 predicted=313.556793, expected=252.000000 predicted=243.795734, expected=296.000000 predicted=259.691391, expected=220.000000 predicted=297.354869, expected=220.000000 predicted=284.386275, expected=280.000000 predicted=334.586052, expected=316.000000 predicted=272.894441, expected=156.000000 predicted=208.911657, expected=384.000000 predicted=344.423067, expected=220.000000 predicted=190.430943, expected=384.000000 predicted=335.529635, expected=424.000000 predicted=403.238320, expected=356.000000 predicted=215.815041, expected=320.000000 predicted=380.007384, expected=220.000000 predicted=207.629736, expected=192.000000 predicted=278.032919, expected=168.000000 predicted=290.789304, expected=344.000000 predicted=358.742733, expected=364.000000 predicted=336.628851, expected=216.000000 predicted=200.211868, expected=204.000000 predicted=226.930465, expected=192.000000 predicted=172.217831, expected=188.000000 predicted=245.475569, expected=208.000000 predicted=292.233910, expected=316.000000 predicted=275.728792, expected=376.000000 predicted=291.976256, expected=232.000000 predicted=196.659175, expected=164.000000 predicted=188.172210, expected=272.000000 predicted=256.550583, expected=192.000000 predicted=217.512590, expected=148.000000 predicted=258.703853, expected=392.000000 predicted=357.018414, expected=472.000000 predicted=299.584450, expected=216.000000 predicted=211.561366, expected=244.000000 predicted=268.352149, expected=200.000000 predicted=163.174425, expected=160.000000 predicted=236.895096, expected=152.000000 predicted=327.247114, expected=280.000000 predicted=254.904607, expected=368.000000 predicted=306.367638, expected=308.000000 predicted=245.087273, expected=208.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=193.177333, expected=212.000000 predicted=191.851295, expected=168.000000 predicted=205.113413, expected=216.000000 predicted=288.738855, expected=212.000000 predicted=261.058078, expected=164.000000 predicted=174.755532, expected=172.000000 predicted=202.710180, expected=300.000000 predicted=244.645940, expected=280.000000 predicted=233.158156, expected=216.000000 predicted=212.005246, expected=208.000000 predicted=203.921278, expected=368.000000 predicted=279.586983, expected=440.000000 predicted=362.965742, expected=324.000000 predicted=288.535482, expected=252.000000 predicted=253.634243, expected=220.000000 predicted=214.854706, expected=172.000000 predicted=245.859365, expected=216.000000 predicted=329.647041, expected=296.000000 predicted=314.943241, expected=420.000000 predicted=342.390414, expected=228.000000 predicted=204.036520, expected=216.000000 predicted=211.925386, expected=212.000000 predicted=224.429633, expected=164.000000 predicted=192.975722, expected=272.000000 predicted=366.821538, expected=304.000000 predicted=263.468471, expected=344.000000 predicted=278.224043, expected=224.000000 predicted=218.411735, expected=216.000000 predicted=194.749814, expected=264.000000 predicted=276.002040, expected=136.000000 predicted=184.608397, expected=248.000000 predicted=319.019854, expected=312.000000 predicted=274.439317, expected=388.000000 predicted=290.331632, expected=196.000000 predicted=224.768605, expected=204.000000 predicted=184.501966, expected=188.000000 predicted=220.413277, expected=244.000000 predicted=256.288234, expected=212.000000 predicted=301.820039, expected=388.000000 predicted=311.581573, expected=336.000000 predicted=263.235703, expected=192.000000 predicted=170.940372, expected=240.000000 predicted=278.145130, expected=216.000000 predicted=192.535430, expected=244.000000 predicted=303.680612, expected=240.000000 predicted=297.658612, expected=324.000000 predicted=262.651546, expected=320.000000 predicted=279.918677, expected=268.000000 predicted=235.291320, expected=204.000000 predicted=229.965812, expected=300.000000 predicted=279.150469, expected=208.000000 predicted=243.020577, expected=256.000000 predicted=292.208944, expected=264.000000 predicted=278.563695, expected=336.000000 predicted=261.812538, expected=348.000000 predicted=332.000182, expected=204.000000 predicted=188.656035, expected=228.000000 predicted=260.556071, expected=148.000000 predicted=192.286973, expected=224.000000 predicted=272.614823, expected=372.000000 predicted=380.793346, expected=516.000000 predicted=358.978731, expected=256.000000 predicted=220.076514, expected=172.000000 predicted=180.151300, expected=208.000000 predicted=234.112337, expected=132.000000 predicted=200.309963, expected=212.000000 predicted=376.920028, expected=312.000000 predicted=298.363340, expected=320.000000 predicted=231.292135, expected=228.000000 predicted=221.407293, expected=168.000000 predicted=156.908742, expected=204.000000 predicted=210.509678, expected=156.000000 predicted=213.256328, expected=152.000000 predicted=233.532688, expected=292.000000 predicted=282.317070, expected=400.000000 predicted=281.625808, expected=272.000000 predicted=220.770682, expected=172.000000 predicted=177.905824, expected=212.000000 predicted=197.987275, expected=184.000000 predicted=209.902263, expected=212.000000 predicted=302.823810, expected=264.000000 predicted=281.267695, expected=432.000000 predicted=313.684487, expected=224.000000 predicted=190.988019, expected=160.000000 predicted=181.807767, expected=200.000000 predicted=231.059407, expected=140.000000 predicted=157.436697, expected=164.000000 predicted=304.280612, expected=268.000000 predicted=263.513974, expected=364.000000 predicted=258.373666, expected=216.000000 predicted=192.682946, expected=212.000000 predicted=196.059378, expected=204.000000 predicted=189.252459, expected=184.000000 predicted=199.986565, expected=248.000000 predicted=319.665049, expected=368.000000 predicted=301.217226, expected=228.000000 predicted=196.035229, expected=276.000000 predicted=262.561520, expected=188.000000 predicted=184.618545, expected=260.000000 predicted=242.919589, expected=192.000000 predicted=280.161108, expected=208.000000 predicted=209.736918, expected=384.000000 predicted=361.110859, expected=332.000000 predicted=233.489252, expected=200.000000 predicted=224.270720, expected=188.000000 predicted=216.365370, expected=208.000000 predicted=194.826766, expected=216.000000 predicted=284.479981, expected=240.000000 predicted=292.052375, expected=344.000000 predicted=285.400371, expected=384.000000 predicted=285.680580, expected=216.000000 predicted=194.459096, expected=132.000000 predicted=185.271523, expected=244.000000 predicted=257.670507, expected=148.000000 predicted=204.520667, expected=244.000000 predicted=326.869839, expected=288.000000 predicted=268.805293, expected=244.000000 predicted=164.265475, expected=208.000000 predicted=240.652550, expected=184.000000 predicted=165.757976, expected=264.000000 predicted=255.885137, expected=168.000000 predicted=209.694926, expected=268.000000 predicted=270.721972, expected=328.000000 predicted=279.601566, expected=372.000000 predicted=265.040469, expected=272.000000 predicted=271.983733, expected=248.000000 predicted=213.986315, expected=172.000000 predicted=214.339519, expected=160.000000 predicted=230.821944, expected=228.000000 predicted=308.067498, expected=316.000000 predicted=291.308619, expected=260.000000 predicted=245.407142, expected=184.000000 predicted=181.973603, expected=196.000000 predicted=190.567622, expected=168.000000 predicted=181.974850, expected=268.000000 predicted=296.864523, expected=188.000000 predicted=214.067908, expected=388.000000 predicted=308.407112, expected=168.000000 predicted=161.903279, expected=212.000000 predicted=191.251956, expected=224.000000 predicted=272.488992, expected=228.000000 predicted=170.908555, expected=188.000000 predicted=298.147680, expected=172.000000 predicted=169.465145, expected=212.000000 predicted=216.243840, expected=320.000000 predicted=275.935338, expected=276.000000 predicted=241.637863, expected=124.000000 predicted=147.880110, expected=176.000000 predicted=198.430234, expected=180.000000 Test MSE: 4896.953
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447])] predicted=60.879388, expected=60.000000 predicted=68.073732, expected=64.000000 predicted=52.886646, expected=104.000000 predicted=71.585259, expected=48.000000 predicted=70.148491, expected=48.000000 predicted=60.488689, expected=32.000000 predicted=53.519519, expected=28.000000 predicted=52.510217, expected=44.000000 predicted=57.011812, expected=76.000000 predicted=51.781387, expected=48.000000 predicted=47.215663, expected=100.000000 predicted=58.214871, expected=68.000000 predicted=56.746123, expected=100.000000 predicted=73.771960, expected=44.000000 predicted=67.737258, expected=88.000000 predicted=72.588656, expected=64.000000 predicted=78.361033, expected=60.000000 predicted=69.713063, expected=44.000000 predicted=66.722881, expected=68.000000 predicted=59.777895, expected=52.000000 predicted=65.128248, expected=40.000000 predicted=53.822751, expected=56.000000 predicted=53.761200, expected=104.000000 predicted=65.706498, expected=72.000000 predicted=68.333535, expected=12.000000 predicted=47.778638, expected=32.000000 predicted=45.292724, expected=52.000000 predicted=54.901020, expected=36.000000 predicted=57.847772, expected=76.000000 predicted=54.821412, expected=76.000000 predicted=46.918191, expected=44.000000 predicted=48.681982, expected=16.000000 predicted=43.378880, expected=36.000000 predicted=42.888950, expected=52.000000 predicted=54.921886, expected=32.000000 predicted=46.665540, expected=48.000000 predicted=40.050989, expected=56.000000 predicted=38.778199, expected=104.000000 predicted=60.882598, expected=52.000000 predicted=56.203124, expected=24.000000 predicted=44.074187, expected=64.000000 predicted=56.229631, expected=40.000000 predicted=54.730766, expected=48.000000 predicted=61.688202, expected=48.000000 predicted=46.508851, expected=60.000000 predicted=46.374597, expected=52.000000 predicted=53.742841, expected=84.000000 predicted=57.923290, expected=52.000000 predicted=55.236168, expected=56.000000 predicted=56.541450, expected=16.000000 predicted=47.363820, expected=96.000000 predicted=63.989372, expected=80.000000 predicted=70.508561, expected=60.000000 predicted=59.396006, expected=68.000000 predicted=61.276910, expected=64.000000 predicted=57.071358, expected=44.000000 predicted=68.885783, expected=48.000000 predicted=61.036861, expected=92.000000 predicted=67.136868, expected=72.000000 predicted=67.117641, expected=52.000000 predicted=60.580119, expected=48.000000 predicted=54.373607, expected=52.000000 predicted=57.386920, expected=48.000000 predicted=63.465670, expected=32.000000 predicted=50.622734, expected=52.000000 predicted=48.522940, expected=72.000000 predicted=53.992593, expected=40.000000 predicted=48.514580, expected=56.000000 predicted=50.272317, expected=44.000000 predicted=45.620626, expected=32.000000 predicted=47.007994, expected=96.000000 predicted=65.088504, expected=56.000000 predicted=52.882566, expected=56.000000 predicted=56.545173, expected=84.000000 predicted=61.421343, expected=36.000000 predicted=52.706636, expected=32.000000 predicted=60.663225, expected=20.000000 predicted=43.158233, expected=24.000000 predicted=41.348779, expected=44.000000 predicted=47.019603, expected=72.000000 predicted=43.796005, expected=56.000000 predicted=42.816593, expected=24.000000 predicted=33.933971, expected=52.000000 predicted=42.341985, expected=20.000000 predicted=40.534989, expected=44.000000 predicted=48.932426, expected=28.000000 predicted=38.091060, expected=36.000000 predicted=33.161504, expected=32.000000 predicted=36.791653, expected=88.000000 predicted=46.028730, expected=76.000000 predicted=54.588537, expected=60.000000 predicted=51.061310, expected=24.000000 predicted=44.139856, expected=72.000000 predicted=56.407675, expected=44.000000 predicted=62.497139, expected=48.000000 predicted=56.646098, expected=28.000000 predicted=44.431130, expected=36.000000 predicted=38.187928, expected=32.000000 predicted=45.522151, expected=28.000000 predicted=35.875228, expected=64.000000 predicted=44.571595, expected=44.000000 predicted=38.396300, expected=28.000000 predicted=36.423932, expected=36.000000 predicted=36.429731, expected=24.000000 predicted=33.718782, expected=44.000000 predicted=44.210146, expected=24.000000 predicted=33.310624, expected=12.000000 predicted=25.155899, expected=36.000000 predicted=30.785064, expected=36.000000 predicted=29.960154, expected=36.000000 predicted=34.164910, expected=44.000000 predicted=32.047321, expected=32.000000 predicted=29.509065, expected=40.000000 predicted=37.396700, expected=72.000000 predicted=46.979411, expected=40.000000 predicted=42.678045, expected=32.000000 predicted=41.226414, expected=40.000000 predicted=39.888619, expected=40.000000 predicted=43.010031, expected=32.000000 predicted=45.214126, expected=52.000000 predicted=41.317031, expected=40.000000 predicted=38.449034, expected=32.000000 predicted=38.198819, expected=12.000000 predicted=31.096853, expected=16.000000 predicted=28.024174, expected=28.000000 predicted=32.729103, expected=56.000000 predicted=36.660047, expected=32.000000 predicted=30.437545, expected=56.000000 predicted=33.731457, expected=48.000000 predicted=37.124785, expected=64.000000 predicted=47.604327, expected=48.000000 predicted=50.905953, expected=40.000000 predicted=44.204946, expected=56.000000 predicted=52.830843, expected=32.000000 predicted=45.480664, expected=72.000000 predicted=56.965404, expected=12.000000 predicted=38.995443, expected=24.000000 predicted=36.413276, expected=32.000000 predicted=38.728030, expected=40.000000 predicted=36.335451, expected=72.000000 predicted=51.270533, expected=32.000000 predicted=31.849724, expected=56.000000 predicted=41.714158, expected=56.000000 predicted=46.701807, expected=60.000000 predicted=52.816898, expected=60.000000 predicted=58.570182, expected=40.000000 predicted=46.352135, expected=44.000000 predicted=51.249174, expected=60.000000 predicted=54.669393, expected=88.000000 predicted=64.291822, expected=8.000000 predicted=44.936680, expected=44.000000 predicted=44.553739, expected=60.000000 predicted=50.839652, expected=12.000000 predicted=43.450914, expected=48.000000 predicted=49.136547, expected=88.000000 predicted=45.171356, expected=44.000000 predicted=49.013789, expected=48.000000 predicted=50.710226, expected=28.000000 predicted=36.417417, expected=56.000000 predicted=52.363981, expected=52.000000 predicted=57.469156, expected=48.000000 predicted=46.429711, expected=68.000000 predicted=52.160703, expected=60.000000 predicted=50.178690, expected=36.000000 predicted=51.028772, expected=20.000000 predicted=42.908655, expected=52.000000 predicted=47.841153, expected=44.000000 predicted=49.555636, expected=96.000000 predicted=60.129795, expected=52.000000 predicted=48.432714, expected=32.000000 predicted=42.378727, expected=60.000000 predicted=54.788792, expected=44.000000 predicted=52.189099, expected=44.000000 predicted=59.058883, expected=24.000000 predicted=40.344115, expected=36.000000 predicted=38.210583, expected=48.000000 predicted=45.751074, expected=80.000000 predicted=51.643290, expected=68.000000 predicted=52.278251, expected=64.000000 predicted=50.957953, expected=48.000000 predicted=52.259477, expected=32.000000 predicted=51.362462, expected=36.000000 predicted=54.817209, expected=28.000000 predicted=46.088774, expected=96.000000 predicted=60.138197, expected=48.000000 predicted=48.651231, expected=28.000000 predicted=40.189437, expected=12.000000 predicted=34.143318, expected=44.000000 predicted=41.338989, expected=36.000000 predicted=50.502848, expected=56.000000 predicted=42.080712, expected=36.000000 predicted=33.982225, expected=28.000000 predicted=30.725885, expected=48.000000 predicted=42.245335, expected=68.000000 predicted=48.161769, expected=16.000000 predicted=40.033425, expected=44.000000 predicted=39.298016, expected=44.000000 predicted=39.588935, expected=64.000000 predicted=50.871798, expected=28.000000 predicted=44.523559, expected=32.000000 predicted=33.603116, expected=48.000000 predicted=43.825655, expected=16.000000 predicted=36.332747, expected=60.000000 predicted=47.028978, expected=64.000000 predicted=43.052740, expected=56.000000 predicted=46.204239, expected=32.000000 predicted=43.255724, expected=32.000000 predicted=37.381444, expected=44.000000 predicted=49.084826, expected=28.000000 predicted=43.639839, expected=52.000000 predicted=44.408157, expected=88.000000 predicted=50.745587, expected=88.000000 predicted=58.035616, expected=48.000000 predicted=54.029622, expected=24.000000 predicted=44.883621, expected=56.000000 predicted=57.695752, expected=20.000000 predicted=53.940439, expected=36.000000 predicted=49.825206, expected=28.000000 predicted=35.394940, expected=64.000000 predicted=40.689312, expected=60.000000 predicted=48.383838, expected=44.000000 predicted=39.336232, expected=48.000000 predicted=44.742469, expected=48.000000 predicted=45.715117, expected=48.000000 predicted=53.148217, expected=68.000000 predicted=56.161081, expected=32.000000 predicted=44.897236, expected=28.000000 predicted=42.462515, expected=32.000000 predicted=41.183487, expected=76.000000 predicted=52.700571, expected=20.000000 predicted=42.750698, expected=64.000000 predicted=43.594674, expected=76.000000 predicted=50.473523, expected=52.000000 predicted=50.917563, expected=40.000000 predicted=54.592575, expected=44.000000 predicted=44.068073, expected=60.000000 predicted=58.006873, expected=28.000000 predicted=50.110696, expected=44.000000 predicted=45.247464, expected=64.000000 predicted=48.456398, expected=80.000000 predicted=56.919431, expected=76.000000 predicted=61.732536, expected=60.000000 predicted=54.493854, expected=80.000000 predicted=66.072514, expected=60.000000 predicted=67.682871, expected=52.000000 predicted=66.972587, expected=48.000000 predicted=61.690801, expected=56.000000 predicted=58.954921, expected=40.000000 predicted=56.594528, expected=52.000000 predicted=52.486257, expected=28.000000 predicted=43.685013, expected=52.000000 predicted=47.158701, expected=76.000000 predicted=55.648076, expected=40.000000 predicted=45.990136, expected=72.000000 predicted=55.824459, expected=64.000000 predicted=53.045112, expected=44.000000 predicted=55.224014, expected=36.000000 predicted=54.355468, expected=56.000000 predicted=50.928011, expected=52.000000 predicted=56.314538, expected=40.000000 predicted=49.311619, expected=60.000000 predicted=49.175051, expected=52.000000 predicted=48.081109, expected=48.000000 predicted=51.471372, expected=72.000000 predicted=56.510116, expected=56.000000 predicted=53.125068, expected=56.000000 predicted=57.472968, expected=52.000000 predicted=54.505091, expected=20.000000 predicted=45.183383, expected=32.000000 predicted=48.155144, expected=40.000000 predicted=43.859010, expected=36.000000 predicted=41.296589, expected=76.000000 predicted=49.437684, expected=68.000000 predicted=46.004108, expected=44.000000 predicted=46.263730, expected=40.000000 predicted=46.734375, expected=32.000000 predicted=44.341450, expected=52.000000 predicted=55.350553, expected=60.000000 predicted=53.835935, expected=16.000000 predicted=37.092618, expected=52.000000 predicted=42.842632, expected=48.000000 predicted=42.459366, expected=56.000000 predicted=49.975007, expected=56.000000 predicted=50.609808, expected=24.000000 predicted=35.522964, expected=84.000000 predicted=57.854761, expected=48.000000 predicted=51.598930, expected=32.000000 predicted=48.232551, expected=48.000000 predicted=48.395816, expected=72.000000 predicted=51.564548, expected=44.000000 predicted=57.098450, expected=56.000000 predicted=50.488467, expected=40.000000 predicted=44.704397, expected=32.000000 predicted=46.010251, expected=48.000000 predicted=51.275985, expected=32.000000 predicted=40.764226, expected=24.000000 predicted=38.467407, expected=48.000000 predicted=39.035412, expected=48.000000 predicted=39.535584, expected=56.000000 predicted=45.742589, expected=24.000000 predicted=35.100574, expected=40.000000 predicted=37.685473, expected=36.000000 predicted=41.558214, expected=16.000000 predicted=35.021725, expected=12.000000 predicted=30.386969, expected=12.000000 predicted=21.268048, expected=28.000000 predicted=26.748730, expected=48.000000 predicted=30.531100, expected=44.000000 predicted=28.341273, expected=32.000000 predicted=27.376162, expected=80.000000 predicted=43.291837, expected=48.000000 predicted=44.802852, expected=72.000000 predicted=56.466716, expected=72.000000 predicted=58.122424, expected=92.000000 predicted=66.644799, expected=112.000000 predicted=85.105623, expected=64.000000 predicted=71.504159, expected=48.000000 predicted=70.759762, expected=52.000000 predicted=68.761519, expected=48.000000 predicted=68.748580, expected=56.000000 predicted=68.101920, expected=40.000000 predicted=50.817529, expected=48.000000 predicted=48.364271, expected=72.000000 predicted=55.778086, expected=48.000000 predicted=51.267735, expected=60.000000 predicted=55.178996, expected=12.000000 predicted=39.493438, expected=80.000000 predicted=56.921008, expected=56.000000 predicted=57.173625, expected=56.000000 predicted=52.917259, expected=8.000000 predicted=40.029512, expected=56.000000 predicted=42.208500, expected=36.000000 predicted=50.496578, expected=20.000000 predicted=37.831330, expected=40.000000 predicted=38.291133, expected=44.000000 predicted=32.785656, expected=64.000000 predicted=48.471053, expected=80.000000 predicted=51.704763, expected=24.000000 predicted=39.067609, expected=28.000000 predicted=42.014539, expected=20.000000 predicted=38.952882, expected=44.000000 predicted=46.171183, expected=68.000000 predicted=52.431599, expected=56.000000 predicted=41.244525, expected=96.000000 predicted=56.535641, expected=48.000000 predicted=50.209945, expected=36.000000 predicted=52.316397, expected=40.000000 predicted=54.682188, expected=52.000000 predicted=54.797318, expected=28.000000 predicted=51.904899, expected=76.000000 predicted=51.511055, expected=32.000000 predicted=41.403823, expected=68.000000 predicted=51.146130, expected=48.000000 predicted=50.236580, expected=44.000000 predicted=46.142428, expected=36.000000 predicted=50.691238, expected=72.000000 predicted=51.401719, expected=88.000000 predicted=65.816150, expected=36.000000 predicted=50.801486, expected=40.000000 predicted=48.492997, expected=84.000000 predicted=60.266263, expected=60.000000 predicted=64.734003, expected=48.000000 predicted=60.804462, expected=64.000000 predicted=53.908911, expected=56.000000 predicted=56.216705, expected=24.000000 predicted=54.037484, expected=32.000000 predicted=45.682139, expected=48.000000 predicted=45.923135, expected=48.000000 predicted=48.326965, expected=48.000000 predicted=45.193134, expected=56.000000 predicted=42.581107, expected=64.000000 predicted=49.825708, expected=48.000000 predicted=50.964668, expected=40.000000 predicted=48.335018, expected=36.000000 predicted=46.123202, expected=44.000000 predicted=48.159886, expected=48.000000 predicted=49.000485, expected=28.000000 predicted=39.422487, expected=44.000000 predicted=40.382706, expected=24.000000 predicted=34.842016, expected=28.000000 predicted=35.448139, expected=36.000000 predicted=36.221337, expected=32.000000 predicted=31.628038, expected=64.000000 predicted=43.070395, expected=60.000000 predicted=42.281597, expected=24.000000 predicted=36.464598, expected=24.000000 predicted=36.123857, expected=60.000000 predicted=45.006401, expected=44.000000 predicted=48.247002, expected=16.000000 predicted=36.864768, expected=48.000000 predicted=36.093386, expected=56.000000 predicted=41.811902, expected=76.000000 predicted=55.934639, expected=80.000000 predicted=56.973890, expected=20.000000 predicted=40.408849, expected=40.000000 predicted=49.848795, expected=16.000000 predicted=43.219839, expected=44.000000 predicted=49.365383, expected=44.000000 predicted=45.849763, expected=28.000000 predicted=30.131255, expected=64.000000 predicted=43.216004, expected=88.000000 predicted=50.980516, expected=52.000000 predicted=52.542096, expected=24.000000 predicted=44.353510, expected=44.000000 predicted=45.840706, expected=60.000000 predicted=57.355680, expected=28.000000 predicted=50.334074, expected=52.000000 predicted=45.577345, expected=36.000000 predicted=37.810369, expected=56.000000 predicted=47.575315, expected=24.000000 predicted=41.366175, expected=40.000000 predicted=37.972966, expected=52.000000 predicted=45.655667, expected=36.000000 predicted=39.545598, expected=36.000000 predicted=41.419929, expected=16.000000 predicted=29.559263, expected=60.000000 predicted=43.277425, expected=28.000000 predicted=38.043509, expected=44.000000 predicted=37.757033, expected=44.000000 predicted=38.554485, expected=20.000000 predicted=30.711068, expected=48.000000 predicted=43.695451, expected=28.000000 predicted=33.333243, expected=36.000000 predicted=37.373474, expected=44.000000 predicted=38.437905, expected=72.000000 predicted=44.315050, expected=16.000000 predicted=37.531415, expected=56.000000 predicted=42.293706, expected=68.000000 predicted=50.359233, expected=28.000000 predicted=44.247821, expected=68.000000 predicted=55.927299, expected=28.000000 Test MSE: 435.662
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892])] predicted=58.387966, expected=68.000000 predicted=66.718967, expected=84.000000 predicted=68.346453, expected=84.000000 predicted=69.890342, expected=52.000000 predicted=74.649393, expected=76.000000 predicted=71.425251, expected=52.000000 predicted=61.614534, expected=44.000000 predicted=61.696380, expected=60.000000 predicted=64.592120, expected=60.000000 predicted=55.331419, expected=32.000000 predicted=52.400264, expected=60.000000 predicted=54.314214, expected=44.000000 predicted=45.229142, expected=36.000000 predicted=47.130234, expected=24.000000 predicted=40.378480, expected=24.000000 predicted=29.458551, expected=28.000000 predicted=36.539629, expected=28.000000 predicted=31.695838, expected=36.000000 predicted=33.014314, expected=72.000000 predicted=45.114886, expected=24.000000 predicted=31.362403, expected=12.000000 predicted=27.746164, expected=20.000000 predicted=24.944852, expected=24.000000 predicted=25.844373, expected=32.000000 predicted=39.381052, expected=36.000000 predicted=29.112248, expected=28.000000 predicted=24.470789, expected=28.000000 predicted=26.903201, expected=12.000000 predicted=20.913602, expected=32.000000 predicted=28.919247, expected=28.000000 predicted=28.361708, expected=32.000000 predicted=29.119650, expected=32.000000 predicted=29.883164, expected=84.000000 predicted=46.634405, expected=44.000000 predicted=42.534231, expected=36.000000 predicted=40.946472, expected=48.000000 predicted=43.369948, expected=8.000000 predicted=26.207530, expected=20.000000 predicted=41.867498, expected=36.000000 predicted=33.031311, expected=68.000000 predicted=45.069557, expected=40.000000 predicted=43.280957, expected=8.000000 predicted=21.439062, expected=12.000000 predicted=21.112629, expected=32.000000 predicted=28.666812, expected=8.000000 predicted=28.514352, expected=28.000000 predicted=28.420260, expected=28.000000 predicted=19.405951, expected=32.000000 predicted=23.833556, expected=12.000000 predicted=22.806631, expected=24.000000 predicted=19.410030, expected=28.000000 predicted=25.462886, expected=28.000000 predicted=26.436159, expected=36.000000 predicted=31.724654, expected=24.000000 predicted=22.578612, expected=12.000000 predicted=21.057616, expected=8.000000 predicted=18.088286, expected=24.000000 predicted=21.785070, expected=16.000000 predicted=21.170588, expected=4.000000 predicted=13.903705, expected=12.000000 predicted=12.167518, expected=28.000000 predicted=16.373462, expected=24.000000 predicted=21.314789, expected=28.000000 predicted=22.742343, expected=52.000000 predicted=29.908860, expected=40.000000 predicted=30.541015, expected=40.000000 predicted=37.295202, expected=32.000000 predicted=32.767564, expected=28.000000 predicted=31.029618, expected=52.000000 predicted=45.679768, expected=28.000000 predicted=34.303530, expected=20.000000 predicted=31.484110, expected=16.000000 predicted=24.765535, expected=28.000000 predicted=25.825276, expected=32.000000 predicted=34.057060, expected=16.000000 predicted=22.669957, expected=44.000000 predicted=31.107410, expected=20.000000 predicted=21.668705, expected=16.000000 predicted=23.817446, expected=20.000000 predicted=24.144902, expected=8.000000 predicted=13.793511, expected=40.000000 predicted=32.938378, expected=36.000000 predicted=26.678106, expected=16.000000 predicted=21.025113, expected=16.000000 predicted=21.015830, expected=12.000000 predicted=13.654253, expected=8.000000 predicted=19.290479, expected=8.000000 predicted=16.777501, expected=28.000000 predicted=18.404280, expected=32.000000 predicted=21.890270, expected=12.000000 predicted=15.946197, expected=8.000000 predicted=12.777633, expected=12.000000 predicted=11.753270, expected=4.000000 predicted=12.920027, expected=20.000000 predicted=19.514191, expected=20.000000 predicted=14.699570, expected=48.000000 predicted=26.626519, expected=60.000000 predicted=36.489957, expected=4.000000 predicted=17.202693, expected=12.000000 predicted=22.141325, expected=8.000000 predicted=14.786830, expected=16.000000 predicted=23.651301, expected=24.000000 predicted=29.790073, expected=12.000000 predicted=11.241254, expected=32.000000 predicted=21.648256, expected=20.000000 predicted=16.858663, expected=4.000000 predicted=13.674412, expected=24.000000 predicted=21.319518, expected=20.000000 predicted=16.114671, expected=16.000000 predicted=21.274827, expected=32.000000 predicted=24.074904, expected=4.000000 predicted=9.878566, expected=8.000000 predicted=15.925229, expected=12.000000 predicted=13.671817, expected=8.000000 predicted=10.850950, expected=12.000000 predicted=16.539165, expected=16.000000 predicted=10.558093, expected=36.000000 predicted=20.545376, expected=16.000000 predicted=16.507008, expected=16.000000 predicted=16.347824, expected=20.000000 predicted=17.414945, expected=16.000000 predicted=16.777079, expected=8.000000 predicted=18.759812, expected=20.000000 predicted=16.797927, expected=4.000000 predicted=10.468853, expected=44.000000 predicted=26.914840, expected=20.000000 predicted=18.883564, expected=56.000000 predicted=33.225048, expected=32.000000 predicted=29.702045, expected=20.000000 predicted=22.307852, expected=32.000000 predicted=34.863582, expected=36.000000 predicted=29.099604, expected=44.000000 predicted=43.092972, expected=8.000000 predicted=24.000536, expected=16.000000 predicted=21.454941, expected=36.000000 predicted=29.141625, expected=16.000000 predicted=23.877494, expected=20.000000 predicted=27.667724, expected=48.000000 predicted=27.869727, expected=24.000000 predicted=23.670705, expected=8.000000 predicted=23.831534, expected=32.000000 predicted=24.297115, expected=12.000000 predicted=17.244713, expected=24.000000 predicted=29.430590, expected=4.000000 predicted=14.332819, expected=76.000000 predicted=36.989480, expected=16.000000 predicted=26.093967, expected=32.000000 predicted=28.648796, expected=16.000000 predicted=23.496140, expected=28.000000 predicted=20.531611, expected=28.000000 predicted=39.561063, expected=28.000000 predicted=23.932398, expected=68.000000 predicted=44.202785, expected=20.000000 predicted=26.364105, expected=12.000000 predicted=26.271640, expected=40.000000 predicted=31.941209, expected=16.000000 predicted=23.042309, expected=36.000000 predicted=41.005076, expected=48.000000 predicted=32.915311, expected=56.000000 predicted=37.410714, expected=44.000000 predicted=43.640001, expected=16.000000 predicted=27.151412, expected=32.000000 predicted=34.625850, expected=4.000000 predicted=24.643833, expected=28.000000 predicted=32.962852, expected=16.000000 predicted=24.257467, expected=72.000000 predicted=38.622235, expected=36.000000 predicted=35.362762, expected=12.000000 predicted=21.331202, expected=40.000000 predicted=33.922223, expected=4.000000 predicted=16.474982, expected=28.000000 predicted=37.960276, expected=28.000000 predicted=26.961520, expected=24.000000 predicted=21.059845, expected=16.000000 predicted=25.340631, expected=8.000000 predicted=11.708713, expected=20.000000 predicted=20.481793, expected=24.000000 predicted=21.833274, expected=32.000000 predicted=25.230093, expected=36.000000 predicted=26.542098, expected=84.000000 predicted=45.043233, expected=28.000000 predicted=34.009022, expected=28.000000 predicted=35.030333, expected=20.000000 predicted=29.342467, expected=12.000000 predicted=24.734251, expected=16.000000 predicted=35.505611, expected=24.000000 predicted=22.236514, expected=20.000000 predicted=21.584229, expected=20.000000 predicted=19.952991, expected=48.000000 predicted=28.529957, expected=12.000000 predicted=19.433707, expected=4.000000 predicted=17.648275, expected=12.000000 predicted=15.202756, expected=36.000000 predicted=23.227825, expected=20.000000 predicted=27.307084, expected=20.000000 predicted=18.936026, expected=16.000000 predicted=14.652290, expected=20.000000 predicted=17.681759, expected=4.000000 predicted=17.567604, expected=20.000000 predicted=17.632010, expected=12.000000 predicted=14.532573, expected=28.000000 predicted=19.914591, expected=36.000000 predicted=25.459039, expected=8.000000 predicted=13.579074, expected=20.000000 predicted=20.740866, expected=16.000000 predicted=15.688437, expected=28.000000 predicted=24.415030, expected=24.000000 predicted=25.852269, expected=20.000000 predicted=17.979940, expected=28.000000 predicted=23.801160, expected=24.000000 predicted=21.810570, expected=12.000000 predicted=20.708642, expected=28.000000 predicted=24.000467, expected=12.000000 predicted=17.233113, expected=12.000000 predicted=18.745719, expected=8.000000 predicted=14.487301, expected=4.000000 predicted=8.794523, expected=12.000000 predicted=14.630796, expected=16.000000 predicted=12.072441, expected=8.000000 predicted=10.259623, expected=8.000000 predicted=9.026573, expected=12.000000 predicted=8.861987, expected=24.000000 predicted=15.795866, expected=40.000000 predicted=24.817824, expected=12.000000 predicted=15.809078, expected=24.000000 predicted=19.827686, expected=16.000000 predicted=16.868539, expected=16.000000 predicted=19.661796, expected=48.000000 predicted=34.860261, expected=76.000000 predicted=42.081548, expected=40.000000 predicted=39.069033, expected=24.000000 predicted=31.756184, expected=16.000000 predicted=24.437068, expected=4.000000 predicted=24.336118, expected=16.000000 predicted=32.055287, expected=12.000000 predicted=19.510769, expected=8.000000 predicted=13.802912, expected=12.000000 predicted=12.403042, expected=12.000000 predicted=9.277047, expected=28.000000 predicted=18.922101, expected=8.000000 predicted=12.188441, expected=24.000000 predicted=17.042986, expected=16.000000 predicted=15.244012, expected=4.000000 predicted=11.179203, expected=12.000000 predicted=16.238359, expected=24.000000 predicted=14.935722, expected=12.000000 predicted=16.322764, expected=20.000000 predicted=17.388633, expected=24.000000 predicted=15.965714, expected=12.000000 predicted=14.819756, expected=24.000000 predicted=21.790018, expected=4.000000 predicted=11.182402, expected=8.000000 predicted=13.477365, expected=16.000000 predicted=15.717063, expected=40.000000 predicted=22.592388, expected=48.000000 predicted=32.643373, expected=36.000000 predicted=27.304903, expected=8.000000 predicted=18.568849, expected=20.000000 predicted=21.565072, expected=4.000000 predicted=19.315748, expected=20.000000 predicted=25.427024, expected=36.000000 predicted=27.971511, expected=60.000000 predicted=33.307476, expected=32.000000 predicted=31.120372, expected=8.000000 predicted=18.291492, expected=32.000000 predicted=27.276427, expected=12.000000 predicted=23.026101, expected=8.000000 predicted=26.597960, expected=44.000000 predicted=30.220810, expected=20.000000 predicted=17.915687, expected=24.000000 predicted=27.084281, expected=20.000000 predicted=18.978417, expected=12.000000 predicted=14.784137, expected=4.000000 predicted=19.534848, expected=4.000000 predicted=10.753075, expected=36.000000 predicted=22.708778, expected=28.000000 predicted=21.795534, expected=32.000000 predicted=24.112696, expected=12.000000 predicted=15.152918, expected=4.000000 predicted=10.751679, expected=12.000000 predicted=19.051705, expected=16.000000 predicted=17.478031, expected=8.000000 predicted=15.940810, expected=16.000000 predicted=13.178899, expected=8.000000 predicted=8.264537, expected=44.000000 predicted=24.240254, expected=4.000000 predicted=13.436657, expected=24.000000 predicted=18.463927, expected=4.000000 predicted=11.903904, expected=20.000000 predicted=14.980323, expected=12.000000 predicted=21.098930, expected=8.000000 predicted=9.127636, expected=16.000000 predicted=16.348375, expected=12.000000 predicted=9.925416, expected=20.000000 predicted=17.456126, expected=20.000000 predicted=16.037883, expected=4.000000 predicted=9.871242, expected=20.000000 predicted=16.465565, expected=8.000000 predicted=11.007173, expected=12.000000 predicted=14.450832, expected=36.000000 predicted=22.904260, expected=12.000000 predicted=12.816332, expected=48.000000 predicted=30.810462, expected=12.000000 predicted=16.702847, expected=12.000000 predicted=17.382122, expected=16.000000 predicted=21.776945, expected=8.000000 predicted=12.225286, expected=20.000000 predicted=24.756451, expected=32.000000 predicted=20.234973, expected=24.000000 predicted=20.063624, expected=8.000000 predicted=15.811352, expected=12.000000 predicted=13.071640, expected=8.000000 predicted=13.367890, expected=36.000000 predicted=26.270878, expected=12.000000 predicted=17.632954, expected=4.000000 predicted=10.605341, expected=4.000000 predicted=8.805470, expected=32.000000 predicted=17.268208, expected=8.000000 predicted=18.086114, expected=24.000000 predicted=17.748674, expected=28.000000 predicted=17.535803, expected=12.000000 predicted=13.856381, expected=20.000000 predicted=22.906485, expected=12.000000 predicted=13.091488, expected=4.000000 predicted=13.758945, expected=12.000000 predicted=15.607213, expected=20.000000 predicted=14.193338, expected=4.000000 predicted=11.658796, expected=16.000000 predicted=13.068851, expected=16.000000 predicted=11.086706, expected=16.000000 predicted=14.331848, expected=12.000000 predicted=14.995050, expected=16.000000 predicted=12.065842, expected=32.000000 predicted=21.453659, expected=28.000000 predicted=22.333699, expected=8.000000 predicted=16.303470, expected=8.000000 predicted=13.058366, expected=8.000000 predicted=11.991297, expected=12.000000 predicted=16.729775, expected=44.000000 predicted=27.587555, expected=28.000000 predicted=20.645929, expected=12.000000 predicted=16.777297, expected=4.000000 predicted=11.368616, expected=16.000000 predicted=14.453896, expected=24.000000 predicted=25.377995, expected=24.000000 predicted=22.475632, expected=16.000000 predicted=16.336522, expected=4.000000 predicted=9.439472, expected=20.000000 predicted=16.612259, expected=8.000000 predicted=14.340273, expected=28.000000 predicted=21.505996, expected=32.000000 predicted=22.199379, expected=16.000000 predicted=15.917869, expected=4.000000 predicted=14.729487, expected=24.000000 predicted=16.507181, expected=4.000000 predicted=14.772436, expected=4.000000 predicted=14.604377, expected=24.000000 predicted=15.779667, expected=24.000000 predicted=14.799109, expected=20.000000 predicted=20.560542, expected=8.000000 predicted=10.983123, expected=8.000000 predicted=9.758723, expected=24.000000 predicted=19.625466, expected=24.000000 predicted=20.870543, expected=16.000000 predicted=18.273815, expected=4.000000 predicted=10.220619, expected=36.000000 predicted=20.517242, expected=8.000000 predicted=16.376940, expected=4.000000 predicted=14.459157, expected=16.000000 predicted=13.903005, expected=16.000000 predicted=11.424235, expected=12.000000 predicted=18.903295, expected=20.000000 predicted=14.212607, expected=8.000000 predicted=9.537396, expected=32.000000 predicted=21.237970, expected=12.000000 predicted=15.422737, expected=16.000000 predicted=16.071788, expected=32.000000 predicted=23.032017, expected=8.000000 predicted=13.158438, expected=16.000000 predicted=21.158440, expected=12.000000 predicted=13.070792, expected=4.000000 predicted=11.100169, expected=16.000000 predicted=17.874653, expected=20.000000 predicted=13.444756, expected=8.000000 predicted=12.584377, expected=8.000000 predicted=10.757348, expected=12.000000 predicted=9.235517, expected=24.000000 predicted=17.120483, expected=12.000000 predicted=15.208994, expected=36.000000 predicted=21.231557, expected=32.000000 predicted=22.021284, expected=12.000000 predicted=18.043724, expected=12.000000 predicted=18.996473, expected=8.000000 predicted=12.395602, expected=16.000000 predicted=20.304596, expected=8.000000 predicted=15.820443, expected=24.000000 predicted=16.217456, expected=4.000000 predicted=9.905937, expected=8.000000 predicted=9.760207, expected=8.000000 predicted=10.364140, expected=12.000000 predicted=9.841428, expected=20.000000 predicted=17.123285, expected=12.000000 predicted=10.332034, expected=8.000000 predicted=10.133192, expected=4.000000 predicted=7.657576, expected=12.000000 predicted=10.679134, expected=32.000000 predicted=20.388040, expected=4.000000 predicted=10.817339, expected=8.000000 predicted=10.499509, expected=12.000000 predicted=9.180743, expected=24.000000 predicted=16.330395, expected=24.000000 predicted=22.827715, expected=12.000000 predicted=12.593169, expected=20.000000 predicted=15.992320, expected=12.000000 Test MSE: 207.100
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966])] predicted=19.150330, expected=8.000000 predicted=13.799262, expected=8.000000 predicted=11.823382, expected=12.000000 predicted=14.956532, expected=20.000000 predicted=14.036883, expected=56.000000 predicted=24.616715, expected=40.000000 predicted=24.097940, expected=8.000000 predicted=21.776320, expected=8.000000 predicted=23.370073, expected=12.000000 predicted=21.176418, expected=36.000000 predicted=28.563997, expected=4.000000 predicted=17.126031, expected=40.000000 predicted=20.898741, expected=44.000000 predicted=25.128668, expected=20.000000 predicted=22.812473, expected=24.000000 predicted=30.334867, expected=32.000000 predicted=25.966835, expected=8.000000 predicted=25.074436, expected=20.000000 predicted=26.371658, expected=20.000000 predicted=20.258066, expected=4.000000 predicted=15.586197, expected=8.000000 predicted=16.538596, expected=12.000000 predicted=11.272648, expected=32.000000 predicted=17.357416, expected=4.000000 predicted=12.250464, expected=4.000000 predicted=10.296433, expected=8.000000 predicted=11.213508, expected=8.000000 predicted=9.397266, expected=60.000000 predicted=25.193040, expected=16.000000 predicted=14.284335, expected=48.000000 predicted=26.791087, expected=20.000000 predicted=25.704316, expected=28.000000 predicted=27.042144, expected=16.000000 predicted=32.568850, expected=20.000000 predicted=22.458508, expected=16.000000 predicted=25.349865, expected=36.000000 predicted=23.526344, expected=16.000000 predicted=21.396488, expected=12.000000 predicted=18.497785, expected=12.000000 predicted=18.643940, expected=28.000000 predicted=19.594797, expected=16.000000 predicted=20.081130, expected=28.000000 predicted=19.834462, expected=20.000000 predicted=19.169053, expected=48.000000 predicted=26.651620, expected=32.000000 predicted=28.944904, expected=24.000000 predicted=26.761854, expected=12.000000 predicted=26.790070, expected=48.000000 predicted=31.246689, expected=40.000000 predicted=34.512666, expected=16.000000 predicted=27.171346, expected=20.000000 predicted=27.775212, expected=36.000000 predicted=27.674382, expected=16.000000 predicted=27.532196, expected=12.000000 predicted=23.805805, expected=20.000000 predicted=20.355901, expected=12.000000 predicted=17.198246, expected=12.000000 predicted=18.456086, expected=36.000000 predicted=20.215939, expected=20.000000 predicted=17.312183, expected=24.000000 predicted=21.441546, expected=36.000000 predicted=24.917943, expected=64.000000 predicted=33.373092, expected=100.000000 predicted=52.817701, expected=52.000000 predicted=47.966048, expected=40.000000 predicted=51.770587, expected=16.000000 predicted=47.106593, expected=12.000000 predicted=41.631355, expected=24.000000 predicted=41.888505, expected=8.000000 predicted=23.004990, expected=24.000000 predicted=22.490091, expected=24.000000 predicted=18.816083, expected=36.000000 predicted=22.237119, expected=20.000000 predicted=22.971176, expected=8.000000 predicted=17.687673, expected=16.000000 predicted=21.101787, expected=12.000000 predicted=17.352296, expected=8.000000 predicted=16.086731, expected=28.000000 predicted=17.791181, expected=28.000000 predicted=17.181414, expected=16.000000 predicted=17.587483, expected=12.000000 predicted=17.209944, expected=36.000000 predicted=22.373507, expected=20.000000 predicted=22.098368, expected=12.000000 predicted=20.143450, expected=24.000000 predicted=21.304368, expected=32.000000 predicted=22.126772, expected=8.000000 predicted=20.446572, expected=32.000000 predicted=23.793584, expected=20.000000 predicted=20.126015, expected=8.000000 predicted=18.212571, expected=4.000000 predicted=17.479745, expected=36.000000 predicted=19.022944, expected=16.000000 predicted=18.500187, expected=32.000000 predicted=21.723972, expected=20.000000 predicted=19.762264, expected=32.000000 predicted=22.427255, expected=24.000000 predicted=27.420334, expected=12.000000 predicted=20.167248, expected=16.000000 predicted=22.898985, expected=12.000000 predicted=17.480993, expected=20.000000 predicted=19.653549, expected=8.000000 predicted=14.796953, expected=12.000000 predicted=12.963896, expected=24.000000 predicted=16.724585, expected=52.000000 predicted=24.444377, expected=112.000000 predicted=49.072239, expected=96.000000 predicted=57.124374, expected=48.000000 predicted=55.436423, expected=28.000000 predicted=54.628926, expected=36.000000 predicted=54.991264, expected=28.000000 predicted=53.804532, expected=48.000000 predicted=50.606944, expected=44.000000 predicted=40.639285, expected=36.000000 predicted=35.818129, expected=40.000000 predicted=39.689965, expected=40.000000 predicted=38.103596, expected=60.000000 predicted=47.509914, expected=28.000000 predicted=39.168717, expected=20.000000 predicted=34.406565, expected=28.000000 predicted=35.162864, expected=28.000000 predicted=31.359440, expected=24.000000 predicted=31.862800, expected=32.000000 predicted=28.167814, expected=80.000000 predicted=42.620211, expected=40.000000 predicted=37.862645, expected=60.000000 predicted=47.434436, expected=80.000000 predicted=57.455149, expected=44.000000 predicted=50.100254, expected=64.000000 predicted=65.042755, expected=32.000000 predicted=48.417114, expected=20.000000 predicted=43.574770, expected=40.000000 predicted=47.918046, expected=28.000000 predicted=34.400880, expected=60.000000 predicted=46.004608, expected=52.000000 predicted=41.483423, expected=28.000000 predicted=35.110432, expected=12.000000 predicted=33.388963, expected=40.000000 predicted=35.514809, expected=16.000000 predicted=31.262219, expected=24.000000 predicted=29.430779, expected=64.000000 predicted=37.557225, expected=48.000000 predicted=34.014883, expected=92.000000 predicted=57.366528, expected=36.000000 predicted=44.145846, expected=40.000000 predicted=46.919707, expected=24.000000 predicted=46.894079, expected=36.000000 predicted=41.416412, expected=40.000000 predicted=47.144042, expected=36.000000 predicted=35.138885, expected=40.000000 predicted=37.717448, expected=32.000000 predicted=33.411969, expected=40.000000 predicted=37.579803, expected=28.000000 predicted=34.693475, expected=56.000000 predicted=41.565559, expected=80.000000 predicted=52.550990, expected=80.000000 predicted=57.323641, expected=20.000000 predicted=45.766657, expected=40.000000 predicted=47.494041, expected=8.000000 predicted=38.478644, expected=12.000000 predicted=34.817725, expected=28.000000 predicted=34.465759, expected=16.000000 predicted=18.380317, expected=64.000000 predicted=36.832286, expected=24.000000 predicted=24.785468, expected=8.000000 predicted=21.307982, expected=12.000000 predicted=23.214947, expected=36.000000 predicted=25.417446, expected=20.000000 predicted=28.352649, expected=28.000000 predicted=23.585306, expected=36.000000 predicted=25.314813, expected=40.000000 predicted=29.292996, expected=28.000000 predicted=31.662945, expected=36.000000 predicted=31.705337, expected=16.000000 predicted=27.283853, expected=24.000000 predicted=28.599135, expected=16.000000 predicted=25.241065, expected=28.000000 predicted=24.745069, expected=12.000000 predicted=21.248023, expected=12.000000 predicted=16.308909, expected=16.000000 predicted=17.965298, expected=20.000000 predicted=16.977753, expected=32.000000 predicted=23.194018, expected=12.000000 predicted=16.246706, expected=28.000000 predicted=21.226634, expected=24.000000 predicted=21.987831, expected=32.000000 predicted=25.281754, expected=40.000000 predicted=31.430643, expected=16.000000 predicted=22.581236, expected=12.000000 predicted=23.013505, expected=48.000000 predicted=31.667506, expected=24.000000 predicted=27.171382, expected=24.000000 predicted=28.289504, expected=20.000000 predicted=23.360970, expected=4.000000 predicted=16.366228, expected=20.000000 predicted=24.071305, expected=24.000000 predicted=20.032073, expected=12.000000 predicted=16.556278, expected=20.000000 predicted=18.183049, expected=12.000000 predicted=13.577923, expected=24.000000 predicted=19.378131, expected=8.000000 predicted=15.624227, expected=4.000000 predicted=11.073861, expected=24.000000 predicted=17.239191, expected=12.000000 predicted=12.775270, expected=20.000000 predicted=17.157547, expected=20.000000 predicted=15.718674, expected=32.000000 predicted=19.928766, expected=8.000000 predicted=17.852774, expected=28.000000 predicted=20.982151, expected=32.000000 predicted=24.732815, expected=4.000000 predicted=16.898543, expected=8.000000 predicted=18.097020, expected=20.000000 predicted=15.824037, expected=12.000000 predicted=15.988420, expected=24.000000 predicted=19.690189, expected=20.000000 predicted=15.256034, expected=16.000000 predicted=15.805681, expected=8.000000 predicted=15.428117, expected=8.000000 predicted=12.588354, expected=16.000000 predicted=15.546988, expected=16.000000 predicted=14.495634, expected=24.000000 predicted=16.826754, expected=180.000000 predicted=68.597309, expected=28.000000 predicted=42.223784, expected=16.000000 predicted=43.282442, expected=28.000000 predicted=43.872065, expected=28.000000 predicted=37.777583, expected=16.000000 predicted=54.810832, expected=44.000000 predicted=30.548196, expected=52.000000 predicted=33.382129, expected=36.000000 predicted=34.430350, expected=48.000000 predicted=40.100228, expected=8.000000 predicted=27.171131, expected=8.000000 predicted=27.985363, expected=28.000000 predicted=30.494407, expected=32.000000 predicted=26.875461, expected=16.000000 predicted=24.839409, expected=16.000000 predicted=17.547062, expected=24.000000 predicted=19.695471, expected=24.000000 predicted=23.130789, expected=36.000000 predicted=27.803674, expected=60.000000 predicted=34.749453, expected=32.000000 predicted=31.253303, expected=20.000000 predicted=30.497122, expected=8.000000 predicted=24.874304, expected=16.000000 predicted=24.842901, expected=20.000000 predicted=26.913138, expected=36.000000 predicted=25.498535, expected=8.000000 predicted=16.772667, expected=24.000000 predicted=19.140185, expected=4.000000 predicted=14.781811, expected=16.000000 predicted=16.749632, expected=24.000000 predicted=21.381667, expected=8.000000 predicted=11.787512, expected=28.000000 predicted=20.630431, expected=24.000000 predicted=17.352298, expected=12.000000 predicted=17.003225, expected=16.000000 predicted=19.132366, expected=16.000000 predicted=15.528883, expected=28.000000 predicted=22.334901, expected=16.000000 predicted=18.850966, expected=8.000000 predicted=14.257346, expected=16.000000 predicted=16.365957, expected=16.000000 predicted=15.637216, expected=8.000000 predicted=14.858804, expected=12.000000 predicted=12.993362, expected=20.000000 predicted=13.824678, expected=4.000000 predicted=11.016843, expected=32.000000 predicted=18.907722, expected=28.000000 predicted=18.596160, expected=32.000000 predicted=22.855088, expected=28.000000 predicted=25.525210, expected=12.000000 predicted=18.702862, expected=44.000000 predicted=32.249785, expected=20.000000 predicted=25.491392, expected=12.000000 predicted=22.990588, expected=4.000000 predicted=17.832416, expected=32.000000 predicted=20.602360, expected=12.000000 predicted=20.601714, expected=24.000000 predicted=19.246450, expected=20.000000 predicted=17.963540, expected=24.000000 predicted=18.309554, expected=36.000000 predicted=27.913843, expected=8.000000 predicted=17.475282, expected=12.000000 predicted=19.457428, expected=4.000000 predicted=14.368533, expected=4.000000 predicted=12.069746, expected=8.000000 predicted=13.037289, expected=12.000000 predicted=8.372251, expected=16.000000 predicted=10.978341, expected=16.000000 predicted=10.949393, expected=12.000000 predicted=11.061286, expected=16.000000 predicted=13.428561, expected=16.000000 predicted=14.504495, expected=8.000000 predicted=12.860175, expected=24.000000 predicted=17.083182, expected=12.000000 predicted=13.719517, expected=28.000000 predicted=19.334399, expected=20.000000 predicted=18.607767, expected=28.000000 predicted=20.441578, expected=28.000000 predicted=24.759235, expected=16.000000 predicted=19.844992, expected=24.000000 predicted=24.456034, expected=32.000000 predicted=25.293288, expected=32.000000 predicted=27.661426, expected=20.000000 predicted=25.106307, expected=24.000000 predicted=23.923272, expected=20.000000 predicted=23.692520, expected=28.000000 predicted=26.407796, expected=12.000000 predicted=21.416968, expected=36.000000 predicted=25.369505, expected=16.000000 predicted=21.494003, expected=8.000000 predicted=17.496050, expected=36.000000 predicted=25.824492, expected=24.000000 predicted=20.647919, expected=12.000000 predicted=21.754255, expected=28.000000 predicted=22.240316, expected=20.000000 predicted=19.052084, expected=16.000000 predicted=22.431628, expected=8.000000 predicted=16.818053, expected=8.000000 predicted=12.896510, expected=12.000000 predicted=15.163843, expected=16.000000 predicted=14.018981, expected=12.000000 predicted=12.451062, expected=32.000000 predicted=17.687354, expected=28.000000 predicted=19.323818, expected=4.000000 predicted=14.743674, expected=12.000000 predicted=16.513338, expected=4.000000 predicted=11.694149, expected=16.000000 predicted=16.426311, expected=12.000000 predicted=13.945881, expected=24.000000 predicted=13.633757, expected=40.000000 predicted=22.288410, expected=4.000000 predicted=13.533093, expected=8.000000 predicted=15.997071, expected=16.000000 predicted=15.848799, expected=12.000000 predicted=15.456829, expected=8.000000 predicted=15.884287, expected=12.000000 predicted=9.917821, expected=8.000000 predicted=9.524824, expected=24.000000 predicted=15.490284, expected=4.000000 predicted=10.080471, expected=4.000000 predicted=8.752513, expected=36.000000 predicted=18.414005, expected=12.000000 predicted=13.005253, expected=28.000000 predicted=21.354182, expected=84.000000 predicted=37.500163, expected=376.000000 predicted=160.721271, expected=232.000000 predicted=163.623542, expected=128.000000 predicted=138.333915, expected=64.000000 predicted=120.974783, expected=64.000000 predicted=115.264623, expected=24.000000 predicted=133.227401, expected=28.000000 predicted=76.530150, expected=16.000000 predicted=44.203026, expected=20.000000 predicted=29.171281, expected=4.000000 predicted=20.344041, expected=36.000000 predicted=26.208884, expected=28.000000 predicted=25.453784, expected=32.000000 predicted=25.749348, expected=8.000000 predicted=17.841266, expected=40.000000 predicted=27.717357, expected=32.000000 predicted=31.228024, expected=12.000000 predicted=19.624127, expected=32.000000 predicted=30.148936, expected=24.000000 predicted=22.081811, expected=8.000000 predicted=18.561361, expected=12.000000 predicted=18.382955, expected=12.000000 predicted=13.189372, expected=24.000000 predicted=20.950901, expected=16.000000 predicted=17.281936, expected=28.000000 predicted=20.608240, expected=16.000000 predicted=17.478332, expected=8.000000 predicted=12.661889, expected=20.000000 predicted=19.672919, expected=16.000000 predicted=15.802604, expected=24.000000 predicted=21.378062, expected=16.000000 predicted=17.184894, expected=12.000000 predicted=13.451355, expected=8.000000 predicted=13.187142, expected=44.000000 predicted=28.258393, expected=36.000000 predicted=29.028543, expected=28.000000 predicted=25.833197, expected=8.000000 predicted=17.757742, expected=20.000000 predicted=19.444796, expected=16.000000 predicted=22.204539, expected=48.000000 predicted=34.564738, expected=8.000000 predicted=18.273496, expected=24.000000 predicted=20.553225, expected=20.000000 predicted=22.441938, expected=16.000000 predicted=16.769315, expected=24.000000 predicted=26.538752, expected=24.000000 predicted=19.923751, expected=8.000000 predicted=15.259037, expected=8.000000 predicted=13.519564, expected=28.000000 predicted=21.046073, expected=16.000000 predicted=17.183751, expected=20.000000 predicted=19.355492, expected=16.000000 predicted=16.245733, expected=4.000000 predicted=9.344664, expected=4.000000 predicted=11.302583, expected=24.000000 predicted=17.276472, expected=20.000000 predicted=16.960652, expected=12.000000 predicted=13.664715, expected=20.000000 predicted=16.379736, expected=4.000000 predicted=8.724759, expected=12.000000 predicted=13.996925, expected=28.000000 predicted=21.159173, expected=12.000000 predicted=13.023000, expected=4.000000 predicted=10.901277, expected=4.000000 predicted=7.560720, expected=20.000000 predicted=14.331689, expected=8.000000 predicted=12.050022, expected=20.000000 predicted=15.014992, expected=12.000000 predicted=11.846445, expected=12.000000 predicted=10.962859, expected=20.000000 Test MSE: 678.138
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935])] predicted=26.040728, expected=32.000000 predicted=30.633860, expected=28.000000 predicted=28.240281, expected=44.000000 predicted=32.940728, expected=40.000000 predicted=33.416332, expected=20.000000 predicted=30.803226, expected=32.000000 predicted=35.184324, expected=24.000000 predicted=28.900804, expected=40.000000 predicted=33.778983, expected=28.000000 predicted=32.119666, expected=64.000000 predicted=36.800267, expected=40.000000 predicted=37.756245, expected=36.000000 predicted=35.193549, expected=52.000000 predicted=48.901078, expected=8.000000 predicted=28.295661, expected=20.000000 predicted=38.939824, expected=32.000000 predicted=34.475691, expected=20.000000 predicted=22.090347, expected=36.000000 predicted=34.172924, expected=28.000000 predicted=23.107161, expected=24.000000 predicted=24.008816, expected=20.000000 predicted=28.209320, expected=20.000000 predicted=22.507452, expected=52.000000 predicted=33.978344, expected=56.000000 predicted=34.399620, expected=36.000000 predicted=32.616009, expected=52.000000 predicted=43.049100, expected=32.000000 predicted=36.815960, expected=20.000000 predicted=37.682676, expected=16.000000 predicted=37.365709, expected=52.000000 predicted=35.896030, expected=52.000000 predicted=38.937407, expected=32.000000 predicted=32.265065, expected=28.000000 predicted=35.261858, expected=20.000000 predicted=29.075157, expected=24.000000 predicted=33.505110, expected=16.000000 predicted=29.156934, expected=64.000000 predicted=35.879430, expected=20.000000 predicted=25.410742, expected=56.000000 predicted=35.348239, expected=36.000000 predicted=38.605319, expected=64.000000 predicted=37.795755, expected=12.000000 predicted=43.436627, expected=28.000000 predicted=31.701380, expected=28.000000 predicted=41.701567, expected=44.000000 predicted=30.722361, expected=44.000000 predicted=42.812763, expected=32.000000 predicted=28.350187, expected=32.000000 predicted=35.434858, expected=28.000000 predicted=32.750632, expected=36.000000 predicted=35.891691, expected=40.000000 predicted=36.990527, expected=48.000000 predicted=36.613599, expected=36.000000 predicted=36.303505, expected=40.000000 predicted=37.626222, expected=40.000000 predicted=40.298009, expected=32.000000 predicted=36.763819, expected=40.000000 predicted=41.350540, expected=56.000000 predicted=42.314442, expected=28.000000 predicted=35.831858, expected=36.000000 predicted=40.065269, expected=12.000000 predicted=31.919181, expected=36.000000 predicted=33.305598, expected=12.000000 predicted=30.977871, expected=32.000000 predicted=24.993066, expected=24.000000 predicted=28.803232, expected=48.000000 predicted=25.738050, expected=32.000000 predicted=33.015329, expected=36.000000 predicted=28.099814, expected=68.000000 predicted=46.221601, expected=44.000000 predicted=36.771207, expected=36.000000 predicted=44.021108, expected=32.000000 predicted=42.664952, expected=64.000000 predicted=45.631132, expected=36.000000 predicted=45.802012, expected=20.000000 predicted=36.341068, expected=36.000000 predicted=41.538603, expected=36.000000 predicted=32.844708, expected=28.000000 predicted=36.818725, expected=44.000000 predicted=37.464787, expected=52.000000 predicted=35.890476, expected=24.000000 predicted=32.943123, expected=12.000000 predicted=32.377613, expected=56.000000 predicted=39.973808, expected=20.000000 predicted=28.757114, expected=32.000000 predicted=34.518104, expected=32.000000 predicted=34.003608, expected=56.000000 predicted=30.604489, expected=28.000000 predicted=38.774008, expected=40.000000 predicted=34.125378, expected=20.000000 predicted=34.598097, expected=44.000000 predicted=34.461249, expected=20.000000 predicted=36.008392, expected=28.000000 predicted=27.489835, expected=40.000000 predicted=37.162403, expected=28.000000 predicted=24.855707, expected=20.000000 predicted=31.409847, expected=28.000000 predicted=28.205103, expected=32.000000 predicted=27.917661, expected=16.000000 predicted=25.936564, expected=56.000000 predicted=35.257271, expected=56.000000 predicted=35.182316, expected=32.000000 predicted=32.163869, expected=28.000000 predicted=40.105272, expected=36.000000 predicted=34.594565, expected=32.000000 predicted=37.850857, expected=12.000000 predicted=32.009354, expected=28.000000 predicted=30.215795, expected=16.000000 predicted=23.273502, expected=24.000000 predicted=23.887477, expected=36.000000 predicted=29.155814, expected=36.000000 predicted=23.141685, expected=32.000000 predicted=29.789426, expected=48.000000 predicted=33.885927, expected=44.000000 predicted=35.509881, expected=76.000000 predicted=48.563563, expected=32.000000 predicted=42.167048, expected=60.000000 predicted=48.865495, expected=28.000000 predicted=48.191730, expected=20.000000 predicted=35.132766, expected=36.000000 predicted=49.551314, expected=44.000000 predicted=32.941170, expected=32.000000 predicted=37.618129, expected=32.000000 predicted=33.571348, expected=28.000000 predicted=30.709721, expected=20.000000 predicted=29.217165, expected=60.000000 predicted=41.230283, expected=28.000000 predicted=30.486484, expected=36.000000 predicted=33.651305, expected=44.000000 predicted=40.872207, expected=36.000000 predicted=30.632503, expected=32.000000 predicted=41.999221, expected=36.000000 predicted=35.528691, expected=24.000000 predicted=32.037038, expected=40.000000 predicted=37.068121, expected=44.000000 predicted=36.790728, expected=36.000000 predicted=33.219599, expected=44.000000 predicted=40.232493, expected=4.000000 predicted=26.665102, expected=16.000000 predicted=29.824173, expected=16.000000 predicted=28.132992, expected=16.000000 predicted=18.069476, expected=24.000000 predicted=25.118954, expected=44.000000 predicted=21.326441, expected=56.000000 predicted=30.668955, expected=32.000000 predicted=29.659932, expected=24.000000 predicted=31.854468, expected=32.000000 predicted=35.032826, expected=48.000000 predicted=38.387963, expected=28.000000 predicted=36.256456, expected=24.000000 predicted=31.547963, expected=20.000000 predicted=29.170273, expected=36.000000 predicted=29.966706, expected=36.000000 predicted=33.770899, expected=36.000000 predicted=29.995341, expected=4.000000 predicted=23.850273, expected=36.000000 predicted=29.196004, expected=52.000000 predicted=35.961435, expected=16.000000 predicted=23.809228, expected=16.000000 predicted=30.842408, expected=40.000000 predicted=28.476226, expected=8.000000 predicted=20.701896, expected=24.000000 predicted=29.953813, expected=44.000000 predicted=29.044776, expected=68.000000 predicted=31.981232, expected=52.000000 predicted=42.297195, expected=32.000000 predicted=35.489367, expected=20.000000 predicted=38.082776, expected=4.000000 predicted=30.858186, expected=48.000000 predicted=41.818301, expected=24.000000 predicted=29.230170, expected=56.000000 predicted=33.426704, expected=32.000000 predicted=33.578084, expected=20.000000 predicted=22.789548, expected=24.000000 predicted=38.496932, expected=20.000000 predicted=24.276085, expected=56.000000 predicted=39.806067, expected=48.000000 predicted=34.793645, expected=28.000000 predicted=29.400207, expected=28.000000 predicted=36.266714, expected=28.000000 predicted=30.877094, expected=20.000000 predicted=32.926674, expected=20.000000 predicted=30.056884, expected=32.000000 predicted=27.282298, expected=56.000000 predicted=33.188432, expected=20.000000 predicted=26.516709, expected=12.000000 predicted=25.404466, expected=20.000000 predicted=27.952113, expected=20.000000 predicted=22.112124, expected=12.000000 predicted=24.869075, expected=20.000000 predicted=19.174042, expected=40.000000 predicted=22.439503, expected=36.000000 predicted=24.152149, expected=56.000000 predicted=34.191055, expected=36.000000 predicted=32.356904, expected=36.000000 predicted=34.616402, expected=32.000000 predicted=40.573688, expected=16.000000 predicted=29.970130, expected=48.000000 predicted=42.228915, expected=32.000000 predicted=32.115955, expected=32.000000 predicted=31.319813, expected=44.000000 predicted=39.015209, expected=24.000000 predicted=26.728553, expected=12.000000 predicted=31.255567, expected=28.000000 predicted=30.843312, expected=48.000000 predicted=31.614410, expected=28.000000 predicted=29.801744, expected=40.000000 predicted=32.947697, expected=32.000000 predicted=30.698570, expected=4.000000 predicted=23.177660, expected=24.000000 predicted=33.283849, expected=32.000000 predicted=26.443562, expected=56.000000 predicted=33.155320, expected=8.000000 predicted=24.944579, expected=16.000000 predicted=21.461134, expected=20.000000 predicted=27.600027, expected=8.000000 predicted=16.469701, expected=24.000000 predicted=28.172322, expected=16.000000 predicted=14.343631, expected=48.000000 predicted=24.203543, expected=36.000000 predicted=27.048326, expected=32.000000 predicted=24.514757, expected=44.000000 predicted=37.470212, expected=44.000000 predicted=33.426360, expected=36.000000 predicted=39.783373, expected=44.000000 predicted=41.155349, expected=40.000000 predicted=38.700047, expected=60.000000 predicted=46.308498, expected=40.000000 predicted=43.545283, expected=36.000000 predicted=40.584847, expected=12.000000 predicted=37.322237, expected=24.000000 predicted=32.646055, expected=40.000000 predicted=38.896734, expected=44.000000 predicted=32.314808, expected=24.000000 predicted=30.634329, expected=24.000000 predicted=27.347608, expected=32.000000 predicted=31.071054, expected=40.000000 predicted=33.387279, expected=60.000000 predicted=41.668567, expected=28.000000 predicted=32.074435, expected=68.000000 predicted=45.504004, expected=48.000000 predicted=45.721379, expected=28.000000 predicted=38.444567, expected=52.000000 predicted=54.836479, expected=40.000000 predicted=38.578306, expected=4.000000 predicted=35.704337, expected=40.000000 predicted=41.576932, expected=28.000000 predicted=28.654758, expected=16.000000 predicted=26.803263, expected=36.000000 predicted=34.677952, expected=20.000000 predicted=18.761015, expected=20.000000 predicted=26.340747, expected=52.000000 predicted=34.569452, expected=40.000000 predicted=27.464751, expected=48.000000 predicted=38.081689, expected=40.000000 predicted=38.096394, expected=36.000000 predicted=35.067722, expected=24.000000 predicted=39.905143, expected=32.000000 predicted=35.829096, expected=48.000000 predicted=40.391427, expected=44.000000 predicted=36.952901, expected=28.000000 predicted=34.965087, expected=8.000000 predicted=28.063052, expected=12.000000 predicted=26.561319, expected=12.000000 predicted=24.422430, expected=16.000000 predicted=20.350003, expected=36.000000 predicted=23.080931, expected=12.000000 predicted=13.467734, expected=40.000000 predicted=24.106910, expected=24.000000 predicted=23.225167, expected=8.000000 predicted=16.998480, expected=12.000000 predicted=25.570891, expected=28.000000 predicted=18.952317, expected=52.000000 predicted=31.005800, expected=24.000000 predicted=23.898740, expected=24.000000 predicted=24.494515, expected=20.000000 predicted=26.146997, expected=20.000000 predicted=23.838970, expected=24.000000 predicted=30.047803, expected=12.000000 predicted=19.007200, expected=56.000000 predicted=31.016793, expected=20.000000 predicted=22.829925, expected=40.000000 predicted=28.775653, expected=28.000000 predicted=32.970687, expected=12.000000 predicted=19.714934, expected=16.000000 predicted=32.671085, expected=24.000000 predicted=21.701895, expected=4.000000 predicted=18.478106, expected=24.000000 predicted=21.130061, expected=28.000000 predicted=19.118584, expected=8.000000 predicted=13.231193, expected=20.000000 predicted=21.575951, expected=28.000000 predicted=18.321540, expected=40.000000 predicted=24.723713, expected=36.000000 predicted=29.133401, expected=16.000000 predicted=21.745198, expected=52.000000 predicted=35.470253, expected=24.000000 predicted=29.264519, expected=4.000000 predicted=24.596352, expected=16.000000 predicted=28.984135, expected=28.000000 predicted=19.985829, expected=28.000000 predicted=26.750907, expected=28.000000 predicted=23.819822, expected=28.000000 predicted=21.741255, expected=24.000000 predicted=23.794649, expected=20.000000 predicted=25.286351, expected=16.000000 predicted=23.230495, expected=40.000000 predicted=28.244417, expected=20.000000 predicted=23.160086, expected=28.000000 predicted=25.072610, expected=20.000000 predicted=25.016166, expected=28.000000 predicted=22.629916, expected=32.000000 predicted=30.768058, expected=28.000000 predicted=24.492714, expected=28.000000 predicted=28.336400, expected=52.000000 predicted=33.633432, expected=16.000000 predicted=26.734394, expected=12.000000 predicted=26.707461, expected=12.000000 predicted=25.651526, expected=24.000000 predicted=20.841516, expected=44.000000 predicted=32.050702, expected=24.000000 predicted=20.764755, expected=52.000000 predicted=31.443458, expected=20.000000 predicted=26.788907, expected=32.000000 predicted=30.081341, expected=12.000000 predicted=31.933763, expected=28.000000 predicted=24.666062, expected=24.000000 predicted=31.281201, expected=48.000000 predicted=27.694679, expected=36.000000 predicted=32.170866, expected=16.000000 predicted=23.122075, expected=12.000000 predicted=27.796895, expected=40.000000 predicted=29.390969, expected=20.000000 predicted=26.990642, expected=12.000000 predicted=22.515807, expected=16.000000 predicted=21.402956, expected=24.000000 predicted=17.928433, expected=16.000000 predicted=21.747719, expected=20.000000 predicted=19.044426, expected=12.000000 predicted=15.917773, expected=20.000000 predicted=17.349500, expected=24.000000 predicted=20.845562, expected=44.000000 predicted=24.254535, expected=60.000000 predicted=33.880047, expected=16.000000 predicted=24.541909, expected=24.000000 predicted=31.646737, expected=32.000000 predicted=33.533698, expected=24.000000 predicted=28.465340, expected=36.000000 predicted=37.242627, expected=48.000000 predicted=31.576885, expected=24.000000 predicted=27.844248, expected=28.000000 predicted=33.042775, expected=28.000000 predicted=30.975972, expected=32.000000 predicted=30.531662, expected=40.000000 predicted=36.613346, expected=12.000000 predicted=24.013980, expected=28.000000 predicted=29.042802, expected=128.000000 predicted=56.757734, expected=148.000000 predicted=69.910635, expected=44.000000 predicted=58.022423, expected=76.000000 predicted=78.757559, expected=64.000000 predicted=72.944263, expected=52.000000 predicted=75.041074, expected=56.000000 predicted=84.285584, expected=56.000000 predicted=54.506936, expected=48.000000 predicted=57.724439, expected=48.000000 predicted=54.846576, expected=28.000000 predicted=44.778492, expected=68.000000 predicted=54.411320, expected=36.000000 predicted=45.209499, expected=52.000000 predicted=46.523860, expected=64.000000 predicted=55.569709, expected=36.000000 predicted=39.045355, expected=48.000000 predicted=54.819248, expected=36.000000 predicted=43.345359, expected=24.000000 predicted=38.391343, expected=28.000000 predicted=41.970488, expected=48.000000 predicted=37.346463, expected=12.000000 predicted=28.957776, expected=20.000000 predicted=28.916579, expected=24.000000 predicted=27.169960, expected=28.000000 predicted=23.230656, expected=20.000000 predicted=27.858352, expected=32.000000 predicted=23.553369, expected=16.000000 predicted=21.525507, expected=44.000000 predicted=29.514686, expected=12.000000 predicted=23.605556, expected=40.000000 predicted=27.808487, expected=32.000000 predicted=32.228058, expected=56.000000 predicted=32.013349, expected=8.000000 predicted=31.428835, expected=48.000000 predicted=33.009319, expected=36.000000 predicted=38.524861, expected=24.000000 predicted=27.102883, expected=28.000000 predicted=39.782565, expected=12.000000 predicted=19.800950, expected=16.000000 predicted=27.049364, expected=16.000000 predicted=22.949510, expected=8.000000 predicted=14.739547, expected=32.000000 predicted=22.760416, expected=36.000000 predicted=21.144839, expected=28.000000 predicted=21.721116, expected=32.000000 predicted=27.933824, expected=20.000000 predicted=22.859808, expected=20.000000 predicted=26.475393, expected=20.000000 predicted=26.534346, expected=60.000000 predicted=33.855319, expected=24.000000 predicted=27.606053, expected=20.000000 predicted=25.861884, expected=28.000000 predicted=31.643653, expected=8.000000 predicted=18.513749, expected=12.000000 predicted=27.430218, expected=28.000000 predicted=22.588535, expected=36.000000 predicted=21.710295, expected=16.000000 predicted=21.316658, expected=12.000000 predicted=18.134001, expected=32.000000 predicted=23.841963, expected=16.000000 predicted=19.949786, expected=24.000000 predicted=24.528580, expected=28.000000 predicted=23.599499, expected=40.000000 predicted=24.413149, expected=24.000000 predicted=27.754086, expected=32.000000 predicted=27.453330, expected=16.000000 predicted=25.827861, expected=16.000000 predicted=23.144195, expected=28.000000 predicted=28.934910, expected=16.000000 predicted=19.132310, expected=44.000000 predicted=29.757573, expected=20.000000 predicted=22.221105, expected=24.000000 predicted=22.714548, expected=16.000000 predicted=26.242371, expected=24.000000 Test MSE: 261.393
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134])] predicted=15.257013, expected=31.540000 predicted=53.228035, expected=58.824000 predicted=46.086662, expected=29.140000 predicted=34.477274, expected=59.060000 predicted=49.985687, expected=30.600000 predicted=34.160927, expected=28.784000 predicted=41.135445, expected=61.200000 predicted=39.683270, expected=32.224000 predicted=48.839672, expected=32.556000 predicted=32.667786, expected=33.784000 predicted=27.335431, expected=32.136000 predicted=41.604467, expected=34.676000 predicted=30.362179, expected=30.880000 predicted=31.933732, expected=35.460000 predicted=34.478913, expected=69.896000 predicted=55.001386, expected=39.824000 predicted=49.166316, expected=31.636000 predicted=37.102867, expected=39.984000 predicted=32.050726, expected=34.800000 predicted=45.354917, expected=34.404000 predicted=33.043382, expected=35.904000 predicted=32.930314, expected=33.136000 predicted=35.985988, expected=34.784000 predicted=33.899866, expected=34.364000 predicted=34.052284, expected=33.516000 predicted=34.574240, expected=34.920000 predicted=33.843097, expected=101.064000 predicted=74.742486, expected=29.176000 predicted=50.976566, expected=31.944000 predicted=38.579465, expected=67.636000 predicted=41.590715, expected=29.904000 predicted=61.637780, expected=34.216000 predicted=27.760736, expected=67.740000 predicted=47.897486, expected=102.316000 predicted=95.769416, expected=95.500000 predicted=89.525930, expected=35.340000 predicted=55.145289, expected=68.676000 predicted=60.021813, expected=68.080000 predicted=70.101030, expected=33.340000 predicted=57.308087, expected=68.800000 predicted=45.600962, expected=235.636000 predicted=169.151825, expected=141.212000 predicted=167.381678, expected=192.016000 predicted=172.617351, expected=166.944000 predicted=147.068332, expected=131.620000 predicted=185.721584, expected=34.620000 predicted=58.070649, expected=367.760000 predicted=255.621408, expected=470.984000 predicted=397.320179, expected=584.056000 predicted=542.696782, expected=689.356000 predicted=567.918654, expected=566.404000 predicted=628.483267, expected=643.548000 predicted=621.974171, expected=1523.564000 predicted=1163.666985, expected=2436.936000 predicted=2045.728702, expected=3979.984000 predicted=3418.052963, expected=2951.852000 predicted=3088.637646, expected=2566.316000 predicted=2738.320172, expected=3962.776000 predicted=3410.577708, expected=5248.008000 predicted=5138.214139, expected=3186.664000 predicted=3665.380891, expected=1588.700000 predicted=2289.155118, expected=747.348000 predicted=1479.155407, expected=700.652000 predicted=1363.320265, expected=1296.040000 predicted=957.087943, expected=303.420000 predicted=247.011859, expected=849.612000 predicted=637.262931, expected=165.716000 predicted=245.350096, expected=39.596000 predicted=371.519589, expected=32.120000 predicted=-202.737465, expected=30.080000 predicted=215.047039, expected=33.700000 predicted=-91.717892, expected=33.056000 predicted=8.405739, expected=68.620000 predicted=57.402085, expected=98.268000 predicted=85.649907, expected=65.816000 predicted=72.261672, expected=64.644000 predicted=64.333477, expected=33.444000 predicted=46.987192, expected=105.024000 predicted=97.665675, expected=29.500000 predicted=37.445070, expected=36.016000 predicted=44.133584, expected=69.420000 predicted=46.941195, expected=37.252000 predicted=64.872825, expected=31.120000 predicted=20.000142, expected=31.960000 predicted=30.758263, expected=30.700000 predicted=41.092746, expected=33.200000 predicted=26.869420, expected=35.484000 predicted=33.326730, expected=99.380000 predicted=81.521994, expected=35.120000 predicted=46.016713, expected=33.120000 predicted=39.821796, expected=126.604000 predicted=95.475568, expected=28.784000 predicted=66.098870, expected=29.340000 predicted=25.530798, expected=28.364000 predicted=20.055891, expected=35.484000 predicted=62.413971, expected=35.960000 predicted=15.451244, expected=63.436000 predicted=55.858485, expected=28.760000 predicted=34.733783, expected=93.564000 predicted=80.012534, expected=29.136000 predicted=38.304643, expected=31.460000 predicted=45.760941, expected=30.800000 predicted=18.149392, expected=59.604000 predicted=71.231369, expected=28.904000 Test MSE: 233224.481
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945])] predicted=23.460324, expected=25.908000 predicted=19.877344, expected=36.880000 predicted=23.417368, expected=21.568000 predicted=20.570823, expected=31.844000 predicted=24.143018, expected=31.120000 predicted=26.882044, expected=4.024000 predicted=25.112799, expected=15.992000 predicted=22.946174, expected=13.652000 predicted=21.171518, expected=14.636000 predicted=19.589848, expected=39.836000 predicted=19.935466, expected=19.836000 predicted=17.922845, expected=20.232000 predicted=18.987831, expected=11.968000 predicted=19.230689, expected=19.776000 predicted=21.989491, expected=20.392000 predicted=22.803856, expected=19.788000 predicted=18.744044, expected=13.432000 predicted=16.993182, expected=17.464000 predicted=16.934779, expected=3.324000 predicted=15.855725, expected=23.624000 predicted=16.593836, expected=30.828000 predicted=19.013618, expected=28.848000 predicted=19.403274, expected=17.052000 predicted=18.351658, expected=17.224000 predicted=19.250561, expected=4.496000 predicted=20.780273, expected=41.928000 predicted=24.604720, expected=7.288000 predicted=20.412684, expected=14.048000 predicted=15.334298, expected=19.008000 predicted=16.991218, expected=25.996000 predicted=20.299872, expected=3.812000 predicted=18.314305, expected=20.308000 predicted=14.090529, expected=28.712000 predicted=19.600675, expected=33.584000 predicted=22.433237, expected=32.360000 predicted=22.920584, expected=46.588000 predicted=26.656959, expected=12.684000 predicted=28.350844, expected=41.788000 predicted=31.722842, expected=3.924000 predicted=29.552150, expected=45.944000 predicted=30.623774, expected=28.456000 predicted=31.325675, expected=23.864000 predicted=25.359767, expected=53.508000 predicted=31.762593, expected=17.900000 predicted=29.970390, expected=33.104000 predicted=32.352346, expected=11.068000 predicted=28.122353, expected=21.344000 predicted=27.747383, expected=28.548000 predicted=28.411295, expected=24.092000 predicted=23.513905, expected=19.708000 predicted=22.022439, expected=12.436000 predicted=19.002902, expected=24.892000 predicted=22.225182, expected=25.944000 predicted=23.536225, expected=26.212000 predicted=22.059928, expected=15.040000 predicted=19.770226, expected=20.152000 predicted=20.363549, expected=13.732000 predicted=21.606254, expected=13.072000 predicted=19.364847, expected=9.680000 predicted=16.360009, expected=22.500000 predicted=16.073400, expected=68.872000 predicted=25.541090, expected=10.748000 predicted=22.932190, expected=25.816000 predicted=20.813043, expected=11.788000 predicted=24.978060, expected=4.884000 predicted=26.689807, expected=10.072000 predicted=22.455608, expected=10.708000 predicted=13.515990, expected=23.452000 predicted=14.865181, expected=38.696000 predicted=16.640956, expected=49.936000 predicted=22.800422, expected=40.404000 predicted=27.618787, expected=18.424000 predicted=28.008257, expected=18.408000 predicted=30.411425, expected=23.536000 predicted=33.153659, expected=40.840000 predicted=33.989759, expected=19.616000 predicted=27.037104, expected=27.940000 predicted=23.147577, expected=10.280000 predicted=23.158086, expected=25.936000 predicted=25.218256, expected=32.900000 predicted=27.313226, expected=16.152000 predicted=22.426371, expected=25.952000 predicted=21.627791, expected=25.672000 predicted=23.220499, expected=14.448000 predicted=23.909877, expected=19.108000 predicted=21.623487, expected=12.420000 predicted=19.381270, expected=26.176000 predicted=21.143752, expected=20.344000 predicted=20.077973, expected=32.744000 predicted=20.618668, expected=19.888000 predicted=21.342763, expected=38.332000 predicted=24.526974, expected=10.528000 predicted=24.661666, expected=22.392000 predicted=23.202087, expected=8.336000 predicted=22.401509, expected=17.404000 predicted=20.208594, expected=29.576000 predicted=21.682962, expected=22.788000 predicted=19.132260, expected=12.188000 predicted=17.360175, expected=19.512000 predicted=17.428179, expected=19.092000 predicted=21.083822, expected=28.240000 predicted=22.430949, expected=19.864000 predicted=20.051422, expected=34.040000 predicted=21.579639, expected=31.448000 predicted=25.543736, expected=10.628000 predicted=23.286037, expected=26.680000 predicted=23.991387, expected=9.620000 predicted=23.261303, expected=26.280000 predicted=23.475595, expected=13.988000 predicted=20.035556, expected=39.404000 predicted=21.158797, expected=19.280000 predicted=22.742860, expected=27.208000 predicted=21.472901, expected=11.724000 predicted=22.442901, expected=21.432000 predicted=22.409622, expected=15.440000 predicted=23.107398, expected=26.252000 predicted=20.584623, expected=19.224000 predicted=20.289935, expected=30.432000 predicted=20.361863, expected=8.516000 predicted=19.998682, expected=19.948000 predicted=19.121057, expected=26.396000 predicted=22.617556, expected=7.600000 predicted=19.418359, expected=18.068000 predicted=17.202066, expected=34.012000 predicted=19.828582, expected=22.264000 predicted=22.364205, expected=25.844000 predicted=20.824522, expected=15.196000 predicted=19.787889, expected=18.744000 predicted=22.424428, expected=27.144000 predicted=24.496829, expected=32.908000 predicted=24.473201, expected=33.380000 predicted=25.208697, expected=25.872000 predicted=24.538457, expected=10.680000 predicted=23.808867, expected=3.040000 predicted=21.807315, expected=6.752000 predicted=19.757072, expected=12.920000 predicted=17.115727, expected=31.448000 predicted=16.173555, expected=45.104000 predicted=18.792387, expected=41.960000 predicted=22.747148, expected=29.408000 predicted=25.613043, expected=16.168000 predicted=27.531732, expected=26.164000 predicted=31.868655, expected=3.900000 predicted=28.475342, expected=46.148000 predicted=27.924314, expected=21.980000 predicted=25.831854, expected=17.880000 predicted=20.467009, expected=29.276000 predicted=22.725537, expected=13.880000 predicted=23.408128, expected=13.016000 predicted=23.324916, expected=23.048000 predicted=19.874282, expected=48.756000 predicted=26.114044, expected=32.136000 predicted=27.387500, expected=36.696000 predicted=25.546882, expected=20.292000 predicted=27.508555, expected=43.072000 predicted=34.205259, expected=12.020000 predicted=33.314269, expected=40.792000 predicted=30.061573, expected=38.200000 predicted=33.147040, expected=11.316000 predicted=27.531023, expected=35.688000 predicted=28.206481, expected=14.024000 predicted=26.707703, expected=11.536000 predicted=25.297700, expected=8.016000 predicted=19.270069, expected=33.552000 predicted=20.358778, expected=21.308000 predicted=22.318962, expected=66.688000 predicted=25.359765, expected=19.544000 predicted=26.811015, expected=21.160000 predicted=24.626083, expected=29.040000 predicted=31.044856, expected=8.588000 predicted=30.038543, expected=30.352000 predicted=29.434534, expected=4.152000 predicted=19.540523, expected=28.560000 predicted=19.882765, expected=21.436000 predicted=21.208718, expected=23.324000 predicted=19.581786, expected=21.836000 predicted=20.694962, expected=4.488000 predicted=16.887263, expected=49.960000 predicted=24.739143, expected=8.812000 predicted=24.014963, expected=16.688000 predicted=18.600036, expected=3.164000 predicted=16.255292, expected=21.184000 predicted=18.794932, expected=14.112000 predicted=20.368367, expected=14.060000 predicted=12.747233, expected=26.468000 predicted=15.246618, expected=31.196000 predicted=19.202777, expected=34.708000 predicted=23.553930, expected=29.596000 predicted=24.116492, expected=33.416000 predicted=27.434775, expected=22.308000 predicted=29.526383, expected=12.284000 predicted=26.677723, expected=13.436000 predicted=23.931137, expected=24.480000 predicted=23.809837, expected=30.612000 predicted=24.200275, expected=30.620000 predicted=22.289963, expected=17.860000 predicted=20.346213, expected=35.172000 predicted=24.394209, expected=16.492000 predicted=26.823765, expected=29.736000 predicted=26.224704, expected=56.608000 predicted=31.826378, expected=35.680000 predicted=33.580250, expected=38.288000 predicted=32.796202, expected=3.108000 predicted=28.229882, expected=23.004000 predicted=30.524589, expected=47.724000 predicted=36.931101, expected=26.112000 predicted=31.651296, expected=20.560000 predicted=23.425899, expected=41.236000 predicted=25.767064, expected=15.964000 predicted=31.085013, expected=11.564000 predicted=25.922685, expected=24.260000 predicted=22.780182, expected=15.396000 predicted=23.521130, expected=64.152000 predicted=29.268336, expected=31.920000 predicted=28.544624, expected=38.368000 predicted=28.156401, expected=40.036000 predicted=33.785468, expected=19.056000 predicted=36.049636, expected=47.768000 predicted=39.504431, expected=18.876000 predicted=34.260429, expected=67.484000 predicted=38.194060, expected=31.768000 predicted=38.806636, expected=29.076000 predicted=34.023366, expected=76.492000 predicted=43.240932, expected=47.028000 predicted=49.552168, expected=4.152000 predicted=40.310889, expected=13.184000 predicted=29.488376, expected=45.744000 predicted=39.955686, expected=86.332000 predicted=50.543953, expected=58.700000 predicted=41.809138, expected=100.980000 predicted=47.396734, expected=121.860000 predicted=74.139111, expected=122.656000 predicted=93.951248, expected=37.664000 predicted=82.860688, expected=3.428000 predicted=64.369643, expected=16.196000 predicted=64.259071, expected=14.184000 predicted=54.554028, expected=28.820000 predicted=36.798640, expected=27.544000 predicted=22.181548, expected=2.924000 predicted=14.018756, expected=11.188000 predicted=13.935068, expected=15.440000 predicted=17.463890, expected=16.916000 predicted=18.186929, expected=8.028000 predicted=12.421869, expected=37.052000 predicted=17.094791, expected=11.796000 predicted=18.092662, expected=27.680000 predicted=18.843928, expected=37.864000 predicted=24.970355, expected=26.672000 predicted=26.840438, expected=18.912000 predicted=24.124859, expected=8.132000 predicted=19.584983, expected=38.620000 predicted=27.609655, expected=47.064000 predicted=33.808829, expected=12.328000 predicted=24.315796, expected=3.920000 predicted=15.945862, expected=15.412000 predicted=20.237807, expected=12.764000 predicted=22.777503, expected=12.544000 predicted=16.292413, expected=36.400000 predicted=17.473723, expected=33.860000 predicted=22.543613, expected=19.404000 predicted=21.006852, expected=17.328000 predicted=19.744691, expected=32.652000 predicted=26.590014, expected=12.848000 predicted=25.347894, expected=7.912000 predicted=17.705602, expected=73.080000 predicted=31.828733, expected=7.484000 predicted=27.956938, expected=35.252000 predicted=24.650106, expected=11.768000 predicted=23.132835, expected=12.884000 predicted=24.759696, expected=12.052000 predicted=22.777324, expected=14.656000 predicted=16.517702, expected=27.304000 predicted=19.797908, expected=4.060000 predicted=13.504206, expected=23.196000 predicted=14.827556, expected=24.784000 predicted=19.309499, expected=15.340000 predicted=18.822411, expected=23.784000 predicted=18.655325, expected=32.864000 predicted=22.655434, expected=31.680000 predicted=26.834549, expected=23.956000 predicted=24.737668, expected=16.212000 predicted=22.400180, expected=7.876000 predicted=20.756564, expected=16.784000 predicted=20.789448, expected=28.408000 predicted=22.439312, expected=47.432000 predicted=27.005896, expected=3.608000 predicted=18.923050, expected=14.692000 predicted=16.034402, expected=3.472000 predicted=17.755279, expected=15.420000 predicted=19.475275, expected=10.316000 predicted=15.275554, expected=25.408000 predicted=13.616293, expected=40.704000 predicted=21.231281, expected=25.684000 predicted=21.869288, expected=26.448000 predicted=22.599212, expected=23.848000 predicted=24.906917, expected=26.832000 predicted=28.502666, expected=18.948000 predicted=26.235996, expected=22.896000 predicted=23.541318, expected=26.824000 predicted=24.739439, expected=19.980000 predicted=23.373923, expected=24.856000 predicted=22.875147, expected=23.116000 predicted=23.026404, expected=32.872000 predicted=26.082265, expected=9.488000 predicted=21.757120, expected=20.372000 predicted=20.158076, expected=40.216000 predicted=27.276135, expected=11.092000 predicted=23.645799, expected=15.276000 predicted=18.362187, expected=23.260000 predicted=20.082298, expected=20.652000 predicted=23.311366, expected=3.760000 predicted=16.782419, expected=42.680000 predicted=20.647747, expected=32.144000 predicted=26.507396, expected=36.436000 predicted=27.283537, expected=9.548000 predicted=21.486563, expected=4.996000 predicted=18.674225, expected=15.520000 predicted=22.394851, expected=17.900000 predicted=20.907148, expected=11.164000 predicted=15.446687, expected=16.060000 predicted=12.049471, expected=25.552000 predicted=16.622522, expected=45.040000 predicted=25.250539, expected=10.956000 predicted=20.857737, expected=25.320000 predicted=20.160393, expected=17.664000 predicted=23.284186, expected=32.884000 predicted=27.669910, expected=43.928000 predicted=31.161746, expected=19.048000 predicted=25.233991, expected=35.440000 predicted=27.559677, expected=9.596000 predicted=25.517364, expected=45.080000 predicted=31.736562, expected=9.300000 predicted=26.863433, expected=21.096000 predicted=21.502372, expected=33.648000 predicted=26.034627, expected=35.536000 predicted=28.997863, expected=46.484000 predicted=32.669571, expected=17.436000 predicted=26.610532, expected=33.256000 predicted=29.623526, expected=23.628000 predicted=31.691688, expected=40.284000 predicted=33.949026, expected=15.928000 predicted=28.346869, expected=23.136000 predicted=24.162394, expected=34.416000 predicted=29.026222, expected=28.452000 predicted=29.412263, expected=31.064000 predicted=28.077875, expected=57.852000 predicted=34.484339, expected=10.576000 predicted=30.886197, expected=11.244000 predicted=23.801730, expected=15.332000 predicted=24.166158, expected=29.300000 predicted=28.380845, expected=37.792000 predicted=28.471039, expected=33.076000 predicted=24.198885, expected=23.592000 predicted=24.049740, expected=42.244000 predicted=30.779427, expected=5.728000 predicted=27.766513, expected=40.052000 predicted=29.195826, expected=9.908000 predicted=25.960607, expected=31.592000 predicted=25.296846, expected=36.524000 predicted=28.627131, expected=6.252000 predicted=21.796740, expected=11.508000 predicted=18.403089, expected=18.528000 predicted=19.575469, expected=11.420000 predicted=20.048472, expected=47.108000 predicted=23.363107, expected=59.580000 predicted=31.312592, expected=29.300000 predicted=30.385584, expected=4.756000 predicted=22.433297, expected=12.596000 predicted=24.401614, expected=13.828000 predicted=28.559557, expected=8.348000 predicted=20.880404, expected=46.904000 predicted=21.441314, expected=4.044000 predicted=16.348626, expected=40.556000 predicted=20.062403, expected=4.372000 predicted=19.293715, expected=31.332000 predicted=22.538571, expected=4.480000 predicted=20.877894, expected=36.436000 predicted=21.063201, expected=31.740000 predicted=26.824969, expected=14.628000 predicted=20.428833, expected=4.248000 predicted=16.403469, expected=4.648000 predicted=14.605601, expected=25.240000 predicted=20.912445, expected=26.708000 predicted=20.521802, expected=35.340000 predicted=19.895781, expected=25.632000 predicted=20.459740, expected=35.864000 predicted=25.766872, expected=8.116000 predicted=24.826708, expected=7.696000 predicted=20.046054, expected=16.452000 predicted=20.862946, expected=15.992000 predicted=19.864545, expected=28.008000 predicted=19.476909, expected=15.680000 predicted=15.770291, expected=18.056000 predicted=16.066843, expected=10.568000 predicted=16.522841, expected=13.328000 predicted=16.542456, expected=19.616000 predicted=17.898975, expected=7.600000 predicted=14.187435, expected=44.296000 predicted=20.334520, expected=11.472000 predicted=19.620319, expected=28.000000 predicted=19.173336, expected=13.728000 predicted=20.004114, expected=21.664000 predicted=21.418764, expected=36.792000 predicted=26.965233, expected=37.960000 predicted=27.835295, expected=13.968000 predicted=23.767540, expected=18.296000 predicted=20.792753, expected=4.536000 predicted=21.029733, expected=28.944000 predicted=24.024547, expected=16.872000 Test MSE: 266.127
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739])] predicted=36.561282, expected=24.000000 predicted=36.983801, expected=32.000000 predicted=35.877478, expected=64.000000 predicted=38.679379, expected=28.000000 predicted=38.211389, expected=44.000000 predicted=41.247982, expected=24.000000 predicted=36.281798, expected=36.000000 predicted=36.251406, expected=8.000000 predicted=36.637625, expected=24.000000 predicted=26.393781, expected=8.000000 predicted=25.452367, expected=28.000000 predicted=20.213915, expected=8.000000 predicted=20.480057, expected=16.000000 predicted=14.299939, expected=16.000000 predicted=17.631200, expected=16.000000 predicted=14.100604, expected=44.000000 predicted=21.776452, expected=36.000000 predicted=22.106609, expected=48.000000 predicted=29.069672, expected=20.000000 predicted=30.694814, expected=28.000000 predicted=30.616385, expected=12.000000 predicted=32.252227, expected=28.000000 predicted=27.681054, expected=48.000000 predicted=31.769080, expected=32.000000 predicted=27.553129, expected=48.000000 predicted=33.308923, expected=56.000000 predicted=36.555072, expected=16.000000 predicted=37.544821, expected=20.000000 predicted=37.823922, expected=12.000000 predicted=30.139755, expected=28.000000 predicted=29.182018, expected=36.000000 predicted=29.965580, expected=28.000000 predicted=23.123023, expected=48.000000 predicted=28.897159, expected=12.000000 predicted=27.071720, expected=20.000000 predicted=28.191688, expected=28.000000 predicted=29.133702, expected=52.000000 predicted=29.762815, expected=40.000000 predicted=35.332552, expected=28.000000 predicted=29.719752, expected=20.000000 predicted=31.224103, expected=16.000000 predicted=29.573998, expected=32.000000 predicted=31.853353, expected=32.000000 predicted=28.621640, expected=20.000000 predicted=25.162872, expected=52.000000 predicted=28.484723, expected=36.000000 predicted=30.678003, expected=24.000000 predicted=32.764138, expected=16.000000 predicted=30.953744, expected=16.000000 predicted=25.718974, expected=20.000000 predicted=28.195571, expected=36.000000 predicted=25.109198, expected=36.000000 predicted=25.041831, expected=44.000000 predicted=27.846465, expected=20.000000 predicted=28.728038, expected=24.000000 predicted=29.090579, expected=56.000000 predicted=35.770830, expected=4.000000 predicted=30.892880, expected=12.000000 predicted=27.958927, expected=36.000000 predicted=25.008889, expected=12.000000 predicted=22.431787, expected=20.000000 predicted=26.119381, expected=24.000000 predicted=17.533023, expected=32.000000 predicted=21.178901, expected=36.000000 predicted=27.870688, expected=28.000000 predicted=24.979570, expected=20.000000 predicted=26.598699, expected=20.000000 predicted=26.314650, expected=32.000000 predicted=27.670942, expected=32.000000 predicted=28.389903, expected=16.000000 predicted=25.264842, expected=24.000000 predicted=23.983669, expected=76.000000 predicted=32.052425, expected=24.000000 predicted=34.344438, expected=16.000000 predicted=32.529945, expected=32.000000 predicted=31.182021, expected=40.000000 predicted=32.309316, expected=36.000000 predicted=39.975718, expected=28.000000 predicted=29.905913, expected=120.000000 predicted=43.449006, expected=28.000000 predicted=47.657287, expected=20.000000 predicted=46.563142, expected=28.000000 predicted=45.022636, expected=36.000000 predicted=38.159837, expected=36.000000 predicted=49.441944, expected=48.000000 predicted=32.917142, expected=44.000000 predicted=34.905295, expected=28.000000 predicted=36.483681, expected=20.000000 predicted=35.751196, expected=32.000000 predicted=34.118363, expected=32.000000 predicted=34.125381, expected=60.000000 predicted=36.432323, expected=80.000000 predicted=42.078481, expected=32.000000 predicted=42.144153, expected=48.000000 predicted=47.612012, expected=44.000000 predicted=48.107177, expected=16.000000 predicted=45.895573, expected=56.000000 predicted=48.713456, expected=40.000000 predicted=38.424377, expected=28.000000 predicted=39.113580, expected=20.000000 predicted=35.909453, expected=24.000000 predicted=28.537779, expected=36.000000 predicted=34.836377, expected=24.000000 predicted=29.356314, expected=32.000000 predicted=27.756852, expected=44.000000 predicted=29.647242, expected=56.000000 predicted=35.135843, expected=16.000000 predicted=35.640017, expected=28.000000 predicted=33.134765, expected=60.000000 predicted=38.473131, expected=64.000000 predicted=43.570660, expected=28.000000 predicted=44.338080, expected=92.000000 predicted=47.163883, expected=28.000000 predicted=48.580053, expected=56.000000 predicted=54.520715, expected=48.000000 predicted=55.108503, expected=24.000000 predicted=42.845521, expected=20.000000 predicted=48.819177, expected=48.000000 predicted=35.483652, expected=44.000000 predicted=40.250667, expected=24.000000 predicted=36.289012, expected=32.000000 predicted=32.474918, expected=36.000000 predicted=32.367513, expected=24.000000 predicted=34.960904, expected=32.000000 predicted=33.207806, expected=32.000000 predicted=29.528891, expected=44.000000 predicted=32.923324, expected=32.000000 predicted=34.102375, expected=36.000000 predicted=32.970351, expected=16.000000 predicted=32.330986, expected=16.000000 predicted=28.829988, expected=44.000000 predicted=31.757922, expected=20.000000 predicted=27.067202, expected=48.000000 predicted=30.941673, expected=28.000000 predicted=28.796505, expected=8.000000 predicted=26.152440, expected=56.000000 predicted=34.965539, expected=36.000000 predicted=30.850311, expected=44.000000 predicted=37.793884, expected=40.000000 predicted=36.509945, expected=64.000000 predicted=38.358232, expected=60.000000 predicted=51.003475, expected=52.000000 predicted=49.133592, expected=32.000000 predicted=49.426867, expected=20.000000 predicted=43.794921, expected=44.000000 predicted=45.473242, expected=32.000000 predicted=40.371821, expected=52.000000 predicted=39.608201, expected=40.000000 predicted=37.405414, expected=48.000000 predicted=38.050292, expected=16.000000 predicted=39.794832, expected=44.000000 predicted=37.483567, expected=40.000000 predicted=40.614877, expected=16.000000 predicted=33.859739, expected=4.000000 predicted=30.201686, expected=28.000000 predicted=22.972641, expected=16.000000 predicted=24.728104, expected=16.000000 predicted=21.309513, expected=40.000000 predicted=20.467052, expected=36.000000 predicted=21.834468, expected=44.000000 predicted=30.679858, expected=112.000000 predicted=43.895684, expected=32.000000 predicted=46.052439, expected=12.000000 predicted=47.325914, expected=24.000000 predicted=43.027418, expected=28.000000 predicted=37.733402, expected=48.000000 predicted=47.321288, expected=44.000000 predicted=32.507853, expected=44.000000 predicted=32.781896, expected=72.000000 predicted=43.205554, expected=24.000000 predicted=42.446332, expected=64.000000 predicted=49.649206, expected=32.000000 predicted=46.750650, expected=56.000000 predicted=47.093571, expected=64.000000 predicted=54.601361, expected=44.000000 predicted=45.455646, expected=36.000000 predicted=51.361289, expected=12.000000 predicted=39.449032, expected=40.000000 predicted=41.366704, expected=24.000000 predicted=37.677107, expected=20.000000 predicted=29.858347, expected=8.000000 predicted=24.596453, expected=80.000000 predicted=28.631203, expected=68.000000 predicted=41.040385, expected=20.000000 predicted=37.441560, expected=12.000000 predicted=35.714959, expected=24.000000 predicted=31.504281, expected=80.000000 predicted=47.804980, expected=64.000000 predicted=46.778259, expected=60.000000 predicted=43.549875, expected=64.000000 predicted=50.290349, expected=24.000000 predicted=49.922281, expected=28.000000 predicted=54.336825, expected=32.000000 predicted=45.621733, expected=36.000000 predicted=40.568045, expected=28.000000 predicted=37.394370, expected=60.000000 predicted=34.611655, expected=24.000000 predicted=34.464238, expected=64.000000 predicted=40.524553, expected=48.000000 predicted=43.885443, expected=40.000000 predicted=42.404676, expected=16.000000 predicted=43.873368, expected=48.000000 predicted=37.892905, expected=28.000000 predicted=41.637326, expected=48.000000 predicted=38.471252, expected=36.000000 predicted=37.404804, expected=8.000000 predicted=28.883384, expected=64.000000 predicted=39.691342, expected=24.000000 predicted=33.808551, expected=24.000000 predicted=34.703212, expected=56.000000 predicted=36.624754, expected=52.000000 predicted=35.135017, expected=20.000000 predicted=42.301569, expected=36.000000 predicted=35.354857, expected=68.000000 predicted=40.948489, expected=16.000000 predicted=41.621740, expected=20.000000 predicted=37.351112, expected=60.000000 predicted=35.747199, expected=44.000000 predicted=38.648509, expected=44.000000 predicted=45.005506, expected=20.000000 predicted=33.978665, expected=28.000000 predicted=34.045945, expected=16.000000 predicted=36.192965, expected=60.000000 predicted=35.328620, expected=48.000000 predicted=37.147567, expected=44.000000 predicted=35.566821, expected=24.000000 predicted=37.424829, expected=36.000000 predicted=35.726209, expected=32.000000 predicted=41.416977, expected=32.000000 predicted=36.263056, expected=36.000000 predicted=35.149123, expected=44.000000 predicted=33.339762, expected=52.000000 predicted=38.889722, expected=48.000000 predicted=40.675822, expected=24.000000 predicted=39.162714, expected=24.000000 predicted=37.720633, expected=12.000000 predicted=33.622498, expected=44.000000 predicted=34.373203, expected=72.000000 predicted=38.749404, expected=32.000000 predicted=34.365186, expected=68.000000 predicted=42.726294, expected=32.000000 predicted=41.437101, expected=52.000000 predicted=48.625599, expected=36.000000 predicted=50.998147, expected=44.000000 predicted=42.118884, expected=44.000000 predicted=48.075943, expected=60.000000 predicted=43.622271, expected=76.000000 predicted=52.982984, expected=40.000000 predicted=49.554661, expected=40.000000 predicted=50.716757, expected=24.000000 predicted=46.530835, expected=40.000000 predicted=46.041631, expected=20.000000 predicted=42.068967, expected=48.000000 predicted=35.417676, expected=4.000000 predicted=30.267022, expected=20.000000 predicted=25.046963, expected=52.000000 predicted=31.834457, expected=56.000000 predicted=31.885697, expected=44.000000 predicted=39.734909, expected=36.000000 predicted=34.336196, expected=28.000000 predicted=37.548801, expected=44.000000 predicted=43.272882, expected=28.000000 predicted=40.072135, expected=16.000000 predicted=33.048397, expected=32.000000 predicted=31.148715, expected=44.000000 predicted=31.259724, expected=64.000000 predicted=39.061879, expected=16.000000 predicted=33.810107, expected=24.000000 predicted=31.714883, expected=16.000000 predicted=32.138449, expected=32.000000 predicted=31.781957, expected=16.000000 predicted=30.615941, expected=44.000000 predicted=24.256081, expected=16.000000 predicted=25.104780, expected=20.000000 predicted=22.995290, expected=24.000000 predicted=26.289425, expected=16.000000 predicted=21.146290, expected=48.000000 predicted=29.613683, expected=28.000000 predicted=25.132674, expected=28.000000 predicted=26.989746, expected=80.000000 predicted=37.910511, expected=8.000000 predicted=33.048626, expected=28.000000 predicted=37.729599, expected=44.000000 predicted=35.931667, expected=16.000000 predicted=31.531301, expected=32.000000 predicted=38.621758, expected=40.000000 predicted=26.795714, expected=68.000000 predicted=37.299144, expected=36.000000 predicted=40.813550, expected=4.000000 predicted=31.751340, expected=28.000000 predicted=34.320046, expected=64.000000 predicted=38.859954, expected=48.000000 predicted=42.950990, expected=48.000000 predicted=39.414565, expected=36.000000 predicted=36.586359, expected=44.000000 predicted=42.994797, expected=24.000000 predicted=44.957218, expected=16.000000 predicted=36.092093, expected=20.000000 predicted=32.047714, expected=48.000000 predicted=31.144273, expected=24.000000 predicted=30.283887, expected=36.000000 predicted=28.371548, expected=40.000000 predicted=30.451143, expected=16.000000 predicted=29.192399, expected=20.000000 predicted=31.974122, expected=28.000000 predicted=26.800715, expected=64.000000 predicted=34.007376, expected=56.000000 predicted=38.492643, expected=40.000000 predicted=36.861726, expected=20.000000 predicted=37.346890, expected=8.000000 predicted=34.179561, expected=24.000000 predicted=36.207159, expected=16.000000 predicted=28.362067, expected=8.000000 predicted=20.308638, expected=40.000000 predicted=20.127436, expected=36.000000 predicted=21.236056, expected=44.000000 predicted=28.498757, expected=48.000000 predicted=32.427256, expected=12.000000 predicted=29.331045, expected=20.000000 predicted=33.451711, expected=80.000000 predicted=40.204634, expected=40.000000 predicted=40.398631, expected=20.000000 predicted=38.285774, expected=20.000000 predicted=31.432938, expected=44.000000 predicted=34.726028, expected=16.000000 predicted=38.716008, expected=20.000000 predicted=27.706763, expected=36.000000 predicted=26.188406, expected=8.000000 predicted=22.532157, expected=24.000000 predicted=26.273844, expected=12.000000 predicted=19.034232, expected=16.000000 predicted=18.559046, expected=60.000000 predicted=27.800921, expected=4.000000 predicted=19.369575, expected=16.000000 predicted=22.691935, expected=36.000000 predicted=23.859497, expected=68.000000 predicted=31.371994, expected=24.000000 predicted=36.937633, expected=16.000000 predicted=26.669257, expected=36.000000 predicted=32.152770, expected=44.000000 predicted=35.873230, expected=28.000000 predicted=37.862666, expected=20.000000 predicted=28.386735, expected=16.000000 predicted=25.877384, expected=24.000000 predicted=27.794997, expected=40.000000 predicted=29.545056, expected=12.000000 predicted=23.327278, expected=24.000000 predicted=23.015067, expected=28.000000 predicted=23.773894, expected=36.000000 predicted=26.538447, expected=20.000000 predicted=27.768896, expected=12.000000 predicted=21.446351, expected=20.000000 predicted=23.403202, expected=24.000000 predicted=23.002105, expected=68.000000 predicted=30.985765, expected=40.000000 predicted=30.444130, expected=32.000000 predicted=32.036410, expected=20.000000 predicted=33.968233, expected=16.000000 predicted=31.502396, expected=8.000000 predicted=32.111700, expected=16.000000 predicted=22.521266, expected=80.000000 predicted=29.973266, expected=16.000000 predicted=25.138945, expected=16.000000 predicted=25.507344, expected=48.000000 predicted=30.905508, expected=20.000000 predicted=29.306318, expected=16.000000 predicted=35.885605, expected=32.000000 predicted=24.960833, expected=60.000000 predicted=30.635878, expected=20.000000 predicted=33.323610, expected=28.000000 predicted=29.740581, expected=40.000000 predicted=32.240506, expected=20.000000 predicted=31.693410, expected=24.000000 predicted=34.149709, expected=36.000000 predicted=27.821446, expected=8.000000 predicted=25.059509, expected=64.000000 predicted=33.575056, expected=24.000000 predicted=28.484508, expected=12.000000 predicted=27.441838, expected=12.000000 predicted=27.774689, expected=4.000000 predicted=18.091989, expected=32.000000 predicted=26.992322, expected=20.000000 predicted=17.575060, expected=16.000000 predicted=15.865064, expected=20.000000 predicted=17.750389, expected=28.000000 predicted=18.718701, expected=24.000000 predicted=23.776298, expected=48.000000 predicted=26.306747, expected=8.000000 predicted=23.296655, expected=40.000000 predicted=28.028098, expected=4.000000 predicted=25.326153, expected=52.000000 predicted=28.530197, expected=40.000000 predicted=33.633398, expected=12.000000 predicted=24.199741, expected=12.000000 predicted=28.662932, expected=28.000000 predicted=22.799437, expected=44.000000 predicted=31.949772, expected=36.000000 predicted=29.556407, expected=4.000000 predicted=22.330248, expected=8.000000 predicted=21.725568, expected=40.000000 predicted=26.545787, expected=44.000000 predicted=29.415727, expected=36.000000 predicted=28.828754, expected=20.000000 predicted=24.844641, expected=48.000000 predicted=31.676407, expected=44.000000 predicted=38.380586, expected=16.000000 predicted=34.669214, expected=20.000000 predicted=31.801784, expected=60.000000 predicted=34.005449, expected=44.000000 predicted=38.173371, expected=36.000000 predicted=37.483983, expected=48.000000 predicted=37.453181, expected=12.000000 predicted=34.770091, expected=36.000000 Test MSE: 362.613
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095])] predicted=22.272840, expected=20.000000 predicted=25.325050, expected=16.000000 predicted=24.759311, expected=12.000000 predicted=17.067864, expected=32.000000 predicted=19.271479, expected=40.000000 predicted=22.659541, expected=32.000000 predicted=25.423057, expected=16.000000 predicted=22.210437, expected=24.000000 predicted=24.366564, expected=12.000000 predicted=25.021600, expected=56.000000 predicted=34.999245, expected=8.000000 predicted=22.363239, expected=16.000000 predicted=21.938788, expected=24.000000 predicted=22.142402, expected=48.000000 predicted=29.077155, expected=8.000000 predicted=27.069165, expected=28.000000 predicted=21.693149, expected=24.000000 predicted=22.742156, expected=8.000000 predicted=22.636606, expected=44.000000 predicted=30.880156, expected=36.000000 predicted=23.281734, expected=28.000000 predicted=28.476210, expected=12.000000 predicted=22.962603, expected=28.000000 predicted=24.810380, expected=24.000000 predicted=29.788865, expected=56.000000 predicted=34.526816, expected=20.000000 predicted=25.962973, expected=28.000000 predicted=26.881609, expected=12.000000 predicted=25.524744, expected=20.000000 predicted=26.871253, expected=20.000000 predicted=28.581142, expected=44.000000 predicted=26.027993, expected=24.000000 predicted=24.251533, expected=28.000000 predicted=23.742641, expected=36.000000 predicted=27.883379, expected=44.000000 predicted=32.695911, expected=16.000000 predicted=31.390903, expected=4.000000 predicted=23.182294, expected=36.000000 predicted=28.705146, expected=20.000000 predicted=26.500268, expected=32.000000 predicted=28.661583, expected=8.000000 predicted=16.785396, expected=20.000000 predicted=18.934235, expected=4.000000 predicted=19.796049, expected=8.000000 predicted=15.823231, expected=44.000000 predicted=23.170156, expected=16.000000 predicted=15.066778, expected=40.000000 predicted=23.845985, expected=32.000000 predicted=21.322365, expected=4.000000 predicted=20.770056, expected=4.000000 predicted=23.696274, expected=20.000000 predicted=19.372167, expected=12.000000 predicted=20.788614, expected=48.000000 predicted=24.507645, expected=8.000000 predicted=12.566331, expected=36.000000 predicted=21.454028, expected=16.000000 predicted=21.009618, expected=8.000000 predicted=20.082047, expected=16.000000 predicted=23.932906, expected=48.000000 predicted=23.359466, expected=28.000000 predicted=26.487634, expected=28.000000 predicted=23.362957, expected=52.000000 predicted=28.963609, expected=44.000000 predicted=34.506517, expected=8.000000 predicted=33.568028, expected=36.000000 predicted=32.679267, expected=20.000000 predicted=29.499096, expected=36.000000 predicted=36.372662, expected=28.000000 predicted=29.672001, expected=28.000000 predicted=24.415513, expected=12.000000 predicted=25.978528, expected=12.000000 predicted=21.625540, expected=32.000000 predicted=26.874600, expected=16.000000 predicted=21.547360, expected=44.000000 predicted=26.738746, expected=44.000000 predicted=25.832485, expected=40.000000 predicted=30.182834, expected=16.000000 predicted=29.796479, expected=16.000000 predicted=26.643542, expected=28.000000 predicted=32.733572, expected=4.000000 predicted=25.081288, expected=16.000000 predicted=22.303499, expected=28.000000 predicted=18.394079, expected=16.000000 predicted=17.775719, expected=16.000000 predicted=18.902516, expected=12.000000 predicted=13.309390, expected=24.000000 predicted=19.180314, expected=32.000000 predicted=23.082805, expected=44.000000 predicted=25.156538, expected=60.000000 predicted=32.363812, expected=28.000000 predicted=29.784247, expected=4.000000 predicted=28.025711, expected=20.000000 predicted=30.222953, expected=20.000000 predicted=30.555659, expected=8.000000 predicted=26.507744, expected=16.000000 predicted=17.287448, expected=4.000000 predicted=9.893006, expected=24.000000 predicted=17.257556, expected=4.000000 predicted=12.036522, expected=44.000000 predicted=19.180597, expected=16.000000 predicted=16.663310, expected=28.000000 predicted=19.627367, expected=4.000000 predicted=17.866274, expected=32.000000 predicted=20.997779, expected=4.000000 predicted=21.804857, expected=20.000000 predicted=17.964135, expected=24.000000 predicted=19.841394, expected=20.000000 predicted=16.300459, expected=20.000000 predicted=21.269307, expected=16.000000 predicted=15.438144, expected=16.000000 predicted=19.089671, expected=16.000000 predicted=18.977693, expected=4.000000 predicted=14.641039, expected=44.000000 predicted=22.170513, expected=32.000000 predicted=21.508928, expected=44.000000 predicted=27.089507, expected=44.000000 predicted=29.761779, expected=12.000000 predicted=24.996079, expected=8.000000 predicted=29.760680, expected=44.000000 predicted=32.309980, expected=28.000000 predicted=31.752683, expected=20.000000 predicted=27.869362, expected=24.000000 predicted=20.980424, expected=48.000000 predicted=28.420386, expected=12.000000 predicted=29.146298, expected=4.000000 predicted=21.553516, expected=16.000000 predicted=19.777916, expected=12.000000 predicted=19.288452, expected=12.000000 predicted=20.642641, expected=40.000000 predicted=18.070180, expected=12.000000 predicted=13.742371, expected=8.000000 predicted=15.916138, expected=8.000000 predicted=13.675610, expected=36.000000 predicted=20.519546, expected=32.000000 predicted=25.658487, expected=28.000000 predicted=20.437807, expected=36.000000 predicted=23.599773, expected=16.000000 predicted=22.494553, expected=12.000000 predicted=26.419835, expected=8.000000 predicted=21.516887, expected=20.000000 predicted=21.215800, expected=16.000000 predicted=19.940519, expected=44.000000 predicted=21.869039, expected=20.000000 predicted=18.566841, expected=20.000000 predicted=19.732480, expected=24.000000 predicted=23.117115, expected=36.000000 predicted=26.548109, expected=16.000000 predicted=27.583158, expected=52.000000 predicted=29.870254, expected=28.000000 predicted=27.527147, expected=24.000000 predicted=28.990074, expected=8.000000 predicted=25.948650, expected=28.000000 predicted=25.138150, expected=4.000000 predicted=25.293129, expected=28.000000 predicted=22.246904, expected=24.000000 predicted=20.152781, expected=16.000000 predicted=16.624141, expected=8.000000 predicted=18.080375, expected=12.000000 predicted=13.381403, expected=12.000000 predicted=17.597512, expected=12.000000 predicted=15.119551, expected=32.000000 predicted=17.287951, expected=64.000000 predicted=26.008525, expected=32.000000 predicted=25.754636, expected=28.000000 predicted=27.532256, expected=24.000000 predicted=28.010606, expected=32.000000 predicted=34.622299, expected=44.000000 predicted=41.776265, expected=24.000000 predicted=30.042795, expected=12.000000 predicted=25.677693, expected=32.000000 predicted=27.888228, expected=12.000000 predicted=25.052951, expected=28.000000 predicted=28.394019, expected=8.000000 predicted=18.316723, expected=40.000000 predicted=22.975116, expected=16.000000 predicted=22.874486, expected=8.000000 predicted=16.804078, expected=32.000000 predicted=23.704213, expected=20.000000 predicted=18.872234, expected=24.000000 predicted=25.766883, expected=28.000000 predicted=21.184061, expected=20.000000 predicted=19.979165, expected=28.000000 predicted=26.526320, expected=32.000000 predicted=25.304818, expected=12.000000 predicted=22.658658, expected=32.000000 predicted=26.497007, expected=32.000000 predicted=25.681436, expected=20.000000 predicted=25.775863, expected=60.000000 predicted=34.619463, expected=64.000000 predicted=36.405211, expected=24.000000 predicted=36.405461, expected=24.000000 predicted=35.158459, expected=12.000000 predicted=29.273972, expected=8.000000 predicted=33.188327, expected=16.000000 predicted=28.770864, expected=72.000000 predicted=31.417086, expected=36.000000 predicted=28.276370, expected=20.000000 predicted=24.718671, expected=32.000000 predicted=27.161701, expected=44.000000 predicted=34.614288, expected=56.000000 predicted=49.002517, expected=28.000000 predicted=34.898529, expected=32.000000 predicted=33.068790, expected=16.000000 predicted=31.832578, expected=20.000000 predicted=32.964028, expected=16.000000 predicted=30.192034, expected=20.000000 predicted=22.656154, expected=16.000000 predicted=21.019545, expected=20.000000 predicted=18.006703, expected=24.000000 predicted=19.915947, expected=8.000000 predicted=15.949268, expected=12.000000 predicted=16.584826, expected=36.000000 predicted=20.826777, expected=20.000000 predicted=19.892177, expected=76.000000 predicted=34.652826, expected=24.000000 predicted=25.402028, expected=28.000000 predicted=29.895846, expected=4.000000 predicted=28.092760, expected=32.000000 predicted=29.673112, expected=36.000000 predicted=39.391350, expected=40.000000 predicted=28.652625, expected=88.000000 predicted=42.803119, expected=24.000000 predicted=31.196491, expected=20.000000 predicted=36.728701, expected=28.000000 predicted=36.761588, expected=20.000000 predicted=35.763500, expected=24.000000 predicted=40.376817, expected=28.000000 predicted=24.359657, expected=36.000000 predicted=26.538648, expected=12.000000 predicted=23.522153, expected=24.000000 predicted=23.432092, expected=28.000000 predicted=25.241396, expected=56.000000 predicted=33.776956, expected=36.000000 predicted=33.002704, expected=60.000000 predicted=35.882635, expected=32.000000 predicted=36.080844, expected=8.000000 predicted=32.116770, expected=32.000000 predicted=38.823360, expected=36.000000 predicted=34.677017, expected=12.000000 predicted=32.295410, expected=44.000000 predicted=29.914086, expected=48.000000 predicted=28.967911, expected=40.000000 predicted=35.967983, expected=24.000000 predicted=32.855551, expected=24.000000 predicted=28.032530, expected=12.000000 predicted=31.011203, expected=8.000000 predicted=26.773552, expected=28.000000 predicted=25.663991, expected=12.000000 predicted=18.102277, expected=64.000000 predicted=29.843336, expected=32.000000 predicted=24.777507, expected=4.000000 predicted=20.165042, expected=16.000000 predicted=24.174123, expected=40.000000 predicted=27.222121, expected=44.000000 predicted=39.438021, expected=40.000000 predicted=31.172975, expected=28.000000 predicted=24.884124, expected=24.000000 predicted=28.621176, expected=16.000000 predicted=30.999469, expected=28.000000 predicted=31.814729, expected=40.000000 predicted=32.268411, expected=28.000000 predicted=27.666969, expected=36.000000 predicted=28.927474, expected=12.000000 predicted=23.018596, expected=4.000000 predicted=22.545439, expected=12.000000 predicted=23.000907, expected=16.000000 predicted=19.323691, expected=16.000000 predicted=18.983935, expected=32.000000 predicted=16.996661, expected=8.000000 predicted=12.168739, expected=24.000000 predicted=17.957666, expected=24.000000 predicted=19.618761, expected=8.000000 predicted=17.190069, expected=20.000000 predicted=21.039010, expected=20.000000 predicted=16.185819, expected=16.000000 predicted=19.306963, expected=16.000000 predicted=17.960387, expected=32.000000 predicted=18.818723, expected=12.000000 predicted=18.498161, expected=4.000000 predicted=15.533599, expected=12.000000 predicted=14.616317, expected=20.000000 predicted=16.615575, expected=32.000000 predicted=22.500013, expected=32.000000 predicted=19.444308, expected=28.000000 predicted=19.693054, expected=12.000000 predicted=19.520951, expected=16.000000 predicted=21.779880, expected=28.000000 predicted=26.105094, expected=44.000000 predicted=29.994103, expected=36.000000 predicted=28.650900, expected=16.000000 predicted=22.041433, expected=44.000000 predicted=30.082993, expected=8.000000 predicted=26.301222, expected=24.000000 predicted=30.662708, expected=44.000000 predicted=31.205124, expected=60.000000 predicted=34.355573, expected=32.000000 predicted=36.189649, expected=24.000000 predicted=27.208171, expected=36.000000 predicted=34.420714, expected=16.000000 predicted=34.286332, expected=24.000000 predicted=35.254932, expected=12.000000 predicted=23.284168, expected=8.000000 predicted=19.149935, expected=72.000000 predicted=34.880226, expected=16.000000 predicted=22.415147, expected=52.000000 predicted=32.790652, expected=40.000000 predicted=30.007507, expected=4.000000 predicted=26.138552, expected=20.000000 predicted=36.993481, expected=12.000000 predicted=21.135790, expected=4.000000 predicted=24.595177, expected=32.000000 predicted=23.032845, expected=40.000000 predicted=19.460427, expected=12.000000 predicted=19.466980, expected=12.000000 predicted=16.368015, expected=12.000000 predicted=15.133189, expected=8.000000 predicted=20.066617, expected=4.000000 predicted=16.882060, expected=4.000000 predicted=8.385293, expected=28.000000 predicted=13.579158, expected=8.000000 predicted=10.622969, expected=24.000000 predicted=13.665612, expected=28.000000 predicted=15.288429, expected=16.000000 predicted=16.203073, expected=44.000000 predicted=27.446332, expected=12.000000 predicted=18.622270, expected=48.000000 predicted=30.844104, expected=24.000000 predicted=27.396766, expected=28.000000 predicted=27.613507, expected=28.000000 predicted=31.347430, expected=16.000000 predicted=23.196899, expected=28.000000 predicted=31.087885, expected=48.000000 predicted=30.390593, expected=40.000000 predicted=32.527503, expected=16.000000 predicted=27.493050, expected=20.000000 predicted=24.689248, expected=56.000000 predicted=36.310959, expected=8.000000 predicted=31.359851, expected=16.000000 predicted=26.919007, expected=28.000000 predicted=22.225512, expected=20.000000 predicted=24.230081, expected=24.000000 predicted=29.426130, expected=12.000000 predicted=15.593139, expected=20.000000 predicted=19.543559, expected=16.000000 predicted=20.360106, expected=12.000000 predicted=17.250587, expected=40.000000 predicted=23.319744, expected=68.000000 predicted=31.093107, expected=8.000000 predicted=24.411122, expected=16.000000 predicted=23.713690, expected=52.000000 predicted=31.082834, expected=20.000000 predicted=33.919035, expected=44.000000 predicted=40.876565, expected=36.000000 predicted=26.274221, expected=28.000000 predicted=30.623431, expected=24.000000 predicted=34.807914, expected=20.000000 predicted=26.400608, expected=20.000000 predicted=29.717012, expected=44.000000 predicted=31.566266, expected=48.000000 predicted=32.536872, expected=16.000000 predicted=26.789058, expected=24.000000 predicted=26.633919, expected=16.000000 predicted=24.888654, expected=24.000000 predicted=30.790261, expected=28.000000 predicted=29.042889, expected=12.000000 predicted=18.665093, expected=36.000000 predicted=24.910392, expected=16.000000 predicted=20.137987, expected=24.000000 predicted=24.072537, expected=8.000000 predicted=19.449997, expected=12.000000 predicted=16.822905, expected=72.000000 predicted=34.058659, expected=24.000000 predicted=24.667809, expected=28.000000 predicted=28.243046, expected=12.000000 predicted=20.242881, expected=12.000000 predicted=23.973685, expected=36.000000 predicted=36.500995, expected=48.000000 predicted=29.169009, expected=24.000000 predicted=26.730978, expected=20.000000 predicted=22.538249, expected=32.000000 predicted=26.365175, expected=28.000000 predicted=32.010913, expected=20.000000 predicted=30.415604, expected=36.000000 predicted=27.150850, expected=24.000000 predicted=25.409962, expected=60.000000 predicted=36.676673, expected=24.000000 predicted=30.037641, expected=16.000000 predicted=27.717542, expected=20.000000 predicted=28.546021, expected=48.000000 predicted=33.512130, expected=24.000000 predicted=34.926412, expected=24.000000 predicted=25.708432, expected=28.000000 predicted=24.660739, expected=24.000000 predicted=26.938655, expected=16.000000 predicted=28.792437, expected=16.000000 predicted=21.458058, expected=20.000000 predicted=21.522199, expected=24.000000 predicted=22.645619, expected=36.000000 predicted=24.411956, expected=36.000000 predicted=24.758285, expected=40.000000 predicted=28.365410, expected=24.000000 predicted=27.718635, expected=12.000000 predicted=26.137352, expected=8.000000 predicted=24.978559, expected=36.000000 predicted=28.783316, expected=32.000000 predicted=28.207901, expected=12.000000 predicted=20.332753, expected=28.000000 predicted=20.364018, expected=28.000000 predicted=22.198098, expected=8.000000 predicted=24.185698, expected=16.000000 predicted=21.387110, expected=24.000000 predicted=18.690139, expected=24.000000 Test MSE: 239.691
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851])] predicted=31.434590, expected=12.000000 predicted=21.110022, expected=52.000000 predicted=35.619326, expected=40.000000 predicted=30.049500, expected=32.000000 predicted=29.325611, expected=32.000000 predicted=31.529643, expected=32.000000 predicted=31.488338, expected=24.000000 predicted=34.116089, expected=16.000000 predicted=27.773854, expected=40.000000 predicted=30.203268, expected=20.000000 predicted=26.483310, expected=4.000000 predicted=20.443415, expected=8.000000 predicted=17.576645, expected=8.000000 predicted=13.492322, expected=8.000000 predicted=13.936045, expected=36.000000 predicted=17.017823, expected=52.000000 predicted=23.498567, expected=12.000000 predicted=20.135943, expected=16.000000 predicted=21.393582, expected=36.000000 predicted=26.639460, expected=20.000000 predicted=26.367961, expected=8.000000 predicted=23.480979, expected=48.000000 predicted=26.085516, expected=32.000000 predicted=26.388539, expected=20.000000 predicted=27.037342, expected=8.000000 predicted=21.901952, expected=32.000000 predicted=23.275307, expected=24.000000 predicted=27.194289, expected=44.000000 predicted=28.940642, expected=72.000000 predicted=39.152553, expected=28.000000 predicted=33.249545, expected=24.000000 predicted=36.310066, expected=4.000000 predicted=28.333796, expected=40.000000 predicted=33.610532, expected=32.000000 predicted=35.020386, expected=36.000000 predicted=28.237346, expected=16.000000 predicted=25.588789, expected=32.000000 predicted=25.403906, expected=16.000000 predicted=27.503012, expected=20.000000 predicted=23.942826, expected=28.000000 predicted=26.017468, expected=28.000000 predicted=22.923513, expected=24.000000 predicted=25.261529, expected=24.000000 predicted=23.245802, expected=32.000000 predicted=26.261631, expected=20.000000 predicted=25.179586, expected=28.000000 predicted=26.215778, expected=40.000000 predicted=29.505525, expected=8.000000 predicted=22.786086, expected=52.000000 predicted=32.816311, expected=28.000000 predicted=29.277955, expected=16.000000 predicted=26.127449, expected=48.000000 predicted=35.452038, expected=16.000000 predicted=24.652066, expected=28.000000 predicted=31.575377, expected=32.000000 predicted=29.135801, expected=32.000000 predicted=27.329683, expected=20.000000 predicted=29.708933, expected=28.000000 predicted=25.573201, expected=24.000000 predicted=26.653308, expected=28.000000 predicted=27.133437, expected=24.000000 predicted=26.284507, expected=52.000000 predicted=31.387040, expected=36.000000 predicted=32.910329, expected=44.000000 predicted=35.549543, expected=32.000000 predicted=36.078662, expected=32.000000 predicted=34.602664, expected=8.000000 predicted=31.638346, expected=40.000000 predicted=31.918984, expected=12.000000 predicted=26.808761, expected=40.000000 predicted=28.100203, expected=24.000000 predicted=27.429486, expected=16.000000 predicted=20.648737, expected=28.000000 predicted=28.043710, expected=24.000000 predicted=22.535676, expected=12.000000 predicted=23.176149, expected=76.000000 predicted=35.126376, expected=36.000000 predicted=32.597595, expected=60.000000 predicted=41.642863, expected=60.000000 predicted=47.796439, expected=20.000000 predicted=38.459383, expected=36.000000 predicted=48.052034, expected=60.000000 predicted=45.344481, expected=32.000000 predicted=43.437807, expected=16.000000 predicted=37.049340, expected=12.000000 predicted=26.297040, expected=16.000000 predicted=25.304394, expected=8.000000 predicted=23.002778, expected=32.000000 predicted=21.183515, expected=40.000000 predicted=23.238092, expected=48.000000 predicted=28.722132, expected=44.000000 predicted=33.832915, expected=84.000000 predicted=46.814479, expected=36.000000 predicted=46.656160, expected=32.000000 predicted=44.998631, expected=36.000000 predicted=45.178042, expected=4.000000 predicted=32.256400, expected=8.000000 predicted=31.566097, expected=24.000000 predicted=22.686984, expected=32.000000 predicted=23.334705, expected=56.000000 predicted=32.536059, expected=28.000000 predicted=26.543311, expected=24.000000 predicted=27.352194, expected=24.000000 predicted=29.516164, expected=36.000000 predicted=31.828148, expected=20.000000 predicted=31.371813, expected=12.000000 predicted=22.490674, expected=28.000000 predicted=23.991382, expected=12.000000 predicted=19.920617, expected=44.000000 predicted=28.162033, expected=4.000000 predicted=19.029256, expected=60.000000 predicted=29.194393, expected=36.000000 predicted=33.172423, expected=40.000000 predicted=32.098136, expected=12.000000 predicted=32.699233, expected=16.000000 predicted=22.697366, expected=36.000000 predicted=34.025554, expected=24.000000 predicted=26.753640, expected=28.000000 predicted=27.601303, expected=60.000000 predicted=33.000883, expected=32.000000 predicted=32.472870, expected=24.000000 predicted=33.457154, expected=44.000000 predicted=35.786196, expected=20.000000 predicted=31.152366, expected=32.000000 predicted=35.835831, expected=20.000000 predicted=27.965895, expected=32.000000 predicted=27.558876, expected=40.000000 predicted=33.581996, expected=52.000000 predicted=34.745040, expected=40.000000 predicted=37.840105, expected=44.000000 predicted=38.332054, expected=40.000000 predicted=40.803955, expected=52.000000 predicted=44.719590, expected=40.000000 predicted=44.936709, expected=20.000000 predicted=36.678137, expected=24.000000 predicted=34.509457, expected=4.000000 predicted=25.366447, expected=24.000000 predicted=26.315921, expected=20.000000 predicted=22.575798, expected=24.000000 predicted=19.673370, expected=36.000000 predicted=24.957619, expected=64.000000 predicted=32.665889, expected=68.000000 predicted=44.808799, expected=72.000000 predicted=52.115263, expected=36.000000 predicted=48.667767, expected=24.000000 predicted=44.143579, expected=28.000000 predicted=44.038309, expected=24.000000 predicted=38.128743, expected=36.000000 predicted=37.823195, expected=32.000000 predicted=31.146726, expected=16.000000 predicted=25.110560, expected=48.000000 predicted=32.678271, expected=48.000000 predicted=35.897367, expected=24.000000 predicted=33.534792, expected=32.000000 predicted=33.675889, expected=40.000000 predicted=33.343032, expected=20.000000 predicted=33.139600, expected=28.000000 predicted=32.199166, expected=24.000000 predicted=26.741760, expected=4.000000 predicted=20.982171, expected=8.000000 predicted=18.949607, expected=8.000000 predicted=13.061226, expected=12.000000 predicted=13.384615, expected=24.000000 predicted=15.846005, expected=12.000000 predicted=11.738639, expected=16.000000 predicted=13.704514, expected=16.000000 predicted=14.539477, expected=40.000000 predicted=22.034344, expected=48.000000 predicted=30.615589, expected=28.000000 predicted=27.869687, expected=4.000000 predicted=22.331525, expected=48.000000 predicted=30.585024, expected=28.000000 predicted=31.734845, expected=16.000000 predicted=27.996266, expected=52.000000 predicted=33.423058, expected=24.000000 predicted=26.276803, expected=12.000000 predicted=28.520097, expected=20.000000 predicted=24.426968, expected=32.000000 predicted=24.176880, expected=48.000000 predicted=35.240406, expected=16.000000 predicted=25.671306, expected=12.000000 predicted=21.187990, expected=20.000000 predicted=22.488916, expected=24.000000 predicted=23.669326, expected=52.000000 predicted=33.527428, expected=32.000000 predicted=28.146875, expected=32.000000 predicted=29.169395, expected=16.000000 predicted=27.144153, expected=44.000000 predicted=32.573890, expected=44.000000 predicted=38.810163, expected=40.000000 predicted=35.940632, expected=16.000000 predicted=30.890956, expected=4.000000 predicted=21.920767, expected=24.000000 predicted=26.729698, expected=28.000000 predicted=26.109174, expected=8.000000 predicted=19.693410, expected=40.000000 predicted=23.130797, expected=48.000000 predicted=27.982335, expected=20.000000 predicted=27.476082, expected=28.000000 predicted=29.507879, expected=72.000000 predicted=39.081719, expected=16.000000 predicted=34.815832, expected=60.000000 predicted=44.582028, expected=44.000000 predicted=40.483108, expected=20.000000 predicted=35.213129, expected=16.000000 predicted=37.326116, expected=20.000000 predicted=24.573562, expected=264.000000 predicted=95.860235, expected=48.000000 predicted=73.104838, expected=28.000000 predicted=64.674310, expected=32.000000 predicted=66.915114, expected=36.000000 predicted=61.256841, expected=32.000000 predicted=78.418709, expected=20.000000 predicted=31.441030, expected=32.000000 predicted=29.977711, expected=12.000000 predicted=25.258442, expected=24.000000 predicted=25.382878, expected=52.000000 predicted=31.546369, expected=20.000000 predicted=25.780851, expected=48.000000 predicted=33.761120, expected=56.000000 predicted=37.937106, expected=28.000000 predicted=36.390303, expected=24.000000 predicted=37.145336, expected=52.000000 predicted=38.799393, expected=92.000000 predicted=54.479548, expected=40.000000 predicted=48.674829, expected=36.000000 predicted=45.082067, expected=40.000000 predicted=46.282271, expected=36.000000 predicted=46.112235, expected=20.000000 predicted=41.645193, expected=48.000000 predicted=37.896478, expected=68.000000 predicted=44.314713, expected=24.000000 predicted=37.714101, expected=68.000000 predicted=47.622419, expected=60.000000 predicted=49.083088, expected=32.000000 predicted=47.304135, expected=16.000000 predicted=42.667444, expected=32.000000 predicted=36.397237, expected=36.000000 predicted=39.321844, expected=64.000000 predicted=43.192690, expected=24.000000 predicted=33.608664, expected=20.000000 predicted=30.523542, expected=40.000000 predicted=36.396751, expected=16.000000 predicted=29.981553, expected=60.000000 predicted=40.531331, expected=36.000000 predicted=33.391426, expected=52.000000 predicted=38.680594, expected=84.000000 predicted=53.152518, expected=44.000000 predicted=47.656276, expected=16.000000 predicted=45.780614, expected=20.000000 predicted=38.941907, expected=12.000000 predicted=33.120492, expected=28.000000 predicted=33.275653, expected=24.000000 predicted=24.361839, expected=20.000000 predicted=19.942502, expected=44.000000 predicted=27.273988, expected=20.000000 predicted=23.853242, expected=28.000000 predicted=27.550569, expected=36.000000 predicted=29.627743, expected=36.000000 predicted=30.671849, expected=60.000000 predicted=40.680017, expected=56.000000 predicted=41.650667, expected=44.000000 predicted=43.733911, expected=56.000000 predicted=49.273568, expected=20.000000 predicted=41.667648, expected=32.000000 predicted=42.764753, expected=32.000000 predicted=38.711860, expected=68.000000 predicted=44.573293, expected=12.000000 predicted=34.764277, expected=32.000000 predicted=32.458916, expected=8.000000 predicted=27.793679, expected=32.000000 predicted=29.162123, expected=24.000000 predicted=29.690460, expected=24.000000 predicted=21.712923, expected=44.000000 predicted=29.929649, expected=20.000000 predicted=24.396422, expected=32.000000 predicted=29.756355, expected=20.000000 predicted=26.483707, expected=32.000000 predicted=28.310486, expected=16.000000 predicted=26.377083, expected=36.000000 predicted=26.709259, expected=28.000000 predicted=27.711114, expected=52.000000 predicted=32.912310, expected=40.000000 predicted=35.500128, expected=20.000000 predicted=30.365749, expected=24.000000 predicted=32.254437, expected=40.000000 predicted=33.775512, expected=24.000000 predicted=32.179879, expected=44.000000 predicted=33.803562, expected=52.000000 predicted=36.339524, expected=48.000000 predicted=39.680511, expected=12.000000 predicted=34.398597, expected=12.000000 predicted=28.834831, expected=24.000000 predicted=30.155651, expected=4.000000 predicted=22.094979, expected=24.000000 predicted=21.463126, expected=16.000000 predicted=15.450035, expected=44.000000 predicted=23.089341, expected=32.000000 predicted=25.877733, expected=28.000000 predicted=24.906213, expected=8.000000 predicted=23.540584, expected=24.000000 predicted=24.041085, expected=20.000000 predicted=25.146379, expected=48.000000 predicted=29.087560, expected=12.000000 predicted=22.869783, expected=12.000000 predicted=19.130568, expected=12.000000 predicted=20.125286, expected=24.000000 predicted=20.399715, expected=28.000000 predicted=23.969489, expected=48.000000 predicted=25.924819, expected=48.000000 predicted=31.592816, expected=24.000000 predicted=29.951137, expected=48.000000 predicted=37.970359, expected=28.000000 predicted=35.761269, expected=16.000000 predicted=32.549345, expected=12.000000 predicted=27.446415, expected=36.000000 predicted=27.246946, expected=8.000000 predicted=22.933673, expected=32.000000 predicted=23.253922, expected=24.000000 predicted=22.019161, expected=16.000000 predicted=19.881819, expected=44.000000 predicted=29.405227, expected=12.000000 predicted=21.028856, expected=8.000000 predicted=20.789519, expected=28.000000 predicted=22.647366, expected=12.000000 predicted=18.060658, expected=56.000000 predicted=30.702927, expected=4.000000 predicted=18.927024, expected=12.000000 predicted=18.313002, expected=24.000000 predicted=22.903035, expected=52.000000 predicted=28.260701, expected=40.000000 predicted=33.876115, expected=52.000000 predicted=33.530879, expected=36.000000 predicted=36.262304, expected=12.000000 predicted=32.314367, expected=60.000000 predicted=43.817706, expected=28.000000 predicted=36.705849, expected=32.000000 predicted=36.262168, expected=52.000000 predicted=39.044988, expected=20.000000 predicted=31.461901, expected=16.000000 predicted=32.924794, expected=4.000000 predicted=22.296516, expected=28.000000 predicted=24.451184, expected=8.000000 predicted=20.275901, expected=20.000000 predicted=16.339614, expected=28.000000 predicted=18.895867, expected=60.000000 predicted=28.436698, expected=92.000000 predicted=47.244478, expected=68.000000 predicted=50.247596, expected=60.000000 predicted=56.194116, expected=44.000000 predicted=56.211356, expected=44.000000 predicted=57.639859, expected=40.000000 predicted=55.462259, expected=24.000000 predicted=43.280431, expected=28.000000 predicted=38.040367, expected=28.000000 predicted=33.276296, expected=24.000000 predicted=30.065576, expected=4.000000 predicted=21.957674, expected=4.000000 predicted=15.902542, expected=20.000000 predicted=17.498703, expected=16.000000 predicted=15.845539, expected=32.000000 predicted=19.226017, expected=36.000000 predicted=21.625069, expected=36.000000 predicted=25.879017, expected=28.000000 predicted=28.488112, expected=20.000000 predicted=26.540624, expected=4.000000 predicted=22.387191, expected=40.000000 predicted=28.172805, expected=12.000000 predicted=22.084390, expected=8.000000 predicted=17.145755, expected=28.000000 predicted=19.963941, expected=12.000000 predicted=15.823145, expected=16.000000 predicted=19.192658, expected=16.000000 predicted=15.469722, expected=20.000000 predicted=16.533844, expected=40.000000 predicted=24.742663, expected=32.000000 predicted=24.464618, expected=80.000000 predicted=40.849989, expected=40.000000 predicted=39.834455, expected=48.000000 predicted=43.980018, expected=16.000000 predicted=39.249114, expected=20.000000 predicted=34.410865, expected=20.000000 predicted=34.608742, expected=8.000000 predicted=22.010694, expected=20.000000 predicted=21.633419, expected=60.000000 predicted=28.942912, expected=40.000000 predicted=30.974726, expected=28.000000 predicted=30.228797, expected=92.000000 predicted=48.403623, expected=24.000000 predicted=41.786700, expected=4.000000 predicted=36.506186, expected=8.000000 predicted=27.908065, expected=32.000000 predicted=28.097603, expected=24.000000 predicted=30.887056, expected=24.000000 predicted=20.908229, expected=16.000000 predicted=17.954658, expected=40.000000 predicted=25.468504, expected=20.000000 predicted=25.583857, expected=36.000000 predicted=27.967314, expected=44.000000 predicted=32.496894, expected=64.000000 predicted=40.517858, expected=40.000000 predicted=42.162180, expected=8.000000 predicted=31.351722, expected=28.000000 predicted=34.104160, expected=24.000000 predicted=31.599969, expected=52.000000 predicted=38.264538, expected=44.000000 predicted=35.873309, expected=36.000000 predicted=32.852247, expected=32.000000 predicted=35.663897, expected=44.000000 predicted=38.453504, expected=28.000000 predicted=37.752347, expected=24.000000 predicted=32.995372, expected=28.000000 predicted=31.088733, expected=44.000000 predicted=34.230332, expected=24.000000 predicted=31.464497, expected=16.000000 predicted=25.734345, expected=36.000000 predicted=29.179204, expected=28.000000 predicted=28.614632, expected=8.000000 Test MSE: 479.801
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199])] predicted=24.141239, expected=36.000000 predicted=30.130571, expected=16.000000 predicted=24.071340, expected=16.000000 predicted=26.033337, expected=4.000000 predicted=18.807289, expected=40.000000 predicted=23.872470, expected=20.000000 predicted=22.316702, expected=24.000000 predicted=19.913100, expected=12.000000 predicted=19.257623, expected=16.000000 predicted=18.904095, expected=24.000000 predicted=23.046409, expected=8.000000 predicted=17.070530, expected=24.000000 predicted=18.200479, expected=28.000000 predicted=18.990450, expected=8.000000 predicted=17.621510, expected=12.000000 predicted=17.243281, expected=12.000000 predicted=15.192438, expected=44.000000 predicted=22.023412, expected=32.000000 predicted=23.128984, expected=24.000000 predicted=21.746649, expected=8.000000 predicted=21.521677, expected=24.000000 predicted=23.908014, expected=4.000000 predicted=22.534799, expected=4.000000 predicted=15.634851, expected=16.000000 predicted=13.653535, expected=48.000000 predicted=18.216238, expected=8.000000 predicted=17.140946, expected=16.000000 predicted=15.617181, expected=48.000000 predicted=24.212268, expected=12.000000 predicted=23.963137, expected=36.000000 predicted=28.525155, expected=20.000000 predicted=23.328494, expected=4.000000 predicted=21.911191, expected=12.000000 predicted=22.187155, expected=28.000000 predicted=18.819282, expected=68.000000 predicted=29.453664, expected=36.000000 predicted=28.128237, expected=20.000000 predicted=27.163739, expected=20.000000 predicted=30.277293, expected=24.000000 predicted=32.572291, expected=32.000000 predicted=33.997214, expected=36.000000 predicted=28.448182, expected=28.000000 predicted=26.576841, expected=28.000000 predicted=27.881056, expected=20.000000 predicted=27.756560, expected=28.000000 predicted=28.796499, expected=28.000000 predicted=28.258742, expected=24.000000 predicted=25.973263, expected=20.000000 predicted=24.584211, expected=40.000000 predicted=27.113028, expected=16.000000 predicted=25.762115, expected=8.000000 predicted=22.168815, expected=20.000000 predicted=21.521646, expected=4.000000 predicted=17.634854, expected=20.000000 predicted=18.420328, expected=16.000000 predicted=14.159546, expected=8.000000 predicted=12.343308, expected=16.000000 predicted=14.150584, expected=28.000000 predicted=15.632111, expected=24.000000 predicted=18.848720, expected=28.000000 predicted=20.153824, expected=12.000000 predicted=18.877691, expected=24.000000 predicted=21.993384, expected=4.000000 predicted=19.680084, expected=44.000000 predicted=23.378806, expected=36.000000 predicted=25.277552, expected=8.000000 predicted=20.514611, expected=20.000000 predicted=22.608001, expected=16.000000 predicted=21.096100, expected=4.000000 predicted=21.225591, expected=12.000000 predicted=16.243991, expected=4.000000 predicted=10.421457, expected=4.000000 predicted=9.920449, expected=16.000000 predicted=9.679090, expected=16.000000 predicted=9.452923, expected=24.000000 predicted=12.993316, expected=12.000000 predicted=12.433979, expected=44.000000 predicted=19.948537, expected=4.000000 predicted=18.856872, expected=12.000000 predicted=18.251715, expected=12.000000 predicted=18.044900, expected=8.000000 predicted=15.047395, expected=20.000000 predicted=17.235004, expected=8.000000 predicted=10.475855, expected=16.000000 predicted=12.698503, expected=16.000000 predicted=13.416407, expected=20.000000 predicted=14.738886, expected=20.000000 predicted=16.823415, expected=12.000000 predicted=15.087934, expected=8.000000 predicted=15.059869, expected=8.000000 predicted=13.831339, expected=8.000000 predicted=12.631829, expected=28.000000 predicted=14.587361, expected=12.000000 predicted=12.650987, expected=24.000000 predicted=14.765405, expected=12.000000 predicted=15.128002, expected=12.000000 predicted=15.706158, expected=4.000000 predicted=15.156353, expected=28.000000 predicted=15.709362, expected=20.000000 predicted=17.007904, expected=4.000000 predicted=12.881365, expected=8.000000 predicted=12.422206, expected=16.000000 predicted=13.354242, expected=48.000000 predicted=21.793286, expected=40.000000 predicted=23.243932, expected=20.000000 predicted=21.981236, expected=4.000000 predicted=21.581229, expected=20.000000 predicted=24.656861, expected=16.000000 predicted=25.108918, expected=4.000000 predicted=17.138136, expected=4.000000 predicted=11.104361, expected=16.000000 predicted=10.869011, expected=32.000000 predicted=16.123798, expected=28.000000 predicted=17.006915, expected=48.000000 predicted=22.718360, expected=16.000000 predicted=23.375177, expected=12.000000 predicted=24.457725, expected=24.000000 predicted=26.841577, expected=20.000000 predicted=24.779765, expected=24.000000 predicted=24.371402, expected=8.000000 predicted=16.886658, expected=40.000000 predicted=21.963940, expected=28.000000 predicted=24.360961, expected=28.000000 predicted=24.586213, expected=20.000000 predicted=24.444733, expected=8.000000 predicted=21.286176, expected=52.000000 predicted=30.492305, expected=24.000000 predicted=26.835004, expected=28.000000 predicted=26.431754, expected=16.000000 predicted=24.273087, expected=8.000000 predicted=22.165883, expected=20.000000 predicted=24.899936, expected=16.000000 predicted=18.829389, expected=40.000000 predicted=22.114888, expected=40.000000 predicted=23.940308, expected=44.000000 predicted=28.358449, expected=20.000000 predicted=29.304684, expected=4.000000 predicted=26.090086, expected=4.000000 predicted=24.720351, expected=8.000000 predicted=20.084023, expected=8.000000 predicted=14.880455, expected=44.000000 predicted=16.196476, expected=24.000000 predicted=15.747459, expected=28.000000 predicted=19.148397, expected=12.000000 predicted=19.819698, expected=24.000000 predicted=23.158593, expected=12.000000 predicted=23.966904, expected=44.000000 predicted=24.995420, expected=4.000000 predicted=20.331693, expected=12.000000 predicted=17.114416, expected=20.000000 predicted=19.556592, expected=8.000000 predicted=16.521169, expected=16.000000 predicted=17.589064, expected=12.000000 predicted=11.899582, expected=24.000000 predicted=15.703194, expected=4.000000 predicted=13.692685, expected=16.000000 predicted=13.119877, expected=12.000000 predicted=14.068620, expected=32.000000 predicted=17.347765, expected=4.000000 predicted=15.101845, expected=4.000000 predicted=11.089745, expected=20.000000 predicted=14.975460, expected=40.000000 predicted=19.900964, expected=4.000000 predicted=17.003111, expected=8.000000 predicted=12.375165, expected=20.000000 predicted=16.204397, expected=24.000000 predicted=19.832615, expected=20.000000 predicted=19.604244, expected=12.000000 predicted=14.213344, expected=24.000000 predicted=18.100228, expected=4.000000 predicted=16.951172, expected=36.000000 predicted=20.595666, expected=4.000000 predicted=16.531903, expected=12.000000 predicted=14.728707, expected=16.000000 predicted=16.296281, expected=8.000000 predicted=13.123304, expected=16.000000 predicted=15.521960, expected=84.000000 predicted=25.682594, expected=48.000000 predicted=31.551466, expected=52.000000 predicted=36.944022, expected=44.000000 predicted=41.517296, expected=8.000000 predicted=39.789948, expected=4.000000 predicted=38.889759, expected=80.000000 predicted=42.247167, expected=40.000000 predicted=39.528218, expected=20.000000 predicted=31.938732, expected=24.000000 predicted=28.149547, expected=12.000000 predicted=28.403969, expected=20.000000 predicted=34.066110, expected=8.000000 predicted=20.743580, expected=8.000000 predicted=15.008693, expected=20.000000 predicted=15.922950, expected=20.000000 predicted=14.992445, expected=32.000000 predicted=18.847954, expected=4.000000 predicted=14.432873, expected=16.000000 predicted=16.102986, expected=12.000000 predicted=17.278655, expected=4.000000 predicted=14.288807, expected=8.000000 predicted=12.967423, expected=16.000000 predicted=10.183693, expected=12.000000 predicted=11.582936, expected=8.000000 predicted=9.853196, expected=20.000000 predicted=11.515413, expected=16.000000 predicted=13.393900, expected=12.000000 predicted=13.889897, expected=24.000000 predicted=15.658435, expected=8.000000 predicted=14.145322, expected=16.000000 predicted=16.012787, expected=8.000000 predicted=13.774998, expected=8.000000 predicted=12.344321, expected=16.000000 predicted=13.839648, expected=12.000000 predicted=11.320991, expected=48.000000 predicted=19.610589, expected=32.000000 predicted=21.155599, expected=8.000000 predicted=19.280494, expected=8.000000 predicted=19.497451, expected=4.000000 predicted=17.758954, expected=20.000000 predicted=21.178935, expected=16.000000 predicted=15.481352, expected=16.000000 predicted=12.008506, expected=8.000000 predicted=11.507493, expected=36.000000 predicted=17.351468, expected=28.000000 predicted=21.325071, expected=24.000000 predicted=21.195204, expected=16.000000 predicted=20.688561, expected=4.000000 predicted=18.029208, expected=12.000000 predicted=20.078212, expected=8.000000 predicted=15.475828, expected=16.000000 predicted=13.873093, expected=8.000000 predicted=10.687521, expected=28.000000 predicted=13.227932, expected=20.000000 predicted=15.645595, expected=20.000000 predicted=16.478896, expected=16.000000 predicted=17.727059, expected=36.000000 predicted=21.815250, expected=12.000000 predicted=21.796948, expected=32.000000 predicted=22.906883, expected=20.000000 predicted=22.607443, expected=4.000000 predicted=18.851651, expected=16.000000 predicted=20.142139, expected=20.000000 predicted=17.521267, expected=8.000000 predicted=16.763586, expected=4.000000 predicted=11.607691, expected=20.000000 predicted=12.176344, expected=12.000000 predicted=13.519548, expected=12.000000 predicted=12.780521, expected=12.000000 predicted=11.195749, expected=20.000000 predicted=13.431668, expected=12.000000 predicted=14.748196, expected=40.000000 predicted=19.055467, expected=20.000000 predicted=19.356243, expected=12.000000 predicted=18.424922, expected=32.000000 predicted=23.040201, expected=8.000000 predicted=19.869041, expected=28.000000 predicted=24.028067, expected=32.000000 predicted=22.650882, expected=28.000000 predicted=23.350130, expected=20.000000 predicted=24.559473, expected=4.000000 predicted=18.543306, expected=28.000000 predicted=23.718753, expected=20.000000 predicted=22.525232, expected=12.000000 predicted=18.571379, expected=32.000000 predicted=19.935173, expected=16.000000 predicted=18.225823, expected=20.000000 predicted=21.395577, expected=24.000000 predicted=20.794233, expected=16.000000 predicted=19.624371, expected=16.000000 predicted=20.711192, expected=32.000000 predicted=21.169501, expected=16.000000 predicted=20.556897, expected=4.000000 predicted=17.264393, expected=4.000000 predicted=13.917816, expected=28.000000 predicted=17.428994, expected=8.000000 predicted=15.711165, expected=24.000000 predicted=14.461713, expected=12.000000 predicted=12.944202, expected=24.000000 predicted=16.612828, expected=20.000000 predicted=19.728102, expected=28.000000 predicted=19.446518, expected=28.000000 predicted=23.067202, expected=16.000000 predicted=20.723232, expected=12.000000 predicted=20.770389, expected=4.000000 predicted=17.233595, expected=8.000000 predicted=15.934112, expected=16.000000 predicted=14.666780, expected=12.000000 predicted=11.618951, expected=20.000000 predicted=12.401539, expected=28.000000 predicted=15.127642, expected=24.000000 predicted=18.108047, expected=12.000000 predicted=18.102402, expected=12.000000 predicted=17.288966, expected=24.000000 predicted=20.285984, expected=8.000000 predicted=17.905139, expected=16.000000 predicted=16.135598, expected=8.000000 predicted=12.984174, expected=28.000000 predicted=16.561708, expected=56.000000 predicted=25.556638, expected=28.000000 predicted=23.975537, expected=40.000000 predicted=29.249550, expected=24.000000 predicted=29.524159, expected=8.000000 predicted=29.194436, expected=12.000000 predicted=27.763646, expected=12.000000 predicted=20.439612, expected=16.000000 predicted=19.313878, expected=16.000000 predicted=15.100342, expected=4.000000 predicted=10.723631, expected=20.000000 predicted=13.559329, expected=8.000000 predicted=12.480339, expected=36.000000 predicted=17.853410, expected=12.000000 predicted=16.000781, expected=16.000000 predicted=15.412874, expected=8.000000 predicted=16.096312, expected=36.000000 predicted=20.014557, expected=8.000000 predicted=19.552441, expected=36.000000 predicted=19.800589, expected=32.000000 predicted=23.303620, expected=24.000000 predicted=23.548270, expected=16.000000 predicted=24.984473, expected=8.000000 predicted=19.301011, expected=16.000000 Test MSE: 185.184
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128])] predicted=50.215687, expected=28.000000 predicted=39.638249, expected=32.000000 predicted=40.080031, expected=36.000000 predicted=37.233850, expected=32.000000 predicted=40.256663, expected=16.000000 predicted=32.262737, expected=40.000000 predicted=31.821665, expected=60.000000 predicted=42.959300, expected=60.000000 predicted=48.741833, expected=12.000000 predicted=28.945289, expected=40.000000 predicted=31.627921, expected=56.000000 predicted=45.492364, expected=48.000000 predicted=52.315599, expected=80.000000 predicted=61.532329, expected=48.000000 predicted=41.502842, expected=28.000000 predicted=41.752498, expected=44.000000 predicted=46.156690, expected=64.000000 predicted=54.832331, expected=60.000000 predicted=63.202356, expected=48.000000 predicted=49.190027, expected=48.000000 predicted=43.389718, expected=60.000000 predicted=53.275934, expected=8.000000 predicted=39.223330, expected=28.000000 predicted=39.481651, expected=20.000000 predicted=30.333404, expected=36.000000 predicted=38.365790, expected=36.000000 predicted=38.345038, expected=28.000000 predicted=24.168337, expected=48.000000 predicted=35.983488, expected=36.000000 predicted=32.321823, expected=24.000000 predicted=32.305663, expected=20.000000 predicted=27.345258, expected=36.000000 predicted=31.592830, expected=40.000000 predicted=39.117303, expected=28.000000 predicted=31.994247, expected=20.000000 predicted=24.146719, expected=48.000000 predicted=33.528347, expected=32.000000 predicted=34.562134, expected=28.000000 predicted=33.641506, expected=24.000000 predicted=26.187307, expected=28.000000 predicted=27.121064, expected=68.000000 predicted=49.237007, expected=60.000000 predicted=46.803994, expected=64.000000 predicted=50.018275, expected=60.000000 predicted=47.853481, expected=60.000000 predicted=52.584595, expected=28.000000 predicted=49.425439, expected=48.000000 predicted=51.470393, expected=28.000000 predicted=43.566806, expected=36.000000 predicted=44.721746, expected=68.000000 predicted=53.846669, expected=28.000000 predicted=35.859515, expected=36.000000 predicted=40.643054, expected=20.000000 predicted=26.826797, expected=160.000000 predicted=85.159603, expected=212.000000 predicted=132.429365, expected=80.000000 predicted=81.675844, expected=48.000000 predicted=62.564003, expected=40.000000 predicted=57.154976, expected=48.000000 predicted=97.023818, expected=28.000000 predicted=83.379886, expected=20.000000 predicted=40.610292, expected=80.000000 predicted=56.879912, expected=92.000000 predicted=65.405697, expected=40.000000 predicted=48.492560, expected=64.000000 predicted=52.447130, expected=40.000000 predicted=43.026352, expected=44.000000 predicted=58.926890, expected=32.000000 predicted=49.635491, expected=64.000000 predicted=52.729461, expected=80.000000 predicted=64.972612, expected=32.000000 predicted=42.509004, expected=88.000000 predicted=65.462377, expected=64.000000 predicted=55.963862, expected=48.000000 predicted=60.248459, expected=52.000000 predicted=58.423851, expected=88.000000 predicted=66.716362, expected=112.000000 predicted=91.395591, expected=124.000000 predicted=95.747389, expected=68.000000 predicted=71.722686, expected=48.000000 predicted=64.380732, expected=44.000000 predicted=66.585294, expected=68.000000 predicted=80.356338, expected=56.000000 predicted=72.789839, expected=128.000000 predicted=91.141069, expected=84.000000 predicted=72.255905, expected=52.000000 predicted=61.817380, expected=64.000000 predicted=66.941301, expected=28.000000 predicted=52.069295, expected=36.000000 predicted=65.776586, expected=96.000000 predicted=76.176024, expected=72.000000 predicted=63.944865, expected=68.000000 predicted=65.404559, expected=60.000000 predicted=52.116876, expected=28.000000 predicted=44.507037, expected=108.000000 predicted=88.731322, expected=80.000000 predicted=73.835095, expected=92.000000 predicted=81.973491, expected=116.000000 predicted=86.561553, expected=64.000000 predicted=68.146300, expected=52.000000 predicted=77.016493, expected=80.000000 predicted=77.677411, expected=72.000000 predicted=80.759493, expected=108.000000 predicted=98.553778, expected=192.000000 predicted=124.381850, expected=128.000000 predicted=106.818226, expected=144.000000 predicted=123.478394, expected=76.000000 predicted=89.913479, expected=60.000000 predicted=96.828360, expected=84.000000 predicted=113.896052, expected=92.000000 predicted=103.958116, expected=108.000000 predicted=110.418841, expected=108.000000 predicted=93.107738, expected=72.000000 predicted=77.008270, expected=36.000000 predicted=64.146266, expected=48.000000 predicted=66.836672, expected=28.000000 predicted=60.027250, expected=48.000000 predicted=64.448202, expected=92.000000 predicted=71.089104, expected=104.000000 predicted=75.073416, expected=64.000000 predicted=62.209789, expected=100.000000 predicted=72.383657, expected=44.000000 predicted=56.769758, expected=32.000000 predicted=62.698423, expected=28.000000 predicted=52.609249, expected=68.000000 predicted=63.751298, expected=128.000000 predicted=98.898152, expected=28.000000 predicted=45.749633, expected=44.000000 predicted=44.515943, expected=32.000000 predicted=34.631362, expected=4.000000 predicted=41.617251, expected=48.000000 predicted=60.909774, expected=72.000000 predicted=49.463567, expected=68.000000 predicted=57.383474, expected=92.000000 predicted=62.493573, expected=104.000000 predicted=67.569036, expected=56.000000 predicted=63.424926, expected=68.000000 predicted=70.586308, expected=32.000000 predicted=52.372839, expected=116.000000 predicted=97.029091, expected=124.000000 predicted=103.326259, expected=48.000000 predicted=66.527618, expected=56.000000 predicted=60.201153, expected=32.000000 predicted=44.257030, expected=44.000000 predicted=73.123289, expected=56.000000 predicted=69.294513, expected=72.000000 predicted=60.772181, expected=108.000000 predicted=78.508456, expected=92.000000 predicted=71.134019, expected=40.000000 predicted=53.064223, expected=72.000000 predicted=65.703794, expected=52.000000 predicted=64.240726, expected=44.000000 predicted=70.356542, expected=120.000000 predicted=90.433750, expected=68.000000 predicted=64.498179, expected=72.000000 predicted=74.523996, expected=36.000000 predicted=44.859655, expected=32.000000 predicted=49.838234, expected=28.000000 predicted=57.198968, expected=28.000000 predicted=44.343648, expected=80.000000 predicted=63.973145, expected=92.000000 predicted=64.837835, expected=64.000000 predicted=56.197417, expected=92.000000 predicted=64.386205, expected=68.000000 predicted=60.282111, expected=40.000000 predicted=64.017328, expected=28.000000 predicted=51.810638, expected=80.000000 predicted=69.196053, expected=124.000000 predicted=98.852451, expected=56.000000 predicted=66.420463, expected=32.000000 predicted=42.430626, expected=48.000000 predicted=44.149409, expected=128.000000 predicted=101.843168, expected=60.000000 predicted=80.905500, expected=84.000000 predicted=72.587372, expected=124.000000 predicted=81.150193, expected=40.000000 predicted=64.635334, expected=64.000000 predicted=83.927637, expected=80.000000 predicted=68.851019, expected=68.000000 predicted=80.903793, expected=60.000000 predicted=76.679340, expected=384.000000 predicted=196.294162, expected=132.000000 predicted=125.088401, expected=72.000000 predicted=118.892552, expected=72.000000 predicted=74.128080, expected=44.000000 predicted=87.690112, expected=24.000000 predicted=160.416021, expected=76.000000 predicted=84.583187, expected=44.000000 predicted=55.121257, expected=112.000000 predicted=85.371236, expected=128.000000 predicted=84.552453, expected=84.000000 predicted=73.211846, expected=44.000000 predicted=65.689644, expected=128.000000 predicted=89.021430, expected=140.000000 predicted=119.215909, expected=76.000000 predicted=103.765543, expected=72.000000 predicted=81.926526, expected=76.000000 predicted=70.175357, expected=44.000000 predicted=81.899932, expected=44.000000 predicted=78.558580, expected=108.000000 predicted=83.447286, expected=76.000000 predicted=73.551270, expected=56.000000 predicted=69.089622, expected=40.000000 predicted=46.998660, expected=60.000000 predicted=56.601556, expected=32.000000 predicted=60.911007, expected=56.000000 predicted=60.623670, expected=64.000000 predicted=55.557288, expected=80.000000 predicted=62.524217, expected=44.000000 predicted=53.216103, expected=60.000000 predicted=52.466111, expected=100.000000 predicted=74.705797, expected=8.000000 predicted=43.113240, expected=20.000000 predicted=48.677219, expected=64.000000 predicted=47.499629, expected=64.000000 predicted=59.471449, expected=52.000000 predicted=65.875226, expected=28.000000 predicted=27.849115, expected=52.000000 predicted=41.683217, expected=8.000000 predicted=34.251472, expected=20.000000 predicted=38.274285, expected=44.000000 predicted=39.099034, expected=100.000000 predicted=60.880344, expected=28.000000 predicted=41.015514, expected=32.000000 predicted=32.182194, expected=76.000000 predicted=48.417379, expected=24.000000 predicted=39.364619, expected=76.000000 predicted=76.028068, expected=68.000000 predicted=48.727901, expected=48.000000 predicted=49.978125, expected=56.000000 predicted=60.905618, expected=44.000000 predicted=41.750440, expected=64.000000 predicted=65.279976, expected=64.000000 predicted=61.502303, expected=76.000000 predicted=63.793220, expected=48.000000 predicted=54.298613, expected=72.000000 predicted=61.876106, expected=28.000000 predicted=47.298627, expected=68.000000 predicted=64.660024, expected=72.000000 predicted=65.791321, expected=16.000000 predicted=40.300348, expected=80.000000 predicted=67.956684, expected=64.000000 predicted=48.681242, expected=72.000000 predicted=71.061317, expected=24.000000 predicted=46.836517, expected=16.000000 predicted=28.642517, expected=28.000000 predicted=44.681858, expected=32.000000 predicted=41.868933, expected=28.000000 predicted=40.714592, expected=52.000000 predicted=36.600550, expected=40.000000 predicted=31.430668, expected=68.000000 predicted=49.240932, expected=44.000000 predicted=40.771506, expected=48.000000 predicted=44.586965, expected=48.000000 predicted=48.204419, expected=48.000000 predicted=47.083734, expected=80.000000 predicted=67.132160, expected=124.000000 predicted=81.862224, expected=28.000000 predicted=49.579845, expected=40.000000 predicted=52.949311, expected=64.000000 predicted=54.465997, expected=24.000000 predicted=52.935279, expected=36.000000 predicted=64.094083, expected=56.000000 predicted=40.939525, expected=64.000000 predicted=52.499858, expected=20.000000 predicted=41.313957, expected=32.000000 predicted=33.322631, expected=44.000000 predicted=38.575600, expected=32.000000 predicted=42.050377, expected=36.000000 predicted=43.757834, expected=64.000000 predicted=42.393019, expected=60.000000 predicted=47.618321, expected=32.000000 predicted=41.815967, expected=56.000000 predicted=46.369947, expected=48.000000 predicted=44.140330, expected=36.000000 predicted=49.358523, expected=28.000000 predicted=41.091965, expected=52.000000 predicted=42.437400, expected=72.000000 predicted=58.099869, expected=44.000000 predicted=47.585502, expected=24.000000 predicted=35.807585, expected=32.000000 predicted=33.551679, expected=28.000000 predicted=37.918559, expected=40.000000 predicted=47.537196, expected=116.000000 predicted=70.780411, expected=112.000000 predicted=70.934662, expected=36.000000 predicted=49.964406, expected=68.000000 predicted=58.321220, expected=28.000000 predicted=41.931186, expected=36.000000 predicted=68.784426, expected=24.000000 predicted=52.607104, expected=72.000000 predicted=52.432814, expected=60.000000 predicted=56.353744, expected=36.000000 predicted=39.898082, expected=20.000000 predicted=31.783261, expected=44.000000 predicted=37.228095, expected=32.000000 predicted=45.037506, expected=24.000000 predicted=38.554703, expected=80.000000 predicted=52.430469, expected=344.000000 predicted=170.469765, expected=472.000000 predicted=293.040436, expected=4.000000 predicted=53.829333, expected=548.000000 predicted=294.818895, expected=264.000000 predicted=211.981526, expected=132.000000 predicted=329.839276, expected=48.000000 predicted=268.893474, expected=108.000000 predicted=74.549205, expected=96.000000 predicted=204.293218, expected=52.000000 predicted=112.768021, expected=72.000000 predicted=85.677709, expected=76.000000 predicted=66.350629, expected=128.000000 predicted=101.271146, expected=196.000000 predicted=137.493122, expected=88.000000 predicted=107.883964, expected=76.000000 predicted=101.218264, expected=84.000000 predicted=86.386083, expected=52.000000 predicted=79.586367, expected=56.000000 predicted=88.652039, expected=124.000000 predicted=89.936337, expected=44.000000 predicted=67.766483, expected=72.000000 predicted=78.096746, expected=84.000000 predicted=69.395746, expected=468.000000 predicted=228.122203, expected=48.000000 predicted=157.744076, expected=56.000000 predicted=131.521811, expected=56.000000 predicted=93.355689, expected=72.000000 predicted=69.308285, expected=64.000000 predicted=147.115873, expected=40.000000 predicted=52.879762, expected=60.000000 predicted=57.294863, expected=64.000000 predicted=57.926698, expected=64.000000 predicted=62.719666, expected=72.000000 predicted=66.268103, expected=80.000000 predicted=67.129526, expected=80.000000 predicted=73.564565, expected=32.000000 predicted=58.536906, expected=64.000000 predicted=62.403464, expected=40.000000 predicted=52.744889, expected=44.000000 predicted=52.583564, expected=80.000000 predicted=64.491604, expected=64.000000 predicted=55.866258, expected=64.000000 predicted=64.686455, expected=84.000000 predicted=68.207279, expected=44.000000 predicted=57.040008, expected=72.000000 predicted=69.572028, expected=56.000000 predicted=60.814277, expected=88.000000 predicted=71.440554, expected=84.000000 predicted=78.360070, expected=40.000000 predicted=58.916271, expected=20.000000 predicted=50.059386, expected=44.000000 predicted=45.176440, expected=36.000000 predicted=45.105655, expected=20.000000 predicted=38.607477, expected=76.000000 predicted=48.934662, expected=72.000000 predicted=51.182949, expected=68.000000 predicted=61.358064, expected=28.000000 predicted=48.082525, expected=48.000000 predicted=45.253142, expected=20.000000 predicted=41.296971, expected=48.000000 predicted=45.786544, expected=52.000000 predicted=47.984497, expected=28.000000 predicted=35.413870, expected=32.000000 predicted=38.613724, expected=40.000000 predicted=34.046883, expected=12.000000 predicted=28.872531, expected=64.000000 predicted=44.983777, expected=24.000000 predicted=31.459573, expected=56.000000 predicted=43.213569, expected=84.000000 predicted=57.959014, expected=28.000000 predicted=40.532039, expected=40.000000 predicted=50.594943, expected=28.000000 predicted=34.559429, expected=36.000000 Test MSE: 3440.102
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935])] predicted=39.859868, expected=12.000000 predicted=29.162179, expected=36.000000 predicted=42.587989, expected=52.000000 predicted=56.666336, expected=52.000000 predicted=62.245652, expected=40.000000 predicted=44.225515, expected=76.000000 predicted=48.226739, expected=76.000000 predicted=56.006698, expected=48.000000 predicted=52.049146, expected=44.000000 predicted=52.295888, expected=32.000000 predicted=43.992310, expected=24.000000 predicted=48.466930, expected=68.000000 predicted=62.528656, expected=40.000000 predicted=40.509141, expected=80.000000 predicted=58.384897, expected=56.000000 predicted=45.455022, expected=52.000000 predicted=47.053658, expected=36.000000 predicted=51.996317, expected=72.000000 predicted=59.185338, expected=76.000000 predicted=69.252860, expected=56.000000 predicted=55.781488, expected=64.000000 predicted=59.718780, expected=52.000000 predicted=51.722898, expected=80.000000 predicted=73.246591, expected=52.000000 predicted=61.024751, expected=24.000000 predicted=45.817602, expected=48.000000 predicted=56.070182, expected=64.000000 predicted=56.625139, expected=56.000000 predicted=59.135695, expected=56.000000 predicted=51.909479, expected=64.000000 predicted=49.801195, expected=20.000000 predicted=39.802975, expected=36.000000 predicted=50.737763, expected=56.000000 predicted=52.738868, expected=48.000000 predicted=48.233969, expected=36.000000 predicted=45.056157, expected=28.000000 predicted=30.973940, expected=44.000000 predicted=42.114656, expected=28.000000 predicted=38.968027, expected=40.000000 predicted=41.186733, expected=48.000000 predicted=39.985602, expected=108.000000 predicted=63.610141, expected=28.000000 predicted=36.931766, expected=60.000000 predicted=51.753740, expected=52.000000 predicted=51.149231, expected=44.000000 predicted=51.133924, expected=64.000000 predicted=71.999627, expected=64.000000 predicted=49.770755, expected=84.000000 predicted=67.908944, expected=72.000000 predicted=62.212236, expected=52.000000 predicted=55.556851, expected=36.000000 predicted=55.251931, expected=44.000000 predicted=56.928824, expected=36.000000 predicted=55.159939, expected=68.000000 predicted=61.830452, expected=44.000000 predicted=45.302649, expected=36.000000 predicted=40.095069, expected=44.000000 predicted=45.225344, expected=40.000000 predicted=41.482891, expected=32.000000 predicted=45.482023, expected=52.000000 predicted=45.774714, expected=28.000000 predicted=33.792979, expected=64.000000 predicted=50.905675, expected=32.000000 predicted=36.533652, expected=8.000000 predicted=27.209061, expected=24.000000 predicted=36.611651, expected=24.000000 predicted=28.054066, expected=28.000000 predicted=36.683536, expected=60.000000 predicted=39.146910, expected=52.000000 predicted=31.507295, expected=32.000000 predicted=31.708292, expected=76.000000 predicted=51.168707, expected=44.000000 predicted=40.940701, expected=16.000000 predicted=40.796011, expected=40.000000 predicted=45.712078, expected=108.000000 predicted=65.712554, expected=76.000000 predicted=64.424429, expected=68.000000 predicted=57.971334, expected=64.000000 predicted=52.765310, expected=32.000000 predicted=49.378204, expected=36.000000 predicted=67.177763, expected=48.000000 predicted=57.737618, expected=48.000000 predicted=52.792413, expected=32.000000 predicted=43.892729, expected=64.000000 predicted=48.304793, expected=64.000000 predicted=49.367044, expected=32.000000 predicted=42.114963, expected=20.000000 predicted=38.201650, expected=180.000000 predicted=96.087759, expected=136.000000 predicted=85.429769, expected=20.000000 predicted=52.627258, expected=76.000000 predicted=78.124649, expected=88.000000 predicted=69.694141, expected=36.000000 predicted=90.767149, expected=36.000000 predicted=77.426172, expected=36.000000 predicted=39.443966, expected=80.000000 predicted=69.271834, expected=80.000000 predicted=68.197617, expected=48.000000 predicted=46.242756, expected=48.000000 predicted=51.924733, expected=56.000000 predicted=53.730571, expected=56.000000 predicted=62.517219, expected=88.000000 predicted=74.724472, expected=164.000000 predicted=97.871692, expected=124.000000 predicted=84.270888, expected=84.000000 predicted=84.922623, expected=84.000000 predicted=90.544836, expected=60.000000 predicted=84.410095, expected=88.000000 predicted=112.645476, expected=64.000000 predicted=83.369957, expected=116.000000 predicted=96.297555, expected=132.000000 predicted=100.051433, expected=212.000000 predicted=135.213273, expected=92.000000 predicted=95.531880, expected=88.000000 predicted=103.215453, expected=88.000000 predicted=113.534798, expected=64.000000 predicted=98.151453, expected=108.000000 predicted=134.264956, expected=84.000000 predicted=84.252490, expected=96.000000 predicted=91.846769, expected=32.000000 predicted=64.046527, expected=36.000000 predicted=61.064855, expected=60.000000 predicted=75.473827, expected=36.000000 predicted=52.799595, expected=64.000000 predicted=67.611857, expected=28.000000 predicted=33.728758, expected=100.000000 predicted=68.555397, expected=56.000000 predicted=53.443805, expected=104.000000 predicted=73.490440, expected=32.000000 predicted=52.457255, expected=44.000000 predicted=50.799001, expected=52.000000 predicted=69.186885, expected=52.000000 predicted=53.399151, expected=40.000000 predicted=59.139845, expected=36.000000 predicted=39.050396, expected=84.000000 predicted=61.706730, expected=44.000000 predicted=46.089281, expected=56.000000 predicted=54.515008, expected=40.000000 predicted=45.516966, expected=44.000000 predicted=45.705785, expected=52.000000 predicted=59.109747, expected=36.000000 predicted=41.162905, expected=84.000000 predicted=64.369847, expected=40.000000 predicted=42.232851, expected=20.000000 predicted=38.070877, expected=28.000000 predicted=42.415661, expected=24.000000 predicted=32.859172, expected=104.000000 predicted=74.394351, expected=48.000000 predicted=40.151961, expected=36.000000 predicted=37.536180, expected=92.000000 predicted=64.537257, expected=48.000000 predicted=46.112329, expected=28.000000 predicted=58.661411, expected=32.000000 predicted=44.587150, expected=80.000000 predicted=58.872725, expected=80.000000 predicted=69.173603, expected=36.000000 predicted=44.004441, expected=20.000000 predicted=37.133304, expected=76.000000 predicted=59.957364, expected=44.000000 predicted=52.876927, expected=36.000000 predicted=50.398312, expected=60.000000 predicted=50.102550, expected=132.000000 predicted=75.926845, expected=28.000000 predicted=48.163582, expected=36.000000 predicted=53.008653, expected=48.000000 predicted=53.724550, expected=60.000000 predicted=57.915143, expected=32.000000 predicted=60.826109, expected=48.000000 predicted=43.280331, expected=56.000000 predicted=47.734360, expected=52.000000 predicted=48.415486, expected=40.000000 predicted=47.831425, expected=36.000000 predicted=40.401054, expected=36.000000 predicted=43.006237, expected=44.000000 predicted=46.002339, expected=48.000000 predicted=45.372904, expected=56.000000 predicted=46.313275, expected=52.000000 predicted=45.292821, expected=44.000000 predicted=44.021202, expected=60.000000 predicted=53.373569, expected=48.000000 predicted=48.708505, expected=36.000000 predicted=46.395443, expected=36.000000 predicted=45.292285, expected=68.000000 predicted=54.293905, expected=80.000000 predicted=61.374255, expected=52.000000 predicted=50.059567, expected=52.000000 predicted=52.413000, expected=44.000000 predicted=49.372645, expected=36.000000 predicted=51.383368, expected=40.000000 predicted=53.187305, expected=56.000000 predicted=50.480486, expected=44.000000 predicted=44.634834, expected=28.000000 predicted=37.847335, expected=40.000000 predicted=41.425090, expected=60.000000 predicted=48.269218, expected=28.000000 predicted=38.063374, expected=44.000000 predicted=44.253288, expected=48.000000 predicted=41.317245, expected=40.000000 predicted=40.252145, expected=20.000000 predicted=37.756887, expected=44.000000 predicted=39.604622, expected=28.000000 predicted=34.140615, expected=32.000000 predicted=36.481262, expected=40.000000 predicted=37.651769, expected=56.000000 predicted=38.917370, expected=28.000000 predicted=34.450888, expected=44.000000 predicted=39.831879, expected=16.000000 predicted=28.789901, expected=56.000000 predicted=45.993176, expected=76.000000 predicted=55.847958, expected=56.000000 predicted=42.721991, expected=64.000000 predicted=56.088872, expected=44.000000 predicted=43.427092, expected=52.000000 predicted=56.536467, expected=32.000000 predicted=50.998751, expected=44.000000 predicted=49.215850, expected=52.000000 predicted=52.055727, expected=32.000000 predicted=38.106651, expected=8.000000 predicted=31.409963, expected=32.000000 predicted=35.095846, expected=36.000000 predicted=34.993936, expected=28.000000 predicted=32.326085, expected=56.000000 predicted=40.680574, expected=48.000000 predicted=32.547094, expected=36.000000 predicted=36.490213, expected=28.000000 predicted=36.334594, expected=44.000000 predicted=39.901605, expected=28.000000 predicted=37.762323, expected=36.000000 predicted=38.919984, expected=36.000000 predicted=35.532214, expected=56.000000 predicted=41.462232, expected=36.000000 predicted=37.815998, expected=16.000000 predicted=28.163149, expected=52.000000 predicted=44.936199, expected=40.000000 predicted=36.519656, expected=24.000000 predicted=35.670180, expected=56.000000 predicted=45.362770, expected=72.000000 predicted=45.604225, expected=60.000000 predicted=51.531634, expected=36.000000 predicted=43.765554, expected=44.000000 predicted=45.210512, expected=24.000000 predicted=41.763516, expected=48.000000 predicted=52.655084, expected=44.000000 predicted=45.227099, expected=52.000000 predicted=42.963318, expected=44.000000 predicted=43.409573, expected=24.000000 predicted=31.802551, expected=44.000000 predicted=45.876564, expected=32.000000 predicted=37.059651, expected=16.000000 predicted=31.813105, expected=40.000000 predicted=39.276807, expected=24.000000 predicted=25.396216, expected=40.000000 predicted=37.123450, expected=32.000000 predicted=31.096509, expected=36.000000 predicted=29.844233, expected=52.000000 predicted=42.788469, expected=40.000000 predicted=34.402876, expected=28.000000 predicted=35.557235, expected=48.000000 predicted=42.334469, expected=28.000000 predicted=33.378788, expected=32.000000 predicted=39.112516, expected=36.000000 predicted=37.003452, expected=52.000000 predicted=39.579017, expected=16.000000 predicted=30.145373, expected=52.000000 predicted=41.829502, expected=48.000000 predicted=39.602234, expected=36.000000 predicted=36.477675, expected=52.000000 predicted=49.030199, expected=36.000000 predicted=33.558451, expected=12.000000 predicted=33.224086, expected=60.000000 predicted=50.566760, expected=80.000000 predicted=51.969171, expected=60.000000 predicted=50.357951, expected=32.000000 predicted=41.899567, expected=24.000000 predicted=35.115606, expected=24.000000 predicted=42.744811, expected=28.000000 predicted=43.644033, expected=48.000000 predicted=43.767949, expected=36.000000 predicted=31.683077, expected=44.000000 predicted=35.766710, expected=56.000000 predicted=42.109579, expected=24.000000 predicted=30.949210, expected=28.000000 predicted=39.340650, expected=32.000000 predicted=35.816916, expected=28.000000 predicted=33.442659, expected=28.000000 predicted=35.587905, expected=72.000000 predicted=45.308708, expected=36.000000 predicted=31.912365, expected=44.000000 predicted=41.197583, expected=40.000000 predicted=39.735856, expected=28.000000 predicted=33.873029, expected=68.000000 predicted=59.894010, expected=16.000000 predicted=28.400530, expected=60.000000 predicted=50.609991, expected=32.000000 predicted=36.979257, expected=28.000000 predicted=33.234236, expected=20.000000 predicted=39.072116, expected=28.000000 predicted=27.322302, expected=56.000000 predicted=46.727774, expected=76.000000 predicted=47.741896, expected=64.000000 predicted=46.252236, expected=68.000000 predicted=52.225626, expected=56.000000 predicted=52.504630, expected=32.000000 predicted=50.197676, expected=32.000000 predicted=53.128031, expected=52.000000 predicted=53.853888, expected=32.000000 predicted=43.351804, expected=120.000000 predicted=76.097408, expected=64.000000 predicted=49.309733, expected=44.000000 predicted=49.676924, expected=28.000000 predicted=50.860415, expected=36.000000 predicted=44.971699, expected=32.000000 predicted=58.712104, expected=56.000000 predicted=50.909620, expected=340.000000 predicted=162.501116, expected=200.000000 predicted=108.138538, expected=24.000000 predicted=68.347712, expected=72.000000 predicted=109.694315, expected=32.000000 predicted=77.355286, expected=96.000000 predicted=169.521445, expected=72.000000 predicted=95.687504, expected=168.000000 predicted=98.080807, expected=24.000000 predicted=53.200841, expected=92.000000 predicted=79.783184, expected=60.000000 predicted=81.501858, expected=60.000000 predicted=69.558153, expected=68.000000 predicted=95.898661, expected=72.000000 predicted=57.051269, expected=32.000000 predicted=58.886174, expected=16.000000 predicted=43.782436, expected=32.000000 predicted=46.705363, expected=4.000000 predicted=31.510027, expected=44.000000 predicted=45.735755, expected=64.000000 predicted=41.191644, expected=48.000000 predicted=32.641365, expected=48.000000 predicted=41.821211, expected=60.000000 predicted=42.038555, expected=44.000000 predicted=46.500001, expected=40.000000 predicted=50.473953, expected=36.000000 predicted=43.850809, expected=60.000000 predicted=52.137276, expected=80.000000 predicted=62.300639, expected=28.000000 predicted=38.660631, expected=60.000000 predicted=54.348704, expected=24.000000 predicted=37.404597, expected=28.000000 predicted=43.851519, expected=24.000000 predicted=44.273152, expected=44.000000 predicted=36.021574, expected=44.000000 predicted=43.186292, expected=36.000000 predicted=31.698239, expected=56.000000 predicted=42.879439, expected=48.000000 predicted=39.390935, expected=48.000000 predicted=46.089751, expected=44.000000 predicted=45.358782, expected=60.000000 predicted=49.965826, expected=52.000000 predicted=51.727324, expected=60.000000 predicted=53.833154, expected=48.000000 predicted=49.827379, expected=56.000000 predicted=52.687297, expected=20.000000 predicted=41.776523, expected=40.000000 predicted=46.828732, expected=40.000000 predicted=45.854860, expected=76.000000 predicted=55.638034, expected=36.000000 predicted=42.486726, expected=48.000000 predicted=41.240969, expected=24.000000 predicted=37.527651, expected=24.000000 Test MSE: 902.256
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134])] predicted=13.666076, expected=24.000000 predicted=20.423346, expected=8.000000 predicted=15.654021, expected=8.000000 predicted=13.377423, expected=16.000000 predicted=13.370307, expected=20.000000 predicted=14.758953, expected=20.000000 predicted=16.470149, expected=8.000000 predicted=13.498925, expected=16.000000 predicted=15.072547, expected=4.000000 predicted=12.249184, expected=12.000000 predicted=13.030955, expected=8.000000 predicted=9.900180, expected=8.000000 predicted=9.575555, expected=8.000000 predicted=8.624198, expected=4.000000 predicted=7.124959, expected=16.000000 predicted=9.698914, expected=16.000000 predicted=10.511972, expected=12.000000 predicted=11.655663, expected=36.000000 predicted=17.753954, expected=12.000000 predicted=16.364761, expected=12.000000 predicted=18.178922, expected=16.000000 predicted=15.981313, expected=12.000000 predicted=16.246289, expected=24.000000 predicted=18.351366, expected=8.000000 predicted=13.486121, expected=8.000000 predicted=13.462332, expected=4.000000 predicted=10.082739, expected=12.000000 predicted=11.082412, expected=4.000000 predicted=8.420658, expected=4.000000 predicted=6.680015, expected=8.000000 predicted=6.225499, expected=16.000000 predicted=8.876238, expected=4.000000 predicted=7.722643, expected=8.000000 predicted=7.981539, expected=12.000000 predicted=8.559280, expected=4.000000 predicted=8.408090, expected=24.000000 predicted=12.385453, expected=8.000000 predicted=9.913808, expected=12.000000 predicted=12.598908, expected=8.000000 predicted=10.192652, expected=24.000000 predicted=14.835277, expected=16.000000 predicted=14.851503, expected=24.000000 predicted=17.440689, expected=8.000000 predicted=14.645188, expected=52.000000 predicted=25.653902, expected=4.000000 predicted=19.485140, expected=4.000000 predicted=18.946447, expected=28.000000 predicted=17.866019, expected=4.000000 predicted=15.758780, expected=12.000000 predicted=16.137543, expected=12.000000 predicted=9.956780, expected=12.000000 predicted=12.655452, expected=8.000000 predicted=11.443596, expected=12.000000 predicted=10.440664, expected=8.000000 predicted=10.109291, expected=28.000000 predicted=14.784133, expected=8.000000 predicted=12.361697, expected=16.000000 predicted=14.886539, expected=12.000000 predicted=12.976227, expected=16.000000 predicted=15.346707, expected=12.000000 predicted=14.188482, expected=20.000000 predicted=14.991487, expected=16.000000 predicted=15.239482, expected=16.000000 predicted=16.003101, expected=4.000000 predicted=12.880254, expected=4.000000 predicted=11.063546, expected=8.000000 predicted=9.683628, expected=12.000000 predicted=9.651204, expected=4.000000 predicted=7.483922, expected=4.000000 predicted=6.123812, expected=8.000000 predicted=6.404698, expected=4.000000 predicted=6.251317, expected=16.000000 predicted=8.606484, expected=12.000000 predicted=8.497208, expected=16.000000 predicted=11.531662, expected=12.000000 predicted=11.532315, expected=12.000000 predicted=12.602689, expected=16.000000 predicted=13.816281, expected=8.000000 predicted=12.289182, expected=20.000000 predicted=14.517837, expected=12.000000 predicted=12.973188, expected=16.000000 predicted=14.848624, expected=4.000000 predicted=11.421732, expected=28.000000 predicted=16.104427, expected=16.000000 predicted=15.364904, expected=24.000000 predicted=18.800874, expected=20.000000 predicted=17.976638, expected=4.000000 predicted=16.010158, expected=8.000000 predicted=14.868275, expected=16.000000 predicted=13.583965, expected=8.000000 predicted=12.392331, expected=4.000000 predicted=9.369135, expected=28.000000 predicted=12.625073, expected=4.000000 predicted=10.867444, expected=12.000000 predicted=12.968066, expected=16.000000 predicted=11.383430, expected=24.000000 predicted=16.240919, expected=24.000000 predicted=18.446207, expected=20.000000 predicted=18.296505, expected=16.000000 predicted=18.902545, expected=20.000000 predicted=19.892813, expected=8.000000 predicted=17.191833, expected=16.000000 predicted=16.844851, expected=16.000000 predicted=15.116595, expected=12.000000 predicted=14.707669, expected=4.000000 predicted=11.573849, expected=4.000000 predicted=9.176621, expected=28.000000 predicted=13.744430, expected=16.000000 predicted=13.615149, expected=4.000000 predicted=12.131724, expected=16.000000 predicted=12.174763, expected=20.000000 predicted=14.865336, expected=36.000000 predicted=21.518918, expected=12.000000 predicted=17.658516, expected=32.000000 predicted=22.750192, expected=20.000000 predicted=21.812273, expected=12.000000 predicted=22.103391, expected=52.000000 predicted=28.155102, expected=16.000000 predicted=24.001095, expected=16.000000 predicted=25.693140, expected=28.000000 predicted=22.683481, expected=48.000000 predicted=30.816404, expected=20.000000 predicted=28.983034, expected=12.000000 predicted=24.140931, expected=20.000000 predicted=22.604028, expected=12.000000 predicted=21.256678, expected=20.000000 predicted=20.524458, expected=8.000000 predicted=14.139402, expected=12.000000 predicted=14.209313, expected=20.000000 predicted=14.761395, expected=4.000000 predicted=12.175631, expected=20.000000 predicted=14.466768, expected=16.000000 predicted=13.116512, expected=12.000000 predicted=14.722872, expected=12.000000 predicted=13.382890, expected=16.000000 predicted=13.791448, expected=12.000000 predicted=14.078666, expected=28.000000 predicted=17.141652, expected=12.000000 predicted=15.271734, expected=24.000000 predicted=18.995998, expected=8.000000 predicted=15.385093, expected=16.000000 predicted=17.235458, expected=16.000000 predicted=15.767482, expected=16.000000 predicted=15.853579, expected=16.000000 predicted=15.608627, expected=24.000000 predicted=17.115329, expected=20.000000 predicted=18.383671, expected=12.000000 predicted=17.489074, expected=16.000000 predicted=17.072059, expected=12.000000 predicted=15.786572, expected=8.000000 predicted=14.279841, expected=32.000000 predicted=17.366125, expected=28.000000 predicted=19.120894, expected=12.000000 predicted=19.153431, expected=12.000000 predicted=17.183974, expected=12.000000 predicted=16.364827, expected=16.000000 predicted=17.364588, expected=20.000000 predicted=16.261195, expected=20.000000 predicted=16.205613, expected=4.000000 predicted=13.658455, expected=28.000000 predicted=17.685940, expected=12.000000 predicted=15.577515, expected=20.000000 predicted=18.496842, expected=16.000000 predicted=15.832876, expected=12.000000 predicted=15.992576, expected=16.000000 predicted=16.373958, expected=24.000000 predicted=17.224505, expected=4.000000 predicted=14.477398, expected=32.000000 predicted=18.841662, expected=32.000000 predicted=20.546348, expected=16.000000 predicted=22.152891, expected=12.000000 predicted=19.430605, expected=8.000000 predicted=16.317149, expected=20.000000 predicted=18.703895, expected=40.000000 predicted=21.951153, expected=16.000000 predicted=19.560954, expected=16.000000 predicted=20.060489, expected=24.000000 predicted=20.431280, expected=20.000000 predicted=22.375017, expected=8.000000 predicted=19.021971, expected=16.000000 predicted=16.383738, expected=12.000000 predicted=14.928894, expected=36.000000 predicted=20.605805, expected=16.000000 predicted=17.845892, expected=12.000000 predicted=18.098980, expected=8.000000 predicted=15.083136, expected=4.000000 predicted=13.418263, expected=20.000000 predicted=14.738570, expected=20.000000 predicted=13.523841, expected=4.000000 predicted=11.665478, expected=16.000000 predicted=12.573328, expected=24.000000 predicted=15.105860, expected=24.000000 predicted=18.943534, expected=8.000000 predicted=15.806430, expected=28.000000 predicted=18.898490, expected=44.000000 predicted=25.205195, expected=52.000000 predicted=33.304320, expected=40.000000 predicted=35.199293, expected=32.000000 predicted=36.118715, expected=28.000000 predicted=36.505536, expected=20.000000 predicted=33.564873, expected=12.000000 predicted=27.394540, expected=4.000000 predicted=19.326168, expected=52.000000 predicted=25.769851, expected=20.000000 predicted=22.035009, expected=16.000000 predicted=22.930265, expected=64.000000 predicted=30.463877, expected=20.000000 predicted=29.885755, expected=12.000000 predicted=30.843680, expected=32.000000 predicted=25.878175, expected=12.000000 predicted=24.388511, expected=28.000000 predicted=27.021316, expected=20.000000 predicted=19.718964, expected=32.000000 predicted=24.765030, expected=20.000000 predicted=23.044637, expected=32.000000 predicted=25.935018, expected=32.000000 predicted=27.164370, expected=40.000000 predicted=31.392634, expected=72.000000 predicted=41.454110, expected=80.000000 predicted=51.591095, expected=120.000000 predicted=73.301668, expected=80.000000 predicted=76.479646, expected=24.000000 predicted=69.115014, expected=12.000000 predicted=55.349224, expected=12.000000 predicted=43.505217, expected=48.000000 predicted=44.913373, expected=36.000000 predicted=34.074001, expected=168.000000 predicted=68.569521, expected=124.000000 predicted=81.237037, expected=44.000000 predicted=77.248507, expected=36.000000 predicted=64.926308, expected=40.000000 predicted=63.707186, expected=52.000000 predicted=74.197877, expected=36.000000 predicted=52.563150, expected=28.000000 predicted=37.805423, expected=8.000000 predicted=27.599379, expected=28.000000 predicted=30.127808, expected=44.000000 predicted=33.656849, expected=24.000000 predicted=29.004221, expected=28.000000 predicted=27.518036, expected=24.000000 predicted=24.609635, expected=8.000000 predicted=23.004183, expected=16.000000 predicted=21.740042, expected=12.000000 predicted=16.534112, expected=20.000000 predicted=18.683226, expected=8.000000 predicted=13.335144, expected=20.000000 predicted=15.325834, expected=12.000000 predicted=13.674395, expected=20.000000 predicted=16.769003, expected=8.000000 predicted=13.122404, expected=28.000000 predicted=18.365067, expected=12.000000 predicted=15.558061, expected=24.000000 predicted=19.443977, expected=44.000000 predicted=25.682573, expected=12.000000 predicted=21.209516, expected=4.000000 predicted=18.280793, expected=8.000000 predicted=13.349441, expected=24.000000 predicted=19.614868, expected=16.000000 predicted=18.082547, expected=32.000000 predicted=19.713775, expected=12.000000 predicted=15.295686, expected=8.000000 predicted=15.760247, expected=16.000000 predicted=16.157749, expected=8.000000 predicted=13.946466, expected=8.000000 predicted=13.137551, expected=12.000000 predicted=10.329257, expected=16.000000 predicted=12.242994, expected=8.000000 predicted=11.077626, expected=8.000000 predicted=9.710036, expected=4.000000 predicted=7.840827, expected=20.000000 predicted=12.697761, expected=8.000000 predicted=10.290839, expected=8.000000 predicted=9.854446, expected=12.000000 predicted=9.546081, expected=12.000000 predicted=11.007186, expected=20.000000 predicted=14.700978, expected=12.000000 predicted=12.230540, expected=20.000000 predicted=15.413940, expected=28.000000 predicted=18.910452, expected=4.000000 predicted=14.685957, expected=32.000000 predicted=21.438046, expected=16.000000 predicted=17.374142, expected=12.000000 predicted=18.981132, expected=8.000000 predicted=13.907170, expected=8.000000 predicted=12.065536, expected=16.000000 predicted=15.006192, expected=20.000000 predicted=14.658129, expected=16.000000 predicted=14.449679, expected=20.000000 predicted=15.813662, expected=12.000000 predicted=14.646903, expected=8.000000 predicted=14.101935, expected=16.000000 predicted=14.743928, expected=24.000000 predicted=17.307082, expected=16.000000 predicted=16.719602, expected=56.000000 predicted=28.315087, expected=20.000000 predicted=23.471547, expected=8.000000 predicted=22.548257, expected=36.000000 predicted=25.504443, expected=4.000000 predicted=19.993990, expected=8.000000 predicted=20.546902, expected=20.000000 predicted=14.471833, expected=32.000000 predicted=21.012832, expected=4.000000 predicted=16.154999, expected=24.000000 predicted=17.004201, expected=36.000000 predicted=21.898000, expected=12.000000 predicted=21.418886, expected=12.000000 predicted=18.925574, expected=24.000000 predicted=17.941332, expected=24.000000 predicted=22.530615, expected=16.000000 predicted=20.674523, expected=16.000000 predicted=16.986585, expected=16.000000 predicted=17.103034, expected=20.000000 predicted=19.383432, expected=20.000000 predicted=18.966638, expected=12.000000 predicted=16.156074, expected=20.000000 predicted=17.610120, expected=12.000000 predicted=15.486447, expected=12.000000 predicted=15.626676, expected=16.000000 predicted=14.869174, expected=20.000000 predicted=16.199507, expected=20.000000 predicted=17.604429, expected=12.000000 predicted=15.081307, expected=20.000000 predicted=17.073871, expected=16.000000 predicted=16.728107, expected=16.000000 predicted=17.527185, expected=16.000000 predicted=16.276977, expected=32.000000 predicted=20.957438, expected=24.000000 predicted=21.647827, expected=12.000000 predicted=19.058603, expected=12.000000 predicted=16.743302, expected=16.000000 predicted=17.317983, expected=8.000000 predicted=15.692409, expected=28.000000 predicted=18.655889, expected=12.000000 predicted=14.156876, expected=16.000000 predicted=16.458123, expected=16.000000 predicted=15.033907, expected=16.000000 predicted=16.236758, expected=28.000000 predicted=20.785746, expected=32.000000 predicted=22.393991, expected=40.000000 predicted=28.333226, expected=16.000000 predicted=23.787101, expected=16.000000 predicted=23.221248, expected=16.000000 predicted=21.488615, expected=16.000000 predicted=21.388185, expected=8.000000 predicted=16.736137, expected=16.000000 predicted=14.671700, expected=12.000000 predicted=13.259038, expected=28.000000 predicted=18.491330, expected=16.000000 predicted=16.161329, expected=12.000000 predicted=15.609642, expected=16.000000 predicted=15.656489, expected=32.000000 predicted=21.292874, expected=16.000000 predicted=19.959761, expected=48.000000 predicted=28.350662, expected=20.000000 predicted=23.174996, expected=24.000000 predicted=27.182251, expected=44.000000 predicted=31.180432, expected=16.000000 predicted=26.745934, expected=56.000000 predicted=38.898998, expected=24.000000 predicted=28.818025, expected=8.000000 predicted=27.316936, expected=16.000000 predicted=22.661548, expected=12.000000 predicted=19.347780, expected=20.000000 predicted=22.444589, expected=36.000000 predicted=22.053625, expected=28.000000 predicted=22.446222, expected=8.000000 predicted=18.967700, expected=12.000000 predicted=17.013437, expected=16.000000 predicted=17.963525, expected=12.000000 predicted=17.845515, expected=32.000000 predicted=20.517851, expected=24.000000 predicted=18.744084, expected=8.000000 predicted=17.012364, expected=16.000000 predicted=16.660053, expected=8.000000 predicted=14.245902, expected=32.000000 predicted=22.351981, expected=8.000000 predicted=14.707146, expected=8.000000 predicted=13.533180, expected=36.000000 predicted=19.256988, expected=40.000000 predicted=25.820702, expected=12.000000 predicted=22.969862, expected=28.000000 predicted=22.681696, expected=16.000000 predicted=20.552780, expected=20.000000 predicted=25.241717, expected=32.000000 predicted=25.102917, expected=16.000000 predicted=20.517876, expected=12.000000 predicted=19.662702, expected=16.000000 predicted=16.973094, expected=20.000000 predicted=19.247198, expected=24.000000 predicted=21.016966, expected=28.000000 predicted=21.188895, expected=24.000000 predicted=21.650092, expected=56.000000 predicted=32.963771, expected=32.000000 predicted=31.511001, expected=20.000000 predicted=30.652586, expected=48.000000 predicted=34.921530, expected=8.000000 predicted=27.362450, expected=16.000000 predicted=28.684639, expected=32.000000 predicted=24.189671, expected=20.000000 predicted=24.354386, expected=64.000000 predicted=37.576134, expected=16.000000 predicted=24.732400, expected=48.000000 predicted=37.265878, expected=16.000000 predicted=27.369067, expected=28.000000 predicted=32.963589, expected=16.000000 predicted=26.715882, expected=16.000000 predicted=22.757400, expected=16.000000 Test MSE: 221.722
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955])] predicted=8.677242, expected=8.000000 predicted=8.106424, expected=28.000000 predicted=10.504598, expected=24.000000 predicted=13.624615, expected=16.000000 predicted=14.820887, expected=8.000000 predicted=14.079405, expected=20.000000 predicted=17.312703, expected=8.000000 predicted=17.101395, expected=8.000000 predicted=14.206901, expected=20.000000 predicted=13.429156, expected=20.000000 predicted=14.166054, expected=16.000000 predicted=15.586834, expected=8.000000 predicted=12.975454, expected=20.000000 predicted=15.420055, expected=8.000000 predicted=15.026867, expected=8.000000 predicted=13.507806, expected=12.000000 predicted=11.857575, expected=36.000000 predicted=16.093074, expected=12.000000 predicted=15.831539, expected=20.000000 predicted=16.397537, expected=16.000000 predicted=16.692359, expected=16.000000 predicted=18.751235, expected=16.000000 predicted=19.446300, expected=16.000000 predicted=15.980724, expected=20.000000 predicted=17.512799, expected=20.000000 predicted=17.420066, expected=20.000000 predicted=18.117041, expected=4.000000 predicted=15.534146, expected=16.000000 predicted=16.117646, expected=8.000000 predicted=14.289817, expected=8.000000 predicted=12.899011, expected=8.000000 predicted=10.561570, expected=8.000000 predicted=8.602136, expected=12.000000 predicted=10.175717, expected=24.000000 predicted=11.748599, expected=40.000000 predicted=17.474678, expected=28.000000 predicted=20.205700, expected=8.000000 predicted=19.475281, expected=24.000000 predicted=22.469095, expected=12.000000 predicted=22.086793, expected=12.000000 predicted=21.067630, expected=28.000000 predicted=19.022737, expected=16.000000 predicted=16.502178, expected=16.000000 predicted=18.310364, expected=16.000000 predicted=16.334094, expected=24.000000 predicted=18.875942, expected=12.000000 predicted=18.560809, expected=4.000000 predicted=14.419723, expected=32.000000 predicted=17.792245, expected=8.000000 predicted=15.530505, expected=16.000000 predicted=16.680460, expected=4.000000 predicted=11.831184, expected=12.000000 predicted=12.795588, expected=20.000000 predicted=15.591211, expected=16.000000 predicted=12.855136, expected=20.000000 predicted=14.976047, expected=12.000000 predicted=13.646351, expected=12.000000 predicted=15.277772, expected=12.000000 predicted=15.181936, expected=16.000000 predicted=14.813895, expected=12.000000 predicted=14.015912, expected=16.000000 predicted=13.492885, expected=20.000000 predicted=14.758157, expected=12.000000 predicted=14.584235, expected=28.000000 predicted=17.819563, expected=20.000000 predicted=17.812286, expected=20.000000 predicted=19.619329, expected=4.000000 predicted=16.682471, expected=20.000000 predicted=17.504666, expected=16.000000 predicted=17.869660, expected=16.000000 predicted=16.392740, expected=8.000000 predicted=13.733479, expected=12.000000 predicted=12.566215, expected=8.000000 predicted=13.139439, expected=4.000000 predicted=10.603492, expected=28.000000 predicted=13.280144, expected=8.000000 predicted=11.017952, expected=12.000000 predicted=12.395202, expected=20.000000 predicted=13.105282, expected=36.000000 predicted=18.625091, expected=28.000000 predicted=22.372021, expected=20.000000 predicted=20.646042, expected=24.000000 predicted=23.092572, expected=16.000000 predicted=23.613314, expected=12.000000 predicted=22.632382, expected=4.000000 predicted=16.874123, expected=20.000000 predicted=16.276917, expected=20.000000 predicted=16.169571, expected=20.000000 predicted=15.785226, expected=8.000000 predicted=13.646861, expected=8.000000 predicted=13.031280, expected=20.000000 predicted=16.117092, expected=4.000000 predicted=13.077148, expected=12.000000 predicted=12.335318, expected=20.000000 predicted=11.980409, expected=20.000000 predicted=14.308954, expected=12.000000 predicted=14.702646, expected=20.000000 predicted=14.732513, expected=16.000000 predicted=16.461899, expected=8.000000 predicted=15.908469, expected=8.000000 predicted=13.808928, expected=4.000000 predicted=10.965611, expected=12.000000 predicted=11.554103, expected=8.000000 predicted=9.289335, expected=12.000000 predicted=8.918111, expected=16.000000 predicted=10.110495, expected=20.000000 predicted=12.269303, expected=12.000000 predicted=13.279307, expected=20.000000 predicted=14.868273, expected=8.000000 predicted=14.214749, expected=8.000000 predicted=13.977235, expected=12.000000 predicted=13.205737, expected=12.000000 predicted=12.045069, expected=16.000000 predicted=12.976254, expected=4.000000 predicted=9.679314, expected=4.000000 predicted=9.181070, expected=8.000000 predicted=9.147153, expected=32.000000 predicted=13.519344, expected=28.000000 predicted=15.843431, expected=20.000000 predicted=16.267841, expected=24.000000 predicted=19.196925, expected=16.000000 predicted=20.847639, expected=16.000000 predicted=22.692658, expected=8.000000 predicted=18.252872, expected=8.000000 predicted=15.160897, expected=4.000000 predicted=12.349049, expected=40.000000 predicted=16.504241, expected=12.000000 predicted=14.416387, expected=16.000000 predicted=15.178873, expected=8.000000 predicted=13.770312, expected=28.000000 predicted=18.422366, expected=12.000000 predicted=19.225963, expected=16.000000 predicted=15.631639, expected=28.000000 predicted=18.151176, expected=16.000000 predicted=17.854624, expected=12.000000 predicted=18.730127, expected=16.000000 predicted=16.418528, expected=20.000000 predicted=18.065389, expected=8.000000 predicted=16.545928, expected=8.000000 predicted=13.232338, expected=52.000000 predicted=20.473175, expected=28.000000 predicted=22.038661, expected=8.000000 predicted=20.768776, expected=4.000000 predicted=17.001428, expected=8.000000 predicted=17.374216, expected=24.000000 predicted=21.419168, expected=16.000000 predicted=14.896393, expected=8.000000 predicted=11.298586, expected=12.000000 predicted=11.792346, expected=8.000000 predicted=12.349258, expected=12.000000 predicted=13.548190, expected=12.000000 predicted=11.354750, expected=8.000000 predicted=9.931749, expected=16.000000 predicted=11.555689, expected=12.000000 predicted=11.227968, expected=12.000000 predicted=12.117266, expected=20.000000 predicted=13.540275, expected=12.000000 predicted=13.171985, expected=4.000000 predicted=12.464025, expected=12.000000 predicted=11.952817, expected=8.000000 predicted=11.120960, expected=4.000000 predicted=10.020087, expected=4.000000 predicted=7.195287, expected=32.000000 predicted=11.485441, expected=12.000000 predicted=11.823933, expected=8.000000 predicted=11.509529, expected=4.000000 predicted=10.006665, expected=20.000000 predicted=13.586573, expected=24.000000 predicted=17.105433, expected=20.000000 predicted=14.970382, expected=12.000000 predicted=14.433252, expected=24.000000 predicted=17.471285, expected=8.000000 predicted=17.494425, expected=4.000000 predicted=15.230967, expected=4.000000 predicted=11.627301, expected=20.000000 predicted=12.406686, expected=24.000000 predicted=14.506885, expected=12.000000 predicted=12.008373, expected=24.000000 predicted=14.983854, expected=16.000000 predicted=16.275488, expected=12.000000 predicted=17.991784, expected=24.000000 predicted=18.932578, expected=24.000000 predicted=18.749104, expected=8.000000 predicted=17.777375, expected=4.000000 predicted=14.295994, expected=8.000000 predicted=13.006157, expected=20.000000 predicted=15.090163, expected=16.000000 predicted=13.570440, expected=8.000000 predicted=10.589333, expected=24.000000 predicted=13.670712, expected=4.000000 predicted=12.678050, expected=40.000000 predicted=19.932835, expected=12.000000 predicted=16.645123, expected=4.000000 predicted=15.326884, expected=16.000000 predicted=16.451959, expected=28.000000 predicted=17.618243, expected=16.000000 predicted=19.526545, expected=8.000000 predicted=13.837096, expected=4.000000 predicted=12.136385, expected=8.000000 predicted=13.218180, expected=12.000000 predicted=12.846248, expected=4.000000 predicted=8.557866, expected=16.000000 predicted=9.035529, expected=8.000000 predicted=8.397206, expected=8.000000 predicted=9.428007, expected=28.000000 predicted=13.212028, expected=16.000000 predicted=13.193258, expected=12.000000 predicted=14.799584, expected=12.000000 predicted=13.709522, expected=16.000000 predicted=15.328352, expected=40.000000 predicted=21.611556, expected=24.000000 predicted=19.937008, expected=16.000000 predicted=19.987741, expected=28.000000 predicted=22.665441, expected=16.000000 predicted=22.925551, expected=40.000000 predicted=28.301442, expected=16.000000 predicted=22.720240, expected=24.000000 predicted=23.736524, expected=48.000000 predicted=29.143794, expected=44.000000 predicted=31.746615, expected=40.000000 predicted=35.747489, expected=76.000000 predicted=42.576333, expected=40.000000 predicted=44.682639, expected=104.000000 predicted=61.127710, expected=60.000000 predicted=60.043240, expected=24.000000 predicted=57.217687, expected=12.000000 predicted=50.722104, expected=28.000000 predicted=43.998441, expected=60.000000 predicted=49.607305, expected=52.000000 predicted=40.323342, expected=68.000000 predicted=42.054642, expected=20.000000 predicted=38.146634, expected=8.000000 predicted=37.903178, expected=24.000000 predicted=38.083258, expected=12.000000 predicted=30.609358, expected=4.000000 predicted=22.602702, expected=24.000000 predicted=15.688326, expected=4.000000 predicted=12.115173, expected=8.000000 predicted=12.865382, expected=20.000000 predicted=12.082533, expected=4.000000 predicted=10.394665, expected=8.000000 predicted=11.440721, expected=4.000000 predicted=7.400713, expected=12.000000 predicted=9.675942, expected=16.000000 predicted=11.047585, expected=4.000000 predicted=7.800517, expected=8.000000 predicted=8.572002, expected=12.000000 predicted=9.241929, expected=12.000000 predicted=10.928823, expected=8.000000 predicted=9.966082, expected=12.000000 predicted=9.363557, expected=20.000000 predicted=12.375678, expected=12.000000 predicted=12.691408, expected=8.000000 predicted=11.807210, expected=12.000000 predicted=11.788329, expected=20.000000 predicted=14.380699, expected=24.000000 predicted=16.623525, expected=8.000000 predicted=13.639680, expected=12.000000 predicted=13.776950, expected=12.000000 predicted=14.293235, expected=16.000000 predicted=15.671104, expected=16.000000 predicted=14.849834, expected=16.000000 predicted=13.452079, expected=4.000000 predicted=12.102249, expected=8.000000 predicted=11.789359, expected=12.000000 predicted=11.959956, expected=8.000000 predicted=10.748987, expected=20.000000 predicted=11.920063, expected=8.000000 predicted=9.682621, expected=28.000000 predicted=14.910070, expected=20.000000 predicted=15.929115, expected=4.000000 predicted=14.269891, expected=12.000000 predicted=14.956683, expected=4.000000 predicted=12.031714, expected=4.000000 predicted=12.038026, expected=8.000000 predicted=8.625984, expected=8.000000 predicted=6.777192, expected=12.000000 predicted=8.325863, expected=8.000000 predicted=7.259986, expected=12.000000 predicted=8.830921, expected=12.000000 predicted=9.999796, expected=32.000000 predicted=15.085784, expected=12.000000 predicted=14.413301, expected=28.000000 predicted=18.055615, expected=20.000000 predicted=18.879436, expected=8.000000 predicted=18.343088, expected=16.000000 predicted=19.103127, expected=28.000000 predicted=19.111984, expected=20.000000 predicted=20.350896, expected=16.000000 predicted=17.970847, expected=8.000000 predicted=15.213908, expected=16.000000 predicted=17.317844, expected=12.000000 predicted=16.540522, expected=8.000000 predicted=13.286594, expected=16.000000 predicted=12.800876, expected=32.000000 predicted=16.237813, expected=24.000000 predicted=18.457462, expected=24.000000 predicted=19.610323, expected=16.000000 predicted=19.356904, expected=12.000000 predicted=20.192298, expected=8.000000 predicted=18.789010, expected=8.000000 predicted=15.071443, expected=12.000000 predicted=13.423199, expected=4.000000 predicted=9.753740, expected=4.000000 predicted=7.843193, expected=4.000000 predicted=6.382174, expected=16.000000 predicted=8.570581, expected=16.000000 predicted=9.780747, expected=16.000000 predicted=10.405770, expected=4.000000 predicted=9.405063, expected=12.000000 predicted=11.269128, expected=8.000000 predicted=11.693131, expected=24.000000 predicted=14.250713, expected=16.000000 predicted=13.424100, expected=20.000000 predicted=14.428077, expected=12.000000 predicted=14.844696, expected=36.000000 predicted=20.335827, expected=8.000000 predicted=18.642428, expected=4.000000 predicted=15.586872, expected=12.000000 predicted=14.710975, expected=20.000000 predicted=15.814429, expected=16.000000 predicted=16.440765, expected=32.000000 predicted=16.264277, expected=8.000000 predicted=14.590419, expected=16.000000 predicted=17.363363, expected=12.000000 predicted=16.693122, expected=8.000000 predicted=15.213339, expected=16.000000 predicted=15.555882, expected=12.000000 predicted=11.940373, expected=12.000000 predicted=12.803729, expected=8.000000 predicted=11.022399, expected=16.000000 predicted=12.218702, expected=20.000000 predicted=14.380230, expected=12.000000 predicted=13.356401, expected=12.000000 predicted=13.193164, expected=12.000000 predicted=13.052235, expected=16.000000 predicted=14.861924, expected=12.000000 predicted=13.988414, expected=32.000000 predicted=16.971302, expected=16.000000 predicted=16.501241, expected=12.000000 predicted=16.542941, expected=16.000000 predicted=16.895772, expected=12.000000 predicted=16.437958, expected=4.000000 predicted=15.013797, expected=28.000000 predicted=15.439352, expected=12.000000 predicted=13.823210, expected=20.000000 predicted=15.953990, expected=28.000000 predicted=17.520337, expected=20.000000 predicted=18.746247, expected=20.000000 predicted=21.413060, expected=4.000000 predicted=16.275914, expected=12.000000 predicted=17.133004, expected=28.000000 predicted=19.277273, expected=12.000000 predicted=16.093934, expected=16.000000 predicted=15.548415, expected=20.000000 predicted=15.107003, expected=8.000000 predicted=15.659001, expected=8.000000 predicted=15.126144, expected=20.000000 predicted=14.172572, expected=20.000000 predicted=15.767388, expected=16.000000 predicted=15.602282, expected=12.000000 predicted=13.657257, expected=12.000000 predicted=14.348487, expected=20.000000 predicted=16.949351, expected=8.000000 predicted=14.407017, expected=24.000000 predicted=15.968797, expected=8.000000 predicted=13.412783, expected=20.000000 predicted=15.841983, expected=8.000000 predicted=14.064988, expected=8.000000 predicted=12.576580, expected=16.000000 Test MSE: 109.882
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976])] predicted=27.633049, expected=68.000000 predicted=31.864103, expected=28.000000 predicted=33.861791, expected=8.000000 predicted=36.794763, expected=28.000000 predicted=36.697768, expected=8.000000 predicted=31.667453, expected=12.000000 predicted=28.245834, expected=44.000000 predicted=22.693150, expected=16.000000 predicted=15.967196, expected=24.000000 predicted=24.090484, expected=40.000000 predicted=23.588228, expected=8.000000 predicted=21.212424, expected=8.000000 predicted=26.108991, expected=8.000000 predicted=17.204091, expected=32.000000 predicted=20.584981, expected=36.000000 predicted=21.822364, expected=36.000000 predicted=20.563104, expected=32.000000 predicted=24.624364, expected=32.000000 predicted=28.511787, expected=16.000000 predicted=30.118771, expected=20.000000 predicted=29.851963, expected=12.000000 predicted=24.593427, expected=40.000000 predicted=26.859794, expected=28.000000 predicted=23.291766, expected=28.000000 predicted=24.204858, expected=24.000000 predicted=25.170824, expected=28.000000 predicted=26.074982, expected=8.000000 predicted=25.749346, expected=40.000000 predicted=28.120666, expected=28.000000 predicted=24.116767, expected=40.000000 predicted=28.697049, expected=44.000000 predicted=31.129056, expected=28.000000 predicted=29.285243, expected=40.000000 predicted=38.200257, expected=20.000000 predicted=31.742860, expected=20.000000 predicted=33.174986, expected=72.000000 predicted=39.566417, expected=16.000000 predicted=27.889561, expected=12.000000 predicted=33.423501, expected=16.000000 predicted=26.237668, expected=12.000000 predicted=23.458297, expected=20.000000 predicted=27.530607, expected=44.000000 predicted=20.244613, expected=12.000000 predicted=16.665480, expected=24.000000 predicted=23.157665, expected=44.000000 predicted=25.379243, expected=16.000000 predicted=24.126213, expected=12.000000 predicted=27.804509, expected=56.000000 predicted=28.163398, expected=32.000000 predicted=26.965392, expected=48.000000 predicted=37.233576, expected=12.000000 predicted=26.944785, expected=24.000000 predicted=31.600880, expected=8.000000 predicted=30.300733, expected=32.000000 predicted=27.515667, expected=32.000000 predicted=26.171253, expected=28.000000 predicted=21.871649, expected=24.000000 predicted=24.931389, expected=32.000000 predicted=25.374769, expected=20.000000 predicted=27.364546, expected=40.000000 predicted=30.715005, expected=24.000000 predicted=26.551726, expected=12.000000 predicted=25.558307, expected=20.000000 predicted=26.000798, expected=12.000000 predicted=20.295261, expected=32.000000 predicted=25.218781, expected=40.000000 predicted=22.746885, expected=32.000000 predicted=23.337778, expected=28.000000 predicted=27.402911, expected=20.000000 predicted=26.349402, expected=20.000000 predicted=29.079885, expected=28.000000 predicted=28.860232, expected=32.000000 predicted=26.662093, expected=48.000000 predicted=29.714489, expected=16.000000 predicted=25.174955, expected=12.000000 predicted=27.058239, expected=52.000000 predicted=32.650063, expected=60.000000 predicted=34.506713, expected=20.000000 predicted=33.843506, expected=20.000000 predicted=31.545495, expected=60.000000 predicted=37.237923, expected=12.000000 predicted=34.134241, expected=32.000000 predicted=38.844222, expected=36.000000 predicted=28.768537, expected=16.000000 predicted=27.466855, expected=32.000000 predicted=34.806968, expected=32.000000 predicted=24.912883, expected=48.000000 predicted=33.032526, expected=40.000000 predicted=33.241808, expected=52.000000 predicted=36.407595, expected=56.000000 predicted=42.451464, expected=76.000000 predicted=50.250192, expected=36.000000 predicted=49.100432, expected=20.000000 predicted=47.894321, expected=28.000000 predicted=46.108551, expected=44.000000 predicted=43.686544, expected=40.000000 predicted=41.676228, expected=28.000000 predicted=32.830121, expected=60.000000 predicted=37.702221, expected=36.000000 predicted=36.226053, expected=36.000000 predicted=42.112939, expected=48.000000 predicted=41.974132, expected=64.000000 predicted=44.121971, expected=56.000000 predicted=49.707560, expected=36.000000 predicted=45.447881, expected=68.000000 predicted=52.873566, expected=40.000000 predicted=49.072965, expected=100.000000 predicted=64.254499, expected=32.000000 predicted=50.862715, expected=32.000000 predicted=53.837338, expected=68.000000 predicted=58.864983, expected=104.000000 predicted=59.956873, expected=80.000000 predicted=68.511842, expected=64.000000 predicted=62.880725, expected=76.000000 predicted=70.489492, expected=28.000000 predicted=67.504372, expected=36.000000 predicted=69.339792, expected=24.000000 predicted=51.754734, expected=40.000000 predicted=46.031014, expected=48.000000 predicted=43.441959, expected=44.000000 predicted=35.777193, expected=48.000000 predicted=40.542980, expected=40.000000 predicted=39.495100, expected=40.000000 predicted=43.498216, expected=44.000000 predicted=44.382162, expected=68.000000 predicted=47.942235, expected=60.000000 predicted=48.800343, expected=64.000000 predicted=52.987561, expected=32.000000 predicted=49.668406, expected=40.000000 predicted=52.462318, expected=20.000000 predicted=46.934750, expected=40.000000 predicted=44.652100, expected=48.000000 predicted=41.443413, expected=80.000000 predicted=43.882872, expected=72.000000 predicted=48.775088, expected=20.000000 predicted=43.694075, expected=48.000000 predicted=54.233366, expected=44.000000 predicted=49.907027, expected=36.000000 predicted=50.958971, expected=124.000000 predicted=62.890463, expected=112.000000 predicted=58.153561, expected=56.000000 predicted=67.688215, expected=48.000000 predicted=70.704967, expected=32.000000 predicted=64.050680, expected=36.000000 predicted=71.607383, expected=56.000000 predicted=61.166274, expected=8.000000 predicted=36.898701, expected=24.000000 predicted=37.253351, expected=28.000000 predicted=29.723698, expected=20.000000 predicted=28.089350, expected=12.000000 predicted=26.502002, expected=32.000000 predicted=21.104672, expected=20.000000 predicted=21.255641, expected=56.000000 predicted=30.841670, expected=60.000000 predicted=32.385031, expected=20.000000 predicted=30.367610, expected=56.000000 predicted=43.876438, expected=44.000000 predicted=38.945928, expected=28.000000 predicted=44.293617, expected=32.000000 predicted=41.998029, expected=24.000000 predicted=31.899751, expected=100.000000 predicted=52.468677, expected=64.000000 predicted=44.865677, expected=24.000000 predicted=44.637206, expected=16.000000 predicted=43.181012, expected=8.000000 predicted=36.560694, expected=12.000000 predicted=40.403476, expected=44.000000 predicted=31.840738, expected=40.000000 predicted=23.371823, expected=40.000000 predicted=27.174123, expected=48.000000 predicted=31.571718, expected=72.000000 predicted=42.604206, expected=28.000000 predicted=42.326422, expected=52.000000 predicted=49.352100, expected=40.000000 predicted=44.227707, expected=60.000000 predicted=51.416626, expected=40.000000 predicted=48.605401, expected=56.000000 predicted=46.706695, expected=60.000000 predicted=51.317959, expected=12.000000 predicted=41.317407, expected=44.000000 predicted=49.213940, expected=80.000000 predicted=48.807942, expected=40.000000 predicted=46.252260, expected=40.000000 predicted=49.150450, expected=20.000000 predicted=35.782370, expected=64.000000 predicted=50.327975, expected=28.000000 predicted=43.801781, expected=60.000000 predicted=45.356111, expected=32.000000 predicted=38.292833, expected=64.000000 predicted=45.816891, expected=36.000000 predicted=46.136786, expected=40.000000 predicted=43.384116, expected=44.000000 predicted=46.918562, expected=20.000000 predicted=36.959559, expected=20.000000 predicted=39.293285, expected=40.000000 predicted=34.120446, expected=76.000000 predicted=41.676424, expected=124.000000 predicted=57.517654, expected=44.000000 predicted=47.705632, expected=60.000000 predicted=62.178500, expected=32.000000 predicted=57.896131, expected=32.000000 predicted=61.427636, expected=44.000000 predicted=60.422663, expected=80.000000 predicted=50.502731, expected=28.000000 predicted=43.710360, expected=16.000000 predicted=38.859143, expected=64.000000 predicted=45.751274, expected=36.000000 predicted=41.072107, expected=44.000000 predicted=48.983660, expected=72.000000 predicted=44.370837, expected=80.000000 predicted=49.960875, expected=28.000000 predicted=52.181780, expected=32.000000 predicted=49.208459, expected=36.000000 predicted=47.056205, expected=32.000000 predicted=47.011170, expected=40.000000 predicted=44.794604, expected=64.000000 predicted=39.724835, expected=56.000000 predicted=42.250192, expected=20.000000 predicted=39.371330, expected=32.000000 predicted=41.285043, expected=40.000000 predicted=40.977967, expected=72.000000 predicted=50.540792, expected=56.000000 predicted=46.097380, expected=32.000000 predicted=39.979876, expected=20.000000 predicted=40.612145, expected=32.000000 predicted=41.672760, expected=36.000000 predicted=42.903506, expected=40.000000 predicted=37.871886, expected=44.000000 predicted=34.585997, expected=48.000000 predicted=36.055520, expected=64.000000 predicted=44.706517, expected=52.000000 predicted=45.937802, expected=84.000000 predicted=57.538492, expected=32.000000 predicted=49.423064, expected=32.000000 predicted=52.538069, expected=64.000000 predicted=56.764052, expected=52.000000 predicted=50.624657, expected=56.000000 predicted=56.954757, expected=28.000000 predicted=41.379983, expected=36.000000 predicted=44.354624, expected=40.000000 predicted=46.705295, expected=60.000000 predicted=47.049558, expected=28.000000 predicted=40.222555, expected=48.000000 predicted=41.477020, expected=56.000000 predicted=44.113750, expected=20.000000 predicted=39.159479, expected=60.000000 predicted=50.073145, expected=32.000000 predicted=36.720203, expected=28.000000 predicted=41.546242, expected=40.000000 predicted=41.227920, expected=56.000000 predicted=38.518909, expected=24.000000 predicted=39.331329, expected=36.000000 predicted=37.464700, expected=48.000000 predicted=38.105236, expected=44.000000 predicted=40.673007, expected=20.000000 predicted=38.148941, expected=36.000000 predicted=35.320025, expected=84.000000 predicted=46.765892, expected=52.000000 predicted=44.856402, expected=48.000000 predicted=48.883639, expected=20.000000 predicted=39.787182, expected=40.000000 predicted=46.821924, expected=76.000000 predicted=57.116301, expected=40.000000 predicted=43.609349, expected=24.000000 predicted=42.240921, expected=36.000000 predicted=38.833960, expected=24.000000 predicted=37.988367, expected=60.000000 predicted=48.235170, expected=24.000000 predicted=32.027313, expected=20.000000 predicted=31.630933, expected=56.000000 predicted=38.886016, expected=48.000000 predicted=36.187433, expected=28.000000 predicted=40.130220, expected=32.000000 predicted=34.902245, expected=40.000000 predicted=36.206519, expected=20.000000 predicted=36.765570, expected=88.000000 predicted=48.267751, expected=36.000000 predicted=35.161810, expected=52.000000 predicted=46.862295, expected=40.000000 predicted=44.503633, expected=36.000000 predicted=43.236583, expected=40.000000 predicted=51.520371, expected=76.000000 predicted=48.129836, expected=60.000000 predicted=49.393286, expected=60.000000 predicted=52.345071, expected=48.000000 predicted=51.592040, expected=40.000000 predicted=52.454019, expected=44.000000 predicted=56.248230, expected=68.000000 predicted=55.118668, expected=36.000000 predicted=47.675077, expected=40.000000 predicted=47.401875, expected=60.000000 predicted=48.446932, expected=64.000000 predicted=51.195276, expected=44.000000 predicted=52.273653, expected=20.000000 predicted=42.460302, expected=40.000000 predicted=45.666549, expected=12.000000 predicted=38.337664, expected=44.000000 predicted=41.715846, expected=64.000000 predicted=38.544499, expected=52.000000 predicted=36.730983, expected=20.000000 predicted=37.606615, expected=48.000000 predicted=40.368735, expected=16.000000 predicted=37.498538, expected=28.000000 predicted=41.155510, expected=28.000000 predicted=33.014084, expected=36.000000 predicted=28.971550, expected=32.000000 predicted=32.389769, expected=12.000000 predicted=23.481926, expected=40.000000 predicted=31.384534, expected=28.000000 predicted=27.613381, expected=28.000000 predicted=30.248829, expected=12.000000 predicted=24.844879, expected=52.000000 predicted=30.165851, expected=12.000000 predicted=26.031305, expected=28.000000 predicted=28.830301, expected=24.000000 predicted=25.500132, expected=32.000000 predicted=25.824772, expected=36.000000 predicted=32.571851, expected=48.000000 predicted=29.613046, expected=28.000000 predicted=31.125558, expected=52.000000 predicted=37.919057, expected=16.000000 predicted=32.263124, expected=36.000000 predicted=37.812792, expected=48.000000 predicted=38.982564, expected=40.000000 predicted=35.243921, expected=68.000000 predicted=46.561119, expected=40.000000 predicted=37.499787, expected=52.000000 predicted=48.117374, expected=56.000000 predicted=50.524413, expected=28.000000 predicted=44.820527, expected=36.000000 predicted=49.247618, expected=64.000000 predicted=46.806104, expected=36.000000 predicted=43.501026, expected=64.000000 predicted=50.884135, expected=140.000000 predicted=63.829924, expected=180.000000 predicted=88.304703, expected=68.000000 predicted=84.545243, expected=60.000000 predicted=89.749151, expected=68.000000 predicted=92.582629, expected=40.000000 predicted=90.733235, expected=40.000000 predicted=82.989139, expected=60.000000 predicted=57.618523, expected=32.000000 predicted=47.391552, expected=8.000000 predicted=41.119433, expected=72.000000 predicted=46.858336, expected=20.000000 predicted=32.793485, expected=32.000000 predicted=41.473258, expected=32.000000 predicted=32.480157, expected=48.000000 predicted=33.741185, expected=44.000000 predicted=43.719957, expected=64.000000 predicted=41.416801, expected=20.000000 predicted=36.162260, expected=32.000000 predicted=40.609723, expected=36.000000 predicted=40.244162, expected=56.000000 predicted=43.088040, expected=24.000000 predicted=38.470781, expected=40.000000 predicted=35.730059, expected=48.000000 predicted=39.065677, expected=44.000000 predicted=40.375592, expected=52.000000 predicted=46.548247, expected=60.000000 predicted=44.365027, expected=28.000000 predicted=42.433074, expected=56.000000 predicted=50.745189, expected=40.000000 predicted=44.256649, expected=40.000000 predicted=46.334943, expected=40.000000 predicted=45.373826, expected=44.000000 predicted=40.212733, expected=32.000000 predicted=41.938231, expected=56.000000 predicted=44.094506, expected=68.000000 predicted=47.423902, expected=100.000000 predicted=59.811702, expected=44.000000 predicted=53.531480, expected=32.000000 predicted=53.566893, expected=44.000000 predicted=56.550247, expected=52.000000 predicted=55.754225, expected=36.000000 predicted=53.525825, expected=84.000000 predicted=53.537654, expected=44.000000 predicted=44.297952, expected=68.000000 predicted=57.183883, expected=68.000000 predicted=58.665482, expected=40.000000 predicted=52.316700, expected=80.000000 predicted=69.515096, expected=64.000000 predicted=57.515566, expected=84.000000 predicted=70.039877, expected=48.000000 predicted=62.209681, expected=68.000000 predicted=63.879677, expected=44.000000 predicted=63.009887, expected=136.000000 predicted=80.597340, expected=60.000000 predicted=69.383615, expected=32.000000 predicted=63.056218, expected=16.000000 predicted=58.203119, expected=24.000000 predicted=47.620596, expected=36.000000 predicted=56.485507, expected=60.000000 predicted=42.043218, expected=24.000000 predicted=30.190052, expected=44.000000 predicted=35.218316, expected=76.000000 predicted=45.276955, expected=12.000000 predicted=36.111784, expected=36.000000 predicted=46.358666, expected=56.000000 predicted=40.511873, expected=32.000000 predicted=39.793699, expected=40.000000 predicted=46.677379, expected=48.000000 predicted=35.957246, expected=80.000000 predicted=50.416227, expected=44.000000 predicted=48.697720, expected=40.000000 predicted=46.978010, expected=36.000000 predicted=46.465115, expected=60.000000 predicted=51.627070, expected=32.000000 Test MSE: 471.354
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038])] predicted=56.569526, expected=52.000000 predicted=58.142605, expected=84.000000 predicted=65.067210, expected=68.000000 predicted=59.508573, expected=16.000000 predicted=54.224814, expected=64.000000 predicted=59.031400, expected=44.000000 predicted=50.952187, expected=40.000000 predicted=51.105638, expected=64.000000 predicted=55.363471, expected=80.000000 predicted=50.673310, expected=64.000000 predicted=60.946436, expected=44.000000 predicted=55.580580, expected=36.000000 predicted=51.584946, expected=32.000000 predicted=49.645642, expected=40.000000 predicted=48.952518, expected=32.000000 predicted=41.270191, expected=80.000000 predicted=48.623462, expected=20.000000 predicted=37.940915, expected=12.000000 predicted=32.865394, expected=16.000000 predicted=33.163098, expected=12.000000 predicted=22.269801, expected=16.000000 predicted=28.706149, expected=72.000000 predicted=30.717559, expected=56.000000 predicted=32.772103, expected=28.000000 predicted=32.686845, expected=20.000000 predicted=32.913576, expected=28.000000 predicted=31.327926, expected=28.000000 predicted=38.370072, expected=24.000000 predicted=31.819357, expected=40.000000 predicted=30.144198, expected=40.000000 predicted=30.387497, expected=48.000000 predicted=36.071168, expected=92.000000 predicted=51.696026, expected=36.000000 predicted=43.644411, expected=60.000000 predicted=53.830874, expected=32.000000 predicted=49.104235, expected=60.000000 predicted=51.152520, expected=48.000000 predicted=58.609951, expected=48.000000 predicted=45.085719, expected=20.000000 predicted=44.294196, expected=16.000000 predicted=32.454618, expected=48.000000 predicted=42.064718, expected=36.000000 predicted=35.461675, expected=28.000000 predicted=33.911864, expected=52.000000 predicted=36.385605, expected=44.000000 predicted=35.447731, expected=28.000000 predicted=38.615794, expected=12.000000 predicted=31.711624, expected=48.000000 predicted=35.103365, expected=40.000000 predicted=37.858282, expected=24.000000 predicted=32.292091, expected=32.000000 predicted=32.683073, expected=52.000000 predicted=33.964303, expected=36.000000 predicted=38.402627, expected=36.000000 predicted=37.849649, expected=12.000000 predicted=29.346695, expected=36.000000 predicted=32.620719, expected=48.000000 predicted=39.174504, expected=36.000000 predicted=33.476072, expected=20.000000 predicted=32.023166, expected=20.000000 predicted=26.245402, expected=24.000000 predicted=28.874187, expected=48.000000 predicted=35.080047, expected=36.000000 predicted=32.119827, expected=44.000000 predicted=33.302567, expected=36.000000 predicted=34.887943, expected=24.000000 predicted=31.936252, expected=44.000000 predicted=40.468609, expected=24.000000 predicted=32.561495, expected=32.000000 predicted=34.076544, expected=40.000000 predicted=35.363493, expected=40.000000 predicted=32.776735, expected=32.000000 predicted=36.354743, expected=32.000000 predicted=32.713739, expected=40.000000 predicted=35.938345, expected=16.000000 predicted=30.976831, expected=56.000000 predicted=39.042714, expected=28.000000 predicted=33.261461, expected=20.000000 predicted=29.458053, expected=44.000000 predicted=37.721632, expected=36.000000 predicted=30.158468, expected=16.000000 predicted=33.040160, expected=8.000000 predicted=24.370038, expected=44.000000 predicted=28.249977, expected=32.000000 predicted=30.103027, expected=32.000000 predicted=29.467316, expected=68.000000 predicted=38.633710, expected=32.000000 predicted=32.284285, expected=48.000000 predicted=44.228964, expected=36.000000 predicted=41.334381, expected=16.000000 predicted=32.872328, expected=20.000000 predicted=37.714829, expected=36.000000 predicted=30.560972, expected=20.000000 predicted=28.557451, expected=40.000000 predicted=30.918999, expected=28.000000 predicted=26.597559, expected=28.000000 predicted=27.107367, expected=52.000000 predicted=37.565248, expected=28.000000 predicted=30.256779, expected=44.000000 predicted=38.424864, expected=36.000000 predicted=36.264827, expected=40.000000 predicted=36.133865, expected=36.000000 predicted=40.840059, expected=36.000000 predicted=35.303044, expected=48.000000 predicted=41.532221, expected=28.000000 predicted=35.778786, expected=40.000000 predicted=38.564632, expected=16.000000 predicted=32.016702, expected=28.000000 predicted=31.020150, expected=16.000000 predicted=29.275440, expected=12.000000 predicted=20.721656, expected=60.000000 predicted=34.077030, expected=24.000000 predicted=24.448828, expected=64.000000 predicted=38.174579, expected=32.000000 predicted=35.300472, expected=32.000000 predicted=33.005693, expected=16.000000 predicted=38.525682, expected=28.000000 predicted=28.878802, expected=20.000000 predicted=32.723015, expected=24.000000 predicted=24.840555, expected=4.000000 predicted=19.912860, expected=28.000000 predicted=19.837057, expected=52.000000 predicted=29.489033, expected=56.000000 predicted=33.026499, expected=44.000000 predicted=37.491998, expected=28.000000 predicted=33.141645, expected=32.000000 predicted=37.440493, expected=48.000000 predicted=43.427587, expected=76.000000 predicted=51.344278, expected=40.000000 predicted=45.141087, expected=40.000000 predicted=43.383242, expected=48.000000 predicted=46.825408, expected=36.000000 predicted=44.210995, expected=36.000000 predicted=47.229147, expected=40.000000 predicted=40.101225, expected=40.000000 predicted=39.257386, expected=48.000000 predicted=42.888284, expected=16.000000 predicted=33.633633, expected=24.000000 predicted=32.508006, expected=24.000000 predicted=31.165575, expected=28.000000 predicted=28.699283, expected=16.000000 predicted=26.947559, expected=32.000000 predicted=23.742388, expected=24.000000 predicted=24.574908, expected=32.000000 predicted=26.159235, expected=44.000000 predicted=32.058165, expected=40.000000 predicted=31.117634, expected=24.000000 predicted=32.196904, expected=48.000000 predicted=36.454749, expected=48.000000 predicted=39.480660, expected=40.000000 predicted=40.538046, expected=36.000000 predicted=40.339277, expected=24.000000 predicted=33.526361, expected=24.000000 predicted=34.984005, expected=52.000000 predicted=39.563218, expected=8.000000 predicted=27.993959, expected=24.000000 predicted=28.245777, expected=20.000000 predicted=25.090848, expected=28.000000 predicted=23.610000, expected=28.000000 predicted=29.862934, expected=24.000000 predicted=21.040858, expected=36.000000 predicted=28.075326, expected=32.000000 predicted=27.893206, expected=44.000000 predicted=33.294578, expected=48.000000 predicted=37.259220, expected=28.000000 predicted=33.591111, expected=44.000000 predicted=39.697041, expected=40.000000 predicted=38.681454, expected=20.000000 predicted=34.667588, expected=48.000000 predicted=40.643221, expected=36.000000 predicted=34.860345, expected=24.000000 predicted=33.935151, expected=28.000000 predicted=33.762091, expected=16.000000 predicted=25.119174, expected=36.000000 predicted=32.372490, expected=32.000000 predicted=29.794098, expected=36.000000 predicted=29.050355, expected=48.000000 predicted=35.476849, expected=32.000000 predicted=31.836163, expected=16.000000 predicted=31.559385, expected=48.000000 predicted=36.647818, expected=32.000000 predicted=33.866948, expected=20.000000 predicted=31.989205, expected=52.000000 predicted=36.893822, expected=60.000000 predicted=38.140812, expected=36.000000 predicted=41.607328, expected=20.000000 predicted=36.002221, expected=24.000000 predicted=32.013009, expected=40.000000 predicted=37.912107, expected=20.000000 predicted=32.926499, expected=36.000000 predicted=31.205797, expected=36.000000 predicted=29.991292, expected=32.000000 predicted=30.023511, expected=36.000000 predicted=35.138937, expected=32.000000 predicted=30.906674, expected=16.000000 predicted=29.407743, expected=12.000000 predicted=25.777658, expected=44.000000 predicted=30.087959, expected=36.000000 predicted=29.956277, expected=36.000000 predicted=31.072267, expected=24.000000 predicted=28.194769, expected=12.000000 predicted=23.276624, expected=48.000000 predicted=35.567720, expected=44.000000 predicted=34.227725, expected=24.000000 predicted=30.980668, expected=28.000000 predicted=31.068473, expected=36.000000 predicted=30.070574, expected=28.000000 predicted=33.756045, expected=24.000000 predicted=31.179203, expected=24.000000 predicted=26.762839, expected=36.000000 predicted=29.434351, expected=28.000000 predicted=29.486551, expected=20.000000 predicted=26.084128, expected=40.000000 predicted=30.167349, expected=44.000000 predicted=32.370941, expected=20.000000 predicted=30.264841, expected=24.000000 predicted=29.606098, expected=24.000000 predicted=26.861589, expected=56.000000 predicted=36.498052, expected=76.000000 predicted=46.225979, expected=20.000000 predicted=34.027584, expected=8.000000 predicted=32.237296, expected=24.000000 predicted=32.188225, expected=48.000000 predicted=37.984259, expected=24.000000 predicted=35.052811, expected=20.000000 predicted=24.414462, expected=56.000000 predicted=32.684172, expected=44.000000 predicted=34.645723, expected=24.000000 predicted=35.729312, expected=40.000000 predicted=36.446504, expected=28.000000 predicted=32.002888, expected=36.000000 predicted=38.195736, expected=52.000000 predicted=40.469522, expected=32.000000 predicted=33.431942, expected=24.000000 predicted=34.926565, expected=60.000000 predicted=41.196851, expected=32.000000 predicted=36.671500, expected=40.000000 predicted=41.221867, expected=20.000000 predicted=34.012908, expected=44.000000 predicted=35.135651, expected=48.000000 predicted=43.102078, expected=64.000000 predicted=42.893434, expected=24.000000 predicted=39.335714, expected=84.000000 predicted=50.425079, expected=72.000000 predicted=57.395308, expected=20.000000 predicted=46.460052, expected=44.000000 predicted=54.949657, expected=20.000000 predicted=37.506703, expected=24.000000 predicted=41.871880, expected=16.000000 predicted=34.130068, expected=40.000000 predicted=26.987988, expected=12.000000 predicted=25.516041, expected=44.000000 predicted=27.847681, expected=24.000000 predicted=26.970933, expected=20.000000 predicted=23.383451, expected=8.000000 predicted=25.078212, expected=12.000000 predicted=16.827047, expected=24.000000 predicted=23.270882, expected=20.000000 predicted=18.001299, expected=36.000000 predicted=22.562624, expected=28.000000 predicted=21.848098, expected=16.000000 predicted=21.033736, expected=56.000000 predicted=33.635208, expected=20.000000 predicted=26.734038, expected=40.000000 predicted=33.945244, expected=28.000000 predicted=32.244116, expected=52.000000 predicted=34.185068, expected=40.000000 predicted=41.676223, expected=12.000000 predicted=28.386025, expected=12.000000 predicted=29.905644, expected=36.000000 predicted=29.125682, expected=32.000000 predicted=30.654022, expected=32.000000 predicted=29.337150, expected=32.000000 predicted=27.089231, expected=84.000000 predicted=41.890089, expected=12.000000 predicted=34.854193, expected=20.000000 predicted=34.196190, expected=48.000000 predicted=40.307538, expected=8.000000 predicted=26.307206, expected=40.000000 predicted=40.437265, expected=40.000000 predicted=28.947467, expected=16.000000 predicted=24.956342, expected=32.000000 predicted=33.853643, expected=24.000000 predicted=24.305533, expected=24.000000 predicted=28.366451, expected=24.000000 predicted=27.915832, expected=44.000000 predicted=28.010765, expected=36.000000 predicted=31.427440, expected=28.000000 predicted=29.855596, expected=20.000000 predicted=28.702082, expected=36.000000 predicted=30.579772, expected=32.000000 predicted=32.648987, expected=16.000000 predicted=27.000095, expected=24.000000 predicted=26.631351, expected=24.000000 predicted=24.029781, expected=24.000000 predicted=25.632912, expected=8.000000 predicted=20.840085, expected=28.000000 predicted=21.100706, expected=32.000000 predicted=23.932881, expected=16.000000 predicted=20.943807, expected=24.000000 predicted=23.605802, expected=32.000000 predicted=23.044822, expected=36.000000 predicted=28.176558, expected=28.000000 predicted=28.945507, expected=32.000000 predicted=28.204686, expected=24.000000 predicted=28.277274, expected=20.000000 predicted=27.374859, expected=16.000000 predicted=25.379613, expected=24.000000 predicted=23.565754, expected=80.000000 predicted=38.040565, expected=32.000000 predicted=32.004468, expected=32.000000 predicted=34.755059, expected=44.000000 predicted=39.202346, expected=36.000000 predicted=36.565527, expected=8.000000 predicted=38.153798, expected=44.000000 predicted=34.428966, expected=48.000000 predicted=35.250820, expected=32.000000 predicted=34.814616, expected=20.000000 predicted=32.659063, expected=72.000000 predicted=39.167204, expected=16.000000 predicted=34.893299, expected=20.000000 predicted=34.746604, expected=36.000000 predicted=34.694885, expected=44.000000 predicted=30.902196, expected=32.000000 predicted=39.456930, expected=56.000000 predicted=36.614504, expected=16.000000 predicted=30.887465, expected=16.000000 predicted=31.379301, expected=52.000000 predicted=38.837141, expected=40.000000 predicted=32.782629, expected=52.000000 predicted=42.743752, expected=48.000000 predicted=38.912193, expected=36.000000 predicted=37.728925, expected=60.000000 predicted=50.402079, expected=36.000000 predicted=43.134135, expected=4.000000 predicted=36.088271, expected=16.000000 predicted=33.159167, expected=28.000000 predicted=27.477167, expected=24.000000 predicted=28.136335, expected=24.000000 predicted=24.442651, expected=48.000000 predicted=26.012999, expected=20.000000 predicted=24.656856, expected=48.000000 predicted=34.421605, expected=48.000000 predicted=36.620037, expected=56.000000 predicted=40.314346, expected=32.000000 predicted=43.158172, expected=16.000000 predicted=33.077487, expected=52.000000 predicted=43.395157, expected=16.000000 predicted=32.779611, expected=36.000000 predicted=36.520215, expected=12.000000 predicted=27.001851, expected=32.000000 predicted=25.197028, expected=36.000000 predicted=33.311464, expected=16.000000 predicted=22.054988, expected=20.000000 predicted=26.829006, expected=20.000000 predicted=21.114251, expected=40.000000 predicted=27.891095, expected=32.000000 predicted=28.693298, expected=20.000000 predicted=24.114883, expected=16.000000 predicted=24.298188, expected=24.000000 predicted=23.817382, expected=44.000000 predicted=30.822477, expected=20.000000 predicted=25.612893, expected=32.000000 predicted=27.403879, expected=24.000000 predicted=26.102390, expected=44.000000 predicted=31.075752, expected=24.000000 predicted=31.812335, expected=36.000000 predicted=30.070503, expected=48.000000 predicted=36.681981, expected=16.000000 predicted=28.641038, expected=52.000000 predicted=40.012104, expected=84.000000 predicted=46.453672, expected=76.000000 predicted=52.899225, expected=40.000000 predicted=54.225532, expected=52.000000 predicted=52.618123, expected=32.000000 predicted=51.157046, expected=48.000000 predicted=54.483730, expected=48.000000 predicted=51.160081, expected=60.000000 predicted=47.001471, expected=28.000000 predicted=44.213901, expected=32.000000 predicted=39.901305, expected=44.000000 predicted=43.515243, expected=36.000000 predicted=39.129635, expected=36.000000 predicted=40.987453, expected=44.000000 predicted=37.454924, expected=12.000000 predicted=30.615617, expected=28.000000 predicted=33.662236, expected=36.000000 predicted=32.215602, expected=32.000000 predicted=30.085798, expected=24.000000 predicted=30.982419, expected=28.000000 predicted=26.135199, expected=28.000000 predicted=28.498077, expected=40.000000 predicted=32.257994, expected=32.000000 predicted=31.120810, expected=84.000000 predicted=44.028005, expected=12.000000 predicted=34.286870, expected=8.000000 predicted=31.608666, expected=16.000000 predicted=31.872041, expected=28.000000 predicted=25.033361, expected=32.000000 predicted=34.122324, expected=28.000000 predicted=21.702164, expected=32.000000 predicted=24.636481, expected=44.000000 predicted=30.785142, expected=52.000000 predicted=37.207885, expected=20.000000 predicted=33.266004, expected=48.000000 predicted=38.961261, expected=56.000000 predicted=42.492084, expected=20.000000 predicted=36.612926, expected=44.000000 predicted=43.426959, expected=28.000000 predicted=33.269265, expected=28.000000 predicted=35.370531, expected=20.000000 predicted=33.784056, expected=24.000000 predicted=25.327152, expected=20.000000 predicted=27.276673, expected=52.000000 predicted=30.955029, expected=24.000000 predicted=27.597141, expected=44.000000 predicted=32.190677, expected=40.000000 predicted=35.189373, expected=64.000000 predicted=40.754737, expected=48.000000 predicted=47.348227, expected=24.000000 predicted=38.008563, expected=40.000000 predicted=44.028047, expected=44.000000 predicted=41.363535, expected=36.000000 predicted=42.213881, expected=8.000000 predicted=32.412031, expected=24.000000 predicted=28.314530, expected=12.000000 predicted=24.834886, expected=20.000000 predicted=23.368075, expected=36.000000 predicted=25.767735, expected=24.000000 predicted=19.624442, expected=8.000000 predicted=20.319694, expected=20.000000 predicted=20.070496, expected=24.000000 Test MSE: 264.230
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572])] predicted=109.109261, expected=72.000000 predicted=96.965111, expected=116.000000 predicted=106.662053, expected=104.000000 predicted=107.553389, expected=68.000000 predicted=96.825535, expected=68.000000 predicted=85.855620, expected=284.000000 predicted=138.910132, expected=92.000000 predicted=129.154941, expected=132.000000 predicted=121.302688, expected=116.000000 predicted=116.708878, expected=84.000000 predicted=120.582080, expected=132.000000 predicted=145.159893, expected=128.000000 predicted=116.198799, expected=124.000000 predicted=122.310286, expected=108.000000 predicted=113.626515, expected=180.000000 predicted=130.027628, expected=172.000000 predicted=147.991929, expected=52.000000 predicted=118.955300, expected=88.000000 predicted=109.409906, expected=88.000000 predicted=108.443421, expected=104.000000 predicted=118.253451, expected=52.000000 predicted=91.886654, expected=120.000000 predicted=84.849026, expected=108.000000 predicted=96.712413, expected=80.000000 predicted=91.739487, expected=92.000000 predicted=91.026494, expected=64.000000 predicted=80.521709, expected=88.000000 predicted=91.884992, expected=76.000000 predicted=84.836225, expected=60.000000 predicted=74.566532, expected=128.000000 predicted=89.636895, expected=100.000000 predicted=89.608124, expected=120.000000 predicted=99.167214, expected=132.000000 predicted=105.073473, expected=104.000000 predicted=105.593083, expected=88.000000 predicted=108.292687, expected=156.000000 predicted=119.338934, expected=112.000000 predicted=120.833895, expected=112.000000 predicted=117.499803, expected=52.000000 predicted=94.872701, expected=68.000000 predicted=90.062108, expected=120.000000 predicted=107.314935, expected=100.000000 predicted=99.172547, expected=128.000000 predicted=102.420800, expected=80.000000 predicted=87.957116, expected=96.000000 predicted=95.009938, expected=92.000000 predicted=101.110056, expected=64.000000 predicted=90.000220, expected=152.000000 predicted=108.558981, expected=100.000000 predicted=100.338975, expected=116.000000 predicted=104.964723, expected=112.000000 predicted=104.516103, expected=88.000000 predicted=101.284520, expected=88.000000 predicted=107.079927, expected=92.000000 predicted=97.436068, expected=148.000000 predicted=113.739531, expected=120.000000 predicted=112.872051, expected=160.000000 predicted=120.927595, expected=88.000000 predicted=111.359476, expected=44.000000 predicted=96.306113, expected=88.000000 predicted=102.332666, expected=120.000000 predicted=108.036558, expected=120.000000 predicted=112.237178, expected=104.000000 predicted=95.524102, expected=88.000000 predicted=89.067921, expected=92.000000 predicted=98.366482, expected=92.000000 predicted=101.887695, expected=132.000000 predicted=109.555096, expected=124.000000 predicted=109.824184, expected=140.000000 predicted=114.800656, expected=100.000000 predicted=110.368180, expected=160.000000 predicted=126.217123, expected=204.000000 predicted=153.096741, expected=120.000000 predicted=141.861398, expected=100.000000 predicted=128.753613, expected=28.000000 predicted=100.625559, expected=120.000000 predicted=120.631684, expected=120.000000 predicted=123.811595, expected=92.000000 predicted=100.441034, expected=72.000000 predicted=84.216619, expected=92.000000 predicted=83.027660, expected=116.000000 predicted=105.619886, expected=104.000000 predicted=102.844066, expected=92.000000 predicted=93.782411, expected=96.000000 predicted=92.940944, expected=128.000000 predicted=107.305258, expected=120.000000 predicted=112.900122, expected=92.000000 predicted=103.612026, expected=96.000000 predicted=100.224822, expected=124.000000 predicted=110.293300, expected=100.000000 predicted=111.155769, expected=80.000000 predicted=99.122278, expected=96.000000 predicted=95.434323, expected=104.000000 predicted=100.816093, expected=88.000000 predicted=99.264980, expected=72.000000 predicted=87.014563, expected=100.000000 predicted=89.555107, expected=136.000000 predicted=105.418707, expected=40.000000 predicted=85.979090, expected=116.000000 predicted=91.085249, expected=124.000000 predicted=101.026604, expected=112.000000 predicted=108.611903, expected=100.000000 predicted=104.291438, expected=100.000000 predicted=94.974691, expected=72.000000 predicted=99.797877, expected=80.000000 predicted=95.427295, expected=128.000000 predicted=103.039606, expected=120.000000 predicted=105.412384, expected=64.000000 predicted=90.625625, expected=76.000000 predicted=83.764291, expected=88.000000 predicted=90.549567, expected=132.000000 predicted=108.295593, expected=92.000000 predicted=98.025385, expected=148.000000 predicted=103.934136, expected=160.000000 predicted=121.413784, expected=84.000000 predicted=113.383169, expected=68.000000 predicted=104.653121, expected=112.000000 predicted=107.267834, expected=120.000000 predicted=119.899208, expected=92.000000 predicted=108.107959, expected=120.000000 predicted=99.968209, expected=76.000000 predicted=93.724755, expected=108.000000 predicted=104.398952, expected=108.000000 predicted=105.394771, expected=180.000000 predicted=123.318796, expected=108.000000 predicted=118.440431, expected=100.000000 predicted=107.897657, expected=120.000000 predicted=117.299187, expected=132.000000 predicted=126.162577, expected=100.000000 predicted=123.918837, expected=68.000000 predicted=98.242566, expected=124.000000 predicted=107.117378, expected=120.000000 predicted=114.313852, expected=84.000000 predicted=104.256646, expected=108.000000 predicted=99.539103, expected=136.000000 predicted=109.085968, expected=100.000000 predicted=112.746001, expected=76.000000 predicted=99.675089, expected=96.000000 predicted=96.607353, expected=100.000000 predicted=103.001136, expected=48.000000 predicted=89.045305, expected=124.000000 predicted=93.537756, expected=76.000000 predicted=86.424535, expected=56.000000 predicted=80.034135, expected=68.000000 predicted=75.703661, expected=52.000000 predicted=67.038277, expected=120.000000 predicted=89.496189, expected=80.000000 predicted=78.160259, expected=144.000000 predicted=93.012950, expected=148.000000 predicted=108.122820, expected=100.000000 predicted=105.534870, expected=112.000000 predicted=114.269367, expected=84.000000 predicted=105.260562, expected=108.000000 predicted=115.588631, expected=72.000000 predicted=101.685459, expected=112.000000 predicted=99.168969, expected=108.000000 predicted=101.738134, expected=84.000000 predicted=93.575018, expected=72.000000 predicted=88.917236, expected=84.000000 predicted=86.030516, expected=104.000000 predicted=96.528030, expected=148.000000 predicted=108.316912, expected=120.000000 predicted=105.858540, expected=144.000000 predicted=114.314490, expected=168.000000 predicted=131.790917, expected=104.000000 predicted=127.973178, expected=84.000000 predicted=120.264729, expected=124.000000 predicted=121.208314, expected=96.000000 predicted=119.269684, expected=96.000000 predicted=112.200573, expected=84.000000 predicted=95.200791, expected=100.000000 predicted=96.629070, expected=156.000000 predicted=117.062378, expected=96.000000 predicted=105.791885, expected=148.000000 predicted=116.159139, expected=80.000000 predicted=105.442774, expected=132.000000 predicted=118.314436, expected=120.000000 predicted=123.494805, expected=148.000000 predicted=124.543296, expected=96.000000 predicted=119.057789, expected=120.000000 predicted=113.277119, expected=136.000000 predicted=126.764659, expected=132.000000 predicted=127.598438, expected=176.000000 predicted=141.178816, expected=140.000000 predicted=134.377738, expected=72.000000 predicted=120.249747, expected=204.000000 predicted=147.272418, expected=140.000000 predicted=147.235228, expected=152.000000 predicted=150.274554, expected=64.000000 predicted=118.544746, expected=220.000000 predicted=145.774682, expected=236.000000 predicted=184.608120, expected=156.000000 predicted=163.928050, expected=200.000000 predicted=170.818864, expected=116.000000 predicted=155.019155, expected=124.000000 predicted=168.415944, expected=140.000000 predicted=160.272815, expected=152.000000 predicted=150.401040, expected=144.000000 predicted=148.699556, expected=100.000000 predicted=124.592745, expected=72.000000 predicted=113.055783, expected=92.000000 predicted=112.096167, expected=240.000000 predicted=149.502058, expected=92.000000 predicted=126.411388, expected=132.000000 predicted=118.463040, expected=160.000000 predicted=130.278623, expected=92.000000 predicted=130.633347, expected=124.000000 predicted=139.474649, expected=116.000000 predicted=117.368872, expected=144.000000 predicted=131.221742, expected=120.000000 predicted=127.113737, expected=136.000000 predicted=122.377545, expected=116.000000 predicted=124.469425, expected=100.000000 predicted=118.584630, expected=136.000000 predicted=126.228685, expected=100.000000 predicted=116.935874, expected=132.000000 predicted=121.600982, expected=160.000000 predicted=128.578394, expected=108.000000 predicted=121.973707, expected=124.000000 predicted=124.886078, expected=136.000000 predicted=126.109279, expected=244.000000 predicted=163.622572, expected=116.000000 predicted=148.651959, expected=192.000000 predicted=153.609404, expected=108.000000 predicted=146.325636, expected=180.000000 predicted=162.770858, expected=176.000000 predicted=173.823294, expected=140.000000 predicted=151.283704, expected=160.000000 predicted=158.366972, expected=164.000000 predicted=154.470660, expected=232.000000 predicted=183.583293, expected=132.000000 predicted=166.080792, expected=128.000000 predicted=151.986821, expected=176.000000 predicted=164.021748, expected=144.000000 predicted=163.334376, expected=120.000000 predicted=153.050114, expected=152.000000 predicted=141.000500, expected=192.000000 predicted=157.366413, expected=152.000000 predicted=158.524724, expected=232.000000 predicted=171.940205, expected=172.000000 predicted=170.947501, expected=208.000000 predicted=186.070476, expected=316.000000 predicted=224.213659, expected=252.000000 predicted=229.683907, expected=292.000000 predicted=250.752886, expected=100.000000 predicted=206.415555, expected=84.000000 predicted=185.970950, expected=96.000000 predicted=176.180439, expected=96.000000 predicted=150.260618, expected=108.000000 predicted=130.895301, expected=156.000000 predicted=114.060438, expected=76.000000 predicted=100.998008, expected=132.000000 predicted=110.344197, expected=148.000000 predicted=122.976572, expected=124.000000 predicted=126.545646, expected=160.000000 predicted=135.977494, expected=152.000000 predicted=134.343681, expected=128.000000 predicted=139.448465, expected=124.000000 predicted=135.640201, expected=80.000000 predicted=120.117456, expected=128.000000 predicted=127.240503, expected=92.000000 predicted=115.834203, expected=68.000000 predicted=98.699094, expected=92.000000 predicted=94.463633, expected=112.000000 predicted=98.031670, expected=88.000000 predicted=98.062911, expected=72.000000 predicted=84.280627, expected=68.000000 predicted=78.898322, expected=116.000000 predicted=94.306216, expected=96.000000 predicted=95.422493, expected=136.000000 predicted=101.845818, expected=116.000000 predicted=103.162191, expected=92.000000 predicted=101.523410, expected=100.000000 predicted=105.955811, expected=128.000000 predicted=113.143113, expected=92.000000 predicted=110.427171, expected=52.000000 predicted=89.504987, expected=100.000000 predicted=91.433753, expected=80.000000 predicted=91.881113, expected=124.000000 predicted=101.423327, expected=128.000000 predicted=101.723028, expected=124.000000 predicted=104.862541, expected=96.000000 predicted=106.107364, expected=92.000000 predicted=102.706664, expected=112.000000 predicted=111.830673, expected=60.000000 predicted=97.613582, expected=112.000000 predicted=99.656309, expected=64.000000 predicted=86.754425, expected=144.000000 predicted=103.133844, expected=80.000000 predicted=95.984736, expected=80.000000 predicted=86.953060, expected=168.000000 predicted=113.992315, expected=112.000000 predicted=112.516247, expected=84.000000 predicted=107.979225, expected=116.000000 predicted=103.473945, expected=108.000000 predicted=111.196772, expected=124.000000 predicted=121.362925, expected=120.000000 predicted=112.299613, expected=88.000000 predicted=103.719434, expected=112.000000 predicted=109.601676, expected=152.000000 predicted=122.268853, expected=132.000000 predicted=125.856423, expected=132.000000 predicted=123.882625, expected=92.000000 predicted=112.615299, expected=112.000000 predicted=118.447286, expected=120.000000 predicted=123.383089, expected=64.000000 predicted=104.127930, expected=108.000000 predicted=102.949972, expected=104.000000 predicted=100.772892, expected=80.000000 predicted=97.249050, expected=88.000000 predicted=91.981226, expected=108.000000 predicted=93.191927, expected=140.000000 predicted=111.114545, expected=100.000000 predicted=104.918247, expected=188.000000 predicted=125.215538, expected=172.000000 predicted=140.321917, expected=92.000000 predicted=129.067429, expected=104.000000 predicted=123.654359, expected=88.000000 predicted=116.495090, expected=136.000000 predicted=132.445912, expected=88.000000 predicted=112.807577, expected=120.000000 predicted=105.634210, expected=132.000000 predicted=113.865503, expected=104.000000 predicted=111.640601, expected=116.000000 predicted=115.116865, expected=116.000000 predicted=112.194081, expected=160.000000 predicted=130.159741, expected=84.000000 predicted=116.128521, expected=192.000000 predicted=134.422875, expected=84.000000 predicted=122.473945, expected=128.000000 predicted=125.254605, expected=176.000000 predicted=141.248879, expected=200.000000 predicted=154.948297, expected=152.000000 predicted=158.270698, expected=116.000000 predicted=135.605425, expected=88.000000 predicted=131.784707, expected=72.000000 predicted=123.966669, expected=56.000000 predicted=106.013892, expected=80.000000 predicted=91.914704, expected=104.000000 predicted=90.044774, expected=108.000000 predicted=90.183807, expected=140.000000 predicted=100.441211, expected=176.000000 predicted=120.826385, expected=136.000000 predicted=127.837128, expected=156.000000 predicted=137.710782, expected=120.000000 predicted=135.353157, expected=72.000000 predicted=123.176312, expected=152.000000 predicted=134.734097, expected=92.000000 predicted=120.282068, expected=116.000000 predicted=118.231766, expected=112.000000 predicted=109.847324, expected=100.000000 predicted=106.308121, expected=96.000000 predicted=108.995491, expected=112.000000 predicted=104.737918, expected=100.000000 predicted=106.086471, expected=76.000000 predicted=95.996276, expected=96.000000 predicted=94.676210, expected=96.000000 predicted=96.215656, expected=104.000000 predicted=99.385862, expected=168.000000 predicted=115.892374, expected=116.000000 predicted=113.413196, expected=192.000000 predicted=136.630065, expected=96.000000 predicted=125.417712, expected=168.000000 predicted=141.113525, expected=136.000000 predicted=145.535389, expected=96.000000 predicted=129.344430, expected=88.000000 predicted=120.762620, expected=84.000000 predicted=105.072170, expected=120.000000 predicted=116.664498, expected=60.000000 predicted=94.542820, expected=120.000000 predicted=96.018614, expected=148.000000 predicted=110.682161, expected=156.000000 predicted=124.320274, expected=156.000000 predicted=132.226433, expected=132.000000 predicted=128.084709, expected=152.000000 predicted=143.294193, expected=128.000000 predicted=143.134519, expected=112.000000 predicted=134.973615, expected=204.000000 predicted=153.895340, expected=56.000000 predicted=125.092519, expected=92.000000 predicted=114.524444, expected=92.000000 predicted=106.980540, expected=164.000000 predicted=128.048461, expected=120.000000 predicted=126.836951, expected=148.000000 predicted=116.159367, expected=124.000000 predicted=122.717431, expected=92.000000 predicted=117.881446, expected=136.000000 predicted=129.059357, expected=68.000000 predicted=109.550916, expected=156.000000 predicted=123.684819, expected=96.000000 predicted=112.662608, expected=124.000000 predicted=113.130729, expected=128.000000 predicted=118.802889, expected=84.000000 predicted=106.636571, expected=140.000000 predicted=121.665513, expected=132.000000 predicted=120.862227, expected=144.000000 predicted=129.811454, expected=68.000000 predicted=109.551809, expected=108.000000 predicted=107.220565, expected=64.000000 predicted=102.948536, expected=108.000000 predicted=103.942219, expected=104.000000 predicted=101.566683, expected=132.000000 predicted=103.263153, expected=192.000000 predicted=129.822859, expected=60.000000 predicted=107.222406, expected=136.000000 predicted=117.300439, expected=128.000000 predicted=124.823773, expected=84.000000 predicted=120.130234, expected=108.000000 predicted=114.068365, expected=80.000000 predicted=95.901498, expected=160.000000 predicted=121.659777, expected=88.000000 predicted=109.363554, expected=68.000000 predicted=92.321181, expected=136.000000 predicted=105.965554, expected=60.000000 predicted=97.256985, expected=84.000000 predicted=95.760247, expected=112.000000 predicted=91.962264, expected=132.000000 predicted=106.062408, expected=92.000000 predicted=103.722243, expected=144.000000 predicted=106.963945, expected=136.000000 predicted=120.495195, expected=64.000000 predicted=108.414616, expected=72.000000 predicted=96.983800, expected=76.000000 predicted=91.844147, expected=112.000000 predicted=103.631885, expected=104.000000 predicted=98.147349, expected=104.000000 predicted=91.299740, expected=72.000000 predicted=86.669686, expected=104.000000 predicted=94.217746, expected=112.000000 predicted=103.577864, expected=52.000000 predicted=87.966296, expected=68.000000 predicted=79.408907, expected=80.000000 Test MSE: 1499.719
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748])] predicted=24.113256, expected=24.000000 predicted=23.719932, expected=20.000000 predicted=23.131176, expected=16.000000 predicted=23.519977, expected=24.000000 predicted=21.262139, expected=12.000000 predicted=21.329520, expected=40.000000 predicted=22.390105, expected=24.000000 predicted=24.663050, expected=44.000000 predicted=26.519495, expected=32.000000 predicted=31.218801, expected=12.000000 predicted=25.973196, expected=12.000000 predicted=25.272588, expected=32.000000 predicted=25.065439, expected=20.000000 predicted=26.256987, expected=40.000000 predicted=24.970704, expected=36.000000 predicted=27.270582, expected=36.000000 predicted=29.444589, expected=8.000000 predicted=28.297499, expected=20.000000 predicted=23.833652, expected=16.000000 predicted=25.663226, expected=28.000000 predicted=23.542735, expected=24.000000 predicted=23.369160, expected=32.000000 predicted=21.476286, expected=16.000000 predicted=23.147535, expected=44.000000 predicted=25.942558, expected=20.000000 predicted=29.005212, expected=28.000000 predicted=25.794591, expected=12.000000 predicted=25.487557, expected=20.000000 predicted=21.227433, expected=44.000000 predicted=29.053967, expected=40.000000 predicted=29.499867, expected=32.000000 predicted=30.099968, expected=16.000000 predicted=26.432812, expected=32.000000 predicted=28.817705, expected=20.000000 predicted=30.962369, expected=8.000000 predicted=23.235208, expected=28.000000 predicted=21.936202, expected=36.000000 predicted=24.531127, expected=24.000000 predicted=25.683607, expected=36.000000 predicted=25.484176, expected=28.000000 predicted=27.166348, expected=36.000000 predicted=30.841861, expected=32.000000 predicted=32.731606, expected=28.000000 predicted=30.141695, expected=56.000000 predicted=36.500832, expected=40.000000 predicted=38.724547, expected=20.000000 predicted=34.293602, expected=28.000000 predicted=32.306878, expected=56.000000 predicted=38.040576, expected=32.000000 predicted=40.476191, expected=20.000000 predicted=31.537396, expected=40.000000 predicted=31.936946, expected=12.000000 predicted=30.891535, expected=40.000000 predicted=31.960063, expected=24.000000 predicted=29.661490, expected=48.000000 predicted=29.930301, expected=40.000000 predicted=36.442459, expected=44.000000 predicted=34.433034, expected=36.000000 predicted=39.345074, expected=4.000000 predicted=30.737451, expected=40.000000 predicted=32.880333, expected=36.000000 predicted=34.987074, expected=40.000000 predicted=33.637730, expected=44.000000 predicted=34.847780, expected=20.000000 predicted=30.316915, expected=36.000000 predicted=34.336495, expected=24.000000 predicted=33.570445, expected=8.000000 predicted=26.974923, expected=16.000000 predicted=23.138184, expected=40.000000 predicted=24.230192, expected=36.000000 predicted=28.789724, expected=28.000000 predicted=26.029068, expected=24.000000 predicted=24.880998, expected=28.000000 predicted=27.782689, expected=12.000000 predicted=27.433047, expected=12.000000 predicted=21.704611, expected=24.000000 predicted=20.981232, expected=72.000000 predicted=30.856043, expected=24.000000 predicted=32.442035, expected=8.000000 predicted=22.490046, expected=20.000000 predicted=24.937422, expected=28.000000 predicted=28.499397, expected=20.000000 predicted=29.292151, expected=28.000000 predicted=21.496648, expected=36.000000 predicted=24.138621, expected=20.000000 predicted=25.533923, expected=28.000000 predicted=25.966385, expected=24.000000 predicted=26.117453, expected=20.000000 predicted=25.226710, expected=40.000000 predicted=28.350758, expected=40.000000 predicted=30.146286, expected=24.000000 predicted=29.461822, expected=12.000000 predicted=25.339072, expected=40.000000 predicted=28.358810, expected=12.000000 predicted=28.695182, expected=20.000000 predicted=23.133514, expected=28.000000 predicted=23.372268, expected=36.000000 predicted=24.831828, expected=48.000000 predicted=32.449321, expected=32.000000 predicted=30.392746, expected=44.000000 predicted=34.256857, expected=40.000000 predicted=38.663056, expected=8.000000 predicted=33.167215, expected=20.000000 predicted=29.639136, expected=40.000000 predicted=30.872602, expected=24.000000 predicted=30.099417, expected=32.000000 predicted=27.482940, expected=36.000000 predicted=27.341805, expected=16.000000 predicted=27.343464, expected=32.000000 predicted=29.178109, expected=24.000000 predicted=27.681694, expected=36.000000 predicted=28.980439, expected=36.000000 predicted=31.330564, expected=32.000000 predicted=29.303386, expected=52.000000 predicted=36.007615, expected=32.000000 predicted=36.255204, expected=40.000000 predicted=37.139812, expected=12.000000 predicted=33.571972, expected=44.000000 predicted=33.314747, expected=40.000000 predicted=38.646297, expected=28.000000 predicted=32.344500, expected=8.000000 predicted=27.852865, expected=12.000000 predicted=21.464800, expected=32.000000 predicted=27.146165, expected=16.000000 predicted=23.442431, expected=16.000000 predicted=18.098110, expected=24.000000 predicted=18.160532, expected=40.000000 predicted=23.965640, expected=12.000000 predicted=24.146470, expected=20.000000 predicted=19.919429, expected=16.000000 predicted=21.244403, expected=8.000000 predicted=18.620862, expected=8.000000 predicted=16.645523, expected=36.000000 predicted=16.999626, expected=28.000000 predicted=21.258716, expected=12.000000 predicted=17.815821, expected=16.000000 predicted=17.246707, expected=12.000000 predicted=17.780483, expected=20.000000 predicted=20.141611, expected=16.000000 predicted=17.846128, expected=28.000000 predicted=17.459294, expected=24.000000 predicted=20.319879, expected=8.000000 predicted=17.324735, expected=16.000000 predicted=17.669460, expected=24.000000 predicted=19.412728, expected=20.000000 predicted=20.289411, expected=12.000000 predicted=17.256747, expected=28.000000 predicted=17.820634, expected=28.000000 predicted=22.189068, expected=8.000000 predicted=19.618944, expected=24.000000 predicted=19.277689, expected=8.000000 predicted=17.925812, expected=8.000000 predicted=15.790531, expected=20.000000 predicted=16.280253, expected=16.000000 predicted=14.207444, expected=20.000000 predicted=16.239958, expected=12.000000 predicted=14.224161, expected=20.000000 predicted=15.442952, expected=8.000000 predicted=16.037977, expected=16.000000 predicted=14.474743, expected=28.000000 predicted=18.158586, expected=32.000000 predicted=20.333094, expected=20.000000 predicted=21.340692, expected=8.000000 predicted=17.629158, expected=12.000000 predicted=17.929402, expected=20.000000 predicted=19.668741, expected=20.000000 predicted=19.105867, expected=8.000000 predicted=14.645064, expected=24.000000 predicted=14.975553, expected=20.000000 predicted=18.004249, expected=12.000000 predicted=16.846922, expected=28.000000 predicted=18.845594, expected=24.000000 predicted=19.987649, expected=40.000000 predicted=25.182706, expected=24.000000 predicted=25.878065, expected=28.000000 predicted=25.113384, expected=8.000000 predicted=24.857908, expected=20.000000 predicted=22.118599, expected=12.000000 predicted=22.123901, expected=8.000000 predicted=15.485965, expected=24.000000 predicted=16.921514, expected=32.000000 predicted=18.486482, expected=36.000000 predicted=23.380039, expected=32.000000 predicted=25.084856, expected=8.000000 predicted=22.360661, expected=48.000000 predicted=29.123557, expected=16.000000 predicted=30.023576, expected=52.000000 predicted=31.002876, expected=20.000000 predicted=31.742030, expected=28.000000 predicted=26.185467, expected=36.000000 predicted=34.233975, expected=32.000000 predicted=30.439291, expected=44.000000 predicted=35.899662, expected=24.000000 predicted=31.216531, expected=16.000000 predicted=28.228424, expected=24.000000 predicted=28.390398, expected=16.000000 predicted=25.452638, expected=36.000000 predicted=26.563902, expected=40.000000 predicted=27.838362, expected=16.000000 predicted=24.753397, expected=8.000000 predicted=21.585053, expected=36.000000 predicted=24.613060, expected=24.000000 predicted=27.702756, expected=24.000000 predicted=24.396716, expected=8.000000 predicted=19.171224, expected=8.000000 predicted=16.122930, expected=12.000000 predicted=18.130785, expected=12.000000 predicted=14.443515, expected=12.000000 predicted=12.717587, expected=12.000000 predicted=10.678860, expected=32.000000 predicted=15.213277, expected=24.000000 predicted=18.794102, expected=16.000000 predicted=17.697636, expected=8.000000 predicted=16.575408, expected=24.000000 predicted=18.512752, expected=28.000000 predicted=22.940368, expected=28.000000 predicted=21.955570, expected=8.000000 predicted=18.555786, expected=12.000000 predicted=16.400625, expected=12.000000 predicted=18.231893, expected=32.000000 predicted=20.130540, expected=16.000000 predicted=19.270711, expected=44.000000 predicted=20.747128, expected=12.000000 predicted=22.783212, expected=24.000000 predicted=21.241211, expected=20.000000 predicted=25.298917, expected=12.000000 predicted=20.128206, expected=8.000000 predicted=19.333117, expected=24.000000 predicted=16.307787, expected=16.000000 predicted=18.063413, expected=24.000000 predicted=17.238627, expected=24.000000 predicted=18.825680, expected=24.000000 predicted=19.933431, expected=24.000000 predicted=22.848099, expected=28.000000 predicted=23.377699, expected=28.000000 predicted=25.634263, expected=20.000000 predicted=24.488022, expected=20.000000 predicted=23.329013, expected=28.000000 predicted=24.569517, expected=84.000000 predicted=36.994561, expected=36.000000 predicted=39.689884, expected=28.000000 predicted=33.496865, expected=60.000000 predicted=43.024974, expected=32.000000 predicted=44.727829, expected=12.000000 predicted=40.182108, expected=20.000000 predicted=29.854139, expected=16.000000 predicted=26.626202, expected=28.000000 predicted=27.632444, expected=36.000000 predicted=25.453368, expected=20.000000 predicted=22.415053, expected=12.000000 predicted=20.962395, expected=12.000000 predicted=19.476101, expected=4.000000 predicted=17.380763, expected=12.000000 predicted=15.235480, expected=8.000000 predicted=11.477099, expected=32.000000 predicted=13.835613, expected=16.000000 predicted=15.630917, expected=16.000000 predicted=13.968459, expected=28.000000 predicted=19.206014, expected=16.000000 predicted=19.296419, expected=16.000000 predicted=20.046048, expected=4.000000 predicted=15.359006, expected=12.000000 predicted=13.993104, expected=16.000000 predicted=15.620242, expected=20.000000 predicted=14.351431, expected=28.000000 predicted=17.070962, expected=28.000000 predicted=18.983832, expected=4.000000 predicted=17.464008, expected=28.000000 predicted=19.560849, expected=20.000000 predicted=22.106881, expected=16.000000 predicted=19.918452, expected=48.000000 predicted=25.277765, expected=8.000000 predicted=21.576875, expected=16.000000 predicted=20.583860, expected=12.000000 predicted=19.801934, expected=12.000000 predicted=17.224982, expected=16.000000 predicted=18.931655, expected=16.000000 predicted=13.455104, expected=16.000000 predicted=14.763719, expected=8.000000 predicted=13.076483, expected=24.000000 predicted=15.078671, expected=12.000000 predicted=15.920082, expected=28.000000 predicted=17.173369, expected=16.000000 predicted=18.287127, expected=4.000000 predicted=14.016480, expected=20.000000 predicted=16.725393, expected=20.000000 predicted=17.090623, expected=20.000000 predicted=18.277004, expected=20.000000 predicted=17.104822, expected=28.000000 predicted=18.830827, expected=16.000000 predicted=20.895360, expected=8.000000 predicted=17.569834, expected=48.000000 predicted=23.646746, expected=8.000000 predicted=22.754207, expected=24.000000 predicted=20.463147, expected=20.000000 predicted=21.375379, expected=28.000000 predicted=21.834846, expected=4.000000 predicted=22.390862, expected=20.000000 predicted=15.803632, expected=36.000000 predicted=23.073483, expected=12.000000 predicted=20.444105, expected=20.000000 predicted=19.395106, expected=4.000000 predicted=15.558090, expected=40.000000 predicted=21.164153, expected=12.000000 predicted=22.495271, expected=8.000000 predicted=14.376991, expected=12.000000 predicted=15.748961, expected=12.000000 predicted=13.819246, expected=32.000000 predicted=19.844841, expected=20.000000 predicted=17.382513, expected=28.000000 predicted=18.629893, expected=28.000000 predicted=22.787061, expected=32.000000 predicted=25.372635, expected=12.000000 predicted=25.277221, expected=16.000000 predicted=21.176588, expected=24.000000 predicted=23.153022, expected=24.000000 predicted=22.784632, expected=20.000000 predicted=21.579176, expected=28.000000 predicted=20.774723, expected=16.000000 predicted=21.433334, expected=20.000000 predicted=21.221801, expected=24.000000 predicted=22.160278, expected=28.000000 predicted=22.837306, expected=24.000000 predicted=23.781683, expected=16.000000 predicted=20.986584, expected=48.000000 predicted=26.854995, expected=16.000000 predicted=27.288203, expected=20.000000 predicted=23.744500, expected=36.000000 predicted=27.131605, expected=12.000000 predicted=24.430060, expected=36.000000 predicted=27.350406, expected=24.000000 predicted=25.126492, expected=12.000000 predicted=22.246800, expected=12.000000 predicted=21.163358, expected=16.000000 predicted=17.842582, expected=8.000000 predicted=17.631033, expected=44.000000 predicted=19.725894, expected=8.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=18.426368, expected=32.000000 predicted=18.778424, expected=28.000000 predicted=24.059046, expected=28.000000 predicted=24.191225, expected=40.000000 predicted=30.770055, expected=28.000000 predicted=27.903928, expected=20.000000 predicted=28.602827, expected=44.000000 predicted=31.057579, expected=20.000000 predicted=30.674942, expected=32.000000 predicted=29.726244, expected=32.000000 predicted=29.940429, expected=44.000000 predicted=32.051292, expected=20.000000 predicted=32.761813, expected=4.000000 predicted=23.437173, expected=20.000000 predicted=23.706218, expected=16.000000 predicted=22.425349, expected=36.000000 predicted=23.623217, expected=24.000000 predicted=21.565149, expected=16.000000 predicted=18.802434, expected=20.000000 predicted=21.439091, expected=16.000000 predicted=20.848976, expected=12.000000 predicted=20.098727, expected=8.000000 predicted=15.415871, expected=12.000000 predicted=13.397070, expected=28.000000 predicted=16.368179, expected=20.000000 predicted=17.094904, expected=8.000000 predicted=14.390563, expected=12.000000 predicted=13.824603, expected=16.000000 predicted=15.648203, expected=24.000000 predicted=18.267195, expected=16.000000 predicted=16.630428, expected=20.000000 predicted=15.813073, expected=20.000000 predicted=18.163548, expected=16.000000 predicted=18.441092, expected=20.000000 predicted=19.133710, expected=16.000000 predicted=17.995464, expected=36.000000 predicted=21.495210, expected=16.000000 predicted=21.689046, expected=20.000000 predicted=19.767709, expected=24.000000 predicted=22.108723, expected=4.000000 predicted=18.740165, expected=24.000000 predicted=19.682954, expected=8.000000 predicted=16.470774, expected=16.000000 predicted=15.077242, expected=8.000000 predicted=14.223175, expected=32.000000 predicted=15.077850, expected=16.000000 predicted=18.721500, expected=36.000000 predicted=19.181662, expected=40.000000 predicted=26.412511, expected=8.000000 predicted=23.291184, expected=8.000000 predicted=21.334803, expected=32.000000 predicted=22.668215, expected=12.000000 predicted=23.184885, expected=16.000000 predicted=18.739261, expected=12.000000 predicted=14.666660, expected=20.000000 predicted=16.066836, expected=20.000000 predicted=19.164613, expected=20.000000 predicted=16.816579, expected=16.000000 predicted=17.390815, expected=24.000000 predicted=18.475267, expected=16.000000 predicted=19.552873, expected=24.000000 predicted=19.692631, expected=40.000000 predicted=24.209562, expected=28.000000 predicted=25.741606, expected=44.000000 predicted=29.626677, expected=24.000000 predicted=30.100708, expected=24.000000 predicted=29.338729, expected=20.000000 predicted=29.443723, expected=24.000000 predicted=26.481425, expected=24.000000 predicted=26.743092, expected=20.000000 predicted=22.561044, expected=16.000000 predicted=20.943304, expected=20.000000 predicted=20.196893, expected=36.000000 predicted=23.721695, expected=24.000000 predicted=24.356615, expected=44.000000 predicted=26.943215, expected=8.000000 predicted=25.376583, expected=20.000000 predicted=23.095286, expected=16.000000 predicted=24.535946, expected=32.000000 predicted=23.497232, expected=36.000000 predicted=27.523035, expected=20.000000 predicted=22.456762, expected=20.000000 predicted=23.201183, expected=16.000000 predicted=22.643865, expected=20.000000 predicted=23.283858, expected=16.000000 predicted=21.315679, expected=28.000000 predicted=19.953241, expected=8.000000 predicted=18.386032, expected=16.000000 predicted=16.169988, expected=52.000000 predicted=24.293251, expected=36.000000 predicted=28.336772, expected=28.000000 predicted=28.107306, expected=8.000000 Test MSE: 144.952
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564])] predicted=28.939543, expected=72.000000 predicted=43.675800, expected=76.000000 predicted=48.625977, expected=60.000000 predicted=45.436370, expected=32.000000 predicted=43.648515, expected=48.000000 predicted=35.383339, expected=44.000000 predicted=54.664582, expected=32.000000 predicted=49.015825, expected=88.000000 predicted=67.321978, expected=72.000000 predicted=52.320948, expected=4.000000 predicted=32.971192, expected=56.000000 predicted=54.502804, expected=52.000000 predicted=42.640786, expected=44.000000 predicted=56.030569, expected=40.000000 predicted=55.123597, expected=56.000000 predicted=34.936039, expected=24.000000 predicted=40.414444, expected=40.000000 predicted=44.687619, expected=92.000000 predicted=62.619985, expected=48.000000 predicted=43.531378, expected=28.000000 predicted=46.252425, expected=28.000000 predicted=35.801419, expected=48.000000 predicted=41.634203, expected=76.000000 predicted=70.688786, expected=44.000000 predicted=45.390756, expected=44.000000 predicted=41.692042, expected=60.000000 predicted=48.532355, expected=20.000000 predicted=36.247676, expected=36.000000 predicted=52.463419, expected=36.000000 predicted=40.162476, expected=104.000000 predicted=63.401716, expected=32.000000 predicted=46.587440, expected=44.000000 predicted=38.926258, expected=32.000000 predicted=43.232379, expected=36.000000 predicted=35.073735, expected=64.000000 predicted=71.719880, expected=64.000000 predicted=46.310576, expected=88.000000 predicted=63.007705, expected=44.000000 predicted=46.251803, expected=56.000000 predicted=51.918151, expected=44.000000 predicted=57.108761, expected=16.000000 predicted=40.826079, expected=32.000000 predicted=54.691591, expected=80.000000 predicted=54.954318, expected=44.000000 predicted=45.563274, expected=32.000000 predicted=41.023460, expected=24.000000 predicted=30.100337, expected=36.000000 predicted=34.265345, expected=4.000000 predicted=37.388979, expected=16.000000 predicted=27.688227, expected=72.000000 predicted=44.942074, expected=104.000000 predicted=54.692153, expected=52.000000 predicted=46.218241, expected=12.000000 predicted=26.018309, expected=52.000000 predicted=44.192461, expected=64.000000 predicted=59.911311, expected=32.000000 predicted=57.376978, expected=76.000000 predicted=62.219258, expected=36.000000 predicted=32.306458, expected=36.000000 predicted=44.283391, expected=24.000000 predicted=46.441157, expected=36.000000 predicted=33.587621, expected=60.000000 predicted=58.434769, expected=44.000000 predicted=38.500542, expected=56.000000 predicted=46.310588, expected=48.000000 predicted=41.170483, expected=64.000000 predicted=50.158468, expected=60.000000 predicted=58.673249, expected=20.000000 predicted=37.346929, expected=16.000000 predicted=39.965899, expected=52.000000 predicted=47.224449, expected=132.000000 predicted=80.737215, expected=44.000000 predicted=49.752138, expected=52.000000 predicted=47.445383, expected=36.000000 predicted=43.558965, expected=64.000000 predicted=54.659434, expected=12.000000 predicted=63.602675, expected=56.000000 predicted=47.655645, expected=48.000000 predicted=49.187484, expected=36.000000 predicted=34.278023, expected=44.000000 predicted=52.919749, expected=44.000000 predicted=32.591389, expected=36.000000 predicted=43.759189, expected=48.000000 predicted=46.603282, expected=32.000000 predicted=35.928105, expected=36.000000 predicted=39.446174, expected=60.000000 predicted=49.477643, expected=40.000000 predicted=37.810123, expected=44.000000 predicted=45.420795, expected=44.000000 predicted=41.767342, expected=40.000000 predicted=38.886573, expected=36.000000 predicted=46.205063, expected=52.000000 predicted=44.980273, expected=44.000000 predicted=43.006493, expected=24.000000 predicted=35.640705, expected=20.000000 predicted=33.487449, expected=32.000000 predicted=33.676706, expected=24.000000 predicted=33.436099, expected=52.000000 predicted=41.887799, expected=80.000000 predicted=48.214913, expected=68.000000 predicted=44.434245, expected=72.000000 predicted=56.213348, expected=36.000000 predicted=42.011876, expected=32.000000 predicted=47.041849, expected=32.000000 predicted=54.299623, expected=24.000000 predicted=41.418227, expected=48.000000 predicted=51.774569, expected=44.000000 predicted=38.076586, expected=36.000000 predicted=34.218445, expected=28.000000 predicted=33.762291, expected=32.000000 predicted=30.796850, expected=28.000000 predicted=35.975932, expected=148.000000 predicted=81.195421, expected=152.000000 predicted=86.532566, expected=76.000000 predicted=61.534450, expected=36.000000 predicted=60.457525, expected=32.000000 predicted=49.620270, expected=84.000000 predicted=100.305095, expected=56.000000 predicted=85.270067, expected=40.000000 predicted=54.926329, expected=76.000000 predicted=61.027118, expected=68.000000 predicted=51.992663, expected=80.000000 predicted=74.957528, expected=28.000000 predicted=49.165368, expected=48.000000 predicted=50.017133, expected=44.000000 predicted=58.782289, expected=32.000000 predicted=44.949046, expected=76.000000 predicted=69.226644, expected=88.000000 predicted=56.739641, expected=40.000000 predicted=45.913318, expected=72.000000 predicted=63.418516, expected=48.000000 predicted=48.409097, expected=76.000000 predicted=69.561033, expected=52.000000 predicted=67.453511, expected=80.000000 predicted=60.611788, expected=72.000000 predicted=71.310226, expected=88.000000 predicted=68.208871, expected=72.000000 predicted=75.133278, expected=80.000000 predicted=69.821711, expected=56.000000 predicted=70.822639, expected=64.000000 predicted=68.752166, expected=132.000000 predicted=101.398514, expected=196.000000 predicted=122.682778, expected=84.000000 predicted=86.743115, expected=44.000000 predicted=73.754623, expected=36.000000 predicted=73.234967, expected=16.000000 predicted=67.909456, expected=44.000000 predicted=94.886604, expected=96.000000 predicted=76.708264, expected=92.000000 predicted=61.882245, expected=56.000000 predicted=51.369720, expected=80.000000 predicted=60.634823, expected=40.000000 predicted=50.301814, expected=80.000000 predicted=81.038302, expected=72.000000 predicted=78.077170, expected=96.000000 predicted=72.657681, expected=120.000000 predicted=97.097525, expected=52.000000 predicted=55.738850, expected=44.000000 predicted=69.117137, expected=32.000000 predicted=59.268304, expected=36.000000 predicted=59.122040, expected=108.000000 predicted=96.303004, expected=140.000000 predicted=87.326974, expected=124.000000 predicted=84.260138, expected=36.000000 predicted=52.533666, expected=48.000000 predicted=60.509784, expected=40.000000 predicted=75.153558, expected=32.000000 predicted=71.827414, expected=76.000000 predicted=86.020995, expected=72.000000 predicted=52.773350, expected=96.000000 predicted=69.200935, expected=44.000000 predicted=49.771551, expected=36.000000 predicted=43.136766, expected=44.000000 predicted=61.566126, expected=44.000000 predicted=53.435108, expected=32.000000 predicted=55.959614, expected=84.000000 predicted=60.873401, expected=40.000000 predicted=39.781451, expected=28.000000 predicted=38.008342, expected=44.000000 predicted=48.149210, expected=32.000000 predicted=33.073386, expected=64.000000 predicted=64.285742, expected=28.000000 predicted=35.409085, expected=72.000000 predicted=49.538406, expected=64.000000 predicted=54.775285, expected=36.000000 predicted=36.945479, expected=28.000000 predicted=48.442706, expected=24.000000 predicted=31.395220, expected=32.000000 predicted=46.059387, expected=16.000000 predicted=35.149997, expected=108.000000 predicted=64.212539, expected=52.000000 predicted=40.552654, expected=60.000000 predicted=44.447717, expected=68.000000 predicted=58.526000, expected=44.000000 predicted=37.482518, expected=28.000000 predicted=63.129511, expected=8.000000 predicted=33.661646, expected=124.000000 predicted=81.252501, expected=80.000000 predicted=66.193133, expected=52.000000 predicted=49.224821, expected=80.000000 predicted=65.502968, expected=36.000000 predicted=35.149775, expected=48.000000 predicted=76.970895, expected=32.000000 predicted=55.103633, expected=32.000000 predicted=41.070581, expected=104.000000 predicted=80.413189, expected=36.000000 predicted=38.290689, expected=8.000000 predicted=32.631362, expected=24.000000 predicted=36.040578, expected=28.000000 predicted=30.371701, expected=48.000000 predicted=59.585117, expected=72.000000 predicted=48.814616, expected=80.000000 predicted=45.960447, expected=48.000000 predicted=42.223025, expected=44.000000 predicted=44.380825, expected=40.000000 predicted=48.539509, expected=28.000000 predicted=47.836664, expected=40.000000 predicted=53.649210, expected=64.000000 predicted=51.998374, expected=24.000000 predicted=34.153083, expected=32.000000 predicted=37.365977, expected=52.000000 predicted=42.056643, expected=44.000000 predicted=40.275254, expected=24.000000 predicted=41.124583, expected=20.000000 predicted=26.898432, expected=56.000000 predicted=42.772657, expected=36.000000 predicted=39.748773, expected=48.000000 predicted=43.047329, expected=60.000000 predicted=44.231739, expected=40.000000 predicted=34.372948, expected=20.000000 predicted=39.194029, expected=32.000000 predicted=36.850766, expected=52.000000 predicted=46.391353, expected=44.000000 predicted=46.017363, expected=32.000000 predicted=36.225685, expected=40.000000 predicted=34.302044, expected=48.000000 predicted=40.702709, expected=28.000000 predicted=38.407047, expected=88.000000 predicted=61.398540, expected=20.000000 predicted=30.772528, expected=52.000000 predicted=46.331915, expected=36.000000 predicted=45.214868, expected=16.000000 predicted=25.581889, expected=4.000000 predicted=40.883504, expected=28.000000 predicted=24.745697, expected=88.000000 predicted=58.214436, expected=36.000000 predicted=33.312998, expected=48.000000 predicted=36.148142, expected=20.000000 predicted=24.557792, expected=48.000000 predicted=39.688104, expected=16.000000 predicted=46.001180, expected=68.000000 predicted=47.440293, expected=60.000000 predicted=50.962333, expected=36.000000 predicted=31.726403, expected=28.000000 predicted=41.511380, expected=20.000000 predicted=25.704431, expected=52.000000 predicted=52.711433, expected=32.000000 predicted=41.035432, expected=44.000000 predicted=38.070032, expected=52.000000 predicted=41.296694, expected=24.000000 predicted=26.807005, expected=28.000000 predicted=39.371272, expected=36.000000 predicted=35.408286, expected=40.000000 predicted=38.772123, expected=40.000000 predicted=41.883690, expected=36.000000 predicted=32.099881, expected=56.000000 predicted=42.194410, expected=28.000000 predicted=34.067855, expected=32.000000 predicted=36.737785, expected=28.000000 predicted=35.502436, expected=32.000000 predicted=33.263747, expected=40.000000 predicted=42.877520, expected=28.000000 predicted=28.808686, expected=40.000000 predicted=35.447771, expected=12.000000 predicted=23.319694, expected=32.000000 predicted=31.299684, expected=36.000000 predicted=35.648609, expected=32.000000 predicted=28.694184, expected=20.000000 predicted=29.355889, expected=60.000000 predicted=36.571219, expected=48.000000 predicted=39.022302, expected=40.000000 predicted=37.813421, expected=24.000000 predicted=32.948488, expected=12.000000 predicted=22.415352, expected=16.000000 predicted=34.629322, expected=48.000000 predicted=41.110504, expected=40.000000 predicted=35.011943, expected=24.000000 predicted=24.973040, expected=28.000000 predicted=25.088071, expected=60.000000 predicted=38.676662, expected=28.000000 predicted=35.884253, expected=4.000000 predicted=24.151678, expected=24.000000 predicted=27.585866, expected=48.000000 predicted=35.125277, expected=48.000000 predicted=44.620161, expected=16.000000 predicted=24.019097, expected=32.000000 predicted=24.670594, expected=24.000000 predicted=27.133500, expected=36.000000 predicted=37.093416, expected=44.000000 predicted=41.367789, expected=44.000000 predicted=31.314800, expected=44.000000 predicted=38.431204, expected=20.000000 predicted=27.135017, expected=20.000000 predicted=30.372178, expected=20.000000 predicted=31.381072, expected=28.000000 predicted=31.843955, expected=36.000000 predicted=34.819381, expected=36.000000 predicted=27.679196, expected=84.000000 predicted=49.031409, expected=16.000000 predicted=24.182758, expected=28.000000 predicted=32.387872, expected=64.000000 predicted=51.234357, expected=20.000000 predicted=29.081072, expected=32.000000 predicted=50.219928, expected=136.000000 predicted=71.415419, expected=76.000000 predicted=51.869185, expected=48.000000 predicted=58.976195, expected=48.000000 predicted=50.091052, expected=36.000000 predicted=42.871721, expected=64.000000 predicted=84.791981, expected=28.000000 predicted=48.847529, expected=88.000000 predicted=63.246072, expected=48.000000 predicted=49.626275, expected=8.000000 predicted=29.047854, expected=60.000000 predicted=60.314144, expected=80.000000 predicted=52.612237, expected=36.000000 predicted=54.344167, expected=32.000000 predicted=43.836099, expected=40.000000 predicted=33.647488, expected=48.000000 predicted=49.949605, expected=36.000000 predicted=50.960912, expected=20.000000 predicted=30.730083, expected=24.000000 predicted=30.606111, expected=48.000000 predicted=40.733258, expected=12.000000 predicted=27.774213, expected=28.000000 predicted=30.920769, expected=36.000000 predicted=29.324695, expected=40.000000 predicted=30.464159, expected=56.000000 predicted=46.532991, expected=24.000000 predicted=23.901917, expected=12.000000 predicted=25.182152, expected=40.000000 predicted=38.076712, expected=68.000000 predicted=47.636863, expected=80.000000 predicted=58.782752, expected=40.000000 predicted=37.366699, expected=24.000000 predicted=30.613527, expected=28.000000 predicted=40.058833, expected=24.000000 predicted=42.313432, expected=32.000000 predicted=46.557393, expected=44.000000 predicted=38.071327, expected=28.000000 predicted=26.984702, expected=12.000000 predicted=23.002187, expected=12.000000 predicted=21.463223, expected=12.000000 predicted=21.362178, expected=20.000000 predicted=26.239919, expected=28.000000 predicted=23.952425, expected=72.000000 predicted=37.566103, expected=164.000000 predicted=79.502331, expected=340.000000 predicted=173.993918, expected=2152.000000 predicted=2315.496262, expected=500.000000 predicted=886.805675, expected=392.000000 predicted=528.700158, expected=464.000000 predicted=520.680714, expected=260.000000 predicted=506.656636, expected=208.000000 predicted=1096.580529, expected=92.000000 predicted=227.571994, expected=28.000000 predicted=151.936774, expected=48.000000 predicted=117.643212, expected=36.000000 predicted=73.983710, expected=64.000000 predicted=70.820187, expected=92.000000 predicted=70.963898, expected=92.000000 predicted=75.189676, expected=44.000000 predicted=60.974463, expected=28.000000 predicted=47.907838, expected=20.000000 predicted=38.405836, expected=60.000000 predicted=52.580630, expected=52.000000 predicted=50.164994, expected=56.000000 predicted=50.988683, expected=40.000000 predicted=42.963657, expected=16.000000 predicted=32.109506, expected=44.000000 predicted=41.239591, expected=40.000000 predicted=39.007342, expected=4.000000 predicted=25.097316, expected=12.000000 predicted=19.764934, expected=64.000000 predicted=37.736371, expected=64.000000 predicted=48.685487, expected=56.000000 predicted=51.119175, expected=40.000000 predicted=42.209923, expected=44.000000 predicted=44.624843, expected=44.000000 predicted=47.326095, expected=40.000000 predicted=44.856808, expected=64.000000 predicted=53.020522, expected=84.000000 predicted=64.056593, expected=36.000000 predicted=50.391036, expected=64.000000 predicted=58.809802, expected=32.000000 predicted=43.735194, expected=40.000000 predicted=48.084926, expected=68.000000 predicted=56.164822, expected=44.000000 predicted=47.555548, expected=44.000000 predicted=48.838531, expected=32.000000 predicted=38.302131, expected=52.000000 predicted=46.889594, expected=40.000000 predicted=43.892654, expected=32.000000 predicted=38.732632, expected=32.000000 predicted=35.397058, expected=36.000000 predicted=35.606897, expected=80.000000 predicted=56.456359, expected=20.000000 predicted=36.268556, expected=40.000000 predicted=41.657740, expected=16.000000 predicted=26.801521, expected=60.000000 predicted=46.393222, expected=20.000000 predicted=32.915311, expected=36.000000 predicted=34.989332, expected=84.000000 predicted=54.542079, expected=32.000000 predicted=41.500949, expected=24.000000 predicted=39.117301, expected=36.000000 predicted=33.962919, expected=28.000000 predicted=33.847857, expected=12.000000 predicted=27.767957, expected=24.000000 predicted=23.897897, expected=32.000000 predicted=26.554344, expected=20.000000 predicted=24.421012, expected=56.000000 predicted=38.225117, expected=8.000000 predicted=20.863214, expected=44.000000 predicted=35.798843, expected=24.000000 predicted=26.685741, expected=36.000000 predicted=33.837757, expected=32.000000 predicted=32.392213, expected=24.000000 predicted=27.255947, expected=24.000000 predicted=27.789714, expected=24.000000 predicted=25.216543, expected=12.000000 Test MSE: 20948.657
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427])] predicted=76.466273, expected=20.000000 predicted=40.122139, expected=80.000000 predicted=70.202205, expected=92.000000 predicted=70.835690, expected=76.000000 predicted=54.862088, expected=40.000000 predicted=60.992631, expected=68.000000 predicted=57.135942, expected=8.000000 predicted=41.263456, expected=12.000000 predicted=49.192929, expected=96.000000 predicted=78.881579, expected=64.000000 predicted=37.978828, expected=44.000000 predicted=54.272752, expected=116.000000 predicted=75.318219, expected=84.000000 predicted=48.114291, expected=12.000000 predicted=54.475186, expected=20.000000 predicted=57.758372, expected=40.000000 predicted=42.260598, expected=80.000000 predicted=75.965074, expected=48.000000 predicted=54.086169, expected=52.000000 predicted=41.141149, expected=52.000000 predicted=44.590442, expected=48.000000 predicted=44.226780, expected=28.000000 predicted=50.737067, expected=104.000000 predicted=74.735658, expected=80.000000 predicted=57.520814, expected=64.000000 predicted=59.324579, expected=20.000000 predicted=47.521677, expected=44.000000 predicted=45.708649, expected=64.000000 predicted=72.140638, expected=24.000000 predicted=41.577590, expected=128.000000 predicted=93.260956, expected=132.000000 predicted=70.787093, expected=60.000000 predicted=54.094764, expected=12.000000 predicted=60.543474, expected=32.000000 predicted=45.828471, expected=16.000000 predicted=56.040499, expected=24.000000 predicted=59.825953, expected=128.000000 predicted=84.401361, expected=88.000000 predicted=41.017003, expected=36.000000 predicted=42.787823, expected=84.000000 predicted=71.644026, expected=92.000000 predicted=58.554427, expected=64.000000 predicted=82.469144, expected=24.000000 predicted=61.630061, expected=84.000000 predicted=68.927591, expected=44.000000 predicted=53.718730, expected=56.000000 predicted=67.957657, expected=76.000000 predicted=71.254985, expected=72.000000 predicted=47.783620, expected=44.000000 predicted=62.339913, expected=40.000000 predicted=50.073301, expected=120.000000 predicted=85.916091, expected=60.000000 predicted=56.076627, expected=40.000000 predicted=60.933566, expected=48.000000 predicted=59.490893, expected=24.000000 predicted=31.991816, expected=52.000000 predicted=74.555322, expected=44.000000 predicted=46.620614, expected=112.000000 predicted=71.305035, expected=32.000000 predicted=37.589024, expected=56.000000 predicted=51.987286, expected=28.000000 predicted=47.125257, expected=40.000000 predicted=40.186574, expected=28.000000 predicted=60.505682, expected=40.000000 predicted=35.120262, expected=112.000000 predicted=76.672732, expected=80.000000 predicted=47.812330, expected=80.000000 predicted=66.067844, expected=60.000000 predicted=58.642969, expected=80.000000 predicted=65.831763, expected=88.000000 predicted=91.755743, expected=36.000000 predicted=56.347264, expected=104.000000 predicted=94.766873, expected=96.000000 predicted=73.829369, expected=8.000000 predicted=42.961295, expected=8.000000 predicted=61.160132, expected=188.000000 predicted=108.600425, expected=36.000000 predicted=40.390213, expected=60.000000 predicted=86.550363, expected=60.000000 predicted=59.528337, expected=60.000000 predicted=32.861447, expected=28.000000 predicted=91.666131, expected=116.000000 predicted=77.628966, expected=60.000000 predicted=52.269041, expected=60.000000 predicted=62.705652, expected=44.000000 predicted=62.621174, expected=104.000000 predicted=66.165349, expected=60.000000 predicted=75.252366, expected=76.000000 predicted=70.389632, expected=52.000000 predicted=63.035230, expected=64.000000 predicted=56.524620, expected=40.000000 predicted=67.862819, expected=16.000000 predicted=39.901622, expected=80.000000 predicted=74.568464, expected=56.000000 predicted=44.620026, expected=76.000000 predicted=65.034358, expected=68.000000 predicted=59.716004, expected=68.000000 predicted=47.982755, expected=8.000000 predicted=47.401441, expected=20.000000 predicted=44.890872, expected=48.000000 predicted=55.789179, expected=16.000000 predicted=29.640726, expected=36.000000 predicted=48.322963, expected=12.000000 predicted=14.866457, expected=52.000000 predicted=34.468536, expected=36.000000 predicted=36.612979, expected=68.000000 predicted=41.010518, expected=72.000000 predicted=53.506757, expected=52.000000 predicted=36.272751, expected=12.000000 predicted=40.023166, expected=76.000000 predicted=60.921992, expected=28.000000 predicted=39.360429, expected=92.000000 predicted=74.278782, expected=20.000000 predicted=38.430121, expected=32.000000 predicted=30.593374, expected=84.000000 predicted=77.903017, expected=16.000000 predicted=16.948186, expected=16.000000 predicted=54.205608, expected=16.000000 predicted=27.059540, expected=28.000000 predicted=23.933850, expected=48.000000 predicted=52.814237, expected=44.000000 predicted=28.064664, expected=20.000000 predicted=22.446859, expected=44.000000 predicted=36.040078, expected=44.000000 predicted=34.587774, expected=28.000000 predicted=34.354256, expected=20.000000 predicted=34.742652, expected=56.000000 predicted=39.249926, expected=32.000000 predicted=32.103479, expected=44.000000 predicted=42.628554, expected=44.000000 predicted=39.124620, expected=12.000000 predicted=19.065550, expected=44.000000 predicted=49.603942, expected=4.000000 predicted=17.694447, expected=36.000000 predicted=36.797516, expected=40.000000 predicted=37.786499, expected=92.000000 predicted=46.005150, expected=32.000000 predicted=36.194235, expected=28.000000 predicted=29.428516, expected=68.000000 predicted=57.919942, expected=40.000000 predicted=33.826725, expected=28.000000 predicted=54.942370, expected=96.000000 predicted=66.316508, expected=128.000000 predicted=68.616210, expected=52.000000 predicted=56.931834, expected=32.000000 predicted=57.249053, expected=84.000000 predicted=68.451364, expected=64.000000 predicted=65.313878, expected=56.000000 predicted=80.927844, expected=160.000000 predicted=105.819164, expected=48.000000 predicted=39.534130, expected=76.000000 predicted=88.933840, expected=36.000000 predicted=64.567288, expected=88.000000 predicted=67.720583, expected=20.000000 predicted=77.056878, expected=28.000000 predicted=42.624503, expected=84.000000 predicted=76.623765, expected=48.000000 predicted=33.436362, expected=64.000000 predicted=71.383250, expected=56.000000 predicted=47.132888, expected=36.000000 predicted=36.262792, expected=32.000000 predicted=57.529835, expected=60.000000 predicted=52.422133, expected=156.000000 predicted=94.658029, expected=60.000000 predicted=51.156280, expected=68.000000 predicted=69.028571, expected=60.000000 predicted=64.916415, expected=52.000000 predicted=54.217545, expected=28.000000 predicted=81.333235, expected=36.000000 predicted=49.215117, expected=48.000000 predicted=52.513154, expected=60.000000 predicted=52.017969, expected=40.000000 predicted=44.028878, expected=60.000000 predicted=48.210744, expected=32.000000 predicted=37.065888, expected=28.000000 predicted=39.697520, expected=72.000000 predicted=62.751605, expected=80.000000 predicted=51.985740, expected=120.000000 predicted=82.262967, expected=44.000000 predicted=46.818719, expected=88.000000 predicted=72.085936, expected=72.000000 predicted=74.781095, expected=40.000000 predicted=57.127383, expected=32.000000 predicted=75.952837, expected=56.000000 predicted=51.586009, expected=52.000000 predicted=58.708860, expected=64.000000 predicted=61.554864, expected=44.000000 predicted=45.055403, expected=28.000000 predicted=36.332060, expected=36.000000 predicted=47.851798, expected=36.000000 predicted=40.424181, expected=88.000000 predicted=66.005618, expected=60.000000 predicted=47.220939, expected=28.000000 predicted=35.862228, expected=92.000000 predicted=71.299013, expected=36.000000 predicted=34.865220, expected=120.000000 predicted=94.782389, expected=20.000000 predicted=44.283903, expected=56.000000 predicted=51.302843, expected=84.000000 predicted=85.630230, expected=76.000000 predicted=49.053123, expected=40.000000 predicted=75.264190, expected=36.000000 predicted=42.677273, expected=24.000000 predicted=43.065379, expected=72.000000 predicted=67.032928, expected=12.000000 predicted=36.595148, expected=84.000000 predicted=60.545750, expected=40.000000 predicted=39.136108, expected=56.000000 predicted=41.361651, expected=60.000000 predicted=66.368989, expected=24.000000 predicted=24.127890, expected=44.000000 predicted=61.870368, expected=60.000000 predicted=48.523046, expected=56.000000 predicted=48.836244, expected=44.000000 predicted=51.503747, expected=32.000000 predicted=36.090475, expected=20.000000 predicted=35.497526, expected=16.000000 predicted=36.080886, expected=8.000000 predicted=28.220716, expected=64.000000 predicted=45.505589, expected=128.000000 predicted=65.577157, expected=32.000000 predicted=26.186719, expected=60.000000 predicted=56.520023, expected=48.000000 predicted=43.919844, expected=24.000000 predicted=40.398126, expected=52.000000 predicted=79.367929, expected=40.000000 predicted=35.354041, expected=56.000000 predicted=52.057572, expected=40.000000 predicted=44.269027, expected=72.000000 predicted=49.468508, expected=40.000000 predicted=45.597214, expected=48.000000 predicted=46.987041, expected=20.000000 predicted=41.664203, expected=60.000000 predicted=48.726393, expected=52.000000 predicted=53.666111, expected=24.000000 predicted=32.197307, expected=28.000000 predicted=42.947459, expected=56.000000 predicted=39.072609, expected=28.000000 predicted=36.740422, expected=36.000000 predicted=42.974538, expected=116.000000 predicted=67.010857, expected=124.000000 predicted=66.186040, expected=36.000000 predicted=51.560802, expected=28.000000 predicted=54.255399, expected=24.000000 predicted=42.828727, expected=28.000000 predicted=56.657476, expected=8.000000 predicted=51.079453, expected=60.000000 predicted=43.579777, expected=68.000000 predicted=41.072665, expected=24.000000 predicted=24.887261, expected=40.000000 predicted=43.776290, expected=40.000000 predicted=30.528704, expected=96.000000 predicted=66.657085, expected=52.000000 predicted=53.329090, expected=72.000000 predicted=54.947556, expected=104.000000 predicted=76.264265, expected=44.000000 predicted=44.827238, expected=48.000000 predicted=75.370983, expected=16.000000 predicted=43.367613, expected=76.000000 predicted=66.186531, expected=108.000000 predicted=86.775514, expected=48.000000 predicted=43.824944, expected=64.000000 predicted=67.675915, expected=12.000000 predicted=30.507433, expected=40.000000 predicted=55.516084, expected=72.000000 predicted=75.583652, expected=80.000000 predicted=53.518959, expected=80.000000 predicted=68.389476, expected=44.000000 predicted=41.533970, expected=40.000000 predicted=50.684670, expected=48.000000 predicted=59.801864, expected=24.000000 predicted=46.149043, expected=28.000000 predicted=49.403581, expected=52.000000 predicted=45.360111, expected=40.000000 predicted=35.188639, expected=32.000000 predicted=39.086981, expected=44.000000 predicted=38.265050, expected=72.000000 predicted=47.644525, expected=36.000000 predicted=40.662469, expected=44.000000 predicted=46.563667, expected=60.000000 predicted=49.638609, expected=76.000000 predicted=54.944494, expected=40.000000 predicted=53.042805, expected=76.000000 predicted=61.293532, expected=52.000000 predicted=50.535444, expected=44.000000 predicted=52.000615, expected=4.000000 predicted=43.942902, expected=20.000000 predicted=33.800694, expected=24.000000 predicted=40.993167, expected=44.000000 predicted=37.292289, expected=124.000000 predicted=71.533536, expected=32.000000 predicted=20.999066, expected=44.000000 predicted=47.065367, expected=28.000000 predicted=41.200953, expected=52.000000 predicted=44.006160, expected=148.000000 predicted=111.383619, expected=52.000000 predicted=39.700365, expected=40.000000 predicted=57.404560, expected=24.000000 predicted=47.247470, expected=20.000000 predicted=36.571333, expected=56.000000 predicted=80.115374, expected=76.000000 predicted=53.121074, expected=72.000000 predicted=51.491213, expected=20.000000 predicted=32.939596, expected=40.000000 predicted=43.122629, expected=28.000000 predicted=41.964777, expected=52.000000 predicted=53.500004, expected=32.000000 predicted=45.301151, expected=44.000000 predicted=34.664033, expected=104.000000 predicted=66.897700, expected=64.000000 predicted=43.710958, expected=88.000000 predicted=72.278284, expected=16.000000 predicted=39.306462, expected=8.000000 predicted=37.873499, expected=64.000000 predicted=75.155032, expected=60.000000 predicted=47.320848, expected=64.000000 predicted=63.482670, expected=40.000000 predicted=37.799721, expected=36.000000 predicted=33.711488, expected=40.000000 predicted=51.193302, expected=28.000000 predicted=40.705197, expected=32.000000 predicted=43.865977, expected=68.000000 predicted=49.796900, expected=48.000000 predicted=38.333624, expected=28.000000 predicted=37.190116, expected=44.000000 predicted=42.941197, expected=44.000000 predicted=38.180371, expected=24.000000 predicted=40.924425, expected=52.000000 predicted=48.732230, expected=24.000000 predicted=27.434107, expected=60.000000 predicted=48.690194, expected=52.000000 predicted=45.337526, expected=68.000000 predicted=45.991675, expected=60.000000 predicted=56.061346, expected=24.000000 predicted=33.039457, expected=12.000000 predicted=41.837057, expected=32.000000 predicted=41.621354, expected=76.000000 predicted=57.691087, expected=56.000000 predicted=46.985864, expected=32.000000 predicted=34.521568, expected=72.000000 predicted=51.434779, expected=20.000000 predicted=29.572983, expected=48.000000 predicted=58.151491, expected=128.000000 predicted=83.054514, expected=96.000000 predicted=56.526698, expected=32.000000 predicted=58.951253, expected=16.000000 predicted=44.053881, expected=12.000000 predicted=38.456097, expected=12.000000 predicted=53.211505, expected=36.000000 predicted=49.753189, expected=52.000000 predicted=34.299557, expected=96.000000 predicted=50.213992, expected=20.000000 predicted=22.203832, expected=8.000000 predicted=26.837684, expected=32.000000 predicted=41.341791, expected=16.000000 predicted=26.552052, expected=96.000000 predicted=76.021991, expected=76.000000 predicted=42.544489, expected=72.000000 predicted=45.599845, expected=36.000000 predicted=47.784493, expected=40.000000 predicted=41.354268, expected=12.000000 predicted=50.793404, expected=36.000000 predicted=49.844424, expected=16.000000 predicted=36.750245, expected=36.000000 predicted=32.524387, expected=32.000000 predicted=32.785922, expected=32.000000 predicted=23.268487, expected=32.000000 predicted=33.620845, expected=36.000000 predicted=28.068622, expected=8.000000 predicted=23.013519, expected=32.000000 predicted=32.629667, expected=56.000000 predicted=39.069071, expected=52.000000 predicted=36.033209, expected=52.000000 predicted=44.127840, expected=24.000000 predicted=26.243543, expected=40.000000 predicted=40.668535, expected=32.000000 predicted=41.340333, expected=16.000000 predicted=31.521313, expected=96.000000 predicted=66.196162, expected=24.000000 predicted=22.633520, expected=20.000000 predicted=35.613530, expected=16.000000 predicted=33.598089, expected=60.000000 predicted=35.433868, expected=32.000000 predicted=48.526447, expected=44.000000 predicted=35.291917, expected=68.000000 predicted=46.501573, expected=52.000000 predicted=35.637041, expected=68.000000 predicted=61.899726, expected=16.000000 predicted=32.468580, expected=12.000000 predicted=35.312039, expected=32.000000 predicted=47.053003, expected=48.000000 predicted=39.935322, expected=68.000000 predicted=55.182529, expected=80.000000 predicted=47.732770, expected=40.000000 predicted=34.662346, expected=28.000000 predicted=41.426770, expected=64.000000 predicted=58.313982, expected=40.000000 predicted=47.029749, expected=48.000000 predicted=57.581969, expected=36.000000 predicted=41.444323, expected=100.000000 predicted=61.581832, expected=44.000000 predicted=49.043282, expected=64.000000 predicted=56.695276, expected=48.000000 predicted=54.689557, expected=56.000000 predicted=48.530127, expected=36.000000 predicted=62.234168, expected=48.000000 predicted=47.621033, expected=40.000000 predicted=49.369516, expected=68.000000 predicted=54.293911, expected=20.000000 predicted=37.607139, expected=120.000000 predicted=74.903915, expected=40.000000 predicted=43.199838, expected=40.000000 predicted=46.845934, expected=40.000000 predicted=61.034162, expected=44.000000 predicted=34.643488, expected=16.000000 predicted=56.420049, expected=16.000000 predicted=30.688257, expected=12.000000 predicted=26.083046, expected=12.000000 predicted=21.931393, expected=24.000000 predicted=27.688476, expected=44.000000 predicted=25.916928, expected=40.000000 predicted=25.615523, expected=28.000000 predicted=23.766887, expected=40.000000 predicted=31.251315, expected=64.000000 predicted=42.740650, expected=12.000000 predicted=27.571822, expected=8.000000 predicted=30.035171, expected=112.000000 predicted=65.493913, expected=48.000000 predicted=33.782641, expected=12.000000 predicted=40.835155, expected=24.000000 predicted=36.225569, expected=48.000000 predicted=30.010757, expected=28.000000 Test MSE: 992.722
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689])] predicted=15.858776, expected=8.000000 predicted=9.503964, expected=12.000000 predicted=9.037617, expected=8.000000 predicted=10.587512, expected=24.000000 predicted=11.817104, expected=4.000000 predicted=11.143372, expected=12.000000 predicted=10.633678, expected=8.000000 predicted=11.584734, expected=12.000000 predicted=12.045238, expected=8.000000 predicted=11.363962, expected=4.000000 predicted=8.232592, expected=4.000000 predicted=8.155746, expected=4.000000 predicted=7.216022, expected=16.000000 predicted=7.745282, expected=28.000000 predicted=9.759661, expected=24.000000 predicted=12.331080, expected=16.000000 predicted=14.013172, expected=4.000000 predicted=15.252127, expected=16.000000 predicted=17.920946, expected=8.000000 predicted=17.674331, expected=4.000000 predicted=12.541630, expected=16.000000 predicted=10.027720, expected=12.000000 predicted=10.629453, expected=4.000000 predicted=10.018741, expected=28.000000 predicted=10.534600, expected=16.000000 predicted=13.958424, expected=32.000000 predicted=16.669077, expected=12.000000 predicted=17.007382, expected=12.000000 predicted=17.331019, expected=8.000000 predicted=18.521384, expected=4.000000 predicted=15.563959, expected=4.000000 predicted=12.536445, expected=4.000000 predicted=7.823436, expected=8.000000 predicted=6.809516, expected=12.000000 predicted=6.490903, expected=8.000000 predicted=6.516773, expected=12.000000 predicted=7.373558, expected=4.000000 predicted=8.154547, expected=4.000000 predicted=8.079774, expected=4.000000 predicted=7.535698, expected=4.000000 predicted=6.492552, expected=44.000000 predicted=10.595606, expected=56.000000 predicted=19.415809, expected=64.000000 predicted=29.331601, expected=20.000000 predicted=29.768155, expected=4.000000 predicted=28.924731, expected=24.000000 predicted=36.326693, expected=52.000000 predicted=41.879849, expected=4.000000 predicted=28.999372, expected=4.000000 predicted=14.720285, expected=12.000000 predicted=17.593881, expected=16.000000 predicted=21.388089, expected=32.000000 predicted=19.624628, expected=12.000000 predicted=12.977610, expected=12.000000 predicted=13.418002, expected=8.000000 predicted=15.415956, expected=4.000000 predicted=15.047482, expected=4.000000 predicted=11.848167, expected=8.000000 predicted=8.379284, expected=16.000000 predicted=9.029223, expected=4.000000 predicted=7.194385, expected=12.000000 predicted=7.248041, expected=8.000000 predicted=8.958821, expected=40.000000 predicted=15.311873, expected=24.000000 predicted=17.787425, expected=12.000000 predicted=15.099878, expected=8.000000 predicted=16.051604, expected=4.000000 predicted=17.482611, expected=8.000000 predicted=16.502268, expected=4.000000 predicted=10.186163, expected=20.000000 predicted=9.473241, expected=16.000000 predicted=10.423773, expected=8.000000 predicted=9.380741, expected=8.000000 predicted=9.747713, expected=4.000000 predicted=10.577011, expected=8.000000 predicted=10.910659, expected=12.000000 predicted=9.595545, expected=8.000000 predicted=8.102770, expected=8.000000 predicted=7.472803, expected=4.000000 predicted=7.243107, expected=8.000000 predicted=8.151170, expected=8.000000 predicted=8.224002, expected=12.000000 predicted=8.113593, expected=8.000000 predicted=7.826087, expected=28.000000 predicted=11.501966, expected=48.000000 predicted=20.127838, expected=12.000000 predicted=18.922383, expected=8.000000 predicted=16.318541, expected=8.000000 predicted=19.148946, expected=12.000000 predicted=21.507090, expected=44.000000 predicted=22.917473, expected=12.000000 predicted=16.207478, expected=12.000000 predicted=13.411389, expected=4.000000 predicted=14.791654, expected=8.000000 predicted=17.383534, expected=8.000000 predicted=14.800097, expected=16.000000 predicted=10.483715, expected=32.000000 predicted=13.788032, expected=20.000000 predicted=14.738244, expected=28.000000 predicted=17.445655, expected=8.000000 predicted=18.146620, expected=16.000000 predicted=19.952837, expected=36.000000 predicted=24.448946, expected=24.000000 predicted=23.455683, expected=24.000000 predicted=20.795640, expected=40.000000 predicted=24.580363, expected=28.000000 predicted=29.265170, expected=12.000000 predicted=25.841538, expected=16.000000 predicted=23.116644, expected=4.000000 predicted=21.818559, expected=16.000000 predicted=19.824912, expected=20.000000 predicted=16.710858, expected=4.000000 predicted=11.983428, expected=16.000000 predicted=11.471291, expected=16.000000 predicted=13.603375, expected=4.000000 predicted=12.827843, expected=8.000000 predicted=10.158312, expected=52.000000 predicted=18.638074, expected=4.000000 predicted=17.548239, expected=44.000000 predicted=18.655689, expected=16.000000 predicted=21.516003, expected=8.000000 predicted=22.530897, expected=12.000000 predicted=21.128805, expected=8.000000 predicted=17.349728, expected=4.000000 predicted=15.420782, expected=8.000000 predicted=9.093819, expected=4.000000 predicted=7.714510, expected=8.000000 predicted=7.337842, expected=4.000000 predicted=5.934382, expected=12.000000 predicted=6.790708, expected=8.000000 predicted=7.466065, expected=4.000000 predicted=6.412391, expected=20.000000 predicted=9.181574, expected=4.000000 predicted=9.353497, expected=12.000000 predicted=9.294026, expected=8.000000 predicted=9.098652, expected=36.000000 predicted=15.161840, expected=20.000000 predicted=17.278635, expected=4.000000 predicted=12.505778, expected=20.000000 predicted=15.279917, expected=36.000000 predicted=23.108787, expected=4.000000 predicted=20.314994, expected=8.000000 predicted=13.042104, expected=12.000000 predicted=14.414137, expected=8.000000 predicted=16.159934, expected=40.000000 predicted=18.115923, expected=4.000000 predicted=13.112909, expected=8.000000 predicted=11.537407, expected=4.000000 predicted=12.083221, expected=28.000000 predicted=17.552757, expected=28.000000 predicted=19.159844, expected=8.000000 predicted=12.434875, expected=16.000000 predicted=13.586165, expected=4.000000 predicted=15.646518, expected=4.000000 predicted=15.092040, expected=4.000000 predicted=10.405176, expected=4.000000 predicted=7.326558, expected=8.000000 predicted=6.591854, expected=12.000000 predicted=6.214383, expected=4.000000 predicted=5.852227, expected=16.000000 predicted=7.632176, expected=8.000000 predicted=9.014331, expected=12.000000 predicted=9.889098, expected=20.000000 predicted=11.860293, expected=24.000000 predicted=14.836743, expected=24.000000 predicted=17.046226, expected=8.000000 predicted=15.236517, expected=16.000000 predicted=16.827603, expected=28.000000 predicted=21.093326, expected=8.000000 predicted=18.611170, expected=12.000000 predicted=14.478096, expected=12.000000 predicted=14.234469, expected=4.000000 predicted=14.160331, expected=4.000000 predicted=10.572924, expected=20.000000 predicted=10.595436, expected=8.000000 predicted=10.700541, expected=8.000000 predicted=8.404059, expected=32.000000 predicted=12.739459, expected=16.000000 predicted=15.924090, expected=8.000000 predicted=13.953743, expected=4.000000 predicted=11.601510, expected=12.000000 predicted=14.556214, expected=4.000000 predicted=13.060600, expected=16.000000 predicted=9.899477, expected=16.000000 predicted=10.227712, expected=28.000000 predicted=13.803845, expected=12.000000 predicted=14.176010, expected=16.000000 predicted=14.685923, expected=24.000000 predicted=18.882315, expected=8.000000 predicted=18.015026, expected=16.000000 predicted=16.453421, expected=8.000000 predicted=14.166058, expected=40.000000 predicted=19.689972, expected=8.000000 predicted=17.606287, expected=4.000000 predicted=12.476387, expected=16.000000 predicted=14.792960, expected=36.000000 predicted=21.286382, expected=12.000000 predicted=18.983303, expected=16.000000 predicted=13.649630, expected=4.000000 predicted=14.624133, expected=4.000000 predicted=15.381136, expected=4.000000 predicted=12.591106, expected=24.000000 predicted=11.605196, expected=28.000000 predicted=14.016776, expected=4.000000 predicted=10.326223, expected=12.000000 predicted=11.144327, expected=12.000000 predicted=14.968606, expected=16.000000 predicted=16.916047, expected=4.000000 predicted=12.015321, expected=36.000000 predicted=14.186228, expected=8.000000 predicted=15.321948, expected=24.000000 predicted=15.634599, expected=4.000000 predicted=15.065356, expected=4.000000 predicted=13.558492, expected=8.000000 predicted=13.959189, expected=20.000000 predicted=12.573467, expected=24.000000 predicted=14.285795, expected=8.000000 predicted=10.576949, expected=8.000000 predicted=10.853046, expected=8.000000 predicted=13.087950, expected=16.000000 predicted=14.904216, expected=4.000000 predicted=11.317698, expected=16.000000 predicted=9.564553, expected=28.000000 predicted=13.986175, expected=16.000000 predicted=14.968686, expected=32.000000 predicted=17.675843, expected=20.000000 predicted=19.584750, expected=8.000000 predicted=19.492741, expected=4.000000 predicted=17.202227, expected=24.000000 predicted=18.585268, expected=8.000000 predicted=16.997077, expected=20.000000 predicted=13.261855, expected=36.000000 predicted=17.007209, expected=16.000000 predicted=18.459085, expected=16.000000 predicted=18.434670, expected=28.000000 predicted=20.809249, expected=4.000000 predicted=20.806670, expected=8.000000 predicted=17.147763, expected=20.000000 predicted=15.851140, expected=12.000000 predicted=15.773299, expected=8.000000 predicted=12.664720, expected=24.000000 predicted=12.531486, expected=12.000000 predicted=14.614519, expected=24.000000 predicted=16.367285, expected=12.000000 predicted=15.137066, expected=20.000000 predicted=16.574908, expected=8.000000 predicted=16.613660, expected=8.000000 predicted=13.876527, expected=28.000000 predicted=17.107280, expected=28.000000 predicted=18.420380, expected=16.000000 predicted=17.317538, expected=12.000000 predicted=15.380162, expected=28.000000 predicted=20.458753, expected=8.000000 predicted=20.758485, expected=36.000000 predicted=21.092738, expected=32.000000 predicted=22.610458, expected=8.000000 predicted=20.185891, expected=8.000000 predicted=18.494467, expected=12.000000 predicted=18.077153, expected=8.000000 predicted=18.595372, expected=16.000000 predicted=14.228473, expected=8.000000 predicted=9.990815, expected=24.000000 predicted=12.669820, expected=16.000000 predicted=14.202830, expected=16.000000 predicted=14.304533, expected=16.000000 predicted=15.596311, expected=4.000000 predicted=14.001785, expected=36.000000 predicted=18.985668, expected=4.000000 predicted=16.082672, expected=20.000000 predicted=15.045486, expected=16.000000 predicted=15.887478, expected=4.000000 predicted=14.619089, expected=28.000000 predicted=17.535055, expected=8.000000 predicted=14.181460, expected=4.000000 predicted=12.796114, expected=8.000000 predicted=10.697363, expected=16.000000 predicted=12.499594, expected=4.000000 predicted=11.610420, expected=4.000000 predicted=6.642223, expected=24.000000 predicted=10.144480, expected=28.000000 predicted=15.080769, expected=16.000000 predicted=14.805170, expected=4.000000 predicted=11.841329, expected=24.000000 predicted=16.782547, expected=20.000000 predicted=20.623378, expected=24.000000 predicted=19.338925, expected=8.000000 predicted=15.153096, expected=20.000000 predicted=16.519701, expected=20.000000 predicted=19.928374, expected=12.000000 predicted=17.608041, expected=8.000000 predicted=14.624481, expected=12.000000 predicted=13.533704, expected=24.000000 predicted=16.724651, expected=12.000000 predicted=14.833932, expected=8.000000 predicted=11.851444, expected=4.000000 predicted=11.050461, expected=4.000000 predicted=11.209687, expected=20.000000 predicted=12.510117, expected=16.000000 predicted=11.126474, expected=24.000000 predicted=12.229484, expected=12.000000 predicted=12.774807, expected=32.000000 predicted=17.992955, expected=32.000000 predicted=23.217446, expected=28.000000 predicted=23.978485, expected=12.000000 Test MSE: 137.451
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501])] predicted=31.469972, expected=8.000000 predicted=25.579953, expected=48.000000 predicted=31.605981, expected=20.000000 predicted=23.513650, expected=28.000000 predicted=27.080095, expected=24.000000 predicted=24.328609, expected=52.000000 predicted=32.361662, expected=12.000000 predicted=27.316823, expected=16.000000 predicted=25.846689, expected=44.000000 predicted=31.209908, expected=24.000000 predicted=25.686071, expected=48.000000 predicted=35.768595, expected=64.000000 predicted=38.195905, expected=28.000000 predicted=35.436195, expected=16.000000 predicted=36.939236, expected=20.000000 predicted=31.726697, expected=44.000000 predicted=36.101921, expected=60.000000 predicted=40.256100, expected=48.000000 predicted=37.377587, expected=40.000000 predicted=39.546048, expected=48.000000 predicted=44.499743, expected=32.000000 predicted=42.712254, expected=28.000000 predicted=41.183342, expected=32.000000 predicted=37.242153, expected=64.000000 predicted=43.157487, expected=36.000000 predicted=38.121300, expected=84.000000 predicted=52.718963, expected=72.000000 predicted=54.041241, expected=44.000000 predicted=54.203284, expected=8.000000 predicted=47.654232, expected=40.000000 predicted=46.612509, expected=100.000000 predicted=62.057146, expected=80.000000 predicted=57.270768, expected=52.000000 predicted=55.078555, expected=68.000000 predicted=61.585706, expected=60.000000 predicted=64.144508, expected=60.000000 predicted=68.750369, expected=80.000000 predicted=69.219954, expected=76.000000 predicted=66.173025, expected=48.000000 predicted=63.091543, expected=32.000000 predicted=57.077649, expected=32.000000 predicted=51.939679, expected=44.000000 predicted=50.622866, expected=20.000000 predicted=38.010201, expected=32.000000 predicted=35.516767, expected=32.000000 predicted=31.545737, expected=44.000000 predicted=34.925681, expected=60.000000 predicted=41.791724, expected=60.000000 predicted=43.367432, expected=36.000000 predicted=42.897143, expected=56.000000 predicted=50.545710, expected=32.000000 predicted=44.351301, expected=68.000000 predicted=55.139310, expected=36.000000 predicted=45.193431, expected=36.000000 predicted=43.575134, expected=28.000000 predicted=41.320621, expected=48.000000 predicted=41.671562, expected=16.000000 predicted=34.723550, expected=16.000000 predicted=28.988949, expected=32.000000 predicted=30.141702, expected=36.000000 predicted=28.659620, expected=24.000000 predicted=28.020185, expected=32.000000 predicted=27.715300, expected=16.000000 predicted=23.944644, expected=32.000000 predicted=29.471928, expected=28.000000 predicted=27.516758, expected=28.000000 predicted=26.517280, expected=44.000000 predicted=32.557041, expected=8.000000 predicted=22.285273, expected=40.000000 predicted=32.960770, expected=32.000000 predicted=29.168443, expected=36.000000 predicted=31.401013, expected=24.000000 predicted=30.449658, expected=36.000000 predicted=30.277561, expected=48.000000 predicted=37.351971, expected=12.000000 predicted=27.645196, expected=64.000000 predicted=42.322151, expected=32.000000 predicted=33.468545, expected=48.000000 predicted=41.518532, expected=48.000000 predicted=43.492665, expected=56.000000 predicted=44.096787, expected=24.000000 predicted=42.705958, expected=8.000000 predicted=33.070469, expected=56.000000 predicted=42.914678, expected=40.000000 predicted=36.008147, expected=16.000000 predicted=31.358250, expected=28.000000 predicted=30.805659, expected=52.000000 predicted=34.674289, expected=36.000000 predicted=36.000276, expected=44.000000 predicted=38.263906, expected=36.000000 predicted=35.670928, expected=16.000000 predicted=32.375234, expected=36.000000 predicted=37.617696, expected=32.000000 predicted=31.905892, expected=52.000000 predicted=37.878193, expected=48.000000 predicted=37.984850, expected=20.000000 predicted=32.015208, expected=40.000000 predicted=39.937439, expected=48.000000 predicted=39.963839, expected=8.000000 predicted=31.085394, expected=40.000000 predicted=37.179181, expected=24.000000 predicted=27.686998, expected=36.000000 predicted=32.775926, expected=24.000000 predicted=29.539708, expected=24.000000 predicted=25.679889, expected=20.000000 predicted=27.143827, expected=28.000000 predicted=25.977053, expected=36.000000 predicted=28.683161, expected=68.000000 predicted=37.629085, expected=52.000000 predicted=38.883745, expected=48.000000 predicted=43.808808, expected=24.000000 predicted=40.883103, expected=28.000000 predicted=40.926046, expected=16.000000 predicted=35.734665, expected=16.000000 predicted=28.304711, expected=16.000000 predicted=23.445456, expected=28.000000 predicted=21.841222, expected=32.000000 predicted=23.569778, expected=48.000000 predicted=29.109833, expected=40.000000 predicted=31.222330, expected=28.000000 predicted=31.776608, expected=36.000000 predicted=36.152980, expected=28.000000 predicted=33.480062, expected=28.000000 predicted=33.682780, expected=20.000000 predicted=28.659705, expected=24.000000 predicted=26.750633, expected=32.000000 predicted=28.351925, expected=16.000000 predicted=22.812082, expected=28.000000 predicted=25.854831, expected=40.000000 predicted=28.207778, expected=16.000000 predicted=23.621206, expected=8.000000 predicted=22.359814, expected=64.000000 predicted=34.097889, expected=20.000000 predicted=24.962372, expected=24.000000 predicted=30.098277, expected=24.000000 predicted=26.749033, expected=32.000000 predicted=27.374146, expected=20.000000 predicted=29.240987, expected=60.000000 predicted=34.638410, expected=68.000000 predicted=40.994504, expected=40.000000 predicted=40.150970, expected=32.000000 predicted=42.907756, expected=96.000000 predicted=58.808295, expected=144.000000 predicted=80.976667, expected=112.000000 predicted=85.557176, expected=80.000000 predicted=87.283941, expected=104.000000 predicted=99.448571, expected=88.000000 predicted=98.740802, expected=116.000000 predicted=108.658709, expected=160.000000 predicted=118.571293, expected=164.000000 predicted=124.766121, expected=156.000000 predicted=137.708892, expected=108.000000 predicted=128.917828, expected=32.000000 predicted=105.699944, expected=28.000000 predicted=93.029720, expected=24.000000 predicted=68.350896, expected=44.000000 predicted=59.155149, expected=48.000000 predicted=48.673268, expected=28.000000 predicted=32.837551, expected=36.000000 predicted=36.092237, expected=20.000000 predicted=28.880042, expected=16.000000 predicted=27.529052, expected=24.000000 predicted=27.580657, expected=24.000000 predicted=23.538850, expected=16.000000 predicted=21.232983, expected=32.000000 predicted=24.973824, expected=12.000000 predicted=17.704184, expected=36.000000 predicted=27.534641, expected=28.000000 predicted=25.190683, expected=16.000000 predicted=21.266229, expected=16.000000 predicted=22.377588, expected=32.000000 predicted=24.460480, expected=28.000000 predicted=25.991064, expected=36.000000 predicted=29.279747, expected=64.000000 predicted=40.599528, expected=40.000000 predicted=36.431227, expected=52.000000 predicted=46.111179, expected=92.000000 predicted=62.383077, expected=124.000000 predicted=81.985934, expected=40.000000 predicted=62.718099, expected=44.000000 predicted=63.437335, expected=20.000000 predicted=48.662194, expected=28.000000 predicted=47.020283, expected=56.000000 predicted=54.567196, expected=84.000000 predicted=55.024952, expected=36.000000 predicted=43.293989, expected=28.000000 predicted=39.898923, expected=24.000000 predicted=36.467841, expected=8.000000 predicted=28.728635, expected=36.000000 predicted=37.797906, expected=28.000000 predicted=26.374710, expected=24.000000 predicted=24.945087, expected=32.000000 predicted=28.043209, expected=32.000000 predicted=26.739840, expected=16.000000 predicted=24.995719, expected=20.000000 predicted=24.355841, expected=44.000000 predicted=31.681080, expected=16.000000 predicted=23.024073, expected=44.000000 predicted=34.392335, expected=8.000000 predicted=19.372000, expected=32.000000 predicted=28.253942, expected=28.000000 predicted=28.843086, expected=32.000000 predicted=26.932698, expected=16.000000 predicted=25.303567, expected=28.000000 predicted=24.381370, expected=32.000000 predicted=28.749408, expected=20.000000 predicted=24.042245, expected=20.000000 predicted=24.369751, expected=24.000000 predicted=22.864639, expected=20.000000 predicted=22.417121, expected=16.000000 predicted=20.850990, expected=24.000000 predicted=21.537133, expected=32.000000 predicted=24.692806, expected=24.000000 predicted=23.533607, expected=16.000000 predicted=20.866214, expected=32.000000 predicted=25.924238, expected=16.000000 predicted=20.944669, expected=12.000000 predicted=19.899724, expected=28.000000 predicted=23.381263, expected=32.000000 predicted=23.898922, expected=12.000000 predicted=19.967350, expected=24.000000 predicted=22.330090, expected=20.000000 predicted=19.820302, expected=12.000000 predicted=18.503181, expected=12.000000 predicted=17.787634, expected=32.000000 predicted=21.484615, expected=32.000000 predicted=24.278141, expected=24.000000 predicted=23.133311, expected=12.000000 predicted=18.768463, expected=28.000000 predicted=23.834570, expected=36.000000 predicted=28.949445, expected=32.000000 predicted=28.727970, expected=24.000000 predicted=26.353294, expected=24.000000 predicted=25.044870, expected=44.000000 predicted=34.183959, expected=16.000000 predicted=25.329732, expected=16.000000 predicted=24.377737, expected=36.000000 predicted=29.000301, expected=20.000000 predicted=22.682392, expected=32.000000 predicted=30.151624, expected=36.000000 predicted=28.496967, expected=24.000000 predicted=25.514684, expected=40.000000 predicted=34.677212, expected=24.000000 predicted=27.008760, expected=36.000000 predicted=33.222334, expected=12.000000 predicted=24.399592, expected=32.000000 predicted=28.727139, expected=20.000000 predicted=25.345790, expected=32.000000 predicted=27.162707, expected=16.000000 predicted=23.161247, expected=8.000000 predicted=16.270422, expected=16.000000 predicted=19.812909, expected=16.000000 predicted=16.351246, expected=8.000000 predicted=14.303891, expected=8.000000 predicted=11.394719, expected=24.000000 predicted=15.633553, expected=16.000000 predicted=14.505198, expected=8.000000 predicted=12.526531, expected=28.000000 predicted=18.914393, expected=8.000000 predicted=12.116848, expected=48.000000 predicted=29.517138, expected=24.000000 predicted=22.237123, expected=36.000000 predicted=28.072256, expected=20.000000 predicted=26.321756, expected=20.000000 predicted=22.935933, expected=20.000000 predicted=26.568969, expected=20.000000 predicted=21.622007, expected=16.000000 predicted=20.863635, expected=12.000000 predicted=16.380324, expected=8.000000 predicted=13.762141, expected=20.000000 predicted=16.816911, expected=8.000000 predicted=12.145107, expected=28.000000 predicted=18.966003, expected=12.000000 predicted=13.833288, expected=32.000000 predicted=21.464605, expected=16.000000 predicted=18.740014, expected=16.000000 predicted=17.429047, expected=20.000000 predicted=21.065255, expected=8.000000 predicted=13.759642, expected=20.000000 predicted=19.616619, expected=40.000000 predicted=24.849291, expected=8.000000 predicted=15.477536, expected=16.000000 predicted=19.309795, expected=12.000000 predicted=15.174555, expected=24.000000 predicted=19.763893, expected=12.000000 predicted=17.871105, expected=20.000000 predicted=16.460924, expected=24.000000 predicted=19.553138, expected=24.000000 predicted=19.921540, expected=12.000000 predicted=18.018526, expected=32.000000 predicted=23.464527, expected=12.000000 predicted=17.790312, expected=16.000000 predicted=19.199485, expected=16.000000 predicted=18.307886, expected=28.000000 predicted=20.416288, expected=12.000000 predicted=18.019104, expected=12.000000 predicted=15.144280, expected=16.000000 predicted=16.364872, expected=20.000000 predicted=17.099127, expected=24.000000 predicted=20.525944, expected=16.000000 predicted=16.558219, expected=20.000000 predicted=18.557084, expected=12.000000 predicted=16.135717, expected=24.000000 predicted=20.271768, expected=16.000000 predicted=17.985136, expected=24.000000 predicted=19.941764, expected=8.000000 predicted=15.183203, expected=24.000000 predicted=19.149540, expected=36.000000 predicted=25.510173, expected=16.000000 predicted=18.965893, expected=32.000000 predicted=26.821896, expected=20.000000 predicted=21.151451, expected=20.000000 predicted=22.962910, expected=4.000000 predicted=17.609629, expected=28.000000 predicted=21.248564, expected=24.000000 predicted=21.801005, expected=4.000000 predicted=13.481206, expected=4.000000 predicted=12.568109, expected=4.000000 predicted=8.064775, expected=24.000000 predicted=16.559231, expected=20.000000 predicted=15.391531, expected=20.000000 predicted=14.892279, expected=8.000000 predicted=12.303046, expected=40.000000 predicted=23.898070, expected=48.000000 predicted=31.683094, expected=28.000000 predicted=27.708512, expected=24.000000 predicted=28.482280, expected=16.000000 predicted=23.260536, expected=8.000000 predicted=21.520442, expected=32.000000 predicted=27.918540, expected=32.000000 predicted=25.042565, expected=20.000000 predicted=21.926580, expected=16.000000 predicted=20.343155, expected=20.000000 predicted=19.979073, expected=12.000000 predicted=18.945251, expected=12.000000 predicted=17.300785, expected=4.000000 predicted=11.396390, expected=28.000000 predicted=18.252132, expected=8.000000 predicted=12.243461, expected=16.000000 predicted=14.361553, expected=8.000000 predicted=11.781155, expected=20.000000 predicted=14.399682, expected=12.000000 predicted=14.968551, expected=20.000000 predicted=15.278213, expected=44.000000 predicted=26.415604, expected=36.000000 predicted=25.895964, expected=12.000000 predicted=21.825984, expected=20.000000 predicted=23.343523, expected=20.000000 predicted=22.410183, expected=16.000000 predicted=22.167114, expected=16.000000 predicted=19.898242, expected=20.000000 predicted=17.606111, expected=12.000000 predicted=15.734403, expected=24.000000 predicted=19.740153, expected=20.000000 predicted=18.271309, expected=20.000000 predicted=18.860972, expected=4.000000 predicted=13.813364, expected=4.000000 predicted=10.993892, expected=28.000000 predicted=19.330885, expected=56.000000 predicted=30.092525, expected=12.000000 predicted=18.931421, expected=20.000000 predicted=21.978703, expected=28.000000 predicted=24.563954, expected=24.000000 predicted=24.940860, expected=8.000000 predicted=22.147338, expected=20.000000 predicted=19.010860, expected=40.000000 predicted=26.774809, expected=8.000000 predicted=17.479035, expected=28.000000 predicted=24.553796, expected=12.000000 predicted=16.754924, expected=12.000000 predicted=16.920127, expected=36.000000 predicted=27.236774, expected=16.000000 predicted=16.591857, expected=36.000000 predicted=27.627608, expected=8.000000 predicted=16.950724, expected=8.000000 predicted=15.834268, expected=4.000000 predicted=14.976000, expected=20.000000 predicted=15.144430, expected=12.000000 predicted=14.518650, expected=20.000000 predicted=14.189578, expected=12.000000 predicted=12.717984, expected=12.000000 predicted=12.427861, expected=12.000000 predicted=14.212742, expected=28.000000 predicted=18.495897, expected=32.000000 predicted=22.552687, expected=44.000000 predicted=28.767658, expected=20.000000 predicted=23.772361, expected=16.000000 predicted=22.930188, expected=20.000000 predicted=24.725449, expected=8.000000 predicted=18.286346, expected=20.000000 predicted=21.772672, expected=24.000000 predicted=19.348826, expected=8.000000 predicted=13.633441, expected=12.000000 predicted=15.300189, expected=20.000000 predicted=15.828149, expected=16.000000 predicted=15.886847, expected=12.000000 predicted=15.188202, expected=20.000000 predicted=15.972079, expected=12.000000 predicted=13.895207, expected=32.000000 predicted=22.219854, expected=36.000000 predicted=24.976782, expected=12.000000 predicted=18.249255, expected=8.000000 predicted=17.932018, expected=20.000000 predicted=19.015959, expected=32.000000 predicted=24.578652, expected=20.000000 predicted=21.646956, expected=20.000000 predicted=19.671675, expected=8.000000 predicted=15.087739, expected=8.000000 predicted=14.851116, expected=20.000000 predicted=18.633678, expected=16.000000 predicted=15.001513, expected=8.000000 predicted=12.504737, expected=12.000000 predicted=12.217617, expected=36.000000 predicted=20.854891, expected=24.000000 predicted=20.149708, expected=12.000000 predicted=17.256278, expected=4.000000 predicted=13.270589, expected=4.000000 predicted=11.243946, expected=20.000000 predicted=17.439687, expected=12.000000 predicted=12.395414, expected=24.000000 predicted=16.045174, expected=16.000000 predicted=14.019105, expected=16.000000 predicted=14.997583, expected=4.000000 predicted=12.777586, expected=16.000000 predicted=14.501321, expected=28.000000 predicted=19.913486, expected=16.000000 predicted=15.657841, expected=12.000000 predicted=15.369492, expected=36.000000 Test MSE: 294.913
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222])] predicted=29.228521, expected=8.000000 predicted=18.722238, expected=20.000000 predicted=27.776513, expected=4.000000 predicted=22.806539, expected=76.000000 predicted=51.280498, expected=48.000000 predicted=31.854873, expected=24.000000 predicted=17.737867, expected=16.000000 predicted=27.003360, expected=4.000000 predicted=1.230404, expected=12.000000 predicted=39.749862, expected=36.000000 predicted=40.160560, expected=52.000000 predicted=36.339207, expected=36.000000 predicted=26.353023, expected=4.000000 predicted=7.348204, expected=16.000000 predicted=18.483872, expected=16.000000 predicted=22.161088, expected=8.000000 predicted=24.771838, expected=24.000000 predicted=31.538878, expected=60.000000 predicted=33.549520, expected=32.000000 predicted=20.530569, expected=32.000000 predicted=29.070892, expected=28.000000 predicted=22.128625, expected=20.000000 predicted=19.107599, expected=16.000000 predicted=36.673342, expected=36.000000 predicted=34.307694, expected=20.000000 predicted=22.671210, expected=36.000000 predicted=33.721268, expected=40.000000 predicted=31.453009, expected=72.000000 predicted=45.141388, expected=12.000000 predicted=21.332336, expected=8.000000 predicted=19.007111, expected=28.000000 predicted=35.033109, expected=20.000000 predicted=20.998545, expected=28.000000 predicted=48.832550, expected=32.000000 predicted=24.183709, expected=24.000000 predicted=15.464590, expected=36.000000 predicted=34.019315, expected=32.000000 predicted=25.779573, expected=36.000000 predicted=32.042756, expected=24.000000 predicted=28.333515, expected=32.000000 predicted=29.073557, expected=4.000000 predicted=17.842531, expected=12.000000 predicted=22.331426, expected=8.000000 predicted=20.534536, expected=12.000000 predicted=14.960729, expected=20.000000 predicted=25.952281, expected=36.000000 predicted=20.531290, expected=40.000000 predicted=26.474305, expected=12.000000 predicted=10.416715, expected=12.000000 predicted=15.922376, expected=8.000000 predicted=13.449439, expected=20.000000 predicted=24.848816, expected=32.000000 predicted=34.752365, expected=60.000000 predicted=37.240057, expected=36.000000 predicted=23.792202, expected=16.000000 predicted=15.462152, expected=28.000000 predicted=28.735645, expected=8.000000 predicted=14.959581, expected=20.000000 predicted=38.162319, expected=24.000000 predicted=29.525806, expected=24.000000 predicted=18.077252, expected=36.000000 predicted=33.743235, expected=4.000000 predicted=4.808182, expected=20.000000 predicted=22.848582, expected=4.000000 predicted=12.459522, expected=20.000000 predicted=20.151154, expected=36.000000 predicted=36.226854, expected=36.000000 predicted=18.691142, expected=20.000000 predicted=21.529620, expected=20.000000 predicted=15.551942, expected=32.000000 predicted=26.493336, expected=24.000000 predicted=26.795011, expected=8.000000 predicted=21.279308, expected=20.000000 predicted=22.487030, expected=32.000000 predicted=24.699061, expected=20.000000 predicted=22.822938, expected=16.000000 predicted=21.830090, expected=8.000000 predicted=9.272023, expected=20.000000 predicted=19.500940, expected=28.000000 predicted=28.369602, expected=28.000000 predicted=22.965426, expected=40.000000 predicted=30.447936, expected=16.000000 predicted=11.914249, expected=44.000000 predicted=35.406798, expected=44.000000 predicted=35.412555, expected=24.000000 predicted=23.571442, expected=12.000000 predicted=28.973244, expected=12.000000 predicted=14.650421, expected=56.000000 predicted=48.871828, expected=28.000000 predicted=30.080664, expected=16.000000 predicted=22.167881, expected=4.000000 predicted=12.689036, expected=16.000000 predicted=12.620485, expected=20.000000 predicted=33.858595, expected=24.000000 predicted=24.243854, expected=28.000000 predicted=23.333523, expected=24.000000 predicted=15.020862, expected=20.000000 predicted=18.904193, expected=20.000000 predicted=20.694819, expected=16.000000 predicted=19.151631, expected=32.000000 predicted=30.177135, expected=32.000000 predicted=26.932623, expected=28.000000 predicted=24.019952, expected=24.000000 predicted=24.028207, expected=8.000000 predicted=11.888606, expected=8.000000 predicted=19.757692, expected=16.000000 predicted=22.724899, expected=28.000000 predicted=25.752196, expected=40.000000 predicted=31.736784, expected=8.000000 predicted=7.545071, expected=20.000000 predicted=18.608782, expected=8.000000 predicted=11.570720, expected=24.000000 predicted=23.859803, expected=32.000000 predicted=35.163903, expected=28.000000 predicted=17.186036, expected=56.000000 predicted=41.681301, expected=4.000000 predicted=4.148447, expected=24.000000 predicted=28.180410, expected=24.000000 predicted=28.350621, expected=12.000000 predicted=14.656424, expected=16.000000 predicted=36.463394, expected=36.000000 predicted=21.261228, expected=52.000000 predicted=36.551406, expected=32.000000 predicted=27.351457, expected=8.000000 predicted=13.443869, expected=8.000000 predicted=15.260059, expected=12.000000 predicted=21.006965, expected=16.000000 predicted=29.417902, expected=44.000000 predicted=38.024834, expected=52.000000 predicted=30.119536, expected=4.000000 predicted=5.481797, expected=20.000000 predicted=23.172219, expected=20.000000 predicted=17.577311, expected=4.000000 predicted=17.770022, expected=24.000000 predicted=39.083819, expected=40.000000 predicted=21.977764, expected=24.000000 predicted=19.389719, expected=8.000000 predicted=16.538680, expected=12.000000 predicted=11.278524, expected=4.000000 predicted=11.228477, expected=20.000000 predicted=28.129692, expected=40.000000 predicted=31.532849, expected=28.000000 predicted=16.511624, expected=36.000000 predicted=27.632028, expected=24.000000 predicted=16.099852, expected=12.000000 predicted=15.740674, expected=20.000000 predicted=30.632168, expected=4.000000 predicted=13.032967, expected=56.000000 predicted=47.080697, expected=28.000000 predicted=22.336216, expected=16.000000 predicted=15.456944, expected=12.000000 predicted=21.006953, expected=4.000000 predicted=2.337353, expected=12.000000 predicted=31.175721, expected=12.000000 predicted=17.944634, expected=8.000000 predicted=10.833810, expected=68.000000 predicted=43.340446, expected=12.000000 predicted=3.639215, expected=24.000000 predicted=23.052646, expected=16.000000 predicted=18.171890, expected=8.000000 predicted=4.732937, expected=12.000000 predicted=38.197072, expected=36.000000 predicted=23.949027, expected=20.000000 predicted=19.129111, expected=32.000000 predicted=26.271161, expected=24.000000 predicted=17.798702, expected=8.000000 predicted=9.635775, expected=8.000000 predicted=22.746392, expected=12.000000 predicted=14.930713, expected=48.000000 predicted=38.565741, expected=16.000000 predicted=16.701275, expected=20.000000 predicted=17.623415, expected=24.000000 predicted=19.272189, expected=24.000000 predicted=16.024605, expected=28.000000 predicted=36.855203, expected=12.000000 predicted=14.024747, expected=36.000000 predicted=29.845996, expected=44.000000 predicted=33.064705, expected=8.000000 predicted=13.832283, expected=28.000000 predicted=32.556697, expected=8.000000 predicted=9.286169, expected=16.000000 predicted=23.852122, expected=20.000000 predicted=31.014674, expected=40.000000 predicted=23.539297, expected=16.000000 predicted=20.415083, expected=8.000000 predicted=10.636394, expected=8.000000 predicted=13.891510, expected=16.000000 predicted=15.969602, expected=12.000000 predicted=22.929815, expected=20.000000 predicted=18.225253, expected=44.000000 predicted=27.269891, expected=12.000000 predicted=8.408209, expected=24.000000 predicted=23.532485, expected=20.000000 predicted=17.394257, expected=8.000000 predicted=11.748275, expected=20.000000 predicted=32.064646, expected=64.000000 predicted=38.488259, expected=20.000000 predicted=17.750738, expected=28.000000 predicted=28.924183, expected=24.000000 predicted=19.742300, expected=8.000000 predicted=11.176983, expected=60.000000 predicted=61.985161, expected=60.000000 predicted=37.090403, expected=52.000000 predicted=40.181376, expected=24.000000 predicted=28.973060, expected=28.000000 predicted=22.191246, expected=32.000000 predicted=43.649596, expected=4.000000 predicted=27.265226, expected=68.000000 predicted=61.536012, expected=40.000000 predicted=28.206448, expected=24.000000 predicted=26.811226, expected=16.000000 predicted=29.081772, expected=44.000000 predicted=24.830179, expected=20.000000 predicted=38.253226, expected=20.000000 predicted=30.271915, expected=20.000000 predicted=23.783547, expected=48.000000 predicted=31.394027, expected=32.000000 predicted=34.944379, expected=16.000000 predicted=19.595814, expected=4.000000 predicted=15.132833, expected=8.000000 predicted=13.649058, expected=20.000000 predicted=30.459666, expected=48.000000 predicted=37.741369, expected=20.000000 predicted=16.413584, expected=16.000000 predicted=14.043808, expected=24.000000 predicted=19.309738, expected=12.000000 predicted=13.561824, expected=24.000000 predicted=34.750634, expected=56.000000 predicted=38.307731, expected=76.000000 predicted=44.739553, expected=36.000000 predicted=30.374371, expected=28.000000 predicted=27.148488, expected=24.000000 predicted=27.021170, expected=12.000000 predicted=29.894212, expected=24.000000 predicted=47.072913, expected=40.000000 predicted=36.307889, expected=24.000000 predicted=23.737561, expected=16.000000 predicted=21.895958, expected=32.000000 predicted=24.708496, expected=28.000000 predicted=23.882470, expected=36.000000 predicted=37.055002, expected=40.000000 predicted=33.031862, expected=44.000000 predicted=30.841814, expected=80.000000 predicted=57.728066, expected=52.000000 predicted=39.133204, expected=28.000000 predicted=35.084576, expected=16.000000 predicted=32.122989, expected=24.000000 predicted=32.475149, expected=24.000000 predicted=46.270460, expected=28.000000 predicted=37.341116, expected=56.000000 predicted=42.803283, expected=48.000000 predicted=31.431259, expected=32.000000 predicted=29.768763, expected=8.000000 predicted=19.340009, expected=12.000000 predicted=21.096582, expected=16.000000 predicted=32.235708, expected=12.000000 predicted=25.772941, expected=40.000000 predicted=36.019101, expected=12.000000 predicted=8.700655, expected=52.000000 predicted=35.142987, expected=44.000000 predicted=30.219373, expected=28.000000 predicted=20.245971, expected=16.000000 predicted=31.020112, expected=28.000000 predicted=21.638071, expected=40.000000 predicted=42.712345, expected=20.000000 predicted=28.980783, expected=4.000000 predicted=17.548299, expected=16.000000 predicted=18.243997, expected=8.000000 predicted=14.768835, expected=12.000000 predicted=23.484783, expected=28.000000 predicted=24.230536, expected=32.000000 predicted=17.509345, expected=16.000000 predicted=16.134779, expected=32.000000 predicted=23.517936, expected=24.000000 predicted=17.990640, expected=12.000000 predicted=18.982172, expected=12.000000 predicted=22.909942, expected=4.000000 predicted=9.197786, expected=20.000000 predicted=24.564186, expected=16.000000 predicted=17.993730, expected=12.000000 predicted=11.771588, expected=24.000000 predicted=19.685540, expected=16.000000 predicted=9.720167, expected=8.000000 predicted=13.838307, expected=52.000000 predicted=36.255427, expected=44.000000 predicted=25.578899, expected=28.000000 predicted=26.575381, expected=12.000000 predicted=18.762524, expected=20.000000 predicted=16.051381, expected=32.000000 predicted=38.579700, expected=28.000000 predicted=32.628181, expected=40.000000 predicted=34.946928, expected=60.000000 predicted=38.049115, expected=36.000000 predicted=27.594842, expected=16.000000 predicted=26.617473, expected=4.000000 predicted=18.523592, expected=4.000000 predicted=19.687163, expected=24.000000 predicted=37.662511, expected=56.000000 predicted=43.308932, expected=48.000000 predicted=30.797337, expected=40.000000 predicted=26.227529, expected=20.000000 predicted=16.684591, expected=60.000000 predicted=44.755873, expected=20.000000 predicted=32.921998, expected=16.000000 predicted=32.215551, expected=20.000000 predicted=31.942445, expected=40.000000 predicted=27.834634, expected=20.000000 predicted=35.587171, expected=20.000000 predicted=21.928189, expected=36.000000 predicted=28.327600, expected=24.000000 predicted=19.875125, expected=64.000000 predicted=52.925647, expected=28.000000 predicted=23.160399, expected=12.000000 predicted=18.487046, expected=4.000000 predicted=22.807889, expected=16.000000 predicted=18.016452, expected=8.000000 predicted=30.208622, expected=28.000000 predicted=27.167759, expected=52.000000 predicted=32.554640, expected=20.000000 predicted=11.124768, expected=24.000000 predicted=24.428536, expected=20.000000 predicted=16.632522, expected=28.000000 predicted=26.134145, expected=16.000000 predicted=31.365389, expected=8.000000 predicted=14.319709, expected=20.000000 predicted=22.671042, expected=28.000000 predicted=22.388083, expected=48.000000 predicted=36.966015, expected=16.000000 predicted=15.813189, expected=20.000000 predicted=18.119142, expected=16.000000 predicted=19.300666, expected=20.000000 predicted=21.730465, expected=40.000000 predicted=42.283034, expected=16.000000 predicted=14.661189, expected=32.000000 predicted=28.422626, expected=24.000000 predicted=20.911060, expected=40.000000 predicted=29.880185, expected=60.000000 predicted=49.787845, expected=16.000000 predicted=15.312917, expected=16.000000 predicted=27.951549, expected=20.000000 predicted=23.645159, expected=24.000000 predicted=27.889912, expected=32.000000 predicted=42.735739, expected=88.000000 predicted=53.839330, expected=68.000000 predicted=40.902898, expected=32.000000 predicted=29.957289, expected=52.000000 predicted=46.512851, expected=56.000000 predicted=43.281682, expected=16.000000 predicted=45.803483, expected=20.000000 predicted=45.598328, expected=76.000000 predicted=55.258973, expected=68.000000 predicted=53.003274, expected=52.000000 predicted=54.458369, expected=4.000000 predicted=16.469147, expected=44.000000 predicted=37.395207, expected=32.000000 predicted=47.109459, expected=32.000000 predicted=44.778002, expected=48.000000 predicted=51.484689, expected=88.000000 predicted=47.920682, expected=52.000000 predicted=45.448785, expected=28.000000 predicted=34.892944, expected=64.000000 predicted=54.869805, expected=20.000000 predicted=28.348242, expected=32.000000 predicted=58.035022, expected=52.000000 predicted=52.824860, expected=44.000000 predicted=32.480615, expected=24.000000 predicted=43.182517, expected=20.000000 predicted=23.857886, expected=60.000000 predicted=46.640919, expected=20.000000 predicted=29.895405, expected=8.000000 predicted=27.322498, expected=28.000000 predicted=30.026755, expected=40.000000 predicted=26.443149, expected=24.000000 predicted=37.388263, expected=12.000000 predicted=18.757078, expected=16.000000 predicted=14.970493, expected=16.000000 Test MSE: 281.550
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269])] predicted=37.412254, expected=48.000000 predicted=42.373385, expected=48.000000 predicted=47.403262, expected=16.000000 predicted=32.191996, expected=52.000000 predicted=37.450973, expected=48.000000 predicted=43.227509, expected=16.000000 predicted=34.653419, expected=44.000000 predicted=38.497075, expected=60.000000 predicted=41.826445, expected=8.000000 predicted=34.864999, expected=44.000000 predicted=37.405656, expected=52.000000 predicted=38.953275, expected=52.000000 predicted=44.644270, expected=24.000000 predicted=40.207659, expected=32.000000 predicted=30.553299, expected=48.000000 predicted=43.921586, expected=40.000000 predicted=42.637943, expected=36.000000 predicted=39.520667, expected=36.000000 predicted=34.794797, expected=36.000000 predicted=36.987226, expected=32.000000 predicted=38.171422, expected=28.000000 predicted=34.063842, expected=28.000000 predicted=32.201885, expected=28.000000 predicted=31.337913, expected=24.000000 predicted=29.174999, expected=24.000000 predicted=27.185572, expected=28.000000 predicted=27.115137, expected=24.000000 predicted=26.002233, expected=32.000000 predicted=27.592402, expected=52.000000 predicted=34.013715, expected=16.000000 predicted=27.053298, expected=48.000000 predicted=33.867613, expected=16.000000 predicted=29.754871, expected=44.000000 predicted=33.950441, expected=32.000000 predicted=38.073049, expected=48.000000 predicted=33.116729, expected=12.000000 predicted=32.889917, expected=44.000000 predicted=30.650101, expected=24.000000 predicted=35.651468, expected=20.000000 predicted=26.963925, expected=40.000000 predicted=35.200862, expected=52.000000 predicted=33.380083, expected=32.000000 predicted=36.221196, expected=48.000000 predicted=35.986193, expected=24.000000 predicted=33.200463, expected=36.000000 predicted=36.989140, expected=12.000000 predicted=33.726336, expected=36.000000 predicted=30.562535, expected=40.000000 predicted=37.229995, expected=60.000000 predicted=37.072407, expected=28.000000 predicted=35.678312, expected=24.000000 predicted=27.655115, expected=48.000000 predicted=40.852356, expected=36.000000 predicted=39.456662, expected=12.000000 predicted=33.480294, expected=36.000000 predicted=30.840575, expected=28.000000 predicted=30.339771, expected=36.000000 predicted=34.139046, expected=20.000000 predicted=28.661025, expected=44.000000 predicted=28.641414, expected=24.000000 predicted=32.131848, expected=12.000000 predicted=23.643470, expected=32.000000 predicted=29.823580, expected=24.000000 predicted=25.418864, expected=64.000000 predicted=38.720054, expected=56.000000 predicted=39.498514, expected=60.000000 predicted=40.175352, expected=24.000000 predicted=39.966621, expected=20.000000 predicted=33.940107, expected=44.000000 predicted=47.325766, expected=16.000000 predicted=36.183657, expected=20.000000 predicted=30.985797, expected=8.000000 predicted=20.747248, expected=4.000000 predicted=15.247829, expected=8.000000 predicted=18.240818, expected=16.000000 predicted=13.046882, expected=28.000000 predicted=17.286347, expected=40.000000 predicted=20.729940, expected=4.000000 predicted=13.723580, expected=8.000000 predicted=13.128645, expected=12.000000 predicted=17.347145, expected=24.000000 predicted=20.632470, expected=28.000000 predicted=23.790362, expected=44.000000 predicted=22.364706, expected=24.000000 predicted=22.582281, expected=28.000000 predicted=24.199242, expected=24.000000 predicted=27.937528, expected=40.000000 predicted=31.866332, expected=16.000000 predicted=29.743367, expected=8.000000 predicted=19.496726, expected=16.000000 predicted=21.759150, expected=24.000000 predicted=22.067605, expected=4.000000 predicted=18.343589, expected=8.000000 predicted=11.409103, expected=32.000000 predicted=17.774830, expected=24.000000 predicted=19.410356, expected=40.000000 predicted=24.926768, expected=28.000000 predicted=22.736964, expected=44.000000 predicted=28.652122, expected=44.000000 predicted=37.717347, expected=20.000000 predicted=29.714995, expected=24.000000 predicted=31.728110, expected=24.000000 predicted=29.536649, expected=16.000000 predicted=27.663314, expected=12.000000 predicted=23.354885, expected=32.000000 predicted=22.879992, expected=20.000000 predicted=22.186305, expected=36.000000 predicted=24.916473, expected=36.000000 predicted=27.455439, expected=40.000000 predicted=28.998898, expected=44.000000 predicted=36.678483, expected=12.000000 predicted=26.920206, expected=16.000000 predicted=27.208943, expected=8.000000 predicted=24.232554, expected=4.000000 predicted=18.618634, expected=4.000000 predicted=15.771441, expected=24.000000 predicted=13.461700, expected=28.000000 predicted=17.716678, expected=28.000000 predicted=17.563733, expected=52.000000 predicted=27.117204, expected=8.000000 predicted=20.260484, expected=32.000000 predicted=26.447496, expected=76.000000 predicted=44.959615, expected=44.000000 predicted=40.711727, expected=24.000000 predicted=37.417984, expected=32.000000 predicted=32.348892, expected=16.000000 predicted=32.304660, expected=16.000000 predicted=34.732168, expected=28.000000 predicted=29.007539, expected=36.000000 predicted=27.326901, expected=16.000000 predicted=23.926617, expected=28.000000 predicted=22.823671, expected=28.000000 predicted=25.420723, expected=24.000000 predicted=25.854145, expected=8.000000 predicted=22.105860, expected=8.000000 predicted=15.536179, expected=56.000000 predicted=31.145176, expected=16.000000 predicted=24.274523, expected=32.000000 predicted=23.953187, expected=16.000000 predicted=21.723180, expected=24.000000 predicted=21.344664, expected=24.000000 predicted=31.144431, expected=28.000000 predicted=22.975821, expected=8.000000 predicted=21.011176, expected=24.000000 predicted=19.812282, expected=20.000000 predicted=22.143938, expected=12.000000 predicted=17.851981, expected=12.000000 predicted=17.606292, expected=28.000000 predicted=18.025262, expected=28.000000 predicted=22.884444, expected=32.000000 predicted=23.712364, expected=20.000000 predicted=21.201331, expected=32.000000 predicted=24.535482, expected=20.000000 predicted=26.248646, expected=8.000000 predicted=20.217941, expected=16.000000 predicted=21.253298, expected=24.000000 predicted=20.649757, expected=20.000000 predicted=21.401732, expected=40.000000 predicted=24.711026, expected=24.000000 predicted=21.976252, expected=20.000000 predicted=21.643571, expected=8.000000 predicted=20.439899, expected=24.000000 predicted=21.512822, expected=8.000000 predicted=21.125018, expected=8.000000 predicted=13.910705, expected=4.000000 predicted=11.779146, expected=28.000000 predicted=14.666492, expected=12.000000 predicted=15.890074, expected=28.000000 predicted=15.583548, expected=28.000000 predicted=20.155043, expected=8.000000 predicted=14.184054, expected=44.000000 predicted=28.028277, expected=4.000000 predicted=18.449847, expected=92.000000 predicted=40.390880, expected=72.000000 predicted=51.067072, expected=44.000000 predicted=39.055503, expected=36.000000 predicted=46.700875, expected=36.000000 predicted=39.738790, expected=32.000000 predicted=52.037169, expected=20.000000 predicted=39.197961, expected=92.000000 predicted=51.366746, expected=44.000000 predicted=46.572892, expected=36.000000 predicted=39.282281, expected=32.000000 predicted=40.724336, expected=36.000000 predicted=37.981353, expected=32.000000 predicted=48.226747, expected=12.000000 predicted=29.438540, expected=56.000000 predicted=37.034108, expected=64.000000 predicted=44.535007, expected=32.000000 predicted=37.613232, expected=28.000000 predicted=34.886461, expected=28.000000 predicted=32.354699, expected=28.000000 predicted=38.239956, expected=24.000000 predicted=35.272696, expected=28.000000 predicted=28.233916, expected=20.000000 predicted=25.317746, expected=36.000000 predicted=28.485238, expected=36.000000 predicted=30.787545, expected=16.000000 predicted=24.453780, expected=32.000000 predicted=28.176530, expected=32.000000 predicted=28.993702, expected=56.000000 predicted=38.230397, expected=56.000000 predicted=42.754345, expected=64.000000 predicted=44.174674, expected=36.000000 predicted=43.940329, expected=28.000000 predicted=39.483870, expected=12.000000 predicted=37.515786, expected=64.000000 predicted=46.919561, expected=16.000000 predicted=38.440854, expected=56.000000 predicted=36.360873, expected=8.000000 predicted=30.179014, expected=36.000000 predicted=26.448052, expected=40.000000 predicted=42.608305, expected=24.000000 predicted=26.796031, expected=16.000000 predicted=30.206054, expected=36.000000 predicted=25.836100, expected=40.000000 predicted=34.447677, expected=32.000000 predicted=32.529559, expected=28.000000 predicted=28.746371, expected=72.000000 predicted=40.951719, expected=48.000000 predicted=45.233884, expected=28.000000 predicted=37.910631, expected=64.000000 predicted=47.310715, expected=72.000000 predicted=53.989043, expected=36.000000 predicted=52.494802, expected=32.000000 predicted=44.004163, expected=44.000000 predicted=43.736252, expected=8.000000 predicted=38.114354, expected=8.000000 predicted=30.969980, expected=52.000000 predicted=34.503861, expected=60.000000 predicted=39.103866, expected=24.000000 predicted=33.299687, expected=16.000000 predicted=24.072049, expected=52.000000 predicted=35.190101, expected=32.000000 predicted=39.192507, expected=16.000000 predicted=32.240307, expected=16.000000 predicted=24.937108, expected=44.000000 predicted=29.520621, expected=16.000000 predicted=29.599992, expected=32.000000 predicted=26.848165, expected=32.000000 predicted=27.856843, expected=24.000000 predicted=24.330257, expected=12.000000 predicted=26.385520, expected=24.000000 predicted=22.145299, expected=20.000000 predicted=24.064787, expected=56.000000 predicted=32.768960, expected=24.000000 predicted=27.971158, expected=16.000000 predicted=21.145698, expected=48.000000 predicted=34.740516, expected=24.000000 predicted=28.471241, expected=20.000000 predicted=30.990069, expected=60.000000 predicted=37.213252, expected=12.000000 predicted=25.744894, expected=20.000000 predicted=29.383548, expected=28.000000 predicted=28.684780, expected=20.000000 predicted=22.858551, expected=52.000000 predicted=38.555357, expected=28.000000 predicted=26.858391, expected=8.000000 predicted=21.606883, expected=28.000000 predicted=27.886664, expected=20.000000 predicted=23.759292, expected=24.000000 predicted=28.028942, expected=56.000000 predicted=33.091607, expected=40.000000 predicted=29.715679, expected=60.000000 predicted=40.825946, expected=64.000000 predicted=46.886971, expected=56.000000 predicted=48.256471, expected=20.000000 predicted=45.810914, expected=32.000000 predicted=41.127989, expected=32.000000 predicted=43.137896, expected=16.000000 predicted=34.561312, expected=48.000000 predicted=38.791674, expected=32.000000 predicted=30.266803, expected=16.000000 predicted=26.684768, expected=28.000000 predicted=29.413850, expected=20.000000 predicted=23.736505, expected=28.000000 predicted=29.887884, expected=28.000000 predicted=27.227407, expected=40.000000 predicted=27.664611, expected=56.000000 predicted=37.652646, expected=64.000000 predicted=42.708416, expected=40.000000 predicted=41.987606, expected=20.000000 predicted=36.038991, expected=32.000000 predicted=39.055298, expected=36.000000 predicted=41.009165, expected=48.000000 predicted=43.690045, expected=8.000000 predicted=28.782294, expected=68.000000 predicted=38.121282, expected=20.000000 predicted=34.783721, expected=28.000000 predicted=31.130786, expected=4.000000 predicted=29.330845, expected=24.000000 predicted=19.951407, expected=28.000000 predicted=33.522700, expected=28.000000 predicted=22.301582, expected=32.000000 predicted=26.836488, expected=20.000000 predicted=20.646271, expected=16.000000 predicted=22.662536, expected=20.000000 predicted=23.482429, expected=32.000000 predicted=25.820610, expected=32.000000 predicted=27.642813, expected=36.000000 predicted=27.549322, expected=40.000000 predicted=30.545750, expected=44.000000 predicted=34.587146, expected=44.000000 predicted=38.941956, expected=24.000000 predicted=34.324249, expected=16.000000 predicted=30.378651, expected=12.000000 predicted=27.090621, expected=12.000000 predicted=23.611986, expected=40.000000 predicted=28.972854, expected=28.000000 predicted=24.422499, expected=36.000000 predicted=25.344610, expected=32.000000 predicted=27.485290, expected=32.000000 predicted=27.912570, expected=36.000000 predicted=35.304629, expected=28.000000 predicted=30.921650, expected=20.000000 predicted=29.078666, expected=12.000000 predicted=24.243947, expected=84.000000 predicted=42.563129, expected=64.000000 predicted=47.172891, expected=92.000000 predicted=55.688236, expected=36.000000 predicted=49.646229, expected=80.000000 predicted=56.100979, expected=64.000000 predicted=73.176481, expected=48.000000 predicted=58.723340, expected=40.000000 predicted=60.737247, expected=48.000000 predicted=48.714897, expected=68.000000 predicted=61.485032, expected=40.000000 predicted=51.456264, expected=56.000000 predicted=50.261392, expected=32.000000 predicted=45.324830, expected=40.000000 predicted=43.841098, expected=28.000000 predicted=44.195250, expected=52.000000 predicted=41.451130, expected=104.000000 predicted=63.251165, expected=36.000000 predicted=47.707903, expected=36.000000 predicted=44.783781, expected=36.000000 predicted=45.800748, expected=8.000000 predicted=36.616270, expected=16.000000 predicted=39.996458, expected=52.000000 predicted=34.828732, expected=56.000000 predicted=39.093684, expected=36.000000 predicted=35.997971, expected=12.000000 predicted=25.105564, expected=20.000000 predicted=26.781052, expected=32.000000 predicted=35.123362, expected=32.000000 predicted=33.723411, expected=16.000000 predicted=24.782973, expected=36.000000 predicted=25.205772, expected=40.000000 predicted=31.079045, expected=44.000000 predicted=35.045584, expected=8.000000 predicted=26.877009, expected=8.000000 Test MSE: 309.605
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861])] predicted=48.637333, expected=48.000000 predicted=54.452415, expected=8.000000 predicted=35.050999, expected=36.000000 predicted=44.709344, expected=32.000000 predicted=36.749527, expected=56.000000 predicted=46.858595, expected=64.000000 predicted=47.396675, expected=4.000000 predicted=21.711562, expected=4.000000 predicted=25.628543, expected=68.000000 predicted=44.573400, expected=40.000000 predicted=41.354647, expected=64.000000 predicted=52.422750, expected=76.000000 predicted=44.420965, expected=40.000000 predicted=40.719907, expected=44.000000 predicted=54.408923, expected=48.000000 predicted=48.040109, expected=36.000000 predicted=49.418688, expected=80.000000 predicted=64.885383, expected=28.000000 predicted=38.678324, expected=68.000000 predicted=56.946754, expected=44.000000 predicted=45.522210, expected=32.000000 predicted=44.413745, expected=20.000000 predicted=41.715765, expected=44.000000 predicted=39.510235, expected=64.000000 predicted=53.286199, expected=60.000000 predicted=48.909983, expected=56.000000 predicted=46.838723, expected=36.000000 predicted=39.447436, expected=44.000000 predicted=48.247539, expected=96.000000 predicted=69.977167, expected=60.000000 predicted=58.790920, expected=76.000000 predicted=66.341094, expected=32.000000 predicted=45.056149, expected=32.000000 predicted=50.086331, expected=28.000000 predicted=51.223878, expected=28.000000 predicted=41.992153, expected=44.000000 predicted=45.895132, expected=44.000000 predicted=36.725580, expected=76.000000 predicted=50.636015, expected=48.000000 predicted=42.403696, expected=32.000000 predicted=40.247939, expected=32.000000 predicted=40.597774, expected=36.000000 predicted=42.498685, expected=48.000000 predicted=50.600880, expected=56.000000 predicted=46.659229, expected=40.000000 predicted=39.235223, expected=64.000000 predicted=49.313589, expected=80.000000 predicted=58.101873, expected=64.000000 predicted=59.404689, expected=72.000000 predicted=64.452672, expected=40.000000 predicted=50.729042, expected=56.000000 predicted=62.084592, expected=44.000000 predicted=56.656187, expected=48.000000 predicted=54.979247, expected=36.000000 predicted=47.816514, expected=76.000000 predicted=56.616832, expected=32.000000 predicted=44.047258, expected=48.000000 predicted=48.739172, expected=76.000000 predicted=56.512209, expected=48.000000 predicted=50.102588, expected=40.000000 predicted=53.303507, expected=36.000000 predicted=40.471354, expected=20.000000 predicted=38.644462, expected=8.000000 predicted=34.849327, expected=56.000000 predicted=42.438003, expected=84.000000 predicted=52.420007, expected=64.000000 predicted=49.885680, expected=36.000000 predicted=38.328604, expected=52.000000 predicted=44.085706, expected=68.000000 predicted=61.451572, expected=80.000000 predicted=72.100107, expected=28.000000 predicted=47.907699, expected=60.000000 predicted=54.110411, expected=132.000000 predicted=83.683905, expected=52.000000 predicted=64.693346, expected=8.000000 predicted=50.648079, expected=80.000000 predicted=60.200396, expected=52.000000 predicted=58.345143, expected=100.000000 predicted=90.159220, expected=40.000000 predicted=47.228200, expected=48.000000 predicted=50.055643, expected=28.000000 predicted=50.578770, expected=60.000000 predicted=57.758236, expected=72.000000 predicted=65.916953, expected=80.000000 predicted=60.228273, expected=44.000000 predicted=50.402714, expected=40.000000 predicted=47.598774, expected=28.000000 predicted=47.217800, expected=32.000000 predicted=48.594061, expected=68.000000 predicted=58.030980, expected=96.000000 predicted=62.173809, expected=44.000000 predicted=47.071616, expected=68.000000 predicted=56.424084, expected=76.000000 predicted=61.303514, expected=36.000000 predicted=58.407730, expected=68.000000 predicted=70.545385, expected=76.000000 predicted=61.517335, expected=116.000000 predicted=85.600865, expected=56.000000 predicted=66.024808, expected=32.000000 predicted=53.332912, expected=28.000000 predicted=53.167510, expected=60.000000 predicted=64.545019, expected=60.000000 predicted=66.395732, expected=44.000000 predicted=47.340179, expected=36.000000 predicted=39.468663, expected=16.000000 predicted=32.276018, expected=44.000000 predicted=46.710030, expected=44.000000 predicted=43.365580, expected=48.000000 predicted=42.509955, expected=40.000000 predicted=37.377853, expected=56.000000 predicted=42.323263, expected=84.000000 predicted=59.698865, expected=32.000000 predicted=43.963421, expected=28.000000 predicted=43.751433, expected=24.000000 predicted=37.180037, expected=80.000000 predicted=61.031799, expected=56.000000 predicted=54.670873, expected=36.000000 predicted=40.223742, expected=32.000000 predicted=37.080567, expected=44.000000 predicted=43.102007, expected=52.000000 predicted=54.454265, expected=32.000000 predicted=40.704307, expected=60.000000 predicted=46.946577, expected=72.000000 predicted=51.909041, expected=52.000000 predicted=51.005720, expected=12.000000 predicted=37.624758, expected=4.000000 predicted=29.332694, expected=12.000000 predicted=32.849004, expected=40.000000 predicted=40.105080, expected=100.000000 predicted=55.805270, expected=44.000000 predicted=31.922285, expected=36.000000 predicted=34.462597, expected=44.000000 predicted=39.868935, expected=56.000000 predicted=53.824153, expected=40.000000 predicted=55.325265, expected=112.000000 predicted=70.019029, expected=120.000000 predicted=75.754920, expected=72.000000 predicted=69.112785, expected=60.000000 predicted=68.937829, expected=80.000000 predicted=75.585339, expected=32.000000 predicted=70.847062, expected=56.000000 predicted=75.071206, expected=68.000000 predicted=63.544253, expected=112.000000 predicted=80.267865, expected=40.000000 predicted=57.736683, expected=32.000000 predicted=48.267767, expected=56.000000 predicted=58.503628, expected=28.000000 predicted=50.351682, expected=36.000000 predicted=56.250278, expected=56.000000 predicted=44.631212, expected=52.000000 predicted=44.009604, expected=48.000000 predicted=47.902072, expected=44.000000 predicted=41.459403, expected=40.000000 predicted=43.072714, expected=36.000000 predicted=44.739127, expected=56.000000 predicted=49.973585, expected=84.000000 predicted=59.693100, expected=116.000000 predicted=74.745662, expected=36.000000 predicted=49.115402, expected=48.000000 predicted=56.944802, expected=80.000000 predicted=70.193780, expected=28.000000 predicted=57.659010, expected=72.000000 predicted=75.175920, expected=60.000000 predicted=50.799223, expected=120.000000 predicted=81.542595, expected=80.000000 predicted=73.253750, expected=32.000000 predicted=52.248796, expected=44.000000 predicted=62.362743, expected=80.000000 predicted=71.993702, expected=32.000000 predicted=62.634755, expected=96.000000 predicted=74.926686, expected=128.000000 predicted=77.224819, expected=44.000000 predicted=58.822031, expected=28.000000 predicted=60.737800, expected=32.000000 predicted=47.956078, expected=64.000000 predicted=71.410446, expected=44.000000 predicted=62.529973, expected=44.000000 predicted=43.869276, expected=64.000000 predicted=48.025616, expected=48.000000 predicted=45.927864, expected=80.000000 predicted=65.472227, expected=52.000000 predicted=51.042379, expected=40.000000 predicted=50.337157, expected=44.000000 predicted=52.911475, expected=64.000000 predicted=56.855305, expected=40.000000 predicted=52.705704, expected=56.000000 predicted=52.508140, expected=84.000000 predicted=60.006135, expected=28.000000 predicted=43.538831, expected=52.000000 predicted=56.944613, expected=36.000000 predicted=42.733163, expected=116.000000 predicted=77.997397, expected=128.000000 predicted=87.166446, expected=48.000000 predicted=55.833170, expected=52.000000 predicted=65.199194, expected=20.000000 predicted=49.308324, expected=48.000000 predicted=73.294276, expected=60.000000 predicted=68.155277, expected=52.000000 predicted=48.488627, expected=64.000000 predicted=53.322161, expected=32.000000 predicted=37.581410, expected=40.000000 predicted=48.016381, expected=44.000000 predicted=48.467102, expected=24.000000 predicted=39.290403, expected=40.000000 predicted=44.224713, expected=56.000000 predicted=42.411323, expected=36.000000 predicted=38.570000, expected=40.000000 predicted=40.772065, expected=44.000000 predicted=38.421936, expected=32.000000 predicted=38.837180, expected=36.000000 predicted=41.779294, expected=32.000000 predicted=34.992251, expected=52.000000 predicted=43.518781, expected=72.000000 predicted=51.420479, expected=48.000000 predicted=43.295011, expected=96.000000 predicted=65.041330, expected=40.000000 predicted=46.133761, expected=36.000000 predicted=53.323500, expected=52.000000 predicted=56.924787, expected=112.000000 predicted=76.453799, expected=128.000000 predicted=91.909553, expected=68.000000 predicted=64.785736, expected=24.000000 predicted=52.495810, expected=56.000000 predicted=68.224174, expected=40.000000 predicted=69.284120, expected=36.000000 predicted=63.380108, expected=36.000000 predicted=43.837287, expected=68.000000 predicted=48.462010, expected=40.000000 predicted=44.195654, expected=36.000000 predicted=41.211863, expected=32.000000 predicted=37.447699, expected=40.000000 predicted=41.684133, expected=44.000000 predicted=46.642497, expected=60.000000 predicted=46.779089, expected=92.000000 predicted=59.763277, expected=56.000000 predicted=49.726704, expected=104.000000 predicted=74.425079, expected=44.000000 predicted=54.497083, expected=24.000000 predicted=54.649424, expected=60.000000 predicted=66.418560, expected=48.000000 predicted=54.232910, expected=80.000000 predicted=72.540899, expected=36.000000 predicted=41.895825, expected=80.000000 predicted=59.759337, expected=36.000000 predicted=49.000323, expected=76.000000 predicted=65.047160, expected=132.000000 predicted=88.425225, expected=72.000000 predicted=66.091008, expected=44.000000 predicted=66.412362, expected=48.000000 predicted=58.250472, expected=56.000000 predicted=70.031360, expected=48.000000 predicted=70.467112, expected=64.000000 predicted=60.115947, expected=32.000000 predicted=42.404673, expected=40.000000 predicted=47.148149, expected=8.000000 predicted=33.173366, expected=8.000000 predicted=30.201395, expected=56.000000 predicted=44.694312, expected=12.000000 predicted=21.757271, expected=64.000000 predicted=42.864414, expected=76.000000 predicted=41.168340, expected=56.000000 predicted=44.156864, expected=28.000000 predicted=42.540981, expected=36.000000 predicted=39.307641, expected=36.000000 predicted=48.062421, expected=56.000000 predicted=54.801568, expected=40.000000 predicted=42.080653, expected=60.000000 predicted=46.155584, expected=76.000000 predicted=54.745599, expected=24.000000 predicted=39.631256, expected=12.000000 predicted=38.010103, expected=36.000000 predicted=40.139220, expected=28.000000 predicted=39.633016, expected=84.000000 predicted=59.790462, expected=64.000000 predicted=42.419207, expected=36.000000 predicted=37.553372, expected=32.000000 predicted=40.316761, expected=16.000000 predicted=34.677479, expected=64.000000 predicted=59.932891, expected=40.000000 predicted=42.601165, expected=72.000000 predicted=51.521275, expected=64.000000 predicted=47.599560, expected=60.000000 predicted=50.870136, expected=60.000000 predicted=59.533737, expected=36.000000 predicted=48.192867, expected=60.000000 predicted=61.891767, expected=24.000000 predicted=44.098585, expected=68.000000 predicted=59.199452, expected=52.000000 predicted=49.677995, expected=28.000000 predicted=40.359952, expected=48.000000 predicted=48.024844, expected=68.000000 predicted=50.761065, expected=36.000000 predicted=48.271377, expected=44.000000 predicted=46.415412, expected=76.000000 predicted=53.801907, expected=48.000000 predicted=51.015209, expected=16.000000 predicted=41.973743, expected=24.000000 predicted=35.692878, expected=68.000000 predicted=53.122219, expected=68.000000 predicted=57.708253, expected=36.000000 predicted=40.865518, expected=52.000000 predicted=42.417697, expected=60.000000 predicted=50.072899, expected=92.000000 predicted=72.347308, expected=64.000000 predicted=61.194671, expected=60.000000 predicted=57.879280, expected=76.000000 predicted=67.349169, expected=72.000000 predicted=70.191214, expected=60.000000 predicted=70.396883, expected=16.000000 predicted=46.739212, expected=52.000000 predicted=57.690062, expected=36.000000 predicted=49.890322, expected=28.000000 predicted=44.575377, expected=24.000000 predicted=34.669485, expected=32.000000 predicted=30.514977, expected=64.000000 predicted=47.851314, expected=44.000000 predicted=38.033824, expected=48.000000 predicted=40.932142, expected=32.000000 predicted=35.137071, expected=104.000000 predicted=67.005252, expected=84.000000 predicted=65.878091, expected=28.000000 predicted=47.326753, expected=64.000000 predicted=60.091904, expected=24.000000 predicted=44.250949, expected=48.000000 predicted=64.256101, expected=68.000000 predicted=58.690656, expected=44.000000 predicted=43.724207, expected=36.000000 predicted=45.823636, expected=44.000000 predicted=41.656878, expected=80.000000 predicted=60.997857, expected=32.000000 predicted=45.888848, expected=20.000000 predicted=37.745898, expected=32.000000 predicted=37.644234, expected=32.000000 predicted=39.688661, expected=72.000000 predicted=56.534014, expected=84.000000 predicted=52.376661, expected=96.000000 predicted=62.196777, expected=32.000000 predicted=45.233422, expected=24.000000 predicted=46.784098, expected=4.000000 predicted=41.571755, expected=68.000000 predicted=63.742396, expected=28.000000 predicted=42.229934, expected=156.000000 predicted=79.580788, expected=100.000000 predicted=62.604591, expected=104.000000 predicted=76.365438, expected=80.000000 predicted=80.589011, expected=72.000000 predicted=79.597222, expected=32.000000 predicted=83.013151, expected=76.000000 predicted=81.864879, expected=4.000000 predicted=50.071976, expected=44.000000 predicted=55.189115, expected=64.000000 predicted=54.646416, expected=88.000000 predicted=60.300353, expected=72.000000 predicted=62.773617, expected=32.000000 predicted=38.731642, expected=28.000000 predicted=45.987087, expected=40.000000 predicted=52.241161, expected=48.000000 predicted=56.066872, expected=28.000000 predicted=41.231929, expected=52.000000 predicted=41.282602, expected=88.000000 predicted=56.052971, expected=72.000000 predicted=57.253717, expected=60.000000 predicted=56.685024, expected=24.000000 predicted=41.341769, expected=60.000000 predicted=60.022547, expected=92.000000 predicted=76.352399, expected=24.000000 predicted=48.125829, expected=36.000000 predicted=47.264933, expected=44.000000 predicted=42.677007, expected=60.000000 predicted=57.197735, expected=56.000000 predicted=57.283693, expected=84.000000 predicted=56.611384, expected=76.000000 predicted=60.134995, expected=88.000000 predicted=70.812989, expected=52.000000 predicted=62.239306, expected=72.000000 predicted=70.596880, expected=80.000000 predicted=77.479620, expected=44.000000 predicted=62.964642, expected=64.000000 predicted=68.928304, expected=76.000000 predicted=66.083956, expected=100.000000 predicted=80.941525, expected=80.000000 predicted=75.257770, expected=44.000000 predicted=57.970349, expected=60.000000 predicted=67.406469, expected=112.000000 predicted=88.710651, expected=96.000000 predicted=87.554971, expected=100.000000 predicted=86.264206, expected=72.000000 predicted=72.387077, expected=104.000000 predicted=92.050325, expected=96.000000 predicted=97.896336, expected=40.000000 predicted=73.675912, expected=56.000000 predicted=75.273274, expected=76.000000 predicted=75.047447, expected=132.000000 predicted=101.121857, expected=100.000000 predicted=87.131461, expected=120.000000 predicted=90.608750, expected=96.000000 predicted=90.200657, expected=72.000000 predicted=89.876283, expected=60.000000 predicted=90.931068, expected=64.000000 predicted=82.297435, expected=80.000000 predicted=86.839299, expected=112.000000 predicted=91.699649, expected=64.000000 predicted=70.354701, expected=76.000000 predicted=74.460272, expected=64.000000 predicted=71.106655, expected=80.000000 predicted=81.103334, expected=28.000000 predicted=62.777968, expected=68.000000 predicted=66.176794, expected=88.000000 predicted=73.916546, expected=28.000000 predicted=50.893026, expected=40.000000 predicted=54.293907, expected=80.000000 predicted=59.269594, expected=76.000000 predicted=67.649505, expected=52.000000 predicted=60.695261, expected=100.000000 predicted=69.192254, expected=88.000000 predicted=72.124136, expected=52.000000 predicted=68.931564, expected=72.000000 predicted=73.646410, expected=68.000000 predicted=68.486304, expected=56.000000 Test MSE: 683.418
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044])] predicted=21.083324, expected=16.000000 predicted=15.288590, expected=24.000000 predicted=20.654423, expected=24.000000 predicted=21.943855, expected=24.000000 predicted=22.517367, expected=12.000000 predicted=21.105685, expected=24.000000 predicted=21.342570, expected=20.000000 predicted=20.915382, expected=40.000000 predicted=26.304402, expected=24.000000 predicted=23.290045, expected=24.000000 predicted=23.837114, expected=16.000000 predicted=23.555380, expected=16.000000 predicted=22.477292, expected=44.000000 predicted=30.373052, expected=24.000000 predicted=23.540530, expected=12.000000 predicted=21.794583, expected=4.000000 predicted=17.610699, expected=12.000000 predicted=18.196719, expected=12.000000 predicted=18.320742, expected=12.000000 predicted=13.041122, expected=28.000000 predicted=15.234158, expected=20.000000 predicted=14.232510, expected=16.000000 predicted=16.454231, expected=16.000000 predicted=17.011622, expected=8.000000 predicted=15.272101, expected=28.000000 predicted=21.297483, expected=32.000000 predicted=20.998232, expected=24.000000 predicted=20.568106, expected=20.000000 predicted=20.996412, expected=20.000000 predicted=21.218240, expected=12.000000 predicted=21.546817, expected=12.000000 predicted=19.817234, expected=16.000000 predicted=17.556378, expected=12.000000 predicted=14.970952, expected=28.000000 predicted=18.542759, expected=36.000000 predicted=20.753552, expected=24.000000 predicted=20.794043, expected=28.000000 predicted=24.450091, expected=20.000000 predicted=23.243993, expected=16.000000 predicted=24.474202, expected=16.000000 predicted=23.144339, expected=32.000000 predicted=24.190470, expected=12.000000 predicted=19.259080, expected=16.000000 predicted=18.939686, expected=8.000000 predicted=15.303131, expected=12.000000 predicted=15.749354, expected=20.000000 predicted=17.871314, expected=20.000000 predicted=14.989846, expected=20.000000 predicted=16.466652, expected=16.000000 predicted=15.490175, expected=16.000000 predicted=16.971927, expected=4.000000 predicted=14.482837, expected=8.000000 predicted=13.866662, expected=12.000000 predicted=12.894723, expected=20.000000 predicted=13.784993, expected=20.000000 predicted=14.090008, expected=12.000000 predicted=11.946963, expected=32.000000 predicted=19.193350, expected=16.000000 predicted=17.273367, expected=12.000000 predicted=18.208087, expected=36.000000 predicted=23.520634, expected=44.000000 predicted=26.601902, expected=8.000000 predicted=22.202892, expected=20.000000 predicted=23.169350, expected=20.000000 predicted=21.995188, expected=20.000000 predicted=24.681933, expected=12.000000 predicted=20.717756, expected=44.000000 predicted=23.562988, expected=60.000000 predicted=32.325507, expected=40.000000 predicted=32.268931, expected=32.000000 predicted=34.125296, expected=48.000000 predicted=39.648519, expected=40.000000 predicted=42.820055, expected=20.000000 predicted=38.327091, expected=36.000000 predicted=37.221241, expected=64.000000 predicted=42.758668, expected=40.000000 predicted=40.171408, expected=4.000000 predicted=30.688677, expected=28.000000 predicted=33.010507, expected=12.000000 predicted=27.009783, expected=16.000000 predicted=28.002250, expected=40.000000 predicted=27.177820, expected=60.000000 predicted=29.390597, expected=24.000000 predicted=27.913881, expected=16.000000 predicted=26.705667, expected=32.000000 predicted=31.255016, expected=24.000000 predicted=30.643869, expected=48.000000 predicted=38.510693, expected=40.000000 predicted=30.795944, expected=24.000000 predicted=28.659487, expected=8.000000 predicted=27.030981, expected=4.000000 predicted=21.943128, expected=16.000000 predicted=24.230820, expected=16.000000 predicted=18.677118, expected=36.000000 predicted=20.999539, expected=36.000000 predicted=20.517689, expected=16.000000 predicted=18.328674, expected=16.000000 predicted=21.984047, expected=16.000000 predicted=21.083170, expected=8.000000 predicted=20.061275, expected=32.000000 predicted=24.352539, expected=36.000000 predicted=21.946811, expected=72.000000 predicted=36.287948, expected=12.000000 predicted=23.707827, expected=36.000000 predicted=33.272250, expected=28.000000 predicted=34.123125, expected=16.000000 predicted=30.430674, expected=24.000000 predicted=34.353244, expected=20.000000 predicted=21.004556, expected=20.000000 predicted=24.351894, expected=12.000000 predicted=19.305092, expected=12.000000 predicted=16.532577, expected=12.000000 predicted=16.434122, expected=8.000000 predicted=13.335010, expected=24.000000 predicted=16.862365, expected=44.000000 predicted=22.064444, expected=32.000000 predicted=22.204181, expected=28.000000 predicted=24.761318, expected=8.000000 predicted=20.044732, expected=16.000000 predicted=24.208823, expected=20.000000 predicted=25.227723, expected=28.000000 predicted=23.686909, expected=28.000000 predicted=22.870751, expected=4.000000 predicted=14.082757, expected=28.000000 predicted=22.488634, expected=16.000000 predicted=19.015893, expected=8.000000 predicted=17.787279, expected=12.000000 predicted=16.677371, expected=24.000000 predicted=15.739989, expected=28.000000 predicted=21.123232, expected=40.000000 predicted=24.131619, expected=12.000000 predicted=17.623355, expected=20.000000 predicted=22.253524, expected=20.000000 predicted=23.169630, expected=32.000000 predicted=26.636337, expected=40.000000 predicted=30.301799, expected=16.000000 predicted=20.722045, expected=16.000000 predicted=23.084691, expected=8.000000 predicted=19.487881, expected=28.000000 predicted=25.210407, expected=28.000000 predicted=24.407626, expected=8.000000 predicted=15.372784, expected=24.000000 predicted=20.113509, expected=16.000000 predicted=16.900966, expected=12.000000 predicted=18.929685, expected=32.000000 predicted=22.935766, expected=20.000000 predicted=17.328624, expected=12.000000 predicted=18.730072, expected=12.000000 predicted=16.609900, expected=24.000000 predicted=19.157426, expected=24.000000 predicted=21.726547, expected=32.000000 predicted=22.516732, expected=32.000000 predicted=23.126959, expected=20.000000 predicted=22.246914, expected=16.000000 predicted=23.513325, expected=16.000000 predicted=22.336863, expected=16.000000 predicted=21.824775, expected=32.000000 predicted=24.650119, expected=20.000000 predicted=19.388815, expected=20.000000 predicted=19.982559, expected=16.000000 predicted=18.990809, expected=24.000000 predicted=21.558846, expected=32.000000 predicted=25.833849, expected=64.000000 predicted=34.512661, expected=12.000000 predicted=23.201394, expected=12.000000 predicted=24.812809, expected=136.000000 predicted=59.911331, expected=16.000000 predicted=34.149211, expected=20.000000 predicted=49.814405, expected=8.000000 predicted=29.376864, expected=4.000000 predicted=29.285910, expected=48.000000 predicted=47.059906, expected=16.000000 predicted=16.266109, expected=4.000000 predicted=16.511258, expected=16.000000 predicted=15.334313, expected=28.000000 predicted=20.191650, expected=16.000000 predicted=21.297537, expected=20.000000 predicted=17.286670, expected=8.000000 predicted=13.420851, expected=28.000000 predicted=21.286106, expected=20.000000 predicted=19.258201, expected=28.000000 predicted=21.413010, expected=12.000000 predicted=17.516206, expected=20.000000 predicted=19.911306, expected=12.000000 predicted=18.841979, expected=8.000000 predicted=16.389309, expected=20.000000 predicted=17.677610, expected=20.000000 predicted=15.396425, expected=40.000000 predicted=22.634704, expected=12.000000 predicted=16.102489, expected=12.000000 predicted=18.570520, expected=24.000000 predicted=21.443653, expected=16.000000 predicted=20.145051, expected=12.000000 predicted=19.513791, expected=12.000000 predicted=14.172946, expected=16.000000 predicted=15.528149, expected=20.000000 predicted=17.279060, expected=12.000000 predicted=14.073759, expected=16.000000 predicted=14.988112, expected=20.000000 predicted=16.123060, expected=48.000000 predicted=25.172425, expected=92.000000 predicted=40.889970, expected=32.000000 predicted=32.152326, expected=8.000000 predicted=33.035494, expected=20.000000 predicted=34.800179, expected=32.000000 predicted=40.097532, expected=64.000000 predicted=47.063854, expected=40.000000 predicted=30.842851, expected=28.000000 predicted=30.490403, expected=12.000000 predicted=29.166168, expected=24.000000 predicted=34.434061, expected=16.000000 predicted=30.350759, expected=12.000000 predicted=22.111885, expected=36.000000 predicted=23.802811, expected=40.000000 predicted=24.294909, expected=28.000000 predicted=25.489385, expected=20.000000 predicted=23.732944, expected=24.000000 predicted=26.267903, expected=8.000000 predicted=24.208524, expected=24.000000 predicted=25.996250, expected=48.000000 predicted=28.243027, expected=24.000000 predicted=23.056983, expected=40.000000 predicted=29.837562, expected=16.000000 predicted=22.769608, expected=24.000000 predicted=30.343254, expected=40.000000 predicted=33.498746, expected=8.000000 predicted=22.609222, expected=28.000000 predicted=28.133661, expected=20.000000 predicted=20.858926, expected=16.000000 predicted=23.204982, expected=28.000000 predicted=24.285926, expected=28.000000 predicted=21.460665, expected=20.000000 predicted=22.944481, expected=24.000000 predicted=22.675881, expected=20.000000 predicted=21.932944, expected=32.000000 predicted=26.967120, expected=28.000000 predicted=25.050221, expected=8.000000 predicted=19.975962, expected=8.000000 predicted=19.163058, expected=12.000000 predicted=17.896206, expected=4.000000 predicted=15.051263, expected=12.000000 predicted=13.064457, expected=28.000000 predicted=13.709835, expected=8.000000 predicted=10.384094, expected=8.000000 predicted=11.828697, expected=24.000000 predicted=14.746248, expected=24.000000 predicted=17.996024, expected=60.000000 predicted=30.329140, expected=24.000000 predicted=20.895328, expected=40.000000 predicted=31.823190, expected=28.000000 predicted=30.450861, expected=36.000000 predicted=36.961916, expected=20.000000 predicted=32.796844, expected=12.000000 predicted=25.626860, expected=20.000000 predicted=26.127851, expected=20.000000 predicted=22.934547, expected=4.000000 predicted=17.294423, expected=8.000000 predicted=13.827537, expected=28.000000 predicted=17.227641, expected=32.000000 predicted=20.223697, expected=32.000000 predicted=21.534195, expected=32.000000 predicted=22.444829, expected=28.000000 predicted=26.009690, expected=12.000000 predicted=25.220795, expected=16.000000 predicted=25.116561, expected=24.000000 predicted=24.617950, expected=8.000000 predicted=18.752592, expected=24.000000 predicted=20.398952, expected=40.000000 predicted=22.435135, expected=28.000000 predicted=23.255964, expected=44.000000 predicted=30.076991, expected=12.000000 predicted=21.806111, expected=44.000000 predicted=35.419481, expected=36.000000 predicted=32.857550, expected=28.000000 predicted=32.460232, expected=44.000000 predicted=35.634296, expected=28.000000 predicted=30.404431, expected=44.000000 predicted=39.500127, expected=28.000000 predicted=32.527570, expected=20.000000 predicted=31.357227, expected=20.000000 predicted=29.501834, expected=24.000000 predicted=27.738420, expected=20.000000 predicted=25.837263, expected=32.000000 predicted=25.487877, expected=4.000000 predicted=16.881766, expected=32.000000 predicted=24.759829, expected=16.000000 predicted=19.251922, expected=12.000000 predicted=19.793721, expected=4.000000 predicted=14.536197, expected=52.000000 predicted=25.166613, expected=40.000000 predicted=26.272354, expected=28.000000 predicted=25.386840, expected=4.000000 predicted=18.915394, expected=20.000000 predicted=25.221323, expected=8.000000 predicted=24.030350, expected=32.000000 predicted=25.398181, expected=32.000000 predicted=21.145800, expected=20.000000 predicted=18.741608, expected=32.000000 predicted=24.637481, expected=28.000000 predicted=24.736539, expected=28.000000 predicted=29.146210, expected=12.000000 predicted=23.222015, expected=12.000000 predicted=21.338433, expected=32.000000 predicted=25.872076, expected=8.000000 predicted=18.209726, expected=8.000000 predicted=16.513759, expected=4.000000 predicted=11.022034, expected=20.000000 predicted=15.950921, expected=24.000000 predicted=17.074551, expected=36.000000 predicted=18.859925, expected=48.000000 predicted=25.320480, expected=48.000000 predicted=31.048600, expected=28.000000 predicted=31.911224, expected=32.000000 predicted=35.421151, expected=32.000000 predicted=36.686399, expected=76.000000 predicted=49.937324, expected=32.000000 predicted=38.090996, expected=24.000000 predicted=36.101566, expected=32.000000 predicted=36.598852, expected=8.000000 predicted=31.582012, expected=44.000000 predicted=39.916672, expected=28.000000 predicted=26.691094, expected=24.000000 predicted=27.231050, expected=24.000000 predicted=25.372332, expected=32.000000 predicted=27.691028, expected=32.000000 predicted=31.121562, expected=16.000000 predicted=24.390455, expected=12.000000 predicted=22.016085, expected=16.000000 predicted=21.680799, expected=24.000000 predicted=23.212373, expected=48.000000 predicted=28.194892, expected=84.000000 predicted=39.572093, expected=32.000000 predicted=32.018993, expected=24.000000 predicted=35.440068, expected=44.000000 predicted=42.233139, expected=28.000000 predicted=42.771283, expected=32.000000 predicted=41.655302, expected=44.000000 predicted=34.818772, expected=28.000000 predicted=32.239167, expected=20.000000 predicted=31.448123, expected=52.000000 predicted=36.835986, expected=76.000000 predicted=46.536967, expected=8.000000 predicted=31.985470, expected=28.000000 predicted=35.721540, expected=24.000000 predicted=31.868388, expected=52.000000 predicted=45.016469, expected=28.000000 predicted=34.247927, expected=44.000000 predicted=32.462030, expected=32.000000 predicted=32.778182, expected=16.000000 Test MSE: 244.047
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204])] predicted=131.445577, expected=52.000000 predicted=81.454157, expected=76.000000 predicted=109.416982, expected=128.000000 predicted=109.979446, expected=124.000000 predicted=118.762219, expected=100.000000 predicted=126.999924, expected=192.000000 predicted=129.431190, expected=200.000000 predicted=138.621342, expected=80.000000 predicted=107.430081, expected=100.000000 predicted=126.165685, expected=44.000000 predicted=81.151961, expected=84.000000 predicted=124.905446, expected=92.000000 predicted=127.586204, expected=108.000000 predicted=89.478965, expected=132.000000 predicted=112.039002, expected=100.000000 predicted=78.674013, expected=120.000000 predicted=106.596056, expected=156.000000 predicted=125.538663, expected=88.000000 predicted=98.127066, expected=96.000000 predicted=116.296341, expected=116.000000 predicted=111.194475, expected=188.000000 predicted=146.467775, expected=60.000000 predicted=101.412810, expected=80.000000 predicted=95.621027, expected=60.000000 predicted=84.498625, expected=192.000000 predicted=143.112851, expected=48.000000 predicted=101.591173, expected=156.000000 predicted=114.682722, expected=160.000000 predicted=124.299656, expected=92.000000 predicted=80.386728, expected=80.000000 predicted=134.848570, expected=100.000000 predicted=85.864837, expected=108.000000 predicted=121.225839, expected=120.000000 predicted=128.683832, expected=96.000000 predicted=95.316821, expected=100.000000 predicted=94.803784, expected=12.000000 predicted=60.543653, expected=84.000000 predicted=95.335696, expected=44.000000 predicted=73.668047, expected=72.000000 predicted=75.501417, expected=28.000000 predicted=60.260155, expected=248.000000 predicted=127.308838, expected=180.000000 predicted=121.281146, expected=68.000000 predicted=68.975099, expected=8.000000 predicted=69.173820, expected=64.000000 predicted=62.313502, expected=88.000000 predicted=137.639416, expected=220.000000 predicted=172.349024, expected=92.000000 predicted=78.522878, expected=188.000000 predicted=114.258927, expected=64.000000 predicted=81.822327, expected=40.000000 predicted=73.508679, expected=76.000000 predicted=139.562976, expected=208.000000 predicted=137.264029, expected=276.000000 predicted=204.545419, expected=28.000000 predicted=57.715663, expected=44.000000 predicted=77.752500, expected=8.000000 predicted=62.852462, expected=20.000000 predicted=92.310886, expected=124.000000 predicted=162.912784, expected=84.000000 predicted=49.795983, expected=108.000000 predicted=75.761711, expected=84.000000 predicted=59.254726, expected=92.000000 predicted=66.031340, expected=108.000000 predicted=111.419603, expected=52.000000 predicted=69.641760, expected=20.000000 predicted=65.758797, expected=32.000000 predicted=60.056079, expected=148.000000 predicted=107.981150, expected=52.000000 predicted=66.458025, expected=40.000000 predicted=50.983327, expected=128.000000 predicted=84.221300, expected=32.000000 predicted=34.561297, expected=68.000000 predicted=98.411954, expected=132.000000 predicted=93.596142, expected=64.000000 predicted=52.190548, expected=8.000000 predicted=66.899831, expected=24.000000 predicted=40.795049, expected=72.000000 predicted=64.944011, expected=48.000000 predicted=71.912700, expected=100.000000 predicted=75.997102, expected=4.000000 predicted=14.809012, expected=36.000000 predicted=37.814864, expected=52.000000 predicted=59.727593, expected=48.000000 predicted=42.506759, expected=32.000000 predicted=57.648773, expected=100.000000 predicted=55.346056, expected=136.000000 predicted=81.542006, expected=68.000000 predicted=60.007750, expected=12.000000 predicted=43.098443, expected=4.000000 predicted=32.847065, expected=28.000000 predicted=57.493223, expected=12.000000 predicted=56.043170, expected=96.000000 predicted=70.353229, expected=20.000000 predicted=16.019783, expected=36.000000 predicted=26.035677, expected=60.000000 predicted=47.937755, expected=60.000000 predicted=36.371815, expected=100.000000 predicted=87.809842, expected=88.000000 predicted=57.236864, expected=68.000000 predicted=57.452561, expected=64.000000 predicted=67.500367, expected=48.000000 predicted=57.867520, expected=112.000000 predicted=99.050208, expected=92.000000 predicted=83.414139, expected=128.000000 predicted=96.063163, expected=32.000000 predicted=55.609633, expected=120.000000 predicted=91.472334, expected=100.000000 predicted=101.347018, expected=68.000000 predicted=77.157903, expected=132.000000 predicted=125.499393, expected=136.000000 predicted=88.858152, expected=168.000000 predicted=136.829400, expected=116.000000 predicted=112.352256, expected=88.000000 predicted=92.005217, expected=116.000000 predicted=126.999542, expected=60.000000 predicted=95.952081, expected=236.000000 predicted=185.721807, expected=136.000000 predicted=119.912335, expected=140.000000 predicted=120.029206, expected=24.000000 predicted=87.555181, expected=180.000000 predicted=128.894999, expected=8.000000 predicted=108.400799, expected=128.000000 predicted=121.857276, expected=248.000000 predicted=180.911123, expected=240.000000 predicted=127.538297, expected=264.000000 predicted=215.674350, expected=180.000000 predicted=128.904801, expected=328.000000 predicted=240.987032, expected=104.000000 predicted=182.339322, expected=136.000000 predicted=192.317251, expected=252.000000 predicted=251.085604, expected=408.000000 predicted=271.971591, expected=128.000000 predicted=212.867741, expected=76.000000 predicted=130.732123, expected=200.000000 predicted=196.470344, expected=176.000000 predicted=191.088573, expected=196.000000 predicted=257.842606, expected=264.000000 predicted=200.048587, expected=200.000000 predicted=152.328204, expected=156.000000 predicted=184.677927, expected=80.000000 predicted=145.283215, expected=164.000000 predicted=179.509308, expected=156.000000 predicted=189.105641, expected=120.000000 predicted=147.142644, expected=408.000000 predicted=267.993853, expected=400.000000 predicted=234.919261, expected=132.000000 predicted=162.752655, expected=132.000000 predicted=193.836954, expected=236.000000 predicted=205.630914, expected=136.000000 predicted=233.305519, expected=156.000000 predicted=249.226952, expected=188.000000 predicted=169.274776, expected=404.000000 predicted=256.331227, expected=188.000000 predicted=199.849775, expected=92.000000 predicted=144.230853, expected=180.000000 predicted=200.905138, expected=204.000000 predicted=185.849908, expected=196.000000 predicted=256.535724, expected=280.000000 predicted=230.184497, expected=380.000000 predicted=241.705144, expected=184.000000 predicted=188.968111, expected=80.000000 predicted=172.894449, expected=216.000000 predicted=228.643201, expected=124.000000 predicted=180.046494, expected=128.000000 predicted=221.597951, expected=240.000000 predicted=209.949406, expected=272.000000 predicted=171.742680, expected=132.000000 predicted=169.358005, expected=112.000000 predicted=145.875898, expected=84.000000 predicted=124.579070, expected=128.000000 predicted=167.058204, expected=132.000000 predicted=176.513634, expected=220.000000 predicted=165.872980, expected=300.000000 predicted=199.743434, expected=160.000000 predicted=131.141088, expected=108.000000 predicted=144.515508, expected=132.000000 predicted=154.054620, expected=92.000000 predicted=144.789460, expected=100.000000 predicted=176.801801, expected=224.000000 predicted=181.818638, expected=132.000000 predicted=113.078862, expected=48.000000 predicted=98.497370, expected=76.000000 predicted=104.754051, expected=56.000000 predicted=77.172114, expected=72.000000 predicted=125.029043, expected=48.000000 predicted=82.108130, expected=140.000000 predicted=92.357223, expected=152.000000 predicted=106.304675, expected=224.000000 predicted=137.152730, expected=264.000000 predicted=172.996578, expected=204.000000 predicted=141.969721, expected=112.000000 predicted=146.351864, expected=72.000000 predicted=132.115880, expected=288.000000 predicted=244.077040, expected=300.000000 predicted=245.541600, expected=136.000000 predicted=162.927053, expected=124.000000 predicted=156.212586, expected=36.000000 predicted=84.028921, expected=76.000000 predicted=163.540636, expected=44.000000 predicted=143.928361, expected=204.000000 predicted=152.307611, expected=304.000000 predicted=194.310564, expected=248.000000 predicted=142.891273, expected=116.000000 predicted=125.337740, expected=100.000000 predicted=114.201303, expected=92.000000 predicted=150.261640, expected=64.000000 predicted=157.722439, expected=232.000000 predicted=216.924950, expected=356.000000 predicted=218.740597, expected=180.000000 predicted=136.780027, expected=68.000000 predicted=117.342939, expected=112.000000 predicted=127.808669, expected=108.000000 predicted=154.812679, expected=64.000000 predicted=174.410697, expected=156.000000 predicted=160.410589, expected=292.000000 predicted=174.429817, expected=112.000000 predicted=103.477876, expected=176.000000 predicted=162.975055, expected=112.000000 predicted=111.645386, expected=156.000000 predicted=150.534825, expected=152.000000 predicted=205.014267, expected=200.000000 predicted=154.340845, expected=324.000000 predicted=242.137834, expected=244.000000 predicted=178.920927, expected=88.000000 predicted=140.666958, expected=108.000000 predicted=160.593774, expected=212.000000 predicted=201.773162, expected=176.000000 predicted=212.534877, expected=208.000000 predicted=213.743230, expected=336.000000 predicted=223.144580, expected=200.000000 predicted=157.504449, expected=76.000000 predicted=159.556022, expected=120.000000 predicted=173.503058, expected=76.000000 predicted=132.439731, expected=44.000000 predicted=160.435406, expected=116.000000 predicted=148.304019, expected=168.000000 predicted=114.004266, expected=80.000000 predicted=90.741868, expected=136.000000 predicted=118.131336, expected=68.000000 predicted=67.241289, expected=48.000000 predicted=81.203053, expected=148.000000 predicted=152.188499, expected=72.000000 predicted=67.568106, expected=120.000000 predicted=123.185506, expected=104.000000 predicted=92.799595, expected=176.000000 predicted=113.291181, expected=88.000000 predicted=113.030575, expected=264.000000 predicted=173.728620, expected=112.000000 predicted=115.890616, expected=240.000000 predicted=176.827453, expected=196.000000 predicted=191.301033, expected=236.000000 predicted=164.781249, expected=84.000000 predicted=176.906946, expected=76.000000 predicted=111.993841, expected=204.000000 predicted=215.101600, expected=372.000000 predicted=253.966263, expected=144.000000 predicted=170.746776, expected=140.000000 predicted=147.779358, expected=224.000000 predicted=182.350725, expected=128.000000 predicted=149.171329, expected=96.000000 predicted=216.252473, expected=272.000000 predicted=214.182743, expected=248.000000 predicted=177.555693, expected=168.000000 predicted=188.572940, expected=92.000000 predicted=139.446916, expected=236.000000 predicted=181.165221, expected=56.000000 predicted=143.901427, expected=48.000000 predicted=142.792130, expected=208.000000 predicted=192.349068, expected=276.000000 predicted=159.114215, expected=152.000000 predicted=175.543738, expected=92.000000 predicted=109.076319, expected=156.000000 predicted=129.792989, expected=44.000000 predicted=111.804479, expected=148.000000 predicted=195.066721, expected=200.000000 predicted=167.642877, expected=228.000000 predicted=147.572599, expected=188.000000 predicted=175.831174, expected=72.000000 predicted=83.859184, expected=144.000000 predicted=160.894861, expected=112.000000 predicted=146.398162, expected=128.000000 predicted=159.051181, expected=124.000000 predicted=152.027760, expected=88.000000 predicted=84.681646, expected=100.000000 predicted=122.510107, expected=132.000000 predicted=120.305927, expected=136.000000 predicted=123.763791, expected=164.000000 predicted=141.109112, expected=184.000000 predicted=139.604116, expected=168.000000 predicted=137.823619, expected=216.000000 predicted=178.760566, expected=156.000000 predicted=150.289734, expected=100.000000 predicted=138.485543, expected=224.000000 predicted=208.021496, expected=80.000000 predicted=115.026303, expected=116.000000 predicted=162.113202, expected=216.000000 predicted=188.907763, expected=328.000000 predicted=196.573268, expected=116.000000 predicted=160.603889, expected=148.000000 predicted=149.357371, expected=132.000000 predicted=145.847224, expected=52.000000 predicted=118.354273, expected=72.000000 predicted=185.915904, expected=188.000000 predicted=145.962816, expected=256.000000 predicted=178.436172, expected=16.000000 predicted=73.162225, expected=192.000000 predicted=154.300602, expected=224.000000 predicted=151.590105, expected=92.000000 predicted=116.653589, expected=92.000000 predicted=185.518413, expected=244.000000 predicted=145.286308, expected=464.000000 predicted=293.845524, expected=256.000000 predicted=218.151516, expected=228.000000 predicted=205.531385, expected=136.000000 predicted=166.394976, expected=60.000000 predicted=152.251364, expected=116.000000 predicted=264.238870, expected=276.000000 predicted=238.605224, expected=336.000000 predicted=248.764304, expected=96.000000 predicted=121.227328, expected=116.000000 predicted=137.333558, expected=168.000000 predicted=161.293936, expected=60.000000 predicted=136.760162, expected=144.000000 predicted=223.714724, expected=196.000000 predicted=145.877172, expected=188.000000 predicted=139.054354, expected=76.000000 predicted=127.695500, expected=80.000000 predicted=95.171453, expected=124.000000 predicted=134.428836, expected=136.000000 predicted=143.958351, expected=84.000000 predicted=125.305505, expected=220.000000 predicted=155.537087, expected=204.000000 predicted=137.570164, expected=120.000000 predicted=121.411159, expected=144.000000 predicted=160.698604, expected=220.000000 predicted=158.588904, expected=32.000000 predicted=110.835464, expected=92.000000 predicted=157.023058, expected=296.000000 predicted=207.665948, expected=136.000000 predicted=108.115072, expected=124.000000 predicted=179.323433, expected=88.000000 predicted=96.240836, expected=164.000000 predicted=125.272144, expected=56.000000 predicted=153.292951, expected=124.000000 predicted=130.936310, expected=140.000000 predicted=131.643777, expected=280.000000 predicted=170.832336, expected=84.000000 predicted=118.485015, expected=116.000000 predicted=112.632592, expected=176.000000 predicted=165.572767, expected=88.000000 predicted=96.298658, expected=124.000000 predicted=193.131005, expected=276.000000 predicted=182.997561, expected=212.000000 predicted=146.644329, expected=164.000000 predicted=176.158153, expected=56.000000 predicted=105.413631, expected=140.000000 predicted=143.138378, expected=120.000000 predicted=175.407408, expected=152.000000 predicted=161.909876, expected=276.000000 predicted=214.795144, expected=292.000000 predicted=169.749724, expected=120.000000 predicted=139.031035, expected=116.000000 predicted=154.983424, expected=80.000000 predicted=129.256235, expected=56.000000 predicted=144.179339, expected=68.000000 predicted=162.146674, expected=196.000000 predicted=146.690330, expected=528.000000 predicted=298.265350, expected=228.000000 predicted=137.144496, expected=140.000000 predicted=151.447306, expected=220.000000 predicted=207.466445, expected=60.000000 predicted=110.924387, expected=172.000000 predicted=318.368223, expected=228.000000 predicted=216.464751, expected=260.000000 predicted=181.601470, expected=252.000000 predicted=235.456819, expected=100.000000 predicted=105.836808, expected=288.000000 predicted=246.935855, expected=36.000000 predicted=124.785189, expected=108.000000 predicted=181.409217, expected=236.000000 predicted=239.043474, expected=252.000000 predicted=149.912918, expected=236.000000 predicted=247.822334, expected=80.000000 predicted=91.797055, expected=168.000000 predicted=163.509354, expected=108.000000 predicted=162.738049, expected=152.000000 predicted=182.041093, expected=156.000000 predicted=186.089086, expected=328.000000 predicted=199.531720, expected=172.000000 predicted=162.541094, expected=112.000000 predicted=133.524242, expected=120.000000 predicted=162.625815, expected=112.000000 predicted=128.011543, expected=88.000000 predicted=183.131485, expected=152.000000 predicted=155.648628, expected=552.000000 predicted=313.552322, expected=8.000000 predicted=53.279027, expected=296.000000 predicted=242.895789, expected=120.000000 predicted=151.395529, expected=124.000000 predicted=119.251620, expected=140.000000 predicted=325.437088, expected=196.000000 predicted=105.110689, expected=324.000000 predicted=277.643831, expected=144.000000 predicted=138.007054, expected=144.000000 predicted=159.526873, expected=88.000000 predicted=138.816000, expected=56.000000 predicted=122.421584, expected=148.000000 predicted=208.988626, expected=80.000000 predicted=100.954571, expected=256.000000 predicted=183.581604, expected=144.000000 predicted=118.228766, expected=108.000000 predicted=97.900727, expected=136.000000 predicted=155.955902, expected=40.000000 predicted=70.208791, expected=100.000000 predicted=161.902635, expected=136.000000 predicted=130.163235, expected=212.000000 predicted=143.925075, expected=176.000000 predicted=149.784541, expected=104.000000 predicted=93.350865, expected=124.000000 predicted=129.739304, expected=156.000000 predicted=145.463643, expected=64.000000 predicted=127.556697, expected=220.000000 predicted=188.061368, expected=212.000000 predicted=152.235086, expected=64.000000 predicted=99.437346, expected=92.000000 predicted=141.992334, expected=48.000000 predicted=72.036000, expected=84.000000 Test MSE: 6631.876
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001])] predicted=26.862171, expected=12.000000 predicted=24.535859, expected=44.000000 predicted=29.666920, expected=36.000000 predicted=28.501105, expected=36.000000 predicted=27.630729, expected=44.000000 predicted=31.814758, expected=24.000000 predicted=31.158916, expected=16.000000 predicted=32.475206, expected=12.000000 predicted=27.143797, expected=24.000000 predicted=25.291187, expected=32.000000 predicted=25.761944, expected=48.000000 predicted=27.538724, expected=32.000000 predicted=27.669552, expected=40.000000 predicted=32.159430, expected=12.000000 predicted=29.934003, expected=32.000000 predicted=32.365562, expected=28.000000 predicted=31.992666, expected=48.000000 predicted=32.410145, expected=40.000000 predicted=34.529317, expected=36.000000 predicted=32.402400, expected=36.000000 predicted=37.222866, expected=8.000000 predicted=30.163240, expected=20.000000 predicted=30.951177, expected=16.000000 predicted=25.215523, expected=68.000000 predicted=33.054534, expected=36.000000 predicted=31.127764, expected=60.000000 predicted=36.272491, expected=52.000000 predicted=43.870961, expected=12.000000 predicted=36.575531, expected=4.000000 predicted=37.630912, expected=32.000000 predicted=32.265910, expected=16.000000 predicted=27.485990, expected=48.000000 predicted=30.159570, expected=48.000000 predicted=28.752503, expected=36.000000 predicted=29.776554, expected=12.000000 predicted=31.254028, expected=20.000000 predicted=28.414525, expected=60.000000 predicted=39.378108, expected=20.000000 predicted=31.043948, expected=32.000000 predicted=31.169615, expected=16.000000 predicted=26.160086, expected=32.000000 predicted=28.570873, expected=4.000000 predicted=26.741284, expected=32.000000 predicted=22.969359, expected=44.000000 predicted=28.714523, expected=20.000000 predicted=22.930149, expected=44.000000 predicted=31.914685, expected=40.000000 predicted=30.583057, expected=44.000000 predicted=37.072604, expected=32.000000 predicted=37.920642, expected=44.000000 predicted=37.222028, expected=24.000000 predicted=36.979739, expected=4.000000 predicted=28.843517, expected=44.000000 predicted=33.923602, expected=72.000000 predicted=38.672033, expected=68.000000 predicted=44.507993, expected=36.000000 predicted=41.516544, expected=16.000000 predicted=37.203438, expected=60.000000 predicted=50.423893, expected=28.000000 predicted=44.516771, expected=72.000000 predicted=49.527499, expected=40.000000 predicted=42.672647, expected=36.000000 predicted=39.625013, expected=40.000000 predicted=47.430267, expected=44.000000 predicted=41.858215, expected=64.000000 predicted=51.442374, expected=36.000000 predicted=42.511393, expected=84.000000 predicted=53.339836, expected=56.000000 predicted=54.089232, expected=36.000000 predicted=50.899840, expected=20.000000 predicted=48.854349, expected=48.000000 predicted=45.817754, expected=36.000000 predicted=46.508589, expected=4.000000 predicted=30.921579, expected=52.000000 predicted=35.581573, expected=80.000000 predicted=42.194462, expected=68.000000 predicted=48.585623, expected=12.000000 predicted=40.341403, expected=64.000000 predicted=48.663762, expected=16.000000 predicted=45.213900, expected=44.000000 predicted=46.618694, expected=60.000000 predicted=48.046300, expected=52.000000 predicted=39.287536, expected=40.000000 predicted=47.212232, expected=76.000000 predicted=49.876176, expected=28.000000 predicted=47.262632, expected=24.000000 predicted=45.282258, expected=28.000000 predicted=41.948709, expected=32.000000 predicted=35.726484, expected=72.000000 predicted=47.349803, expected=24.000000 predicted=33.223522, expected=16.000000 predicted=31.282321, expected=20.000000 predicted=32.222759, expected=32.000000 predicted=31.098975, expected=20.000000 predicted=31.086864, expected=32.000000 predicted=24.881142, expected=80.000000 predicted=37.183125, expected=32.000000 predicted=34.028305, expected=32.000000 predicted=38.003397, expected=32.000000 predicted=38.325597, expected=56.000000 predicted=42.997775, expected=68.000000 predicted=52.674464, expected=56.000000 predicted=46.090326, expected=32.000000 predicted=44.914245, expected=36.000000 predicted=45.819532, expected=40.000000 predicted=47.431531, expected=36.000000 predicted=44.122305, expected=48.000000 predicted=42.761959, expected=20.000000 predicted=33.771120, expected=52.000000 predicted=39.895384, expected=44.000000 predicted=40.543353, expected=28.000000 predicted=36.094588, expected=24.000000 predicted=36.595841, expected=44.000000 predicted=35.390688, expected=24.000000 predicted=34.891570, expected=36.000000 predicted=34.021910, expected=28.000000 predicted=30.879976, expected=20.000000 predicted=27.648143, expected=16.000000 predicted=28.074507, expected=100.000000 predicted=42.137728, expected=24.000000 predicted=34.855418, expected=20.000000 predicted=33.486266, expected=68.000000 predicted=45.677909, expected=28.000000 predicted=36.954517, expected=56.000000 predicted=52.647163, expected=64.000000 predicted=45.052622, expected=48.000000 predicted=44.799570, expected=16.000000 predicted=46.442457, expected=24.000000 predicted=38.317746, expected=48.000000 predicted=43.297242, expected=60.000000 predicted=44.410662, expected=72.000000 predicted=47.103164, expected=24.000000 predicted=38.268423, expected=28.000000 predicted=41.594033, expected=32.000000 predicted=43.851100, expected=24.000000 predicted=38.446794, expected=24.000000 predicted=35.374966, expected=28.000000 predicted=26.754734, expected=48.000000 predicted=31.735264, expected=44.000000 predicted=33.808411, expected=36.000000 predicted=33.705597, expected=12.000000 predicted=30.475693, expected=36.000000 predicted=34.247268, expected=52.000000 predicted=39.286490, expected=24.000000 predicted=32.534591, expected=64.000000 predicted=40.551812, expected=32.000000 predicted=34.829212, expected=32.000000 predicted=38.796091, expected=16.000000 predicted=36.928443, expected=44.000000 predicted=34.922413, expected=32.000000 predicted=37.369730, expected=44.000000 predicted=33.750540, expected=84.000000 predicted=45.688224, expected=32.000000 predicted=38.725097, expected=8.000000 predicted=39.103310, expected=20.000000 predicted=36.735509, expected=40.000000 predicted=37.321903, expected=68.000000 predicted=45.804184, expected=16.000000 predicted=28.757237, expected=60.000000 predicted=37.065579, expected=52.000000 predicted=42.539457, expected=20.000000 predicted=39.329761, expected=16.000000 predicted=40.093263, expected=28.000000 predicted=31.004586, expected=8.000000 predicted=29.285937, expected=40.000000 predicted=29.994645, expected=32.000000 predicted=24.221882, expected=24.000000 predicted=23.546095, expected=28.000000 predicted=27.770807, expected=8.000000 predicted=20.904731, expected=44.000000 predicted=31.324091, expected=16.000000 predicted=24.419437, expected=64.000000 predicted=32.784487, expected=24.000000 predicted=30.212805, expected=32.000000 predicted=29.752831, expected=4.000000 predicted=30.569057, expected=20.000000 predicted=24.930064, expected=32.000000 predicted=31.631339, expected=44.000000 predicted=26.403982, expected=68.000000 predicted=36.269888, expected=44.000000 predicted=34.108899, expected=20.000000 predicted=35.733203, expected=36.000000 predicted=40.808671, expected=44.000000 predicted=42.405979, expected=40.000000 predicted=42.635952, expected=12.000000 predicted=31.808162, expected=36.000000 predicted=31.722773, expected=56.000000 predicted=38.695731, expected=28.000000 predicted=34.566681, expected=20.000000 predicted=32.174505, expected=12.000000 predicted=26.034172, expected=40.000000 predicted=32.589329, expected=20.000000 predicted=29.352786, expected=48.000000 predicted=29.490226, expected=32.000000 predicted=28.806565, expected=36.000000 predicted=30.157180, expected=40.000000 predicted=37.264032, expected=16.000000 predicted=29.558192, expected=12.000000 predicted=30.416209, expected=16.000000 predicted=25.264007, expected=28.000000 predicted=25.015728, expected=80.000000 predicted=36.335681, expected=24.000000 predicted=27.105264, expected=36.000000 predicted=32.228304, expected=24.000000 predicted=34.208549, expected=24.000000 predicted=33.622807, expected=28.000000 predicted=38.146730, expected=36.000000 predicted=28.743139, expected=32.000000 predicted=30.311162, expected=36.000000 predicted=30.185996, expected=4.000000 predicted=24.664483, expected=16.000000 predicted=25.008924, expected=8.000000 predicted=21.833927, expected=44.000000 predicted=24.981350, expected=36.000000 predicted=25.478436, expected=64.000000 predicted=29.786313, expected=44.000000 predicted=35.394304, expected=36.000000 predicted=36.357554, expected=12.000000 predicted=37.971032, expected=16.000000 predicted=32.984772, expected=32.000000 predicted=35.788662, expected=28.000000 predicted=28.325694, expected=60.000000 predicted=33.676155, expected=48.000000 predicted=32.821968, expected=20.000000 predicted=31.171760, expected=12.000000 predicted=32.119896, expected=28.000000 predicted=32.131919, expected=20.000000 predicted=31.609151, expected=28.000000 predicted=27.395171, expected=20.000000 predicted=21.350494, expected=36.000000 predicted=24.176750, expected=56.000000 predicted=33.601637, expected=24.000000 predicted=28.792213, expected=44.000000 predicted=35.488840, expected=24.000000 predicted=32.627778, expected=44.000000 predicted=37.862947, expected=52.000000 predicted=43.108027, expected=44.000000 predicted=37.643796, expected=36.000000 predicted=40.737450, expected=4.000000 predicted=30.742125, expected=56.000000 predicted=41.495969, expected=36.000000 predicted=38.508373, expected=24.000000 predicted=32.182994, expected=52.000000 predicted=37.420434, expected=12.000000 predicted=26.970451, expected=32.000000 predicted=36.187467, expected=44.000000 predicted=35.008000, expected=32.000000 predicted=31.283492, expected=24.000000 predicted=33.268771, expected=12.000000 predicted=24.220744, expected=68.000000 predicted=38.124054, expected=44.000000 predicted=37.737519, expected=44.000000 predicted=37.008656, expected=36.000000 predicted=37.943177, expected=12.000000 predicted=32.376604, expected=24.000000 predicted=38.867210, expected=44.000000 predicted=35.609509, expected=8.000000 predicted=26.542615, expected=32.000000 predicted=27.332976, expected=36.000000 predicted=26.373068, expected=40.000000 predicted=30.406865, expected=20.000000 predicted=30.061955, expected=44.000000 predicted=30.122184, expected=44.000000 predicted=36.495490, expected=60.000000 predicted=41.622055, expected=24.000000 predicted=37.562817, expected=48.000000 predicted=39.713391, expected=16.000000 predicted=38.022514, expected=32.000000 predicted=36.807898, expected=56.000000 predicted=42.533422, expected=44.000000 predicted=35.768312, expected=20.000000 predicted=35.327751, expected=20.000000 predicted=30.081230, expected=12.000000 predicted=29.270269, expected=24.000000 predicted=30.294386, expected=32.000000 predicted=27.028246, expected=32.000000 predicted=23.541886, expected=76.000000 predicted=35.858042, expected=8.000000 predicted=27.227255, expected=8.000000 predicted=27.768921, expected=12.000000 predicted=28.134158, expected=44.000000 predicted=30.730437, expected=32.000000 predicted=32.712677, expected=40.000000 predicted=23.981796, expected=40.000000 predicted=29.295171, expected=8.000000 predicted=26.025056, expected=24.000000 predicted=31.882038, expected=36.000000 predicted=30.980224, expected=16.000000 predicted=26.502400, expected=32.000000 predicted=27.600008, expected=40.000000 predicted=26.231717, expected=24.000000 predicted=27.426030, expected=12.000000 predicted=26.150113, expected=24.000000 predicted=24.409922, expected=16.000000 predicted=24.240511, expected=16.000000 predicted=22.439906, expected=20.000000 predicted=19.317426, expected=44.000000 predicted=23.147550, expected=24.000000 predicted=23.657238, expected=20.000000 predicted=22.404564, expected=40.000000 predicted=28.237378, expected=12.000000 predicted=24.500225, expected=16.000000 predicted=26.307035, expected=16.000000 predicted=21.503116, expected=16.000000 predicted=19.246531, expected=24.000000 predicted=22.276537, expected=28.000000 predicted=18.921043, expected=40.000000 predicted=24.180743, expected=76.000000 predicted=36.120384, expected=24.000000 predicted=31.976763, expected=16.000000 predicted=32.407832, expected=16.000000 predicted=32.416966, expected=28.000000 predicted=32.910139, expected=136.000000 predicted=59.228198, expected=20.000000 predicted=35.510911, expected=52.000000 predicted=42.521387, expected=8.000000 predicted=40.890879, expected=24.000000 predicted=42.296001, expected=20.000000 predicted=48.717533, expected=48.000000 predicted=29.395152, expected=44.000000 predicted=34.858718, expected=36.000000 predicted=28.400392, expected=16.000000 predicted=29.557782, expected=16.000000 predicted=28.369297, expected=52.000000 predicted=38.083325, expected=60.000000 predicted=39.590567, expected=60.000000 predicted=40.544748, expected=96.000000 predicted=51.451601, expected=72.000000 predicted=57.450628, expected=32.000000 predicted=58.017548, expected=48.000000 predicted=60.570902, expected=36.000000 predicted=56.305583, expected=12.000000 predicted=49.031086, expected=40.000000 predicted=42.560195, expected=108.000000 predicted=51.298392, expected=40.000000 predicted=46.001567, expected=20.000000 predicted=39.351621, expected=24.000000 predicted=38.125682, expected=36.000000 predicted=43.731268, expected=64.000000 predicted=54.966884, expected=48.000000 predicted=39.197926, expected=28.000000 predicted=33.964016, expected=20.000000 predicted=34.439700, expected=20.000000 predicted=34.983972, expected=28.000000 predicted=36.646444, expected=72.000000 predicted=40.602612, expected=52.000000 predicted=36.883173, expected=56.000000 predicted=40.160839, expected=48.000000 predicted=44.232603, expected=64.000000 predicted=52.388290, expected=44.000000 predicted=56.226028, expected=44.000000 predicted=50.505297, expected=16.000000 predicted=43.604858, expected=28.000000 predicted=40.184922, expected=36.000000 predicted=41.019711, expected=44.000000 predicted=36.731829, expected=48.000000 predicted=37.691673, expected=24.000000 predicted=30.127331, expected=16.000000 predicted=30.542751, expected=24.000000 predicted=32.040249, expected=36.000000 predicted=33.640279, expected=24.000000 predicted=29.552016, expected=28.000000 predicted=25.258869, expected=40.000000 predicted=28.430558, expected=52.000000 predicted=34.941943, expected=20.000000 predicted=31.777962, expected=24.000000 predicted=29.856003, expected=20.000000 predicted=29.944369, expected=36.000000 predicted=33.113739, expected=16.000000 predicted=28.683405, expected=32.000000 predicted=24.798339, expected=64.000000 predicted=35.022606, expected=12.000000 predicted=26.720711, expected=16.000000 predicted=28.174564, expected=28.000000 predicted=28.001183, expected=52.000000 predicted=35.625675, expected=24.000000 predicted=33.840918, expected=48.000000 predicted=30.019783, expected=72.000000 predicted=41.821727, expected=16.000000 predicted=35.752936, expected=4.000000 predicted=34.098520, expected=48.000000 predicted=37.113967, expected=44.000000 predicted=39.660744, expected=28.000000 predicted=36.758969, expected=52.000000 predicted=33.125717, expected=32.000000 predicted=31.671539, expected=28.000000 predicted=38.088050, expected=16.000000 predicted=32.964891, expected=32.000000 predicted=31.273467, expected=28.000000 predicted=32.817824, expected=20.000000 predicted=25.526348, expected=28.000000 predicted=26.062199, expected=32.000000 predicted=25.783939, expected=20.000000 predicted=26.143200, expected=76.000000 predicted=38.011379, expected=32.000000 predicted=32.647934, expected=12.000000 predicted=30.026507, expected=44.000000 predicted=37.817832, expected=28.000000 predicted=33.011780, expected=40.000000 predicted=41.675719, expected=24.000000 predicted=29.752012, expected=32.000000 predicted=28.580895, expected=40.000000 predicted=36.244521, expected=12.000000 predicted=27.116918, expected=8.000000 predicted=25.550033, expected=24.000000 predicted=24.059689, expected=32.000000 predicted=25.818315, expected=52.000000 predicted=31.059774, expected=44.000000 predicted=28.386141, expected=32.000000 predicted=29.625692, expected=32.000000 predicted=34.891404, expected=24.000000 predicted=34.615677, expected=44.000000 predicted=39.954470, expected=24.000000 predicted=33.140928, expected=40.000000 predicted=33.226138, expected=28.000000 predicted=31.776888, expected=40.000000 predicted=33.034429, expected=28.000000 predicted=34.328290, expected=68.000000 predicted=39.799597, expected=44.000000 predicted=41.280163, expected=16.000000 Test MSE: 388.574
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276])] predicted=54.201875, expected=64.000000 predicted=55.581172, expected=24.000000 predicted=38.511130, expected=48.000000 predicted=42.683935, expected=4.000000 predicted=37.240754, expected=24.000000 predicted=35.330988, expected=40.000000 predicted=41.869391, expected=56.000000 predicted=33.325098, expected=32.000000 predicted=35.199628, expected=68.000000 predicted=36.972139, expected=8.000000 predicted=29.269253, expected=16.000000 predicted=34.729812, expected=32.000000 predicted=41.040732, expected=24.000000 predicted=27.739657, expected=116.000000 predicted=61.487487, expected=20.000000 predicted=24.134460, expected=48.000000 predicted=38.965435, expected=28.000000 predicted=42.206042, expected=20.000000 predicted=34.749404, expected=120.000000 predicted=80.790011, expected=40.000000 predicted=36.571247, expected=52.000000 predicted=50.443461, expected=16.000000 predicted=39.818783, expected=44.000000 predicted=44.414669, expected=40.000000 predicted=62.766854, expected=56.000000 predicted=42.805108, expected=24.000000 predicted=38.050428, expected=8.000000 predicted=25.445214, expected=8.000000 predicted=30.757341, expected=92.000000 predicted=48.014546, expected=84.000000 predicted=50.252822, expected=80.000000 predicted=46.413543, expected=12.000000 predicted=33.875217, expected=32.000000 predicted=43.335565, expected=8.000000 predicted=54.285777, expected=40.000000 predicted=50.690403, expected=36.000000 predicted=42.998659, expected=36.000000 predicted=24.831255, expected=108.000000 predicted=51.926090, expected=4.000000 predicted=24.843357, expected=28.000000 predicted=40.171071, expected=8.000000 predicted=34.802903, expected=52.000000 predicted=41.596477, expected=120.000000 predicted=72.893215, expected=24.000000 predicted=26.349591, expected=48.000000 predicted=43.102049, expected=12.000000 predicted=35.128834, expected=4.000000 predicted=41.274451, expected=8.000000 predicted=47.780124, expected=28.000000 predicted=23.334871, expected=8.000000 predicted=20.833861, expected=40.000000 predicted=19.151336, expected=4.000000 predicted=10.894131, expected=16.000000 predicted=15.587954, expected=16.000000 predicted=20.341217, expected=16.000000 predicted=15.179418, expected=20.000000 predicted=22.251939, expected=16.000000 predicted=12.794926, expected=4.000000 predicted=13.076788, expected=64.000000 predicted=28.401341, expected=28.000000 predicted=22.256505, expected=24.000000 predicted=23.371667, expected=12.000000 predicted=21.617429, expected=16.000000 predicted=21.012833, expected=32.000000 predicted=36.224734, expected=8.000000 predicted=18.981675, expected=36.000000 predicted=23.984566, expected=24.000000 predicted=19.886359, expected=16.000000 predicted=19.639890, expected=8.000000 predicted=20.769007, expected=20.000000 predicted=17.847504, expected=32.000000 predicted=26.487892, expected=32.000000 predicted=23.071374, expected=8.000000 predicted=16.109990, expected=4.000000 predicted=14.106082, expected=28.000000 predicted=22.863755, expected=36.000000 predicted=26.644000, expected=20.000000 predicted=21.588403, expected=28.000000 predicted=19.202466, expected=12.000000 predicted=17.133763, expected=8.000000 predicted=21.325825, expected=40.000000 predicted=29.188163, expected=8.000000 predicted=17.086403, expected=16.000000 predicted=19.485751, expected=40.000000 predicted=22.549280, expected=40.000000 predicted=24.108750, expected=4.000000 predicted=22.782405, expected=4.000000 predicted=15.206587, expected=44.000000 predicted=27.811600, expected=36.000000 predicted=30.610377, expected=16.000000 predicted=23.843002, expected=8.000000 predicted=14.668501, expected=24.000000 predicted=20.617601, expected=12.000000 predicted=25.276099, expected=20.000000 predicted=22.056479, expected=12.000000 predicted=14.772965, expected=16.000000 predicted=14.269892, expected=56.000000 predicted=28.507726, expected=64.000000 predicted=30.742787, expected=68.000000 predicted=38.357969, expected=68.000000 predicted=43.388563, expected=44.000000 predicted=44.824875, expected=64.000000 predicted=61.278493, expected=72.000000 predicted=65.338285, expected=40.000000 predicted=57.111733, expected=64.000000 predicted=61.519512, expected=64.000000 predicted=57.137287, expected=60.000000 predicted=60.804202, expected=32.000000 predicted=54.140362, expected=100.000000 predicted=64.195085, expected=44.000000 predicted=57.723508, expected=40.000000 predicted=54.860117, expected=44.000000 predicted=54.452441, expected=52.000000 predicted=49.780043, expected=60.000000 predicted=64.180951, expected=80.000000 predicted=55.299424, expected=76.000000 predicted=57.135778, expected=24.000000 predicted=48.082236, expected=8.000000 predicted=45.355506, expected=8.000000 predicted=43.062946, expected=40.000000 predicted=48.208113, expected=116.000000 predicted=61.527797, expected=44.000000 predicted=33.525481, expected=4.000000 predicted=24.504659, expected=16.000000 predicted=32.543733, expected=52.000000 predicted=48.986130, expected=12.000000 predicted=48.134619, expected=36.000000 predicted=31.107319, expected=64.000000 predicted=31.649730, expected=36.000000 predicted=31.003607, expected=24.000000 predicted=36.991361, expected=56.000000 predicted=37.663106, expected=56.000000 predicted=45.308163, expected=16.000000 predicted=40.316020, expected=40.000000 predicted=39.038425, expected=100.000000 predicted=53.698619, expected=32.000000 predicted=45.124878, expected=20.000000 predicted=41.929913, expected=16.000000 predicted=33.013738, expected=16.000000 predicted=36.326508, expected=68.000000 predicted=56.949878, expected=64.000000 predicted=37.613087, expected=28.000000 predicted=28.893954, expected=24.000000 predicted=31.249551, expected=24.000000 predicted=33.526062, expected=44.000000 predicted=47.943353, expected=56.000000 predicted=46.054332, expected=36.000000 predicted=32.527511, expected=16.000000 predicted=28.683227, expected=20.000000 predicted=30.782541, expected=8.000000 predicted=30.186764, expected=32.000000 predicted=34.375905, expected=28.000000 predicted=25.744214, expected=72.000000 predicted=33.083121, expected=32.000000 predicted=27.563871, expected=12.000000 predicted=23.088402, expected=16.000000 predicted=31.431817, expected=36.000000 predicted=34.152589, expected=44.000000 predicted=42.632210, expected=44.000000 predicted=31.526933, expected=44.000000 predicted=29.932577, expected=36.000000 predicted=32.683695, expected=124.000000 predicted=63.181799, expected=24.000000 predicted=43.170065, expected=44.000000 predicted=49.744145, expected=60.000000 predicted=56.611033, expected=24.000000 predicted=45.388599, expected=60.000000 predicted=68.941986, expected=12.000000 predicted=31.024934, expected=20.000000 predicted=36.473945, expected=4.000000 predicted=32.168317, expected=28.000000 predicted=26.520060, expected=48.000000 predicted=36.548795, expected=20.000000 predicted=18.275455, expected=16.000000 predicted=20.642521, expected=40.000000 predicted=25.570120, expected=76.000000 predicted=42.242480, expected=72.000000 predicted=47.313731, expected=24.000000 predicted=32.640238, expected=12.000000 predicted=32.955919, expected=4.000000 predicted=36.171597, expected=16.000000 predicted=40.442355, expected=4.000000 predicted=27.495383, expected=28.000000 predicted=18.384227, expected=60.000000 predicted=24.874472, expected=16.000000 predicted=15.199454, expected=8.000000 predicted=18.266062, expected=24.000000 predicted=21.996023, expected=56.000000 predicted=36.112538, expected=48.000000 predicted=39.389924, expected=32.000000 predicted=26.633372, expected=4.000000 predicted=21.477449, expected=4.000000 predicted=25.737494, expected=40.000000 predicted=38.384401, expected=60.000000 predicted=37.943415, expected=12.000000 predicted=21.239429, expected=24.000000 predicted=20.719781, expected=48.000000 predicted=31.104460, expected=8.000000 predicted=28.933917, expected=24.000000 predicted=33.761566, expected=108.000000 predicted=45.326079, expected=16.000000 predicted=28.201868, expected=24.000000 predicted=37.089771, expected=72.000000 predicted=43.207506, expected=16.000000 predicted=35.257247, expected=8.000000 predicted=47.475317, expected=44.000000 predicted=31.813493, expected=12.000000 predicted=25.527039, expected=12.000000 predicted=32.703091, expected=16.000000 predicted=17.969720, expected=100.000000 predicted=39.235100, expected=20.000000 predicted=29.093903, expected=24.000000 predicted=26.127823, expected=36.000000 predicted=32.899115, expected=16.000000 predicted=29.839303, expected=8.000000 predicted=41.767379, expected=8.000000 predicted=18.238884, expected=40.000000 predicted=25.970376, expected=16.000000 predicted=21.042043, expected=24.000000 predicted=18.657147, expected=104.000000 predicted=40.386973, expected=4.000000 predicted=19.966302, expected=20.000000 predicted=34.542293, expected=24.000000 predicted=30.162136, expected=28.000000 predicted=32.447677, expected=52.000000 predicted=51.219942, expected=24.000000 predicted=19.988641, expected=24.000000 predicted=26.650864, expected=16.000000 predicted=26.200464, expected=16.000000 predicted=26.255222, expected=8.000000 predicted=26.105830, expected=76.000000 predicted=34.858561, expected=44.000000 predicted=28.523632, expected=36.000000 predicted=28.909860, expected=40.000000 predicted=34.019510, expected=24.000000 predicted=31.612905, expected=28.000000 predicted=45.997610, expected=12.000000 predicted=30.436031, expected=40.000000 predicted=33.523940, expected=44.000000 predicted=34.018744, expected=92.000000 predicted=44.326974, expected=20.000000 predicted=31.245702, expected=28.000000 predicted=34.089100, expected=24.000000 predicted=40.361989, expected=28.000000 predicted=39.837152, expected=36.000000 predicted=46.757366, expected=20.000000 predicted=23.531390, expected=4.000000 predicted=21.372066, expected=4.000000 predicted=19.006044, expected=12.000000 predicted=19.350118, expected=20.000000 predicted=19.915519, expected=32.000000 predicted=17.897451, expected=24.000000 predicted=14.006907, expected=4.000000 predicted=11.646829, expected=60.000000 predicted=29.508802, expected=8.000000 predicted=19.683616, expected=28.000000 predicted=27.634369, expected=40.000000 predicted=28.830300, expected=8.000000 predicted=18.314102, expected=52.000000 predicted=40.666015, expected=60.000000 predicted=31.729120, expected=16.000000 predicted=28.649952, expected=16.000000 predicted=31.587704, expected=44.000000 predicted=32.011565, expected=60.000000 predicted=45.707244, expected=24.000000 predicted=36.551465, expected=84.000000 predicted=43.493093, expected=40.000000 predicted=37.457350, expected=12.000000 predicted=39.495681, expected=40.000000 predicted=47.643477, expected=60.000000 predicted=43.449651, expected=28.000000 predicted=46.848776, expected=4.000000 predicted=28.250785, expected=12.000000 predicted=23.675044, expected=12.000000 predicted=27.577612, expected=20.000000 predicted=28.701824, expected=36.000000 predicted=22.281567, expected=52.000000 predicted=22.825094, expected=16.000000 predicted=19.425827, expected=16.000000 predicted=22.318899, expected=20.000000 predicted=25.729913, expected=8.000000 predicted=24.564482, expected=60.000000 predicted=37.890503, expected=68.000000 predicted=32.199582, expected=48.000000 predicted=32.426810, expected=24.000000 predicted=32.165873, expected=60.000000 predicted=42.711157, expected=16.000000 predicted=43.491268, expected=4.000000 predicted=38.101316, expected=40.000000 predicted=37.770967, expected=24.000000 predicted=26.273113, expected=4.000000 predicted=27.013416, expected=28.000000 predicted=21.027492, expected=8.000000 predicted=13.902417, expected=4.000000 predicted=19.944701, expected=36.000000 predicted=21.911067, expected=24.000000 predicted=14.951930, expected=8.000000 predicted=17.456594, expected=16.000000 predicted=15.210593, expected=28.000000 predicted=18.470635, expected=12.000000 predicted=21.290565, expected=12.000000 predicted=17.294982, expected=36.000000 predicted=19.905986, expected=84.000000 predicted=36.093371, expected=116.000000 predicted=52.340062, expected=40.000000 predicted=37.670937, expected=24.000000 predicted=42.075547, expected=12.000000 predicted=46.149289, expected=52.000000 predicted=62.428952, expected=32.000000 predicted=54.737370, expected=60.000000 predicted=40.592731, expected=24.000000 predicted=29.305655, expected=20.000000 predicted=28.386597, expected=4.000000 predicted=32.107391, expected=4.000000 predicted=23.713889, expected=32.000000 predicted=32.340910, expected=40.000000 predicted=23.340208, expected=36.000000 predicted=22.756141, expected=12.000000 predicted=15.974272, expected=8.000000 predicted=17.671213, expected=12.000000 predicted=24.261538, expected=8.000000 predicted=21.480812, expected=72.000000 predicted=34.575892, expected=52.000000 predicted=25.632914, expected=8.000000 predicted=18.458437, expected=12.000000 predicted=23.748012, expected=12.000000 predicted=23.521908, expected=4.000000 predicted=31.695066, expected=8.000000 predicted=21.278879, expected=68.000000 predicted=25.127967, expected=72.000000 predicted=30.485130, expected=40.000000 predicted=28.180713, expected=52.000000 predicted=36.295193, expected=28.000000 predicted=35.950724, expected=52.000000 predicted=56.215462, expected=68.000000 predicted=57.955081, expected=20.000000 predicted=37.486004, expected=20.000000 predicted=39.935866, expected=32.000000 predicted=36.058682, expected=36.000000 predicted=40.555181, expected=4.000000 predicted=31.531801, expected=16.000000 predicted=21.325430, expected=4.000000 predicted=17.010129, expected=48.000000 predicted=29.753825, expected=32.000000 predicted=25.091115, expected=4.000000 predicted=12.227927, expected=108.000000 predicted=45.384257, expected=8.000000 predicted=20.918447, expected=24.000000 predicted=38.283365, expected=12.000000 predicted=29.417517, expected=8.000000 predicted=22.244242, expected=76.000000 predicted=57.215959, expected=16.000000 predicted=17.263473, expected=20.000000 predicted=24.828375, expected=56.000000 predicted=32.445306, expected=12.000000 predicted=24.178900, expected=12.000000 predicted=36.671097, expected=52.000000 predicted=30.557256, expected=12.000000 predicted=22.907138, expected=36.000000 predicted=35.635440, expected=12.000000 predicted=18.466765, expected=32.000000 predicted=25.921134, expected=8.000000 predicted=26.319971, expected=12.000000 predicted=17.476212, expected=84.000000 predicted=40.093116, expected=20.000000 predicted=21.146301, expected=28.000000 predicted=30.605418, expected=44.000000 predicted=30.380638, expected=12.000000 predicted=27.326473, expected=8.000000 predicted=37.982986, expected=24.000000 predicted=23.338498, expected=20.000000 predicted=23.376752, expected=8.000000 predicted=21.249489, expected=12.000000 predicted=13.564822, expected=12.000000 predicted=13.006699, expected=20.000000 predicted=18.058457, expected=12.000000 predicted=14.093265, expected=4.000000 predicted=9.646118, expected=28.000000 predicted=16.709079, expected=24.000000 predicted=16.353262, expected=4.000000 predicted=13.769901, expected=36.000000 predicted=20.212332, expected=20.000000 predicted=16.183429, expected=36.000000 predicted=27.080806, expected=8.000000 predicted=18.571961, expected=8.000000 predicted=15.769444, expected=12.000000 predicted=21.908583, expected=48.000000 Test MSE: 666.018
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257])] predicted=27.520526, expected=4.000000 predicted=23.568952, expected=4.000000 predicted=12.563103, expected=8.000000 predicted=14.148980, expected=56.000000 predicted=22.420930, expected=44.000000 predicted=29.146049, expected=76.000000 predicted=35.910082, expected=36.000000 predicted=42.090420, expected=8.000000 predicted=33.730246, expected=16.000000 predicted=36.900316, expected=16.000000 predicted=29.800363, expected=4.000000 predicted=22.688126, expected=12.000000 predicted=14.441790, expected=8.000000 predicted=10.679016, expected=12.000000 predicted=10.622933, expected=8.000000 predicted=10.279012, expected=8.000000 predicted=8.233832, expected=20.000000 predicted=12.152448, expected=4.000000 predicted=10.038820, expected=8.000000 predicted=8.975507, expected=16.000000 predicted=11.614512, expected=52.000000 predicted=20.927431, expected=16.000000 predicted=21.675825, expected=20.000000 predicted=18.373444, expected=8.000000 predicted=20.466629, expected=28.000000 predicted=21.383310, expected=8.000000 predicted=21.755429, expected=4.000000 predicted=11.533036, expected=16.000000 predicted=14.470756, expected=4.000000 predicted=10.382618, expected=20.000000 predicted=12.886532, expected=20.000000 predicted=14.118107, expected=12.000000 predicted=12.406420, expected=24.000000 predicted=16.953673, expected=16.000000 predicted=16.793770, expected=8.000000 predicted=15.179859, expected=48.000000 predicted=23.515446, expected=8.000000 predicted=20.558706, expected=16.000000 predicted=17.536346, expected=4.000000 predicted=17.306114, expected=40.000000 predicted=19.756298, expected=8.000000 predicted=21.818782, expected=8.000000 predicted=11.602888, expected=8.000000 predicted=14.791660, expected=4.000000 predicted=9.845871, expected=12.000000 predicted=12.448904, expected=8.000000 predicted=8.384144, expected=12.000000 predicted=8.572836, expected=8.000000 predicted=9.165613, expected=44.000000 predicted=16.750490, expected=20.000000 predicted=20.102522, expected=24.000000 predicted=18.826883, expected=4.000000 predicted=19.344903, expected=24.000000 predicted=18.696031, expected=20.000000 predicted=23.245288, expected=12.000000 predicted=15.894171, expected=4.000000 predicted=14.066831, expected=36.000000 predicted=17.539129, expected=8.000000 predicted=17.986293, expected=4.000000 predicted=11.432017, expected=16.000000 predicted=14.550557, expected=44.000000 predicted=19.990845, expected=12.000000 predicted=20.733194, expected=4.000000 predicted=13.157964, expected=24.000000 predicted=18.857264, expected=16.000000 predicted=18.326521, expected=12.000000 predicted=16.980941, expected=8.000000 predicted=13.139745, expected=16.000000 predicted=12.967750, expected=16.000000 predicted=15.323260, expected=32.000000 predicted=17.706710, expected=16.000000 predicted=18.093066, expected=4.000000 predicted=13.918995, expected=4.000000 predicted=13.854343, expected=32.000000 predicted=17.417608, expected=24.000000 predicted=19.616970, expected=28.000000 predicted=18.634263, expected=12.000000 predicted=18.913856, expected=4.000000 predicted=15.263791, expected=8.000000 predicted=16.614064, expected=12.000000 predicted=13.536248, expected=4.000000 predicted=10.220045, expected=16.000000 predicted=9.583298, expected=16.000000 predicted=11.346910, expected=16.000000 predicted=12.021900, expected=8.000000 predicted=12.323425, expected=16.000000 predicted=12.608794, expected=24.000000 predicted=16.984348, expected=16.000000 predicted=16.049463, expected=4.000000 predicted=13.231847, expected=12.000000 predicted=13.027268, expected=36.000000 predicted=19.342107, expected=20.000000 predicted=19.309830, expected=12.000000 predicted=16.073307, expected=12.000000 predicted=16.739158, expected=8.000000 predicted=15.117623, expected=4.000000 predicted=13.366820, expected=4.000000 predicted=9.034674, expected=20.000000 predicted=10.472206, expected=36.000000 predicted=16.447585, expected=16.000000 predicted=15.804386, expected=80.000000 predicted=31.578264, expected=12.000000 predicted=31.884767, expected=32.000000 predicted=28.552371, expected=8.000000 predicted=33.116375, expected=8.000000 predicted=19.812500, expected=12.000000 predicted=24.089628, expected=16.000000 predicted=13.702732, expected=4.000000 predicted=12.526293, expected=16.000000 predicted=10.612688, expected=8.000000 predicted=11.278309, expected=4.000000 predicted=8.435513, expected=16.000000 predicted=11.225354, expected=8.000000 predicted=9.548279, expected=4.000000 predicted=8.204945, expected=24.000000 predicted=12.003475, expected=16.000000 predicted=13.213214, expected=16.000000 predicted=13.734015, expected=32.000000 predicted=19.039652, expected=20.000000 predicted=19.634207, expected=4.000000 predicted=16.954658, expected=28.000000 predicted=19.707436, expected=20.000000 predicted=20.569810, expected=16.000000 predicted=18.555546, expected=8.000000 predicted=16.295436, expected=12.000000 predicted=13.525524, expected=16.000000 predicted=16.259467, expected=16.000000 predicted=14.530344, expected=12.000000 predicted=13.480654, expected=8.000000 predicted=11.698365, expected=16.000000 predicted=13.197176, expected=16.000000 predicted=14.297485, expected=8.000000 predicted=12.140685, expected=28.000000 predicted=15.697720, expected=20.000000 predicted=17.565424, expected=16.000000 predicted=16.680136, expected=20.000000 predicted=18.950113, expected=68.000000 predicted=29.991039, expected=8.000000 predicted=28.226445, expected=24.000000 predicted=23.521912, expected=12.000000 predicted=26.688493, expected=16.000000 predicted=19.947391, expected=12.000000 predicted=22.867168, expected=20.000000 predicted=14.843263, expected=16.000000 predicted=17.182380, expected=36.000000 predicted=19.750357, expected=28.000000 predicted=23.679962, expected=4.000000 predicted=17.950851, expected=64.000000 predicted=30.194473, expected=16.000000 predicted=29.657973, expected=16.000000 predicted=23.528492, expected=8.000000 predicted=24.213331, expected=20.000000 predicted=17.941653, expected=12.000000 predicted=21.854792, expected=4.000000 predicted=11.243099, expected=8.000000 predicted=11.008028, expected=20.000000 predicted=12.131057, expected=4.000000 predicted=10.980612, expected=16.000000 predicted=10.511838, expected=12.000000 predicted=12.002389, expected=12.000000 predicted=11.063049, expected=8.000000 predicted=12.214334, expected=12.000000 predicted=10.331406, expected=12.000000 predicted=12.039980, expected=16.000000 predicted=12.091476, expected=4.000000 predicted=10.674370, expected=16.000000 predicted=11.007674, expected=8.000000 predicted=11.785905, expected=8.000000 predicted=9.429370, expected=8.000000 predicted=10.276848, expected=8.000000 predicted=8.142909, expected=24.000000 predicted=12.703420, expected=8.000000 predicted=11.564183, expected=8.000000 predicted=9.893275, expected=12.000000 predicted=12.032834, expected=4.000000 predicted=9.451188, expected=28.000000 predicted=14.271595, expected=12.000000 predicted=13.682089, expected=4.000000 predicted=9.978971, expected=20.000000 predicted=14.354969, expected=24.000000 predicted=15.921868, expected=8.000000 predicted=15.375085, expected=24.000000 predicted=16.081939, expected=4.000000 predicted=14.391939, expected=48.000000 predicted=21.087602, expected=24.000000 predicted=25.486031, expected=12.000000 predicted=18.148724, expected=8.000000 predicted=20.576115, expected=20.000000 predicted=17.673472, expected=16.000000 predicted=20.295531, expected=48.000000 predicted=22.764195, expected=36.000000 predicted=27.099112, expected=12.000000 predicted=22.614734, expected=20.000000 predicted=25.258800, expected=8.000000 predicted=21.675090, expected=16.000000 predicted=20.493967, expected=12.000000 predicted=17.382258, expected=8.000000 predicted=11.554824, expected=28.000000 predicted=16.193302, expected=16.000000 predicted=15.806444, expected=8.000000 predicted=13.679808, expected=8.000000 predicted=13.365619, expected=28.000000 predicted=15.990001, expected=12.000000 predicted=16.947527, expected=20.000000 predicted=15.083751, expected=36.000000 predicted=21.307287, expected=16.000000 predicted=20.178050, expected=12.000000 predicted=19.641563, expected=8.000000 predicted=17.003974, expected=40.000000 predicted=21.646779, expected=12.000000 predicted=21.516141, expected=16.000000 predicted=16.046879, expected=20.000000 predicted=19.790044, expected=20.000000 predicted=18.175161, expected=4.000000 predicted=17.728471, expected=4.000000 predicted=11.356880, expected=8.000000 predicted=11.245030, expected=20.000000 predicted=12.221518, expected=12.000000 predicted=12.021186, expected=8.000000 predicted=9.350046, expected=8.000000 predicted=10.268095, expected=20.000000 predicted=12.606355, expected=4.000000 predicted=11.786437, expected=16.000000 predicted=10.892762, expected=8.000000 predicted=11.634585, expected=8.000000 predicted=9.288815, expected=28.000000 predicted=15.319064, expected=8.000000 predicted=12.598919, expected=48.000000 predicted=20.375184, expected=8.000000 predicted=20.954067, expected=24.000000 predicted=18.308519, expected=28.000000 predicted=26.631142, expected=8.000000 predicted=18.542735, expected=28.000000 predicted=23.394585, expected=32.000000 predicted=23.233891, expected=40.000000 predicted=27.121354, expected=8.000000 predicted=24.816351, expected=8.000000 predicted=18.685498, expected=4.000000 predicted=18.587824, expected=16.000000 predicted=15.443029, expected=32.000000 predicted=19.015660, expected=32.000000 predicted=18.829281, expected=12.000000 predicted=18.182792, expected=24.000000 predicted=20.190367, expected=16.000000 predicted=22.081055, expected=48.000000 predicted=27.136757, expected=12.000000 predicted=25.700546, expected=24.000000 predicted=20.901505, expected=16.000000 predicted=24.737455, expected=16.000000 predicted=19.561439, expected=28.000000 predicted=24.194929, expected=16.000000 predicted=19.011782, expected=4.000000 predicted=15.896647, expected=44.000000 predicted=21.688071, expected=8.000000 predicted=20.449841, expected=24.000000 predicted=18.613084, expected=12.000000 predicted=20.138617, expected=8.000000 predicted=14.179219, expected=4.000000 predicted=15.736081, expected=20.000000 predicted=12.127243, expected=4.000000 predicted=12.037739, expected=4.000000 predicted=7.426700, expected=8.000000 predicted=8.465975, expected=4.000000 predicted=6.568271, expected=20.000000 predicted=10.105137, expected=20.000000 predicted=11.775773, expected=4.000000 predicted=9.918834, expected=16.000000 predicted=12.095100, expected=12.000000 predicted=13.187652, expected=20.000000 predicted=14.621330, expected=32.000000 predicted=19.103089, expected=4.000000 predicted=15.066060, expected=28.000000 predicted=18.073669, expected=16.000000 predicted=20.210727, expected=8.000000 predicted=15.797186, expected=12.000000 predicted=16.549368, expected=8.000000 predicted=12.044150, expected=16.000000 predicted=13.837241, expected=36.000000 predicted=17.626212, expected=4.000000 predicted=14.886029, expected=4.000000 predicted=11.720255, expected=16.000000 predicted=14.484650, expected=20.000000 predicted=15.307549, expected=12.000000 predicted=15.245869, expected=8.000000 predicted=10.850827, expected=4.000000 predicted=10.230174, expected=12.000000 predicted=11.151043, expected=8.000000 predicted=10.509658, expected=4.000000 predicted=7.396519, expected=40.000000 predicted=14.138198, expected=16.000000 predicted=16.220917, expected=4.000000 predicted=12.665672, expected=20.000000 predicted=16.268986, expected=8.000000 predicted=14.671867, expected=8.000000 predicted=14.175916, expected=12.000000 predicted=11.780993, expected=24.000000 predicted=12.984235, expected=4.000000 predicted=12.906706, expected=8.000000 predicted=9.843307, expected=8.000000 predicted=10.952990, expected=12.000000 predicted=10.377861, expected=16.000000 predicted=12.387787, expected=24.000000 predicted=13.042513, expected=12.000000 predicted=14.125321, expected=8.000000 predicted=12.813489, expected=8.000000 predicted=12.967033, expected=8.000000 predicted=11.642504, expected=12.000000 Test MSE: 177.325
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412])] predicted=112.433433, expected=100.000000 predicted=109.147490, expected=68.000000 predicted=99.927089, expected=100.000000 predicted=98.941018, expected=100.000000 predicted=98.309059, expected=92.000000 predicted=95.790858, expected=496.000000 predicted=223.275667, expected=156.000000 predicted=163.770100, expected=112.000000 predicted=179.443102, expected=112.000000 predicted=175.876490, expected=176.000000 predicted=172.823198, expected=160.000000 predicted=194.998074, expected=160.000000 predicted=149.789230, expected=88.000000 predicted=128.506519, expected=140.000000 predicted=139.378191, expected=112.000000 predicted=132.593661, expected=200.000000 predicted=151.393368, expected=148.000000 predicted=143.188408, expected=84.000000 predicted=121.435744, expected=136.000000 predicted=139.801789, expected=72.000000 predicted=112.125284, expected=132.000000 predicted=128.316628, expected=120.000000 predicted=116.222085, expected=64.000000 predicted=93.350665, expected=156.000000 predicted=122.943803, expected=188.000000 predicted=130.610457, expected=124.000000 predicted=128.455714, expected=104.000000 predicted=126.767090, expected=116.000000 predicted=123.813655, expected=76.000000 predicted=115.380948, expected=120.000000 predicted=121.031067, expected=124.000000 predicted=111.961533, expected=188.000000 predicted=131.907886, expected=88.000000 predicted=114.092936, expected=132.000000 predicted=125.121259, expected=168.000000 predicted=142.003823, expected=76.000000 predicted=116.606915, expected=96.000000 predicted=123.235492, expected=232.000000 predicted=147.984882, expected=188.000000 predicted=149.923598, expected=160.000000 predicted=158.482117, expected=116.000000 predicted=143.986480, expected=196.000000 predicted=168.165550, expected=76.000000 predicted=144.095087, expected=88.000000 predicted=130.258397, expected=148.000000 predicted=134.572035, expected=152.000000 predicted=127.141253, expected=96.000000 predicted=122.762334, expected=84.000000 predicted=106.369789, expected=184.000000 predicted=134.439156, expected=60.000000 predicted=105.918284, expected=52.000000 predicted=99.129470, expected=184.000000 predicted=124.376758, expected=132.000000 predicted=109.772080, expected=100.000000 predicted=119.224295, expected=88.000000 predicted=105.304952, expected=132.000000 predicted=114.164193, expected=88.000000 predicted=112.645317, expected=116.000000 predicted=111.553544, expected=160.000000 predicted=122.150913, expected=64.000000 predicted=97.747111, expected=116.000000 predicted=117.290482, expected=88.000000 predicted=101.022690, expected=156.000000 predicted=120.081566, expected=108.000000 predicted=114.775359, expected=156.000000 predicted=121.892671, expected=84.000000 predicted=113.590557, expected=172.000000 predicted=133.960656, expected=108.000000 predicted=126.529386, expected=144.000000 predicted=129.941653, expected=180.000000 predicted=149.601626, expected=120.000000 predicted=128.750897, expected=208.000000 predicted=167.301612, expected=176.000000 predicted=158.021420, expected=204.000000 predicted=176.551001, expected=112.000000 predicted=161.069535, expected=68.000000 predicted=135.008404, expected=228.000000 predicted=176.270269, expected=112.000000 predicted=136.217915, expected=168.000000 predicted=154.654405, expected=140.000000 predicted=142.125333, expected=172.000000 predicted=147.969939, expected=148.000000 predicted=160.610344, expected=120.000000 predicted=139.378594, expected=128.000000 predicted=144.335201, expected=80.000000 predicted=121.292976, expected=216.000000 predicted=154.438970, expected=112.000000 predicted=128.044825, expected=164.000000 predicted=142.548612, expected=96.000000 predicted=130.518618, expected=80.000000 predicted=115.209216, expected=120.000000 predicted=130.114603, expected=156.000000 predicted=122.723257, expected=124.000000 predicted=122.723626, expected=144.000000 predicted=126.281551, expected=72.000000 predicted=109.899230, expected=100.000000 predicted=116.025256, expected=132.000000 predicted=121.849724, expected=180.000000 predicted=130.546789, expected=88.000000 predicted=115.486958, expected=84.000000 predicted=108.608570, expected=140.000000 predicted=124.001039, expected=196.000000 predicted=140.790498, expected=164.000000 predicted=144.861651, expected=100.000000 predicted=127.734811, expected=140.000000 predicted=140.715840, expected=88.000000 predicted=127.531375, expected=124.000000 predicted=131.993685, expected=100.000000 predicted=116.436288, expected=100.000000 predicted=105.849695, expected=156.000000 predicted=124.540754, expected=124.000000 predicted=114.754610, expected=132.000000 predicted=125.093048, expected=552.000000 predicted=251.169169, expected=192.000000 predicted=200.328887, expected=244.000000 predicted=249.165188, expected=212.000000 predicted=249.125505, expected=156.000000 predicted=223.577765, expected=116.000000 predicted=230.745159, expected=184.000000 predicted=180.703012, expected=104.000000 predicted=155.441980, expected=112.000000 predicted=142.322972, expected=160.000000 predicted=142.341804, expected=144.000000 predicted=133.849266, expected=164.000000 predicted=149.689576, expected=208.000000 predicted=159.356245, expected=200.000000 predicted=169.889085, expected=140.000000 predicted=167.353249, expected=140.000000 predicted=163.739051, expected=188.000000 predicted=172.946884, expected=196.000000 predicted=178.382012, expected=148.000000 predicted=167.214693, expected=220.000000 predicted=181.995178, expected=200.000000 predicted=183.239566, expected=156.000000 predicted=180.455486, expected=208.000000 predicted=194.094130, expected=212.000000 predicted=191.071435, expected=256.000000 predicted=215.741397, expected=200.000000 predicted=207.331963, expected=120.000000 predicted=182.644772, expected=236.000000 predicted=210.486909, expected=136.000000 predicted=178.926400, expected=116.000000 predicted=168.542335, expected=164.000000 predicted=164.326809, expected=236.000000 predicted=172.197135, expected=192.000000 predicted=182.484593, expected=132.000000 predicted=163.024125, expected=152.000000 predicted=165.556895, expected=108.000000 predicted=150.882111, expected=140.000000 predicted=154.787980, expected=220.000000 predicted=166.404495, expected=180.000000 predicted=157.611565, expected=144.000000 predicted=159.685422, expected=188.000000 predicted=169.528002, expected=100.000000 predicted=148.793459, expected=128.000000 predicted=155.478899, expected=100.000000 predicted=132.748621, expected=188.000000 predicted=145.073781, expected=164.000000 predicted=148.011075, expected=132.000000 predicted=136.243904, expected=72.000000 predicted=124.971177, expected=192.000000 predicted=146.579961, expected=124.000000 predicted=138.229266, expected=152.000000 predicted=142.543178, expected=200.000000 predicted=157.064079, expected=216.000000 predicted=164.619301, expected=116.000000 predicted=162.220009, expected=196.000000 predicted=174.583691, expected=132.000000 predicted=159.921659, expected=64.000000 predicted=138.350071, expected=148.000000 predicted=148.504578, expected=84.000000 predicted=110.825795, expected=108.000000 predicted=120.204720, expected=116.000000 predicted=111.703964, expected=84.000000 predicted=95.058948, expected=92.000000 predicted=105.076620, expected=68.000000 predicted=87.082402, expected=164.000000 predicted=112.707393, expected=152.000000 predicted=117.907473, expected=124.000000 predicted=117.588841, expected=128.000000 predicted=126.463467, expected=96.000000 predicted=115.585267, expected=128.000000 predicted=130.240730, expected=60.000000 predicted=105.285122, expected=84.000000 predicted=99.873488, expected=152.000000 predicted=113.607239, expected=104.000000 predicted=101.083186, expected=164.000000 predicted=126.629036, expected=68.000000 predicted=100.681276, expected=64.000000 predicted=99.189158, expected=72.000000 predicted=98.456399, expected=72.000000 predicted=82.694022, expected=112.000000 predicted=95.429695, expected=92.000000 predicted=81.840861, expected=84.000000 predicted=83.990148, expected=100.000000 predicted=91.155173, expected=196.000000 predicted=120.871099, expected=120.000000 predicted=117.751091, expected=140.000000 predicted=128.923835, expected=160.000000 predicted=138.740678, expected=200.000000 predicted=156.522278, expected=140.000000 predicted=158.335040, expected=100.000000 predicted=139.018040, expected=152.000000 predicted=148.746328, expected=84.000000 predicted=126.137839, expected=100.000000 predicted=124.950026, expected=124.000000 predicted=117.599316, expected=116.000000 predicted=110.082027, expected=132.000000 predicted=121.888196, expected=120.000000 predicted=114.384019, expected=176.000000 predicted=135.381719, expected=64.000000 predicted=113.370004, expected=96.000000 predicted=115.406769, expected=100.000000 predicted=110.635602, expected=140.000000 predicted=114.991926, expected=116.000000 predicted=117.340400, expected=100.000000 predicted=103.651922, expected=160.000000 predicted=125.811401, expected=68.000000 predicted=104.973973, expected=80.000000 predicted=107.387241, expected=104.000000 predicted=103.714322, expected=144.000000 predicted=110.122462, expected=136.000000 predicted=120.024264, expected=84.000000 predicted=102.268009, expected=124.000000 predicted=115.249557, expected=76.000000 predicted=103.306000, expected=92.000000 predicted=105.474713, expected=88.000000 predicted=98.147878, expected=124.000000 predicted=99.845358, expected=520.000000 predicted=226.067215, expected=56.000000 predicted=147.093169, expected=36.000000 predicted=155.915750, expected=24.000000 predicted=129.304538, expected=44.000000 predicted=104.504337, expected=92.000000 predicted=126.134796, expected=96.000000 predicted=63.309569, expected=72.000000 predicted=63.922412, expected=76.000000 predicted=69.888296, expected=184.000000 predicted=106.399890, expected=80.000000 predicted=95.752736, expected=84.000000 predicted=99.872838, expected=280.000000 predicted=151.719383, expected=56.000000 predicted=111.936740, expected=84.000000 predicted=129.992135, expected=100.000000 predicted=111.060933, expected=76.000000 predicted=100.561873, expected=60.000000 predicted=104.734654, expected=84.000000 predicted=77.108672, expected=52.000000 predicted=70.699373, expected=32.000000 predicted=62.421916, expected=36.000000 predicted=53.198364, expected=100.000000 predicted=64.012534, expected=60.000000 predicted=59.471084, expected=160.000000 predicted=87.990304, expected=144.000000 predicted=96.936156, expected=136.000000 predicted=112.119038, expected=120.000000 predicted=123.065729, expected=136.000000 predicted=126.061234, expected=52.000000 predicted=113.087781, expected=132.000000 predicted=121.731952, expected=156.000000 predicted=124.200951, expected=80.000000 predicted=107.486275, expected=96.000000 predicted=111.077380, expected=44.000000 predicted=83.574822, expected=88.000000 predicted=95.323255, expected=88.000000 predicted=90.095906, expected=56.000000 predicted=71.903942, expected=168.000000 predicted=102.806916, expected=84.000000 predicted=85.616567, expected=88.000000 predicted=97.251367, expected=68.000000 predicted=89.239603, expected=104.000000 predicted=92.510099, expected=60.000000 predicted=89.721869, expected=76.000000 predicted=79.779771, expected=100.000000 predicted=84.578434, expected=132.000000 predicted=94.599480, expected=92.000000 predicted=95.072894, expected=108.000000 predicted=98.378991, expected=80.000000 predicted=94.722482, expected=72.000000 predicted=92.476973, expected=72.000000 predicted=89.151412, expected=92.000000 predicted=85.202032, expected=108.000000 predicted=91.006730, expected=84.000000 predicted=85.051477, expected=72.000000 predicted=82.751287, expected=72.000000 predicted=81.023576, expected=48.000000 predicted=73.135498, expected=68.000000 predicted=73.677048, expected=112.000000 predicted=80.050669, expected=32.000000 predicted=61.760176, expected=52.000000 predicted=64.508720, expected=92.000000 predicted=69.021366, expected=96.000000 predicted=75.583607, expected=112.000000 predicted=89.165546, expected=80.000000 predicted=78.856153, expected=96.000000 predicted=89.488685, expected=100.000000 predicted=95.677706, expected=72.000000 predicted=88.806743, expected=52.000000 predicted=81.148003, expected=72.000000 predicted=76.478189, expected=80.000000 predicted=76.772600, expected=48.000000 predicted=67.199532, expected=72.000000 predicted=67.695476, expected=120.000000 predicted=79.317360, expected=72.000000 predicted=75.874968, expected=52.000000 predicted=73.410165, expected=68.000000 predicted=71.015726, expected=40.000000 predicted=63.189902, expected=92.000000 predicted=76.450900, expected=124.000000 predicted=81.020003, expected=96.000000 predicted=81.643146, expected=136.000000 predicted=101.937133, expected=64.000000 predicted=87.426214, expected=120.000000 predicted=107.679579, expected=64.000000 predicted=93.988618, expected=44.000000 predicted=80.242572, expected=112.000000 predicted=93.084614, expected=140.000000 predicted=94.454789, expected=76.000000 predicted=92.067102, expected=80.000000 predicted=88.503138, expected=68.000000 predicted=81.954939, expected=44.000000 predicted=78.052189, expected=72.000000 predicted=78.684468, expected=76.000000 predicted=68.614075, expected=80.000000 predicted=71.417393, expected=72.000000 predicted=70.070937, expected=104.000000 predicted=78.754538, expected=84.000000 predicted=81.198816, expected=100.000000 predicted=88.686264, expected=116.000000 predicted=96.183110, expected=104.000000 predicted=97.186742, expected=108.000000 predicted=104.505411, expected=504.000000 predicted=218.243543, expected=48.000000 predicted=148.782418, expected=96.000000 predicted=171.530280, expected=72.000000 predicted=143.010346, expected=52.000000 predicted=119.415914, expected=60.000000 predicted=134.829212, expected=132.000000 predicted=81.617956, expected=100.000000 predicted=87.207984, expected=96.000000 predicted=89.688223, expected=100.000000 predicted=91.978207, expected=112.000000 predicted=99.280177, expected=112.000000 predicted=109.381573, expected=124.000000 predicted=110.000714, expected=140.000000 predicted=117.659689, expected=80.000000 predicted=107.287061, expected=64.000000 predicted=100.410311, expected=180.000000 predicted=122.952312, expected=96.000000 predicted=108.911739, expected=80.000000 predicted=107.581280, expected=132.000000 predicted=109.256992, expected=120.000000 predicted=108.056939, expected=116.000000 predicted=122.487645, expected=68.000000 predicted=98.677107, expected=152.000000 predicted=115.271093, expected=88.000000 predicted=107.487707, expected=84.000000 predicted=103.403201, expected=156.000000 predicted=117.235310, expected=248.000000 predicted=144.539616, expected=104.000000 predicted=137.397787, expected=148.000000 predicted=145.266293, expected=156.000000 predicted=146.731100, expected=128.000000 predicted=148.331631, expected=136.000000 predicted=154.797174, expected=116.000000 predicted=127.779383, expected=144.000000 predicted=137.900756, expected=116.000000 predicted=130.172677, expected=96.000000 predicted=119.279980, expected=136.000000 predicted=125.541080, expected=36.000000 predicted=95.640212, expected=108.000000 predicted=107.209053, expected=112.000000 predicted=99.581438, expected=84.000000 predicted=92.546927, expected=108.000000 predicted=102.344092, expected=80.000000 predicted=84.898139, expected=96.000000 predicted=97.438518, expected=72.000000 predicted=89.164291, expected=72.000000 predicted=82.704758, expected=116.000000 predicted=93.619388, expected=88.000000 predicted=86.187144, expected=80.000000 predicted=88.164935, expected=40.000000 predicted=73.143125, expected=8.000000 predicted=57.384143, expected=64.000000 predicted=63.807417, expected=52.000000 predicted=52.007085, expected=112.000000 predicted=67.565752, expected=84.000000 predicted=64.688295, expected=48.000000 predicted=60.581026, expected=84.000000 predicted=76.005060, expected=68.000000 predicted=70.470874, expected=116.000000 predicted=89.648535, expected=52.000000 predicted=73.008543, expected=64.000000 predicted=71.593666, expected=92.000000 predicted=79.932385, expected=44.000000 predicted=66.503928, expected=72.000000 predicted=75.003798, expected=80.000000 predicted=67.583762, expected=72.000000 predicted=69.802815, expected=92.000000 predicted=78.977734, expected=132.000000 predicted=87.979323, expected=116.000000 predicted=97.200324, expected=100.000000 predicted=101.009124, expected=96.000000 predicted=100.881678, expected=92.000000 predicted=101.170758, expected=80.000000 predicted=98.918590, expected=84.000000 predicted=92.871318, expected=112.000000 predicted=95.562681, expected=84.000000 predicted=89.971770, expected=92.000000 predicted=91.976597, expected=92.000000 predicted=90.364978, expected=68.000000 predicted=84.786236, expected=68.000000 predicted=83.900056, expected=64.000000 predicted=74.798875, expected=60.000000 predicted=71.045572, expected=116.000000 predicted=82.832038, expected=60.000000 predicted=70.508391, expected=52.000000 predicted=69.478635, expected=40.000000 predicted=61.293689, expected=76.000000 predicted=65.365564, expected=48.000000 predicted=62.635962, expected=56.000000 predicted=56.208428, expected=88.000000 predicted=63.580757, expected=116.000000 predicted=75.426995, expected=88.000000 predicted=81.568105, expected=40.000000 predicted=70.158319, expected=84.000000 predicted=78.531880, expected=72.000000 predicted=76.691656, expected=72.000000 predicted=77.959011, expected=72.000000 predicted=72.640770, expected=68.000000 predicted=66.848880, expected=76.000000 predicted=74.104790, expected=60.000000 Test MSE: 3441.242
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005])] predicted=175.764452, expected=164.000000 predicted=104.114996, expected=140.000000 predicted=107.519500, expected=84.000000 predicted=89.948206, expected=76.000000 predicted=126.896115, expected=88.000000 predicted=133.023397, expected=100.000000 predicted=126.040608, expected=108.000000 predicted=123.515652, expected=244.000000 predicted=197.925372, expected=148.000000 predicted=83.148414, expected=40.000000 predicted=58.964350, expected=112.000000 predicted=131.942875, expected=104.000000 predicted=80.343581, expected=92.000000 predicted=159.494357, expected=208.000000 predicted=209.597512, expected=248.000000 predicted=145.826944, expected=116.000000 predicted=91.093010, expected=60.000000 predicted=91.438194, expected=80.000000 predicted=85.024740, expected=72.000000 predicted=117.206862, expected=140.000000 predicted=203.524697, expected=196.000000 predicted=164.634969, expected=260.000000 predicted=178.844950, expected=128.000000 predicted=81.115537, expected=84.000000 predicted=88.556727, expected=48.000000 predicted=80.094200, expected=144.000000 predicted=177.174125, expected=180.000000 predicted=211.204697, expected=212.000000 predicted=180.884897, expected=236.000000 predicted=176.388429, expected=60.000000 predicted=19.114775, expected=32.000000 predicted=97.217672, expected=72.000000 predicted=119.996359, expected=52.000000 predicted=103.721985, expected=84.000000 predicted=165.681212, expected=204.000000 predicted=159.205261, expected=392.000000 predicted=252.716673, expected=228.000000 predicted=115.772419, expected=124.000000 predicted=105.506075, expected=60.000000 predicted=65.138438, expected=92.000000 predicted=134.035076, expected=36.000000 predicted=176.931647, expected=116.000000 predicted=188.200330, expected=192.000000 predicted=167.093936, expected=108.000000 predicted=62.529986, expected=104.000000 predicted=116.556579, expected=68.000000 predicted=42.882564, expected=60.000000 predicted=79.487983, expected=96.000000 predicted=145.982210, expected=156.000000 predicted=138.962659, expected=296.000000 predicted=232.545588, expected=180.000000 predicted=98.187251, expected=40.000000 predicted=44.404287, expected=80.000000 predicted=107.390424, expected=56.000000 predicted=72.442887, expected=72.000000 predicted=175.894393, expected=208.000000 predicted=223.622368, expected=204.000000 predicted=113.057215, expected=152.000000 predicted=119.492965, expected=80.000000 predicted=66.558083, expected=40.000000 predicted=46.098811, expected=80.000000 predicted=141.509874, expected=124.000000 predicted=158.614135, expected=132.000000 predicted=139.546105, expected=284.000000 predicted=225.808920, expected=152.000000 predicted=61.654684, expected=56.000000 predicted=70.214674, expected=72.000000 predicted=107.062338, expected=68.000000 predicted=76.437340, expected=116.000000 predicted=200.249247, expected=160.000000 predicted=162.200866, expected=212.000000 predicted=148.764075, expected=164.000000 predicted=112.743711, expected=60.000000 predicted=52.200706, expected=72.000000 predicted=102.531000, expected=72.000000 predicted=99.126904, expected=120.000000 predicted=166.572736, expected=196.000000 predicted=193.861104, expected=312.000000 predicted=214.946724, expected=304.000000 predicted=193.056117, expected=52.000000 predicted=22.567335, expected=44.000000 predicted=105.437927, expected=56.000000 predicted=101.906037, expected=136.000000 predicted=215.767328, expected=204.000000 predicted=260.766953, expected=184.000000 predicted=118.795222, expected=156.000000 predicted=109.561357, expected=104.000000 predicted=74.652928, expected=72.000000 predicted=94.757814, expected=88.000000 predicted=141.729169, expected=116.000000 predicted=145.690318, expected=192.000000 predicted=187.543638, expected=264.000000 predicted=200.787566, expected=216.000000 predicted=139.748708, expected=164.000000 predicted=131.785166, expected=84.000000 predicted=86.273548, expected=96.000000 predicted=141.472676, expected=96.000000 predicted=163.409055, expected=164.000000 predicted=197.943279, expected=200.000000 predicted=185.912917, expected=104.000000 predicted=76.134945, expected=72.000000 predicted=91.435949, expected=44.000000 predicted=58.437678, expected=32.000000 predicted=83.376284, expected=108.000000 predicted=163.643230, expected=244.000000 predicted=197.334845, expected=252.000000 predicted=162.935197, expected=144.000000 predicted=89.288698, expected=68.000000 predicted=52.579259, expected=64.000000 predicted=80.018622, expected=112.000000 predicted=170.167840, expected=96.000000 predicted=156.379548, expected=140.000000 predicted=156.049353, expected=188.000000 predicted=139.526959, expected=112.000000 predicted=70.732285, expected=88.000000 predicted=106.910490, expected=96.000000 predicted=95.669744, expected=112.000000 predicted=119.538814, expected=104.000000 predicted=139.260530, expected=100.000000 predicted=106.725855, expected=188.000000 predicted=159.757028, expected=136.000000 predicted=97.145432, expected=84.000000 predicted=96.765312, expected=108.000000 predicted=116.677417, expected=92.000000 predicted=81.040871, expected=88.000000 predicted=133.481826, expected=180.000000 predicted=179.218658, expected=220.000000 predicted=154.671468, expected=148.000000 predicted=117.402786, expected=96.000000 predicted=98.119006, expected=80.000000 predicted=80.088142, expected=112.000000 predicted=141.836792, expected=124.000000 predicted=163.926047, expected=184.000000 predicted=180.113598, expected=344.000000 predicted=259.521292, expected=192.000000 predicted=98.656363, expected=72.000000 predicted=94.741687, expected=68.000000 predicted=100.876160, expected=88.000000 predicted=115.381706, expected=52.000000 predicted=171.975192, expected=168.000000 predicted=208.792830, expected=220.000000 predicted=149.584855, expected=160.000000 predicted=105.893091, expected=68.000000 predicted=74.827712, expected=72.000000 predicted=67.972313, expected=60.000000 predicted=94.862233, expected=84.000000 predicted=147.801357, expected=216.000000 predicted=215.359016, expected=216.000000 predicted=135.807391, expected=216.000000 predicted=160.453888, expected=52.000000 predicted=29.073765, expected=64.000000 predicted=87.447576, expected=84.000000 predicted=135.389872, expected=68.000000 predicted=121.376023, expected=172.000000 predicted=219.540480, expected=268.000000 predicted=177.520265, expected=160.000000 predicted=90.508718, expected=84.000000 predicted=91.385124, expected=52.000000 predicted=54.925553, expected=48.000000 predicted=92.749320, expected=60.000000 predicted=153.308522, expected=212.000000 predicted=216.558008, expected=212.000000 predicted=139.598343, expected=160.000000 predicted=110.763933, expected=40.000000 predicted=32.105319, expected=64.000000 predicted=70.356716, expected=72.000000 predicted=123.662588, expected=72.000000 predicted=130.727841, expected=140.000000 predicted=166.859777, expected=264.000000 predicted=178.958543, expected=160.000000 predicted=87.192855, expected=60.000000 predicted=67.054867, expected=24.000000 predicted=45.775947, expected=92.000000 predicted=114.477500, expected=80.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=149.248841, expected=168.000000 predicted=187.514407, expected=264.000000 predicted=184.789898, expected=180.000000 predicted=85.337604, expected=64.000000 predicted=72.791483, expected=88.000000 predicted=97.031688, expected=56.000000 predicted=82.662671, expected=72.000000 predicted=162.885375, expected=176.000000 predicted=198.841983, expected=280.000000 predicted=189.954673, expected=168.000000 predicted=107.137962, expected=52.000000 predicted=53.069994, expected=48.000000 predicted=64.113209, expected=108.000000 predicted=133.892520, expected=180.000000 predicted=230.217569, expected=188.000000 predicted=179.802332, expected=192.000000 predicted=135.577947, expected=112.000000 predicted=68.526379, expected=44.000000 predicted=65.454245, expected=88.000000 predicted=139.658799, expected=56.000000 predicted=95.887454, expected=80.000000 predicted=139.779502, expected=116.000000 predicted=120.548133, expected=180.000000 predicted=124.915129, expected=124.000000 predicted=94.051403, expected=56.000000 predicted=52.638736, expected=44.000000 predicted=62.817283, expected=48.000000 predicted=70.837903, expected=72.000000 predicted=122.031782, expected=176.000000 predicted=171.557827, expected=188.000000 predicted=121.356430, expected=144.000000 predicted=95.668175, expected=52.000000 predicted=41.182033, expected=52.000000 predicted=64.147529, expected=60.000000 predicted=105.126537, expected=208.000000 predicted=223.246767, expected=196.000000 predicted=158.011703, expected=228.000000 predicted=164.344921, expected=188.000000 predicted=121.463490, expected=128.000000 predicted=85.179355, expected=156.000000 predicted=190.231919, expected=68.000000 predicted=98.650079, expected=96.000000 predicted=169.418509, expected=180.000000 predicted=194.661644, expected=260.000000 predicted=203.121725, expected=176.000000 predicted=151.437908, expected=40.000000 predicted=42.063121, expected=56.000000 predicted=86.700867, expected=88.000000 predicted=118.594111, expected=132.000000 predicted=191.463379, expected=168.000000 predicted=180.728332, expected=256.000000 predicted=174.930274, expected=220.000000 predicted=132.649435, expected=72.000000 predicted=58.894150, expected=64.000000 predicted=108.831551, expected=84.000000 predicted=112.493057, expected=100.000000 predicted=164.253394, expected=128.000000 predicted=178.615119, expected=192.000000 predicted=149.024162, expected=200.000000 predicted=134.795675, expected=76.000000 predicted=58.539817, expected=76.000000 predicted=101.657866, expected=104.000000 predicted=110.534157, expected=100.000000 predicted=130.684804, expected=220.000000 predicted=240.209129, expected=264.000000 predicted=175.974503, expected=176.000000 predicted=114.505066, expected=140.000000 predicted=133.947379, expected=48.000000 predicted=49.364977, expected=128.000000 predicted=186.062943, expected=308.000000 predicted=310.473455, expected=380.000000 predicted=284.554022, expected=424.000000 predicted=314.639888, expected=240.000000 predicted=122.238106, expected=116.000000 predicted=115.300709, expected=152.000000 predicted=230.853414, expected=160.000000 predicted=239.515021, expected=152.000000 predicted=274.350490, expected=292.000000 predicted=302.919342, expected=352.000000 predicted=241.425326, expected=188.000000 predicted=140.687669, expected=96.000000 predicted=133.693932, expected=156.000000 predicted=163.276651, expected=304.000000 predicted=306.056622, expected=252.000000 predicted=275.736411, expected=336.000000 predicted=305.625375, expected=452.000000 predicted=307.591353, expected=404.000000 predicted=268.017218, expected=304.000000 predicted=302.058522, expected=304.000000 predicted=290.948189, expected=400.000000 predicted=378.047953, expected=916.000000 predicted=799.909610, expected=272.000000 predicted=170.539189, expected=220.000000 predicted=345.679308, expected=204.000000 predicted=249.003185, expected=152.000000 predicted=205.464780, expected=484.000000 predicted=754.046983, expected=356.000000 predicted=261.020895, expected=148.000000 predicted=174.499032, expected=56.000000 predicted=130.803835, expected=68.000000 predicted=101.607438, expected=28.000000 predicted=212.743689, expected=88.000000 predicted=219.085516, expected=96.000000 predicted=111.987492, expected=160.000000 predicted=125.077945, expected=152.000000 predicted=108.601232, expected=112.000000 predicted=71.680997, expected=28.000000 predicted=45.273072, expected=36.000000 predicted=69.276486, expected=72.000000 predicted=110.035465, expected=100.000000 predicted=121.399583, expected=160.000000 predicted=147.600324, expected=268.000000 predicted=175.846886, expected=112.000000 predicted=44.380452, expected=24.000000 predicted=52.837929, expected=68.000000 predicted=92.824950, expected=56.000000 predicted=85.531380, expected=64.000000 predicted=156.474601, expected=148.000000 predicted=145.625287, expected=192.000000 predicted=115.765354, expected=92.000000 predicted=64.041487, expected=52.000000 predicted=61.232698, expected=40.000000 predicted=47.786157, expected=40.000000 predicted=83.197844, expected=88.000000 predicted=140.028350, expected=164.000000 predicted=139.169030, expected=200.000000 predicted=134.744027, expected=112.000000 predicted=66.293224, expected=76.000000 predicted=66.155869, expected=100.000000 predicted=97.991015, expected=128.000000 predicted=141.078633, expected=116.000000 predicted=148.249822, expected=188.000000 predicted=169.428057, expected=416.000000 predicted=296.743945, expected=248.000000 predicted=133.637463, expected=216.000000 predicted=202.400391, expected=140.000000 predicted=117.316836, expected=68.000000 predicted=108.629265, expected=100.000000 predicted=248.026292, expected=224.000000 predicted=246.049545, expected=304.000000 predicted=265.732001, expected=248.000000 predicted=190.032194, expected=92.000000 predicted=67.647790, expected=108.000000 predicted=121.305408, expected=68.000000 predicted=118.273775, expected=132.000000 predicted=219.067704, expected=268.000000 predicted=274.320200, expected=276.000000 predicted=183.838426, expected=236.000000 predicted=180.356005, expected=96.000000 predicted=67.379791, expected=112.000000 predicted=134.701682, expected=132.000000 predicted=185.335554, expected=208.000000 predicted=245.566578, expected=180.000000 predicted=194.137292, expected=288.000000 predicted=227.647046, expected=176.000000 predicted=118.533899, expected=92.000000 predicted=110.464174, expected=24.000000 predicted=99.835163, expected=48.000000 predicted=108.609672, expected=60.000000 predicted=154.954382, expected=92.000000 predicted=132.377233, expected=228.000000 predicted=188.586120, expected=152.000000 predicted=70.386373, expected=84.000000 predicted=71.146219, expected=64.000000 predicted=64.882083, expected=80.000000 predicted=82.910255, expected=96.000000 predicted=152.474418, expected=176.000000 predicted=177.248827, expected=268.000000 predicted=194.988252, expected=124.000000 predicted=68.012994, expected=32.000000 predicted=58.204568, expected=24.000000 predicted=57.998349, expected=112.000000 predicted=146.103462, expected=112.000000 predicted=169.781229, expected=176.000000 predicted=167.759458, expected=276.000000 predicted=180.491814, expected=184.000000 predicted=89.776666, expected=88.000000 predicted=97.876238, expected=124.000000 predicted=131.621344, expected=148.000000 predicted=152.224647, expected=320.000000 predicted=326.352035, expected=116.000000 predicted=97.741005, expected=168.000000 predicted=169.008845, expected=112.000000 predicted=98.346025, expected=44.000000 predicted=79.213014, expected=92.000000 predicted=207.226815, expected=224.000000 predicted=187.387798, expected=72.000000 predicted=77.078989, expected=212.000000 predicted=212.326911, expected=176.000000 predicted=94.095119, expected=104.000000 predicted=91.014865, expected=12.000000 predicted=101.679841, expected=12.000000 predicted=41.268927, expected=12.000000 predicted=94.033782, expected=44.000000 predicted=104.830095, expected=140.000000 predicted=136.523539, expected=220.000000 predicted=132.452340, expected=108.000000 predicted=44.421324, expected=24.000000 predicted=21.253314, expected=40.000000 predicted=48.072651, expected=16.000000 predicted=57.089320, expected=72.000000 predicted=147.596993, expected=164.000000 predicted=148.150494, expected=208.000000 predicted=125.906274, expected=32.000000 predicted=8.281635, expected=44.000000 predicted=53.761858, expected=16.000000 predicted=26.954900, expected=24.000000 predicted=84.388766, expected=64.000000 predicted=133.742585, expected=80.000000 predicted=56.172983, expected=216.000000 predicted=161.804476, expected=144.000000 predicted=63.984266, expected=32.000000 predicted=22.878632, expected=24.000000 predicted=50.904602, expected=24.000000 predicted=40.529724, expected=72.000000 predicted=140.051284, expected=116.000000 predicted=131.024733, expected=256.000000 predicted=176.724294, expected=252.000000 predicted=139.988462, expected=72.000000 predicted=28.543799, expected=52.000000 predicted=77.533888, expected=68.000000 predicted=83.538605, expected=104.000000 predicted=169.238428, expected=184.000000 predicted=225.015294, expected=188.000000 predicted=131.328843, expected=256.000000 predicted=180.295783, expected=36.000000 predicted=9.991374, expected=84.000000 predicted=122.950610, expected=88.000000 predicted=118.506467, expected=92.000000 predicted=129.539844, expected=316.000000 predicted=327.505064, expected=208.000000 predicted=93.070419, expected=112.000000 predicted=104.335469, expected=52.000000 predicted=67.597553, expected=140.000000 predicted=129.030711, expected=96.000000 predicted=173.841078, expected=148.000000 predicted=189.402884, expected=280.000000 predicted=221.633316, expected=300.000000 predicted=180.818307, expected=204.000000 predicted=165.800512, expected=36.000000 predicted=48.336115, expected=16.000000 predicted=81.857908, expected=20.000000 predicted=127.295124, expected=8.000000 predicted=129.898238, expected=12.000000 predicted=98.800458, expected=248.000000 predicted=190.528127, expected=8.000000 Test MSE: 5498.092
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707])] predicted=249.574095, expected=208.000000 predicted=231.176516, expected=188.000000 predicted=242.619017, expected=212.000000 predicted=297.713678, expected=268.000000 predicted=259.676857, expected=356.000000 predicted=279.056575, expected=228.000000 predicted=211.874247, expected=200.000000 predicted=219.450451, expected=272.000000 predicted=261.643276, expected=240.000000 predicted=224.308503, expected=320.000000 predicted=335.309442, expected=332.000000 predicted=286.298338, expected=300.000000 predicted=250.447309, expected=248.000000 predicted=274.409818, expected=224.000000 predicted=239.601704, expected=284.000000 predicted=297.941898, expected=168.000000 predicted=224.918331, expected=264.000000 predicted=290.429540, expected=332.000000 predicted=290.682015, expected=268.000000 predicted=223.895632, expected=264.000000 predicted=294.670471, expected=144.000000 predicted=165.586729, expected=208.000000 predicted=238.598473, expected=164.000000 predicted=228.448389, expected=248.000000 predicted=244.301114, expected=396.000000 predicted=334.803529, expected=384.000000 predicted=254.355063, expected=248.000000 predicted=244.616845, expected=196.000000 predicted=220.329687, expected=224.000000 predicted=239.617338, expected=188.000000 predicted=256.417315, expected=268.000000 predicted=315.499201, expected=300.000000 predicted=270.547359, expected=292.000000 predicted=241.000093, expected=244.000000 predicted=247.516679, expected=208.000000 predicted=209.920531, expected=216.000000 predicted=242.047981, expected=140.000000 predicted=202.222953, expected=212.000000 predicted=250.968285, expected=384.000000 predicted=313.898618, expected=408.000000 predicted=288.390258, expected=244.000000 predicted=238.798193, expected=256.000000 predicted=249.861502, expected=276.000000 predicted=249.548213, expected=200.000000 predicted=255.214668, expected=224.000000 predicted=316.066139, expected=304.000000 predicted=277.163424, expected=352.000000 predicted=289.240689, expected=184.000000 predicted=221.662335, expected=252.000000 predicted=261.906401, expected=276.000000 predicted=250.814460, expected=168.000000 predicted=200.904118, expected=160.000000 predicted=267.822326, expected=300.000000 predicted=252.868839, expected=372.000000 predicted=286.038206, expected=276.000000 predicted=265.830332, expected=280.000000 predicted=263.438725, expected=284.000000 predicted=238.936712, expected=148.000000 predicted=199.822018, expected=228.000000 predicted=309.680920, expected=368.000000 predicted=317.616312, expected=268.000000 predicted=235.796767, expected=252.000000 predicted=291.387880, expected=312.000000 predicted=261.124353, expected=284.000000 predicted=236.752024, expected=192.000000 predicted=271.176368, expected=248.000000 predicted=277.328114, expected=312.000000 predicted=273.770421, expected=508.000000 predicted=401.831615, expected=240.000000 predicted=242.054820, expected=244.000000 predicted=265.401391, expected=336.000000 predicted=324.578254, expected=296.000000 predicted=252.281682, expected=308.000000 predicted=402.142416, expected=436.000000 predicted=360.924996, expected=468.000000 predicted=347.012284, expected=248.000000 predicted=284.697289, expected=192.000000 predicted=285.815958, expected=288.000000 predicted=308.968535, expected=212.000000 predicted=265.958555, expected=188.000000 predicted=314.063028, expected=308.000000 predicted=298.785914, expected=340.000000 predicted=247.448676, expected=216.000000 predicted=240.142282, expected=244.000000 predicted=264.352765, expected=236.000000 predicted=214.689336, expected=256.000000 predicted=261.884739, expected=232.000000 predicted=281.024911, expected=340.000000 predicted=287.713487, expected=376.000000 predicted=306.585723, expected=268.000000 predicted=245.555528, expected=220.000000 predicted=266.143113, expected=252.000000 predicted=254.223237, expected=148.000000 predicted=211.381867, expected=200.000000 predicted=285.041824, expected=248.000000 predicted=254.198566, expected=280.000000 predicted=232.152801, expected=224.000000 predicted=239.966851, expected=212.000000 predicted=198.002045, expected=240.000000 predicted=228.189881, expected=196.000000 predicted=206.325385, expected=236.000000 predicted=259.807722, expected=376.000000 predicted=308.394757, expected=384.000000 predicted=283.604518, expected=316.000000 predicted=288.125160, expected=220.000000 predicted=237.965098, expected=300.000000 predicted=285.445356, expected=188.000000 predicted=248.843662, expected=236.000000 predicted=302.724082, expected=232.000000 predicted=274.220641, expected=280.000000 predicted=237.527246, expected=300.000000 predicted=301.401686, expected=204.000000 predicted=193.231838, expected=300.000000 predicted=292.055845, expected=244.000000 predicted=228.120629, expected=280.000000 predicted=273.723694, expected=400.000000 predicted=365.663270, expected=300.000000 predicted=233.917409, expected=248.000000 predicted=290.060305, expected=236.000000 predicted=262.917182, expected=248.000000 predicted=248.752994, expected=196.000000 predicted=276.137364, expected=212.000000 predicted=255.575131, expected=252.000000 predicted=249.442459, expected=304.000000 predicted=261.610224, expected=236.000000 predicted=236.794873, expected=184.000000 predicted=204.011861, expected=316.000000 predicted=284.641449, expected=236.000000 predicted=215.009733, expected=236.000000 predicted=269.672348, expected=316.000000 predicted=299.527040, expected=384.000000 predicted=274.261179, expected=224.000000 predicted=255.748495, expected=320.000000 predicted=316.691448, expected=320.000000 predicted=279.155042, expected=252.000000 predicted=257.185110, expected=228.000000 predicted=319.863911, expected=488.000000 predicted=374.510557, expected=244.000000 predicted=233.457322, expected=348.000000 predicted=365.261732, expected=196.000000 predicted=248.114481, expected=288.000000 predicted=240.980367, expected=208.000000 predicted=338.858745, expected=196.000000 predicted=204.137247, expected=264.000000 predicted=315.464447, expected=400.000000 predicted=287.943937, expected=196.000000 predicted=219.967537, expected=236.000000 predicted=259.649212, expected=284.000000 predicted=259.374615, expected=168.000000 predicted=174.249063, expected=228.000000 predicted=324.870416, expected=404.000000 predicted=308.807876, expected=432.000000 predicted=305.545676, expected=252.000000 predicted=274.288573, expected=160.000000 predicted=213.299337, expected=236.000000 predicted=247.183114, expected=176.000000 predicted=240.046206, expected=260.000000 predicted=330.582347, expected=308.000000 predicted=283.660342, expected=336.000000 predicted=242.521267, expected=180.000000 predicted=215.185047, expected=200.000000 predicted=215.803711, expected=272.000000 predicted=267.329852, expected=252.000000 predicted=243.967162, expected=304.000000 predicted=324.242328, expected=496.000000 predicted=359.035013, expected=392.000000 predicted=279.572484, expected=244.000000 predicted=278.915382, expected=220.000000 predicted=281.274791, expected=252.000000 predicted=260.590797, expected=220.000000 predicted=317.184255, expected=328.000000 predicted=358.246726, expected=312.000000 predicted=273.078847, expected=372.000000 predicted=301.764717, expected=184.000000 predicted=223.829797, expected=196.000000 predicted=226.720894, expected=200.000000 predicted=264.261278, expected=164.000000 predicted=200.258998, expected=272.000000 predicted=323.986855, expected=320.000000 predicted=246.252101, expected=304.000000 predicted=245.074053, expected=212.000000 predicted=225.246499, expected=264.000000 predicted=236.957614, expected=220.000000 predicted=233.540432, expected=128.000000 predicted=205.230222, expected=224.000000 predicted=279.014395, expected=204.000000 predicted=187.999709, expected=324.000000 predicted=286.373492, expected=120.000000 predicted=165.780762, expected=112.000000 predicted=140.517139, expected=128.000000 predicted=188.970386, expected=100.000000 predicted=112.677560, expected=116.000000 predicted=211.328078, expected=156.000000 predicted=139.711149, expected=132.000000 predicted=113.685629, expected=136.000000 predicted=137.598336, expected=120.000000 predicted=116.030622, expected=68.000000 predicted=87.197348, expected=108.000000 predicted=135.553614, expected=116.000000 predicted=114.989960, expected=176.000000 predicted=149.015664, expected=300.000000 predicted=218.415280, expected=188.000000 predicted=121.074893, expected=128.000000 predicted=142.131325, expected=224.000000 predicted=200.248049, expected=124.000000 predicted=117.961695, expected=132.000000 predicted=210.636107, expected=152.000000 predicted=180.263314, expected=200.000000 predicted=149.869817, expected=136.000000 predicted=170.868888, expected=140.000000 predicted=143.503943, expected=156.000000 predicted=151.036199, expected=76.000000 predicted=98.062072, expected=100.000000 predicted=154.378311, expected=148.000000 predicted=140.819340, expected=180.000000 predicted=144.076875, expected=124.000000 predicted=138.314981, expected=100.000000 predicted=103.055422, expected=72.000000 predicted=91.163604, expected=72.000000 predicted=99.979381, expected=56.000000 predicted=106.893109, expected=124.000000 predicted=120.973409, expected=212.000000 predicted=153.285992, expected=64.000000 predicted=55.062970, expected=108.000000 predicted=119.987946, expected=124.000000 predicted=99.639456, expected=128.000000 predicted=101.802094, expected=104.000000 predicted=158.201579, expected=136.000000 predicted=108.560861, expected=132.000000 predicted=117.393959, expected=100.000000 predicted=107.462838, expected=72.000000 predicted=105.149374, expected=112.000000 predicted=110.205910, expected=56.000000 predicted=81.442925, expected=104.000000 predicted=118.575680, expected=108.000000 predicted=103.689636, expected=136.000000 predicted=98.279424, expected=172.000000 predicted=148.637875, expected=144.000000 predicted=100.977491, expected=112.000000 predicted=115.970170, expected=184.000000 predicted=158.425320, expected=120.000000 predicted=113.863371, expected=172.000000 predicted=174.826367, expected=196.000000 predicted=176.423631, expected=124.000000 predicted=106.630846, expected=148.000000 predicted=180.134598, expected=136.000000 predicted=128.580138, expected=100.000000 predicted=122.739375, expected=156.000000 predicted=180.828387, expected=88.000000 predicted=95.164802, expected=124.000000 predicted=137.255568, expected=88.000000 predicted=112.479838, expected=108.000000 predicted=98.337659, expected=108.000000 predicted=131.411570, expected=200.000000 predicted=143.919623, expected=228.000000 predicted=173.272529, expected=164.000000 predicted=127.792164, expected=160.000000 predicted=158.126955, expected=208.000000 predicted=167.058031, expected=112.000000 predicted=136.112211, expected=112.000000 predicted=174.472509, expected=144.000000 predicted=158.444949, expected=192.000000 predicted=158.994368, expected=108.000000 predicted=147.166995, expected=92.000000 predicted=115.793874, expected=116.000000 predicted=121.899951, expected=80.000000 predicted=92.569892, expected=68.000000 predicted=124.688246, expected=200.000000 predicted=162.512975, expected=168.000000 predicted=112.714379, expected=128.000000 predicted=125.861009, expected=100.000000 predicted=115.018293, expected=120.000000 predicted=94.439874, expected=56.000000 predicted=111.249956, expected=72.000000 predicted=117.642506, expected=112.000000 predicted=118.797944, expected=112.000000 predicted=91.933613, expected=104.000000 predicted=113.477085, expected=88.000000 predicted=80.277040, expected=96.000000 predicted=86.565226, expected=108.000000 predicted=106.873001, expected=72.000000 predicted=85.681726, expected=96.000000 predicted=104.477107, expected=196.000000 predicted=145.581315, expected=172.000000 predicted=120.901441, expected=140.000000 predicted=133.083289, expected=116.000000 predicted=114.711337, expected=88.000000 predicted=90.114534, expected=128.000000 predicted=155.851104, expected=136.000000 predicted=142.860719, expected=84.000000 predicted=103.923307, expected=108.000000 predicted=123.191999, expected=80.000000 predicted=80.998917, expected=100.000000 predicted=107.594435, expected=80.000000 predicted=105.345453, expected=68.000000 predicted=73.012215, expected=144.000000 predicted=131.246213, expected=140.000000 predicted=100.751077, expected=76.000000 predicted=85.989428, expected=108.000000 predicted=113.839977, expected=120.000000 predicted=91.311809, expected=72.000000 predicted=93.066628, expected=88.000000 predicted=121.074478, expected=136.000000 predicted=107.962774, expected=164.000000 predicted=125.798488, expected=116.000000 predicted=117.128416, expected=80.000000 predicted=89.397933, expected=64.000000 predicted=82.251202, expected=44.000000 predicted=78.742908, expected=72.000000 predicted=108.919330, expected=156.000000 predicted=131.353921, expected=184.000000 predicted=124.556188, expected=116.000000 predicted=94.465186, expected=96.000000 predicted=93.451611, expected=164.000000 predicted=128.318388, expected=88.000000 predicted=99.589467, expected=136.000000 predicted=163.440187, expected=120.000000 predicted=121.522671, expected=192.000000 predicted=139.541370, expected=80.000000 predicted=116.143472, expected=60.000000 predicted=83.680624, expected=140.000000 predicted=149.376211, expected=60.000000 predicted=60.149652, expected=84.000000 predicted=138.598621, expected=136.000000 predicted=118.467596, expected=148.000000 predicted=90.545138, expected=76.000000 predicted=107.048829, expected=36.000000 predicted=62.905246, expected=144.000000 predicted=122.103796, expected=104.000000 predicted=93.798239, expected=108.000000 predicted=125.051538, expected=120.000000 predicted=115.118114, expected=184.000000 predicted=110.180663, expected=112.000000 predicted=119.272257, expected=112.000000 predicted=119.125720, expected=136.000000 predicted=131.910897, expected=48.000000 predicted=66.486391, expected=72.000000 predicted=131.757675, expected=116.000000 predicted=113.168412, expected=160.000000 predicted=119.719818, expected=76.000000 predicted=101.395472, expected=112.000000 predicted=100.045835, expected=88.000000 predicted=82.093887, expected=96.000000 predicted=94.975332, expected=120.000000 predicted=141.184132, expected=212.000000 predicted=144.165252, expected=260.000000 predicted=184.247976, expected=184.000000 predicted=140.455123, expected=152.000000 predicted=150.529912, expected=144.000000 predicted=143.433032, expected=136.000000 predicted=158.652482, expected=104.000000 predicted=168.920255, expected=120.000000 predicted=150.304328, expected=156.000000 predicted=150.143946, expected=80.000000 predicted=99.397292, expected=92.000000 predicted=122.785535, expected=140.000000 predicted=126.486741, expected=52.000000 predicted=65.141344, expected=108.000000 predicted=141.171569, expected=180.000000 predicted=134.292473, expected=408.000000 predicted=245.878613, expected=452.000000 predicted=298.265049, expected=340.000000 predicted=222.810729, expected=448.000000 predicted=349.291147, expected=188.000000 predicted=177.866093, expected=96.000000 predicted=246.426144, expected=76.000000 predicted=260.326934, expected=136.000000 predicted=184.052899, expected=72.000000 predicted=213.215597, expected=524.000000 predicted=384.515086, expected=300.000000 predicted=173.812249, expected=568.000000 predicted=370.068352, expected=596.000000 predicted=441.547743, expected=476.000000 predicted=271.210653, expected=260.000000 predicted=429.888250, expected=124.000000 predicted=213.454608, expected=268.000000 predicted=380.976586, expected=364.000000 predicted=414.162465, expected=112.000000 predicted=241.613985, expected=124.000000 predicted=228.995368, expected=124.000000 predicted=128.769285, expected=96.000000 predicted=128.164770, expected=72.000000 predicted=197.262044, expected=104.000000 predicted=107.746597, expected=148.000000 predicted=129.372344, expected=188.000000 predicted=154.559700, expected=116.000000 predicted=110.867727, expected=96.000000 predicted=100.451384, expected=176.000000 predicted=150.980935, expected=60.000000 predicted=77.627459, expected=120.000000 predicted=157.112050, expected=128.000000 predicted=125.681497, expected=172.000000 predicted=123.226432, expected=132.000000 predicted=155.851348, expected=88.000000 predicted=82.773131, expected=132.000000 predicted=135.681845, expected=100.000000 predicted=99.774711, expected=148.000000 predicted=154.549623, expected=152.000000 predicted=144.792409, expected=192.000000 predicted=144.898533, expected=136.000000 predicted=138.563252, expected=184.000000 predicted=155.678187, expected=100.000000 predicted=120.303145, expected=92.000000 predicted=116.719889, expected=100.000000 predicted=142.670885, expected=184.000000 predicted=149.066041, expected=208.000000 predicted=189.248753, expected=120.000000 predicted=114.137961, expected=64.000000 predicted=97.253402, expected=88.000000 predicted=98.164079, expected=56.000000 predicted=90.881662, expected=84.000000 predicted=129.257316, expected=92.000000 predicted=103.112316, expected=136.000000 predicted=100.823933, expected=108.000000 predicted=100.295788, expected=60.000000 predicted=63.493349, expected=120.000000 predicted=114.376758, expected=52.000000 predicted=57.373976, expected=84.000000 predicted=105.178438, expected=144.000000 predicted=132.322214, expected=84.000000 predicted=59.556657, expected=84.000000 predicted=110.581905, expected=76.000000 predicted=72.998791, expected=48.000000 predicted=54.127357, expected=64.000000 predicted=98.391920, expected=60.000000 predicted=65.789258, expected=120.000000 predicted=100.693026, expected=80.000000 predicted=75.245462, expected=104.000000 predicted=85.221534, expected=76.000000 predicted=76.649311, expected=84.000000 predicted=70.776851, expected=72.000000 Test MSE: 4859.313
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107])] predicted=16.082617, expected=16.000000 predicted=17.473162, expected=20.000000 predicted=20.018770, expected=32.000000 predicted=24.713872, expected=28.000000 predicted=22.855940, expected=24.000000 predicted=22.211254, expected=28.000000 predicted=24.149316, expected=28.000000 predicted=26.574013, expected=32.000000 predicted=29.374278, expected=12.000000 predicted=23.034634, expected=8.000000 predicted=20.025555, expected=20.000000 predicted=22.778991, expected=32.000000 predicted=24.989299, expected=36.000000 predicted=25.196733, expected=24.000000 predicted=19.878506, expected=4.000000 predicted=16.128265, expected=4.000000 predicted=18.370525, expected=12.000000 predicted=20.616325, expected=20.000000 predicted=19.680680, expected=12.000000 predicted=12.675021, expected=8.000000 predicted=8.250380, expected=20.000000 predicted=13.253810, expected=8.000000 predicted=12.551550, expected=8.000000 predicted=12.114201, expected=20.000000 predicted=13.902084, expected=12.000000 predicted=12.295726, expected=12.000000 predicted=12.990163, expected=12.000000 predicted=11.439688, expected=4.000000 predicted=10.080453, expected=4.000000 predicted=10.453694, expected=16.000000 predicted=11.576703, expected=4.000000 predicted=8.118755, expected=8.000000 predicted=7.741106, expected=20.000000 predicted=10.568860, expected=32.000000 predicted=16.039385, expected=12.000000 predicted=13.388906, expected=12.000000 predicted=12.309109, expected=4.000000 predicted=12.878239, expected=8.000000 predicted=15.109187, expected=44.000000 predicted=24.486040, expected=44.000000 predicted=22.881352, expected=16.000000 predicted=16.671919, expected=20.000000 predicted=19.294959, expected=16.000000 predicted=23.328986, expected=28.000000 predicted=30.812949, expected=12.000000 predicted=22.425873, expected=4.000000 predicted=13.671273, expected=12.000000 predicted=15.796551, expected=20.000000 predicted=17.244814, expected=20.000000 predicted=17.241106, expected=20.000000 predicted=14.248407, expected=32.000000 predicted=18.691596, expected=4.000000 predicted=14.564735, expected=16.000000 predicted=18.248744, expected=16.000000 predicted=18.691434, expected=12.000000 predicted=16.685348, expected=20.000000 predicted=18.004207, expected=8.000000 predicted=11.009724, expected=4.000000 predicted=11.372765, expected=16.000000 predicted=13.935270, expected=4.000000 predicted=10.061237, expected=12.000000 predicted=11.346547, expected=20.000000 predicted=11.823392, expected=8.000000 predicted=9.339523, expected=8.000000 predicted=10.447276, expected=20.000000 predicted=12.902889, expected=12.000000 predicted=13.129352, expected=48.000000 predicted=23.593282, expected=24.000000 predicted=18.347862, expected=12.000000 predicted=16.699526, expected=28.000000 predicted=24.192445, expected=8.000000 predicted=20.366611, expected=8.000000 predicted=21.652588, expected=8.000000 predicted=14.610716, expected=4.000000 predicted=11.119663, expected=8.000000 predicted=11.687152, expected=24.000000 predicted=12.230776, expected=8.000000 predicted=8.863087, expected=20.000000 predicted=12.122548, expected=12.000000 predicted=11.443429, expected=8.000000 predicted=12.197529, expected=28.000000 predicted=19.049831, expected=24.000000 predicted=17.181327, expected=4.000000 predicted=13.323035, expected=36.000000 predicted=20.569889, expected=12.000000 predicted=17.013741, expected=8.000000 predicted=17.594083, expected=16.000000 predicted=16.857941, expected=20.000000 predicted=16.768031, expected=8.000000 predicted=16.560953, expected=12.000000 predicted=12.063350, expected=20.000000 predicted=14.691018, expected=20.000000 predicted=16.733939, expected=8.000000 predicted=13.262593, expected=20.000000 predicted=14.760072, expected=16.000000 predicted=15.859056, expected=20.000000 predicted=17.975792, expected=8.000000 predicted=13.928720, expected=16.000000 predicted=14.485831, expected=32.000000 predicted=21.157304, expected=28.000000 predicted=20.564196, expected=20.000000 predicted=19.174757, expected=32.000000 predicted=22.458763, expected=8.000000 predicted=19.848490, expected=12.000000 predicted=21.623246, expected=28.000000 predicted=23.596707, expected=24.000000 predicted=21.607985, expected=16.000000 predicted=19.393660, expected=20.000000 predicted=16.943031, expected=16.000000 predicted=18.524781, expected=20.000000 predicted=21.466911, expected=4.000000 predicted=15.042425, expected=20.000000 predicted=17.012208, expected=24.000000 predicted=18.805552, expected=12.000000 predicted=15.024525, expected=8.000000 predicted=13.287007, expected=16.000000 predicted=13.885904, expected=8.000000 predicted=14.530209, expected=12.000000 predicted=14.002537, expected=16.000000 predicted=12.469903, expected=28.000000 predicted=16.199670, expected=20.000000 predicted=16.269234, expected=20.000000 predicted=16.178153, expected=8.000000 predicted=15.023629, expected=12.000000 predicted=16.977637, expected=4.000000 predicted=15.083144, expected=12.000000 predicted=13.736568, expected=28.000000 predicted=16.831392, expected=16.000000 predicted=12.626139, expected=16.000000 predicted=13.601859, expected=4.000000 predicted=10.625553, expected=4.000000 predicted=12.481867, expected=16.000000 predicted=16.254684, expected=28.000000 predicted=16.704232, expected=32.000000 predicted=18.076210, expected=8.000000 predicted=11.412442, expected=12.000000 predicted=14.406920, expected=12.000000 predicted=17.760281, expected=20.000000 predicted=20.750628, expected=20.000000 predicted=18.674084, expected=32.000000 predicted=18.331342, expected=40.000000 predicted=23.762295, expected=4.000000 predicted=16.421238, expected=16.000000 predicted=20.720251, expected=4.000000 predicted=18.013094, expected=12.000000 predicted=19.856881, expected=8.000000 predicted=15.296465, expected=20.000000 predicted=11.741371, expected=4.000000 predicted=9.448846, expected=4.000000 predicted=7.229337, expected=8.000000 predicted=9.546118, expected=4.000000 predicted=7.884496, expected=20.000000 predicted=12.474530, expected=28.000000 predicted=12.921182, expected=28.000000 predicted=15.389548, expected=24.000000 predicted=17.186165, expected=16.000000 predicted=17.295349, expected=16.000000 predicted=21.095044, expected=8.000000 predicted=19.252661, expected=12.000000 predicted=17.978756, expected=12.000000 predicted=15.362476, expected=36.000000 predicted=20.099782, expected=4.000000 predicted=12.066024, expected=8.000000 predicted=11.236955, expected=16.000000 predicted=14.969334, expected=28.000000 predicted=19.692877, expected=24.000000 predicted=20.790299, expected=4.000000 predicted=10.170788, expected=8.000000 predicted=12.917368, expected=4.000000 predicted=13.608987, expected=4.000000 predicted=12.967386, expected=24.000000 predicted=14.728662, expected=4.000000 predicted=6.459543, expected=8.000000 predicted=7.750648, expected=8.000000 predicted=7.954944, expected=8.000000 predicted=9.268553, expected=4.000000 predicted=9.538772, expected=36.000000 predicted=14.822117, expected=12.000000 predicted=11.357710, expected=4.000000 predicted=9.145939, expected=4.000000 predicted=9.568287, expected=12.000000 predicted=12.729648, expected=8.000000 predicted=14.369109, expected=12.000000 predicted=9.118473, expected=8.000000 predicted=7.181551, expected=12.000000 predicted=9.198521, expected=16.000000 predicted=12.015182, expected=20.000000 predicted=13.208361, expected=12.000000 predicted=12.326392, expected=20.000000 predicted=14.587348, expected=44.000000 predicted=23.803396, expected=8.000000 predicted=16.741909, expected=8.000000 predicted=16.175305, expected=12.000000 predicted=16.639173, expected=24.000000 predicted=21.769736, expected=12.000000 predicted=18.987059, expected=12.000000 predicted=11.438889, expected=12.000000 predicted=12.582978, expected=4.000000 predicted=11.570408, expected=4.000000 predicted=11.477131, expected=12.000000 predicted=10.404994, expected=36.000000 predicted=17.175260, expected=20.000000 predicted=14.041983, expected=4.000000 predicted=9.322886, expected=24.000000 predicted=16.846403, expected=16.000000 predicted=18.497261, expected=16.000000 predicted=20.226199, expected=8.000000 predicted=13.483080, expected=20.000000 predicted=15.032760, expected=20.000000 predicted=18.463872, expected=16.000000 predicted=15.574321, expected=12.000000 predicted=14.298132, expected=16.000000 predicted=14.981091, expected=24.000000 predicted=19.443755, expected=16.000000 predicted=16.972942, expected=12.000000 predicted=14.813271, expected=20.000000 predicted=16.919812, expected=16.000000 predicted=17.230503, expected=12.000000 predicted=16.340404, expected=12.000000 predicted=14.237280, expected=12.000000 predicted=13.776457, expected=28.000000 predicted=19.047170, expected=20.000000 predicted=16.566375, expected=16.000000 predicted=15.308828, expected=12.000000 predicted=15.170967, expected=20.000000 predicted=18.410270, expected=8.000000 predicted=16.857445, expected=24.000000 predicted=18.260488, expected=4.000000 predicted=12.244178, expected=32.000000 predicted=18.875029, expected=16.000000 predicted=16.944451, expected=20.000000 predicted=16.452127, expected=44.000000 predicted=26.314184, expected=20.000000 predicted=20.156305, expected=8.000000 predicted=20.731574, expected=16.000000 predicted=19.995094, expected=8.000000 predicted=18.972775, expected=12.000000 predicted=19.827374, expected=4.000000 predicted=10.777827, expected=4.000000 predicted=8.071135, expected=20.000000 predicted=12.914887, expected=12.000000 predicted=9.929469, expected=12.000000 predicted=10.250856, expected=16.000000 predicted=11.028338, expected=4.000000 predicted=9.536984, expected=16.000000 predicted=14.450886, expected=20.000000 predicted=14.356109, expected=24.000000 predicted=16.165773, expected=32.000000 predicted=19.703541, expected=20.000000 predicted=17.269867, expected=4.000000 predicted=16.029721, expected=24.000000 predicted=21.866329, expected=20.000000 predicted=21.656695, expected=20.000000 predicted=20.850547, expected=20.000000 predicted=17.724168, expected=4.000000 predicted=12.429810, expected=12.000000 predicted=16.974204, expected=24.000000 predicted=18.794019, expected=4.000000 predicted=12.758538, expected=16.000000 predicted=13.888079, expected=12.000000 predicted=11.279390, expected=16.000000 predicted=14.481228, expected=12.000000 predicted=14.040593, expected=8.000000 predicted=10.069765, expected=8.000000 predicted=11.752358, expected=8.000000 predicted=10.653997, expected=20.000000 predicted=13.818038, expected=16.000000 predicted=12.205149, expected=28.000000 predicted=15.645945, expected=12.000000 predicted=13.264832, expected=8.000000 predicted=13.317177, expected=16.000000 predicted=17.200688, expected=4.000000 predicted=13.189041, expected=20.000000 predicted=16.843535, expected=12.000000 predicted=11.690506, expected=16.000000 predicted=12.638899, expected=8.000000 predicted=11.630746, expected=4.000000 predicted=9.234045, expected=20.000000 predicted=15.323206, expected=12.000000 predicted=12.062243, expected=12.000000 predicted=11.825204, expected=40.000000 predicted=18.770549, expected=4.000000 predicted=11.925110, expected=4.000000 predicted=13.419655, expected=24.000000 predicted=17.290084, expected=28.000000 predicted=20.662751, expected=44.000000 predicted=27.526816, expected=32.000000 predicted=20.600021, expected=8.000000 predicted=18.126692, expected=20.000000 predicted=25.307802, expected=12.000000 predicted=23.944482, expected=12.000000 predicted=22.799367, expected=16.000000 predicted=17.702029, expected=12.000000 predicted=12.826895, expected=4.000000 predicted=11.718253, expected=36.000000 predicted=18.595779, expected=20.000000 predicted=16.354213, expected=4.000000 predicted=12.681943, expected=20.000000 predicted=15.813463, expected=28.000000 predicted=19.867883, expected=36.000000 predicted=26.819556, expected=12.000000 predicted=17.022091, expected=20.000000 predicted=18.379573, expected=36.000000 predicted=27.176421, expected=12.000000 predicted=22.625335, expected=28.000000 predicted=25.229396, expected=36.000000 predicted=24.654931, expected=52.000000 predicted=33.333506, expected=12.000000 predicted=25.265033, expected=40.000000 predicted=29.974938, expected=16.000000 predicted=28.530675, expected=24.000000 predicted=30.764703, expected=28.000000 predicted=30.394886, expected=44.000000 predicted=29.031898, expected=60.000000 predicted=38.701886, expected=36.000000 predicted=31.572010, expected=32.000000 predicted=34.274595, expected=4.000000 predicted=29.057103, expected=40.000000 predicted=39.691641, expected=32.000000 predicted=36.878229, expected=32.000000 predicted=30.003803, expected=32.000000 predicted=28.077810, expected=24.000000 predicted=24.976588, expected=20.000000 predicted=29.510326, expected=48.000000 predicted=34.601255, expected=48.000000 predicted=35.870152, expected=20.000000 predicted=28.647226, expected=44.000000 predicted=34.028202, expected=24.000000 predicted=31.842995, expected=28.000000 predicted=36.117076, expected=60.000000 predicted=41.606378, expected=48.000000 predicted=37.136671, expected=20.000000 predicted=33.718315, expected=12.000000 predicted=27.833201, expected=16.000000 predicted=30.483777, expected=28.000000 predicted=35.061313, expected=40.000000 predicted=31.326510, expected=16.000000 predicted=19.437459, expected=16.000000 predicted=18.906141, expected=20.000000 predicted=22.224592, expected=32.000000 predicted=27.832192, expected=8.000000 predicted=20.836415, expected=12.000000 predicted=16.172987, expected=24.000000 predicted=19.811849, expected=16.000000 predicted=18.927319, expected=56.000000 predicted=29.700241, expected=4.000000 predicted=14.776746, expected=8.000000 predicted=17.153156, expected=16.000000 predicted=20.836733, expected=4.000000 predicted=17.710080, expected=28.000000 predicted=23.756990, expected=24.000000 predicted=13.888671, expected=8.000000 predicted=12.414826, expected=8.000000 predicted=12.946543, expected=12.000000 predicted=13.839837, expected=12.000000 predicted=16.823130, expected=12.000000 predicted=13.318135, expected=28.000000 predicted=14.735252, expected=20.000000 predicted=14.717033, expected=8.000000 predicted=13.135130, expected=16.000000 predicted=15.407011, expected=4.000000 predicted=13.598384, expected=12.000000 predicted=16.166067, expected=12.000000 predicted=12.600051, expected=4.000000 predicted=8.575384, expected=16.000000 predicted=11.666202, expected=28.000000 predicted=14.153612, expected=24.000000 predicted=16.184822, expected=28.000000 predicted=18.114261, expected=24.000000 predicted=18.865140, expected=32.000000 predicted=25.599217, expected=44.000000 predicted=31.694015, expected=20.000000 predicted=26.231568, expected=16.000000 predicted=25.204554, expected=8.000000 predicted=22.152278, expected=16.000000 predicted=24.421586, expected=24.000000 predicted=24.256791, expected=4.000000 predicted=13.157902, expected=20.000000 predicted=15.247885, expected=24.000000 predicted=16.543131, expected=32.000000 predicted=21.701882, expected=24.000000 predicted=20.437423, expected=28.000000 predicted=20.844508, expected=4.000000 predicted=18.714514, expected=8.000000 predicted=19.421012, expected=28.000000 predicted=23.795001, expected=8.000000 predicted=16.511585, expected=28.000000 predicted=19.199750, expected=4.000000 predicted=10.165891, expected=32.000000 predicted=20.034066, expected=12.000000 predicted=17.715408, expected=20.000000 predicted=17.311054, expected=8.000000 predicted=15.983091, expected=16.000000 predicted=15.436051, expected=12.000000 predicted=17.224991, expected=8.000000 predicted=12.195912, expected=12.000000 predicted=12.969979, expected=20.000000 predicted=13.642306, expected=24.000000 predicted=16.443072, expected=12.000000 predicted=13.130681, expected=40.000000 predicted=21.032301, expected=24.000000 predicted=21.041856, expected=40.000000 predicted=27.652779, expected=8.000000 predicted=20.903757, expected=20.000000 predicted=23.101447, expected=24.000000 predicted=27.430959, expected=8.000000 Test MSE: 115.855
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874])] predicted=14.960223, expected=20.000000 predicted=16.976345, expected=8.000000 predicted=16.277440, expected=12.000000 predicted=11.762873, expected=16.000000 predicted=13.286941, expected=32.000000 predicted=18.326261, expected=32.000000 predicted=21.374414, expected=4.000000 predicted=16.087001, expected=8.000000 predicted=15.106021, expected=4.000000 predicted=13.829460, expected=8.000000 predicted=15.887831, expected=24.000000 predicted=15.717081, expected=4.000000 predicted=8.379427, expected=4.000000 predicted=8.179196, expected=12.000000 predicted=7.794506, expected=28.000000 predicted=13.902829, expected=28.000000 predicted=18.855439, expected=12.000000 predicted=13.918649, expected=8.000000 predicted=12.978962, expected=4.000000 predicted=13.219462, expected=8.000000 predicted=15.136741, expected=4.000000 predicted=11.685856, expected=24.000000 predicted=11.051862, expected=4.000000 predicted=8.497303, expected=4.000000 predicted=7.398361, expected=16.000000 predicted=9.042586, expected=8.000000 predicted=9.501195, expected=20.000000 predicted=14.407039, expected=8.000000 predicted=9.022940, expected=32.000000 predicted=14.800478, expected=4.000000 predicted=14.103824, expected=4.000000 predicted=11.671677, expected=4.000000 predicted=10.736564, expected=12.000000 predicted=10.403510, expected=12.000000 predicted=13.494325, expected=8.000000 predicted=7.189879, expected=16.000000 predicted=8.902284, expected=4.000000 predicted=8.324764, expected=8.000000 predicted=9.854473, expected=24.000000 predicted=12.183009, expected=8.000000 predicted=11.316229, expected=24.000000 predicted=14.869148, expected=16.000000 predicted=12.696797, expected=12.000000 predicted=14.748577, expected=20.000000 predicted=17.440236, expected=24.000000 predicted=16.806014, expected=12.000000 predicted=18.535158, expected=8.000000 predicted=14.503946, expected=8.000000 predicted=12.547368, expected=72.000000 predicted=26.494934, expected=16.000000 predicted=24.700379, expected=32.000000 predicted=24.709725, expected=8.000000 predicted=19.303042, expected=20.000000 predicted=23.928920, expected=8.000000 predicted=28.785372, expected=24.000000 predicted=18.143449, expected=8.000000 predicted=17.538670, expected=16.000000 predicted=13.473360, expected=4.000000 predicted=12.853004, expected=12.000000 predicted=11.344488, expected=8.000000 predicted=12.542708, expected=12.000000 predicted=9.932145, expected=20.000000 predicted=12.664758, expected=12.000000 predicted=10.917155, expected=4.000000 predicted=10.810075, expected=4.000000 predicted=8.621000, expected=12.000000 predicted=10.378695, expected=8.000000 predicted=10.971948, expected=40.000000 predicted=14.834856, expected=40.000000 predicted=18.830951, expected=4.000000 predicted=16.819381, expected=8.000000 predicted=15.826870, expected=20.000000 predicted=17.336330, expected=16.000000 predicted=23.433411, expected=8.000000 predicted=18.105310, expected=4.000000 predicted=8.391413, expected=20.000000 predicted=12.069835, expected=4.000000 predicted=12.466017, expected=12.000000 predicted=11.211705, expected=20.000000 predicted=10.985654, expected=12.000000 predicted=11.609567, expected=16.000000 predicted=14.605067, expected=36.000000 predicted=16.293023, expected=8.000000 predicted=16.849234, expected=36.000000 predicted=21.865836, expected=4.000000 predicted=16.779801, expected=28.000000 predicted=21.061263, expected=36.000000 predicted=25.816679, expected=40.000000 predicted=25.633780, expected=8.000000 predicted=25.724340, expected=20.000000 predicted=19.560122, expected=28.000000 predicted=25.939916, expected=20.000000 predicted=26.674707, expected=12.000000 predicted=22.550441, expected=8.000000 predicted=14.018931, expected=4.000000 predicted=14.489449, expected=4.000000 predicted=13.157025, expected=8.000000 predicted=9.940482, expected=8.000000 predicted=7.762162, expected=8.000000 predicted=6.839748, expected=28.000000 predicted=10.366048, expected=4.000000 predicted=9.531460, expected=16.000000 predicted=11.663470, expected=12.000000 predicted=11.483927, expected=12.000000 predicted=12.862768, expected=12.000000 predicted=14.937062, expected=12.000000 predicted=10.478492, expected=8.000000 predicted=11.969060, expected=12.000000 predicted=11.126469, expected=4.000000 predicted=9.620720, expected=24.000000 predicted=12.436021, expected=4.000000 predicted=10.596155, expected=12.000000 predicted=10.401445, expected=12.000000 predicted=10.776489, expected=4.000000 predicted=9.165203, expected=20.000000 predicted=13.760145, expected=28.000000 predicted=13.367902, expected=4.000000 predicted=13.383719, expected=16.000000 predicted=13.290382, expected=12.000000 predicted=12.181882, expected=12.000000 predicted=15.751729, expected=4.000000 predicted=13.346102, expected=8.000000 predicted=8.270528, expected=24.000000 predicted=13.311611, expected=16.000000 predicted=13.319253, expected=48.000000 predicted=20.037734, expected=4.000000 predicted=15.958392, expected=8.000000 predicted=16.031814, expected=12.000000 predicted=17.056978, expected=8.000000 predicted=15.683928, expected=4.000000 predicted=16.608610, expected=12.000000 predicted=7.362138, expected=12.000000 predicted=9.298546, expected=16.000000 predicted=11.267780, expected=16.000000 predicted=11.276568, expected=52.000000 predicted=19.322513, expected=48.000000 predicted=27.385212, expected=8.000000 predicted=24.162287, expected=4.000000 predicted=20.289829, expected=4.000000 predicted=18.362027, expected=8.000000 predicted=22.612711, expected=8.000000 predicted=16.313173, expected=16.000000 predicted=8.560569, expected=36.000000 predicted=13.668537, expected=8.000000 predicted=12.948885, expected=8.000000 predicted=12.658655, expected=4.000000 predicted=10.841178, expected=20.000000 predicted=15.382934, expected=36.000000 predicted=21.909141, expected=48.000000 predicted=22.560118, expected=12.000000 predicted=20.169404, expected=4.000000 predicted=16.695157, expected=4.000000 predicted=17.559576, expected=16.000000 predicted=21.066812, expected=8.000000 predicted=18.461998, expected=4.000000 predicted=8.077923, expected=4.000000 predicted=5.553760, expected=8.000000 predicted=6.726511, expected=8.000000 predicted=8.777907, expected=4.000000 predicted=6.007887, expected=12.000000 predicted=6.487386, expected=4.000000 predicted=6.140067, expected=12.000000 predicted=8.151855, expected=24.000000 predicted=11.252758, expected=20.000000 predicted=12.940414, expected=4.000000 predicted=12.050354, expected=8.000000 predicted=9.994400, expected=16.000000 predicted=13.362913, expected=4.000000 predicted=13.406705, expected=8.000000 predicted=10.565251, expected=28.000000 predicted=11.427775, expected=24.000000 predicted=15.413478, expected=24.000000 predicted=18.203580, expected=16.000000 predicted=15.580792, expected=8.000000 predicted=15.757243, expected=8.000000 predicted=17.501022, expected=12.000000 predicted=15.505500, expected=20.000000 predicted=16.056062, expected=16.000000 predicted=14.098674, expected=28.000000 predicted=15.628174, expected=8.000000 predicted=14.103424, expected=12.000000 predicted=14.859625, expected=16.000000 predicted=16.203156, expected=8.000000 predicted=14.415828, expected=20.000000 predicted=16.738948, expected=4.000000 predicted=10.362691, expected=4.000000 predicted=9.994579, expected=20.000000 predicted=12.277255, expected=8.000000 predicted=10.601912, expected=28.000000 predicted=15.756321, expected=40.000000 predicted=17.904826, expected=36.000000 predicted=23.007492, expected=16.000000 predicted=23.650930, expected=32.000000 predicted=24.205176, expected=4.000000 predicted=24.067653, expected=16.000000 predicted=24.481108, expected=40.000000 predicted=25.799870, expected=20.000000 predicted=21.930395, expected=24.000000 predicted=23.891226, expected=16.000000 predicted=17.156282, expected=4.000000 predicted=18.015650, expected=12.000000 predicted=20.015062, expected=12.000000 predicted=14.676986, expected=4.000000 predicted=12.789022, expected=24.000000 predicted=12.969358, expected=20.000000 predicted=12.625050, expected=4.000000 predicted=12.418370, expected=4.000000 predicted=9.839206, expected=4.000000 predicted=8.020573, expected=4.000000 predicted=10.855353, expected=20.000000 predicted=11.235760, expected=20.000000 predicted=10.103198, expected=36.000000 predicted=15.916550, expected=52.000000 predicted=23.877199, expected=12.000000 predicted=21.986871, expected=20.000000 predicted=24.373891, expected=40.000000 predicted=28.232412, expected=24.000000 predicted=31.689500, expected=8.000000 predicted=27.413821, expected=40.000000 predicted=22.736445, expected=32.000000 predicted=27.211965, expected=4.000000 predicted=25.546643, expected=16.000000 predicted=19.321043, expected=4.000000 predicted=14.071500, expected=4.000000 predicted=17.950276, expected=12.000000 predicted=13.512636, expected=12.000000 predicted=8.531614, expected=20.000000 predicted=12.866723, expected=8.000000 predicted=9.331882, expected=12.000000 predicted=10.399282, expected=24.000000 predicted=14.701028, expected=32.000000 predicted=19.084075, expected=16.000000 predicted=19.303320, expected=8.000000 predicted=14.663816, expected=40.000000 predicted=21.488197, expected=8.000000 predicted=20.946424, expected=16.000000 predicted=21.185501, expected=12.000000 predicted=14.984164, expected=12.000000 predicted=14.727557, expected=8.000000 predicted=17.546397, expected=52.000000 predicted=19.641164, expected=8.000000 predicted=18.155451, expected=28.000000 predicted=20.183784, expected=4.000000 predicted=15.529936, expected=4.000000 predicted=14.764108, expected=28.000000 predicted=23.605594, expected=36.000000 predicted=19.066048, expected=40.000000 predicted=26.660874, expected=8.000000 predicted=17.594148, expected=12.000000 predicted=17.491643, expected=20.000000 predicted=22.745238, expected=12.000000 predicted=22.442262, expected=20.000000 predicted=21.122798, expected=32.000000 predicted=17.388279, expected=24.000000 predicted=20.107776, expected=28.000000 predicted=23.008105, expected=8.000000 predicted=18.263449, expected=4.000000 predicted=17.352158, expected=16.000000 predicted=18.779834, expected=4.000000 predicted=14.308654, expected=24.000000 predicted=16.433662, expected=12.000000 predicted=11.085187, expected=4.000000 predicted=9.629722, expected=28.000000 predicted=15.018228, expected=12.000000 predicted=13.072348, expected=12.000000 predicted=16.398288, expected=44.000000 predicted=19.260562, expected=20.000000 predicted=19.224139, expected=24.000000 predicted=24.475909, expected=12.000000 predicted=17.847632, expected=24.000000 predicted=21.200063, expected=12.000000 predicted=23.919265, expected=24.000000 predicted=19.792000, expected=4.000000 predicted=16.181880, expected=4.000000 predicted=12.020596, expected=12.000000 predicted=13.340911, expected=32.000000 predicted=16.007714, expected=24.000000 predicted=19.134204, expected=16.000000 predicted=14.610564, expected=16.000000 predicted=14.943673, expected=8.000000 predicted=15.934235, expected=48.000000 predicted=26.575542, expected=20.000000 predicted=23.053893, expected=16.000000 predicted=20.406345, expected=24.000000 predicted=19.985398, expected=8.000000 predicted=18.205674, expected=20.000000 predicted=24.941184, expected=24.000000 predicted=18.847217, expected=48.000000 predicted=25.230248, expected=24.000000 predicted=25.474254, expected=36.000000 predicted=25.466899, expected=16.000000 predicted=25.350608, expected=16.000000 predicted=25.697993, expected=16.000000 predicted=26.621497, expected=8.000000 predicted=18.756206, expected=48.000000 predicted=26.447224, expected=4.000000 predicted=17.718485, expected=8.000000 predicted=15.906410, expected=20.000000 predicted=15.329353, expected=8.000000 predicted=15.105476, expected=12.000000 predicted=19.684865, expected=40.000000 predicted=15.522379, expected=4.000000 predicted=14.725713, expected=4.000000 predicted=14.251772, expected=8.000000 predicted=9.864760, expected=4.000000 predicted=11.427595, expected=20.000000 predicted=16.834010, expected=20.000000 predicted=10.387680, expected=20.000000 predicted=12.909356, expected=4.000000 predicted=11.222594, expected=20.000000 predicted=13.144174, expected=4.000000 predicted=14.133574, expected=20.000000 predicted=15.764152, expected=12.000000 predicted=13.685472, expected=20.000000 predicted=13.138434, expected=20.000000 predicted=16.556565, expected=4.000000 predicted=11.766245, expected=12.000000 predicted=14.291030, expected=4.000000 predicted=10.767155, expected=4.000000 predicted=11.163698, expected=8.000000 predicted=9.357395, expected=16.000000 predicted=8.222168, expected=12.000000 predicted=10.213584, expected=24.000000 predicted=11.604968, expected=16.000000 predicted=12.609088, expected=8.000000 predicted=12.951309, expected=16.000000 predicted=14.606778, expected=20.000000 predicted=15.695215, expected=4.000000 predicted=15.297945, expected=12.000000 predicted=12.410700, expected=4.000000 predicted=9.204179, expected=8.000000 predicted=11.025384, expected=8.000000 predicted=10.060717, expected=16.000000 predicted=8.793699, expected=8.000000 predicted=9.695020, expected=20.000000 predicted=10.592036, expected=12.000000 predicted=11.477916, expected=12.000000 predicted=12.214491, expected=16.000000 predicted=13.855744, expected=20.000000 predicted=14.379984, expected=40.000000 predicted=21.904475, expected=12.000000 predicted=18.220274, expected=8.000000 predicted=16.214361, expected=12.000000 predicted=15.620963, expected=8.000000 predicted=16.260544, expected=8.000000 predicted=16.946619, expected=12.000000 predicted=10.052288, expected=12.000000 predicted=9.963551, expected=12.000000 predicted=10.984860, expected=12.000000 predicted=10.324751, expected=12.000000 predicted=10.870220, expected=28.000000 predicted=15.348790, expected=20.000000 predicted=16.391609, expected=12.000000 predicted=15.541295, expected=12.000000 predicted=14.348613, expected=20.000000 predicted=16.463810, expected=20.000000 predicted=20.061743, expected=8.000000 predicted=15.507572, expected=16.000000 predicted=13.866277, expected=16.000000 predicted=14.626435, expected=16.000000 predicted=16.738177, expected=12.000000 predicted=14.907013, expected=8.000000 predicted=11.462725, expected=12.000000 predicted=13.049873, expected=20.000000 predicted=14.575176, expected=28.000000 predicted=17.394541, expected=28.000000 predicted=18.730786, expected=12.000000 predicted=16.594006, expected=20.000000 predicted=18.344780, expected=4.000000 predicted=17.027512, expected=4.000000 predicted=16.018505, expected=4.000000 predicted=12.211447, expected=12.000000 predicted=9.755460, expected=12.000000 predicted=10.956074, expected=32.000000 predicted=12.535724, expected=12.000000 predicted=12.280398, expected=4.000000 predicted=10.946826, expected=24.000000 predicted=14.780400, expected=4.000000 predicted=13.773686, expected=4.000000 predicted=14.763166, expected=24.000000 predicted=11.867724, expected=4.000000 predicted=10.017422, expected=8.000000 predicted=12.603725, expected=12.000000 predicted=7.921502, expected=24.000000 predicted=12.882966, expected=4.000000 predicted=13.790419, expected=4.000000 predicted=7.934239, expected=4.000000 predicted=7.584692, expected=12.000000 predicted=10.283992, expected=36.000000 predicted=17.230267, expected=4.000000 predicted=10.505343, expected=8.000000 predicted=9.985773, expected=8.000000 predicted=9.174714, expected=20.000000 predicted=14.966319, expected=28.000000 predicted=20.676682, expected=12.000000 predicted=12.882280, expected=20.000000 predicted=15.037415, expected=12.000000 predicted=14.713801, expected=8.000000 predicted=16.343877, expected=4.000000 predicted=14.063531, expected=8.000000 Test MSE: 137.003
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102])] predicted=90.143448, expected=80.000000 predicted=80.487131, expected=40.000000 predicted=69.974184, expected=80.000000 predicted=62.772823, expected=36.000000 predicted=70.509188, expected=68.000000 predicted=82.329740, expected=96.000000 predicted=88.911036, expected=100.000000 predicted=70.672159, expected=40.000000 predicted=62.449214, expected=68.000000 predicted=60.196376, expected=64.000000 predicted=63.933499, expected=52.000000 predicted=64.825982, expected=40.000000 predicted=67.519574, expected=60.000000 predicted=51.103373, expected=60.000000 predicted=60.458571, expected=40.000000 predicted=49.569816, expected=60.000000 predicted=58.621918, expected=60.000000 predicted=50.612318, expected=32.000000 predicted=42.945919, expected=40.000000 predicted=50.893355, expected=76.000000 predicted=58.660890, expected=68.000000 predicted=60.245125, expected=44.000000 predicted=53.262458, expected=40.000000 predicted=42.037598, expected=32.000000 predicted=34.922069, expected=24.000000 predicted=42.933003, expected=48.000000 predicted=54.157293, expected=28.000000 predicted=32.943917, expected=100.000000 predicted=72.238097, expected=72.000000 predicted=55.452534, expected=36.000000 predicted=34.137700, expected=52.000000 predicted=58.224453, expected=88.000000 predicted=58.069785, expected=104.000000 predicted=95.417092, expected=80.000000 predicted=78.890539, expected=128.000000 predicted=94.123174, expected=76.000000 predicted=68.391139, expected=120.000000 predicted=105.964473, expected=88.000000 predicted=97.948469, expected=80.000000 predicted=78.235070, expected=80.000000 predicted=103.078481, expected=92.000000 predicted=82.031117, expected=84.000000 predicted=96.890295, expected=56.000000 predicted=71.005908, expected=60.000000 predicted=70.443360, expected=48.000000 predicted=60.099980, expected=80.000000 predicted=80.416200, expected=56.000000 predicted=66.546203, expected=80.000000 predicted=69.487647, expected=140.000000 predicted=105.812437, expected=104.000000 predicted=78.872242, expected=76.000000 predicted=84.603067, expected=84.000000 predicted=80.081016, expected=52.000000 predicted=61.347364, expected=76.000000 predicted=98.528801, expected=80.000000 predicted=87.723427, expected=100.000000 predicted=86.158174, expected=76.000000 predicted=81.584320, expected=96.000000 predicted=79.697928, expected=72.000000 predicted=75.719293, expected=40.000000 predicted=57.419597, expected=68.000000 predicted=82.060185, expected=104.000000 predicted=86.223036, expected=96.000000 predicted=91.197118, expected=116.000000 predicted=100.718484, expected=72.000000 predicted=64.802543, expected=60.000000 predicted=66.494917, expected=72.000000 predicted=85.913550, expected=64.000000 predicted=72.188288, expected=68.000000 predicted=85.614257, expected=84.000000 predicted=78.836083, expected=32.000000 predicted=44.905843, expected=52.000000 predicted=62.147364, expected=56.000000 predicted=58.494527, expected=56.000000 predicted=55.793735, expected=52.000000 predicted=66.175478, expected=76.000000 predicted=57.761467, expected=132.000000 predicted=95.268075, expected=48.000000 predicted=53.310167, expected=108.000000 predicted=91.289715, expected=64.000000 predicted=63.630296, expected=28.000000 predicted=45.715019, expected=36.000000 predicted=79.577611, expected=52.000000 predicted=44.710412, expected=96.000000 predicted=92.619346, expected=32.000000 predicted=46.938487, expected=52.000000 predicted=47.073312, expected=52.000000 predicted=47.984921, expected=40.000000 predicted=40.478671, expected=64.000000 predicted=76.111070, expected=76.000000 predicted=56.395920, expected=160.000000 predicted=109.851076, expected=68.000000 predicted=65.949762, expected=44.000000 predicted=52.515439, expected=36.000000 predicted=56.131117, expected=60.000000 predicted=57.713555, expected=88.000000 predicted=108.519561, expected=76.000000 predicted=70.871315, expected=108.000000 predicted=83.388093, expected=80.000000 predicted=65.878007, expected=40.000000 predicted=52.499984, expected=40.000000 predicted=63.667389, expected=44.000000 predicted=53.937098, expected=48.000000 predicted=66.677388, expected=104.000000 predicted=89.188674, expected=108.000000 predicted=77.884107, expected=28.000000 predicted=39.392679, expected=44.000000 predicted=52.873288, expected=44.000000 predicted=45.198442, expected=12.000000 predicted=43.774773, expected=72.000000 predicted=83.450356, expected=68.000000 predicted=48.540379, expected=84.000000 predicted=65.043837, expected=40.000000 predicted=48.414690, expected=28.000000 predicted=26.236692, expected=52.000000 predicted=59.545557, expected=20.000000 predicted=36.230120, expected=36.000000 predicted=53.811872, expected=68.000000 predicted=54.742785, expected=84.000000 predicted=56.513708, expected=48.000000 predicted=52.293127, expected=76.000000 predicted=57.163619, expected=72.000000 predicted=57.930174, expected=48.000000 predicted=55.460472, expected=72.000000 predicted=77.937483, expected=104.000000 predicted=77.805540, expected=160.000000 predicted=118.946285, expected=84.000000 predicted=83.519280, expected=32.000000 predicted=50.846649, expected=48.000000 predicted=64.525585, expected=20.000000 predicted=48.320569, expected=48.000000 predicted=85.968043, expected=108.000000 predicted=92.293253, expected=84.000000 predicted=59.660707, expected=32.000000 predicted=45.980148, expected=48.000000 predicted=44.305089, expected=52.000000 predicted=47.653695, expected=36.000000 predicted=60.643017, expected=44.000000 predicted=60.504164, expected=96.000000 predicted=66.739951, expected=112.000000 predicted=80.983449, expected=68.000000 predicted=64.634360, expected=48.000000 predicted=52.206567, expected=56.000000 predicted=53.869785, expected=44.000000 predicted=61.180478, expected=32.000000 predicted=62.672732, expected=80.000000 predicted=72.765212, expected=108.000000 predicted=78.124541, expected=32.000000 predicted=44.126350, expected=68.000000 predicted=65.182361, expected=44.000000 predicted=40.891358, expected=52.000000 predicted=58.390134, expected=68.000000 predicted=83.542530, expected=84.000000 predicted=59.786649, expected=56.000000 predicted=62.065345, expected=64.000000 predicted=58.936890, expected=116.000000 predicted=87.692029, expected=84.000000 predicted=74.442675, expected=52.000000 predicted=69.880928, expected=96.000000 predicted=83.384346, expected=76.000000 predicted=67.436466, expected=140.000000 predicted=124.249777, expected=88.000000 predicted=89.006903, expected=76.000000 predicted=70.730498, expected=44.000000 predicted=72.442826, expected=56.000000 predicted=61.939251, expected=52.000000 predicted=84.006116, expected=96.000000 predicted=86.924942, expected=112.000000 predicted=93.988062, expected=64.000000 predicted=58.777617, expected=24.000000 predicted=46.493817, expected=40.000000 predicted=48.057869, expected=52.000000 predicted=63.515494, expected=48.000000 predicted=68.636206, expected=76.000000 predicted=70.016504, expected=76.000000 predicted=54.643068, expected=56.000000 predicted=51.116656, expected=40.000000 predicted=49.439815, expected=40.000000 predicted=44.531826, expected=36.000000 predicted=50.284044, expected=40.000000 predicted=52.439008, expected=60.000000 predicted=56.247549, expected=84.000000 predicted=63.065738, expected=36.000000 predicted=39.735832, expected=60.000000 predicted=53.745307, expected=60.000000 predicted=52.351911, expected=64.000000 predicted=58.639141, expected=32.000000 predicted=55.795298, expected=96.000000 predicted=69.895253, expected=100.000000 predicted=79.572410, expected=72.000000 predicted=66.752346, expected=76.000000 predicted=77.720895, expected=56.000000 predicted=48.859541, expected=56.000000 predicted=70.957343, expected=28.000000 predicted=58.231060, expected=80.000000 predicted=73.169685, expected=76.000000 predicted=72.201495, expected=52.000000 predicted=53.536754, expected=76.000000 predicted=71.705677, expected=72.000000 predicted=53.522387, expected=68.000000 predicted=71.368650, expected=80.000000 predicted=79.307598, expected=136.000000 predicted=97.778306, expected=180.000000 predicted=131.890251, expected=216.000000 predicted=156.097891, expected=100.000000 predicted=98.379278, expected=160.000000 predicted=136.847179, expected=136.000000 predicted=137.072783, expected=72.000000 predicted=112.339211, expected=72.000000 predicted=135.863721, expected=56.000000 predicted=72.415208, expected=56.000000 predicted=91.226979, expected=60.000000 predicted=87.454052, expected=64.000000 predicted=65.065633, expected=108.000000 predicted=90.363537, expected=104.000000 predicted=83.527945, expected=56.000000 predicted=60.849830, expected=68.000000 predicted=70.843058, expected=32.000000 predicted=45.943929, expected=44.000000 predicted=65.892004, expected=52.000000 predicted=70.109241, expected=108.000000 predicted=80.616429, expected=100.000000 predicted=85.340629, expected=72.000000 predicted=60.811025, expected=48.000000 predicted=54.651912, expected=48.000000 predicted=50.895707, expected=56.000000 predicted=72.544386, expected=36.000000 predicted=58.908704, expected=76.000000 predicted=72.357680, expected=104.000000 predicted=78.322624, expected=48.000000 predicted=49.301970, expected=32.000000 predicted=49.262376, expected=76.000000 predicted=60.614533, expected=16.000000 predicted=36.116870, expected=68.000000 predicted=80.085484, expected=76.000000 predicted=63.731215, expected=80.000000 predicted=57.089444, expected=32.000000 predicted=55.830419, expected=36.000000 predicted=32.453056, expected=72.000000 predicted=67.248012, expected=48.000000 predicted=54.299811, expected=36.000000 predicted=55.292979, expected=72.000000 predicted=57.314355, expected=108.000000 predicted=73.608966, expected=68.000000 predicted=69.187827, expected=92.000000 predicted=79.229182, expected=76.000000 predicted=63.355287, expected=20.000000 predicted=42.748452, expected=40.000000 predicted=69.444091, expected=88.000000 predicted=73.520108, expected=48.000000 predicted=60.033975, expected=40.000000 predicted=58.663661, expected=72.000000 predicted=53.787844, expected=68.000000 predicted=52.418564, expected=60.000000 predicted=70.793258, expected=60.000000 predicted=58.416627, expected=76.000000 predicted=60.900305, expected=96.000000 predicted=83.412841, expected=44.000000 predicted=55.849711, expected=92.000000 predicted=81.183696, expected=48.000000 predicted=53.997907, expected=40.000000 predicted=53.924520, expected=60.000000 predicted=75.417263, expected=96.000000 predicted=68.593319, expected=80.000000 predicted=82.319279, expected=48.000000 predicted=53.580178, expected=72.000000 predicted=63.180078, expected=56.000000 predicted=55.818525, expected=32.000000 predicted=56.845931, expected=52.000000 predicted=64.134086, expected=92.000000 predicted=69.167928, expected=92.000000 predicted=79.474002, expected=60.000000 predicted=62.761355, expected=56.000000 predicted=53.008149, expected=56.000000 predicted=54.872044, expected=64.000000 predicted=71.287590, expected=56.000000 predicted=68.981551, expected=76.000000 predicted=68.855860, expected=120.000000 predicted=91.232002, expected=52.000000 predicted=55.327227, expected=52.000000 predicted=63.588200, expected=40.000000 predicted=50.248076, expected=44.000000 predicted=51.595544, expected=20.000000 predicted=58.767469, expected=44.000000 predicted=45.773166, expected=72.000000 predicted=60.244226, expected=20.000000 predicted=27.898304, expected=68.000000 predicted=60.653484, expected=44.000000 predicted=35.287090, expected=16.000000 predicted=27.192567, expected=44.000000 predicted=57.328338, expected=52.000000 predicted=35.257503, expected=92.000000 predicted=76.589308, expected=88.000000 predicted=70.567543, expected=24.000000 predicted=27.877457, expected=64.000000 predicted=61.033809, expected=68.000000 predicted=58.094827, expected=48.000000 predicted=61.316445, expected=60.000000 predicted=73.375562, expected=92.000000 predicted=63.122094, expected=36.000000 predicted=47.482746, expected=20.000000 predicted=44.871234, expected=28.000000 predicted=38.177986, expected=44.000000 predicted=43.783127, expected=68.000000 predicted=71.850662, expected=156.000000 predicted=101.893677, expected=124.000000 predicted=82.050512, expected=48.000000 predicted=51.683200, expected=48.000000 predicted=58.968069, expected=56.000000 predicted=57.568937, expected=44.000000 predicted=80.879148, expected=72.000000 predicted=89.870255, expected=68.000000 predicted=58.998457, expected=92.000000 predicted=73.016032, expected=36.000000 predicted=48.280798, expected=24.000000 predicted=36.917977, expected=52.000000 predicted=59.515944, expected=64.000000 predicted=58.120343, expected=104.000000 predicted=94.040979, expected=76.000000 predicted=61.973496, expected=120.000000 predicted=83.603065, expected=96.000000 predicted=80.904775, expected=116.000000 predicted=95.105668, expected=112.000000 predicted=110.756746, expected=56.000000 predicted=67.361376, expected=124.000000 predicted=122.227157, expected=104.000000 predicted=96.974047, expected=92.000000 predicted=100.082710, expected=56.000000 predicted=85.440281, expected=32.000000 predicted=45.178714, expected=24.000000 predicted=62.617504, expected=24.000000 predicted=51.442582, expected=56.000000 predicted=64.369438, expected=88.000000 predicted=69.932387, expected=128.000000 predicted=86.550660, expected=68.000000 predicted=56.066026, expected=20.000000 predicted=32.802061, expected=60.000000 predicted=61.593736, expected=80.000000 predicted=74.027524, expected=80.000000 predicted=92.523623, expected=116.000000 predicted=97.440269, expected=76.000000 predicted=57.348478, expected=48.000000 predicted=58.361091, expected=48.000000 predicted=64.425735, expected=52.000000 predicted=59.552708, expected=40.000000 predicted=66.753896, expected=40.000000 predicted=54.034670, expected=72.000000 predicted=60.461385, expected=76.000000 predicted=61.825179, expected=60.000000 predicted=58.034280, expected=36.000000 predicted=42.917160, expected=64.000000 predicted=55.006817, expected=48.000000 predicted=54.827343, expected=36.000000 predicted=51.442262, expected=92.000000 predicted=77.831921, expected=68.000000 predicted=52.624988, expected=32.000000 predicted=48.219043, expected=56.000000 predicted=57.413999, expected=60.000000 predicted=47.283275, expected=32.000000 predicted=53.859223, expected=56.000000 predicted=62.019828, expected=52.000000 predicted=43.127183, expected=92.000000 predicted=73.627472, expected=68.000000 predicted=65.188386, expected=44.000000 predicted=43.587288, expected=60.000000 predicted=61.605208, expected=32.000000 predicted=39.092873, expected=32.000000 predicted=54.811595, expected=80.000000 predicted=72.020685, expected=100.000000 predicted=71.653721, expected=72.000000 predicted=68.259674, expected=36.000000 predicted=43.101469, expected=36.000000 predicted=39.009035, expected=28.000000 predicted=46.146428, expected=40.000000 predicted=59.316656, expected=52.000000 predicted=57.039643, expected=56.000000 predicted=46.623805, expected=48.000000 predicted=44.562134, expected=36.000000 predicted=35.491689, expected=36.000000 predicted=38.694067, expected=36.000000 predicted=41.302833, expected=80.000000 predicted=66.361375, expected=72.000000 predicted=59.939270, expected=52.000000 predicted=48.462517, expected=40.000000 predicted=43.975200, expected=64.000000 predicted=52.174905, expected=20.000000 predicted=42.640877, expected=12.000000 predicted=37.707153, expected=40.000000 predicted=43.996361, expected=120.000000 predicted=78.214254, expected=60.000000 predicted=59.013115, expected=32.000000 predicted=36.827412, expected=36.000000 predicted=34.597434, expected=48.000000 predicted=40.003121, expected=44.000000 Test MSE: 762.713
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055])] predicted=14.312534, expected=4.000000 predicted=15.430031, expected=48.000000 predicted=21.571739, expected=28.000000 predicted=21.256260, expected=8.000000 predicted=17.291903, expected=20.000000 predicted=20.597842, expected=4.000000 predicted=20.353562, expected=44.000000 predicted=25.379225, expected=32.000000 predicted=20.755719, expected=44.000000 predicted=22.916952, expected=24.000000 predicted=27.125435, expected=8.000000 predicted=27.240663, expected=12.000000 predicted=29.982894, expected=8.000000 predicted=23.353074, expected=8.000000 predicted=18.186164, expected=8.000000 predicted=11.580016, expected=24.000000 predicted=10.969258, expected=36.000000 predicted=14.511360, expected=8.000000 predicted=13.793735, expected=16.000000 predicted=16.837981, expected=12.000000 predicted=18.508076, expected=16.000000 predicted=19.271168, expected=20.000000 predicted=17.834462, expected=4.000000 predicted=12.515596, expected=24.000000 predicted=15.481059, expected=20.000000 predicted=15.713856, expected=24.000000 predicted=17.154047, expected=16.000000 predicted=17.510806, expected=8.000000 predicted=16.464322, expected=4.000000 predicted=17.199872, expected=32.000000 predicted=17.853785, expected=28.000000 predicted=17.417267, expected=8.000000 predicted=14.655868, expected=16.000000 predicted=16.420992, expected=32.000000 predicted=20.594412, expected=4.000000 predicted=19.754685, expected=40.000000 predicted=20.943028, expected=16.000000 predicted=18.826906, expected=28.000000 predicted=22.156982, expected=8.000000 predicted=21.816652, expected=12.000000 predicted=19.076098, expected=8.000000 predicted=19.936308, expected=4.000000 predicted=13.446022, expected=36.000000 predicted=15.681768, expected=32.000000 predicted=14.808930, expected=20.000000 predicted=16.773186, expected=8.000000 predicted=18.146027, expected=8.000000 predicted=19.762916, expected=24.000000 predicted=22.558670, expected=24.000000 predicted=18.814733, expected=4.000000 predicted=13.909815, expected=8.000000 predicted=13.292777, expected=24.000000 predicted=16.149603, expected=36.000000 predicted=19.007604, expected=44.000000 predicted=20.851405, expected=4.000000 predicted=18.544406, expected=8.000000 predicted=22.171122, expected=36.000000 predicted=27.471400, expected=20.000000 predicted=24.428532, expected=8.000000 predicted=19.227438, expected=4.000000 predicted=14.472961, expected=64.000000 predicted=23.653011, expected=8.000000 predicted=21.045370, expected=4.000000 predicted=17.528184, expected=36.000000 predicted=22.676705, expected=24.000000 predicted=23.278310, expected=24.000000 predicted=25.281468, expected=24.000000 predicted=19.784701, expected=12.000000 predicted=21.374412, expected=20.000000 predicted=24.229963, expected=20.000000 predicted=21.067129, expected=28.000000 predicted=20.861342, expected=56.000000 predicted=24.887751, expected=32.000000 predicted=25.544160, expected=40.000000 predicted=31.712527, expected=16.000000 predicted=33.019240, expected=40.000000 predicted=36.883634, expected=12.000000 predicted=33.566317, expected=16.000000 predicted=27.005084, expected=20.000000 predicted=25.190364, expected=32.000000 predicted=22.636887, expected=8.000000 predicted=20.676165, expected=20.000000 predicted=18.376987, expected=28.000000 predicted=21.089182, expected=32.000000 predicted=22.366329, expected=12.000000 predicted=21.207410, expected=24.000000 predicted=21.265834, expected=8.000000 predicted=21.725990, expected=40.000000 predicted=24.037456, expected=24.000000 predicted=22.272438, expected=4.000000 predicted=18.273920, expected=8.000000 predicted=19.847652, expected=8.000000 predicted=17.246139, expected=16.000000 predicted=16.897734, expected=40.000000 predicted=15.251342, expected=16.000000 predicted=13.226711, expected=12.000000 predicted=16.224140, expected=32.000000 predicted=21.559849, expected=4.000000 predicted=20.349636, expected=40.000000 predicted=23.761760, expected=16.000000 predicted=19.453965, expected=20.000000 predicted=20.343612, expected=8.000000 predicted=20.916635, expected=24.000000 predicted=19.549608, expected=24.000000 predicted=21.766984, expected=48.000000 predicted=21.556898, expected=12.000000 predicted=21.217127, expected=8.000000 predicted=21.430050, expected=20.000000 predicted=24.994915, expected=8.000000 predicted=21.185537, expected=32.000000 predicted=20.972618, expected=52.000000 predicted=19.898104, expected=16.000000 predicted=20.207795, expected=12.000000 predicted=23.609884, expected=4.000000 predicted=23.405693, expected=12.000000 predicted=23.784471, expected=12.000000 predicted=18.833998, expected=4.000000 predicted=9.868995, expected=12.000000 predicted=9.408951, expected=8.000000 predicted=8.706781, expected=20.000000 predicted=10.901654, expected=48.000000 predicted=15.636419, expected=8.000000 predicted=14.457446, expected=4.000000 predicted=16.901981, expected=12.000000 predicted=18.968565, expected=12.000000 predicted=18.690861, expected=12.000000 predicted=15.976561, expected=4.000000 predicted=8.481711, expected=8.000000 predicted=9.052984, expected=12.000000 predicted=10.247687, expected=12.000000 predicted=9.634210, expected=12.000000 predicted=9.471958, expected=24.000000 predicted=11.382307, expected=4.000000 predicted=11.476636, expected=16.000000 predicted=13.485404, expected=20.000000 predicted=14.803913, expected=8.000000 predicted=13.694627, expected=20.000000 predicted=15.238267, expected=8.000000 predicted=12.748402, expected=8.000000 predicted=13.719720, expected=64.000000 predicted=20.326786, expected=28.000000 predicted=19.443962, expected=8.000000 predicted=21.220427, expected=12.000000 predicted=23.442305, expected=8.000000 predicted=24.162099, expected=4.000000 predicted=22.340771, expected=8.000000 predicted=11.925309, expected=48.000000 predicted=13.798795, expected=4.000000 predicted=11.703057, expected=44.000000 predicted=17.989794, expected=12.000000 predicted=19.609586, expected=16.000000 predicted=22.451617, expected=4.000000 predicted=23.037078, expected=8.000000 predicted=16.070701, expected=12.000000 predicted=16.924592, expected=4.000000 predicted=9.351005, expected=16.000000 predicted=9.862269, expected=4.000000 predicted=7.793606, expected=4.000000 predicted=8.136188, expected=44.000000 predicted=13.435104, expected=16.000000 predicted=12.706612, expected=20.000000 predicted=16.053944, expected=52.000000 predicted=22.652605, expected=24.000000 predicted=25.424274, expected=52.000000 predicted=33.595147, expected=24.000000 predicted=30.870456, expected=72.000000 predicted=40.048357, expected=12.000000 predicted=39.325159, expected=40.000000 predicted=37.768869, expected=32.000000 predicted=40.294395, expected=8.000000 predicted=32.631671, expected=36.000000 predicted=34.140142, expected=16.000000 predicted=24.751182, expected=24.000000 predicted=26.021878, expected=8.000000 predicted=21.157691, expected=16.000000 predicted=18.906846, expected=28.000000 predicted=21.368127, expected=20.000000 predicted=18.077338, expected=44.000000 predicted=21.940449, expected=36.000000 predicted=24.111430, expected=4.000000 predicted=24.697076, expected=4.000000 predicted=24.535276, expected=32.000000 predicted=25.207903, expected=48.000000 predicted=26.998379, expected=48.000000 predicted=25.529853, expected=80.000000 predicted=33.067751, expected=24.000000 predicted=37.887888, expected=16.000000 predicted=42.574165, expected=20.000000 predicted=42.582721, expected=4.000000 predicted=34.776788, expected=4.000000 predicted=25.989519, expected=72.000000 predicted=23.190097, expected=40.000000 predicted=23.463931, expected=12.000000 predicted=23.207821, expected=28.000000 predicted=27.084412, expected=12.000000 predicted=29.390167, expected=24.000000 predicted=33.099299, expected=40.000000 predicted=26.056566, expected=44.000000 predicted=25.319050, expected=12.000000 predicted=25.626235, expected=8.000000 predicted=23.831993, expected=28.000000 predicted=27.654023, expected=44.000000 predicted=29.831792, expected=16.000000 predicted=24.348671, expected=32.000000 predicted=22.673760, expected=24.000000 predicted=25.240371, expected=44.000000 predicted=31.392677, expected=48.000000 predicted=33.923359, expected=40.000000 predicted=32.514535, expected=36.000000 predicted=36.830377, expected=16.000000 predicted=35.150283, expected=40.000000 predicted=38.845277, expected=24.000000 predicted=34.753305, expected=16.000000 predicted=29.113017, expected=76.000000 predicted=34.589812, expected=40.000000 predicted=33.172019, expected=8.000000 predicted=33.328936, expected=16.000000 predicted=31.635147, expected=72.000000 predicted=39.469111, expected=20.000000 predicted=37.776477, expected=12.000000 predicted=27.924429, expected=56.000000 predicted=31.669982, expected=56.000000 predicted=37.011571, expected=24.000000 predicted=38.862098, expected=36.000000 predicted=34.650532, expected=16.000000 predicted=34.225678, expected=24.000000 predicted=37.230247, expected=8.000000 predicted=28.770105, expected=32.000000 predicted=24.022143, expected=4.000000 predicted=20.089932, expected=16.000000 predicted=17.095025, expected=28.000000 predicted=19.113878, expected=4.000000 predicted=14.505490, expected=8.000000 predicted=16.271215, expected=36.000000 predicted=16.219563, expected=16.000000 predicted=16.628104, expected=8.000000 predicted=16.634385, expected=20.000000 predicted=15.980577, expected=32.000000 predicted=19.580062, expected=24.000000 predicted=21.824796, expected=8.000000 predicted=17.695460, expected=12.000000 predicted=18.296762, expected=8.000000 predicted=18.274907, expected=8.000000 predicted=16.081950, expected=40.000000 predicted=16.680128, expected=4.000000 predicted=11.585281, expected=40.000000 predicted=18.382149, expected=4.000000 predicted=16.812579, expected=8.000000 predicted=17.860991, expected=12.000000 predicted=19.764761, expected=16.000000 predicted=13.855131, expected=48.000000 predicted=20.819255, expected=40.000000 predicted=18.632935, expected=20.000000 predicted=22.290481, expected=156.000000 predicted=47.203442, expected=20.000000 predicted=45.146444, expected=16.000000 predicted=53.043240, expected=12.000000 predicted=49.521358, expected=20.000000 predicted=43.718214, expected=4.000000 predicted=41.807370, expected=16.000000 predicted=15.116057, expected=24.000000 predicted=15.239954, expected=56.000000 predicted=20.936439, expected=16.000000 predicted=21.084554, expected=16.000000 predicted=22.231597, expected=8.000000 predicted=23.875781, expected=60.000000 predicted=30.160922, expected=8.000000 predicted=26.319736, expected=28.000000 predicted=22.701719, expected=8.000000 predicted=22.435048, expected=20.000000 predicted=21.971156, expected=16.000000 predicted=24.343223, expected=48.000000 predicted=20.423326, expected=20.000000 predicted=22.397435, expected=24.000000 predicted=22.217489, expected=8.000000 predicted=23.665601, expected=20.000000 predicted=23.060022, expected=12.000000 predicted=22.892748, expected=32.000000 predicted=19.043271, expected=52.000000 predicted=23.888641, expected=8.000000 predicted=20.334375, expected=24.000000 predicted=25.457454, expected=4.000000 predicted=23.017247, expected=4.000000 predicted=21.443470, expected=28.000000 predicted=21.415992, expected=20.000000 predicted=13.597589, expected=12.000000 predicted=14.991568, expected=24.000000 predicted=15.402842, expected=24.000000 predicted=18.084803, expected=16.000000 predicted=20.507188, expected=28.000000 predicted=20.817660, expected=28.000000 predicted=21.514437, expected=24.000000 predicted=23.608378, expected=8.000000 predicted=21.674474, expected=16.000000 predicted=20.675954, expected=12.000000 predicted=19.934416, expected=20.000000 predicted=18.138900, expected=8.000000 predicted=14.791174, expected=12.000000 predicted=12.682358, expected=32.000000 predicted=16.718332, expected=16.000000 predicted=15.689696, expected=4.000000 predicted=15.426103, expected=16.000000 predicted=15.429458, expected=4.000000 predicted=14.065529, expected=16.000000 predicted=15.131553, expected=24.000000 predicted=13.197438, expected=12.000000 Test MSE: 338.940
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784])] predicted=77.022573, expected=68.000000 predicted=54.483370, expected=44.000000 predicted=54.331011, expected=16.000000 predicted=31.983506, expected=24.000000 predicted=36.755923, expected=40.000000 predicted=57.615688, expected=44.000000 predicted=45.746358, expected=68.000000 predicted=48.735268, expected=60.000000 predicted=40.908716, expected=24.000000 predicted=33.263411, expected=36.000000 predicted=43.293039, expected=36.000000 predicted=41.359360, expected=76.000000 predicted=59.521788, expected=64.000000 predicted=56.096973, expected=48.000000 predicted=41.593012, expected=44.000000 predicted=47.668425, expected=68.000000 predicted=53.624263, expected=28.000000 predicted=51.279460, expected=56.000000 predicted=56.085422, expected=20.000000 predicted=39.392636, expected=72.000000 predicted=51.491242, expected=52.000000 predicted=55.765111, expected=52.000000 predicted=41.277135, expected=16.000000 predicted=42.774627, expected=8.000000 predicted=23.715308, expected=12.000000 predicted=38.230943, expected=88.000000 predicted=53.086359, expected=80.000000 predicted=53.659091, expected=24.000000 predicted=28.178262, expected=4.000000 predicted=25.207560, expected=32.000000 predicted=30.917235, expected=12.000000 predicted=40.820690, expected=72.000000 predicted=56.774684, expected=72.000000 predicted=43.439974, expected=28.000000 predicted=23.990799, expected=68.000000 predicted=53.123600, expected=24.000000 predicted=30.735042, expected=24.000000 predicted=45.539967, expected=40.000000 predicted=51.850970, expected=112.000000 predicted=58.211708, expected=72.000000 predicted=62.453838, expected=104.000000 predicted=65.055776, expected=44.000000 predicted=52.842935, expected=60.000000 predicted=58.626052, expected=28.000000 predicted=71.537460, expected=28.000000 predicted=49.146712, expected=88.000000 predicted=79.688655, expected=104.000000 predicted=64.784536, expected=24.000000 predicted=47.157072, expected=100.000000 predicted=67.892815, expected=60.000000 predicted=55.164876, expected=60.000000 predicted=68.859859, expected=12.000000 predicted=63.211546, expected=8.000000 predicted=26.980997, expected=36.000000 predicted=57.435737, expected=24.000000 predicted=34.400445, expected=96.000000 predicted=59.929184, expected=24.000000 predicted=26.052602, expected=40.000000 predicted=30.369471, expected=108.000000 predicted=68.263222, expected=68.000000 predicted=48.252737, expected=108.000000 predicted=89.785170, expected=64.000000 predicted=59.588712, expected=24.000000 predicted=47.820003, expected=36.000000 predicted=71.832747, expected=64.000000 predicted=61.186720, expected=20.000000 predicted=55.283490, expected=76.000000 predicted=60.116488, expected=160.000000 predicted=80.685627, expected=40.000000 predicted=48.113615, expected=8.000000 predicted=52.184676, expected=68.000000 predicted=57.719834, expected=28.000000 predicted=49.606689, expected=52.000000 predicted=82.582679, expected=76.000000 predicted=54.892869, expected=68.000000 predicted=41.505721, expected=56.000000 predicted=61.461189, expected=20.000000 predicted=37.484797, expected=4.000000 predicted=36.032518, expected=52.000000 predicted=54.873786, expected=28.000000 predicted=40.302514, expected=108.000000 predicted=64.281398, expected=88.000000 predicted=53.871408, expected=80.000000 predicted=50.135595, expected=20.000000 predicted=52.335646, expected=48.000000 predicted=48.803960, expected=20.000000 predicted=61.082625, expected=16.000000 predicted=45.473897, expected=72.000000 predicted=61.855243, expected=28.000000 predicted=26.553893, expected=24.000000 predicted=35.596090, expected=16.000000 predicted=25.788089, expected=28.000000 predicted=23.728840, expected=48.000000 predicted=48.150758, expected=28.000000 predicted=27.591078, expected=84.000000 predicted=47.708225, expected=144.000000 predicted=71.487497, expected=28.000000 predicted=41.486665, expected=52.000000 predicted=61.048409, expected=32.000000 predicted=46.698847, expected=48.000000 predicted=59.597883, expected=52.000000 predicted=80.202370, expected=80.000000 predicted=50.876224, expected=12.000000 predicted=38.784526, expected=24.000000 predicted=35.010188, expected=80.000000 predicted=58.197535, expected=40.000000 predicted=42.798178, expected=44.000000 predicted=55.895671, expected=32.000000 predicted=32.385980, expected=84.000000 predicted=50.885023, expected=28.000000 predicted=51.966182, expected=84.000000 predicted=57.574932, expected=36.000000 predicted=47.298431, expected=48.000000 predicted=43.369523, expected=28.000000 predicted=56.131695, expected=28.000000 predicted=32.196734, expected=64.000000 predicted=61.956938, expected=72.000000 predicted=49.009506, expected=56.000000 predicted=50.818671, expected=52.000000 predicted=46.815540, expected=8.000000 predicted=31.724103, expected=24.000000 predicted=44.140594, expected=12.000000 predicted=38.760772, expected=72.000000 predicted=49.281642, expected=48.000000 predicted=43.614243, expected=60.000000 predicted=35.496517, expected=12.000000 predicted=30.155334, expected=28.000000 predicted=27.826056, expected=16.000000 predicted=41.796381, expected=128.000000 predicted=67.221897, expected=112.000000 predicted=73.882067, expected=84.000000 predicted=54.958500, expected=76.000000 predicted=68.208832, expected=52.000000 predicted=53.744755, expected=44.000000 predicted=82.867726, expected=24.000000 predicted=65.708700, expected=40.000000 predicted=56.392324, expected=112.000000 predicted=77.056932, expected=36.000000 predicted=46.019926, expected=28.000000 predicted=42.563180, expected=32.000000 predicted=39.411394, expected=8.000000 predicted=28.548681, expected=60.000000 predicted=66.734712, expected=80.000000 predicted=49.914945, expected=32.000000 predicted=33.499111, expected=32.000000 predicted=38.709754, expected=8.000000 predicted=21.966924, expected=32.000000 predicted=41.186170, expected=28.000000 predicted=44.724061, expected=28.000000 predicted=27.234050, expected=48.000000 predicted=36.048719, expected=84.000000 predicted=42.317953, expected=28.000000 predicted=35.026992, expected=28.000000 predicted=35.128119, expected=16.000000 predicted=31.069115, expected=4.000000 predicted=27.081336, expected=16.000000 predicted=39.909987, expected=168.000000 predicted=72.649529, expected=20.000000 predicted=30.994782, expected=84.000000 predicted=51.788919, expected=36.000000 predicted=42.748630, expected=40.000000 predicted=36.143497, expected=40.000000 predicted=88.885123, expected=12.000000 predicted=24.611815, expected=108.000000 predicted=75.345783, expected=56.000000 predicted=47.381958, expected=32.000000 predicted=41.077489, expected=40.000000 predicted=47.385224, expected=76.000000 predicted=46.567153, expected=48.000000 predicted=68.212779, expected=32.000000 predicted=45.982633, expected=68.000000 predicted=51.042256, expected=80.000000 predicted=57.471255, expected=60.000000 predicted=63.818187, expected=32.000000 predicted=48.016768, expected=20.000000 predicted=37.435523, expected=40.000000 predicted=50.979451, expected=8.000000 predicted=40.431821, expected=68.000000 predicted=50.726491, expected=36.000000 predicted=34.646990, expected=16.000000 predicted=23.281062, expected=32.000000 predicted=36.917606, expected=28.000000 predicted=23.031501, expected=52.000000 predicted=48.565472, expected=44.000000 predicted=37.905745, expected=124.000000 predicted=60.009730, expected=20.000000 predicted=38.962166, expected=20.000000 predicted=35.600215, expected=4.000000 predicted=38.757289, expected=48.000000 predicted=40.182837, expected=8.000000 predicted=51.835021, expected=40.000000 predicted=25.891455, expected=68.000000 predicted=39.573873, expected=40.000000 predicted=26.576107, expected=36.000000 predicted=42.359134, expected=28.000000 predicted=28.196472, expected=8.000000 predicted=28.772030, expected=32.000000 predicted=42.348224, expected=8.000000 predicted=24.051816, expected=12.000000 predicted=21.284705, expected=20.000000 predicted=21.779232, expected=32.000000 predicted=18.200575, expected=8.000000 predicted=19.355207, expected=4.000000 predicted=10.057900, expected=4.000000 predicted=10.798023, expected=4.000000 predicted=10.671060, expected=4.000000 predicted=13.265768, expected=4.000000 predicted=5.091812, expected=28.000000 predicted=11.897402, expected=36.000000 predicted=16.680747, expected=16.000000 predicted=12.595254, expected=16.000000 predicted=14.483423, expected=36.000000 predicted=21.489085, expected=28.000000 predicted=26.355640, expected=32.000000 predicted=30.629751, expected=8.000000 predicted=17.913775, expected=68.000000 predicted=36.325379, expected=64.000000 predicted=44.961819, expected=4.000000 predicted=23.876366, expected=32.000000 predicted=35.749403, expected=20.000000 predicted=22.727920, expected=16.000000 predicted=35.245728, expected=104.000000 predicted=63.361023, expected=8.000000 predicted=17.893284, expected=36.000000 predicted=34.931901, expected=16.000000 predicted=28.740633, expected=16.000000 predicted=20.492829, expected=40.000000 predicted=55.014074, expected=28.000000 predicted=20.238417, expected=80.000000 predicted=46.860235, expected=24.000000 predicted=28.090164, expected=24.000000 predicted=27.274156, expected=32.000000 predicted=38.518514, expected=32.000000 predicted=31.277756, expected=52.000000 predicted=52.949938, expected=20.000000 predicted=26.668258, expected=56.000000 predicted=37.833803, expected=8.000000 predicted=27.450354, expected=40.000000 predicted=33.949328, expected=108.000000 predicted=64.336550, expected=168.000000 predicted=79.521802, expected=52.000000 predicted=64.564222, expected=8.000000 predicted=38.375690, expected=100.000000 predicted=77.546973, expected=40.000000 predicted=72.145634, expected=24.000000 predicted=78.746739, expected=56.000000 predicted=53.730339, expected=88.000000 predicted=48.087975, expected=72.000000 predicted=73.537771, expected=48.000000 predicted=50.819069, expected=80.000000 predicted=58.505998, expected=56.000000 predicted=60.620207, expected=16.000000 predicted=54.782436, expected=64.000000 predicted=63.255075, expected=68.000000 predicted=55.379668, expected=52.000000 predicted=59.119412, expected=36.000000 predicted=49.252767, expected=32.000000 predicted=34.805248, expected=4.000000 predicted=37.261281, expected=44.000000 predicted=46.748470, expected=84.000000 predicted=54.470633, expected=32.000000 predicted=34.899091, expected=8.000000 predicted=28.886450, expected=84.000000 predicted=45.422194, expected=32.000000 predicted=39.752547, expected=20.000000 predicted=46.845361, expected=40.000000 predicted=39.165442, expected=36.000000 predicted=27.040441, expected=52.000000 predicted=55.078259, expected=32.000000 predicted=34.281715, expected=48.000000 predicted=36.123584, expected=92.000000 predicted=58.551451, expected=24.000000 predicted=37.580403, expected=64.000000 predicted=56.250416, expected=76.000000 predicted=56.490796, expected=48.000000 predicted=50.662516, expected=132.000000 predicted=93.659853, expected=24.000000 predicted=43.453210, expected=76.000000 predicted=69.870719, expected=44.000000 predicted=65.982684, expected=48.000000 predicted=51.798302, expected=40.000000 predicted=73.946623, expected=72.000000 predicted=48.395019, expected=20.000000 predicted=48.834277, expected=40.000000 predicted=42.968522, expected=64.000000 predicted=52.270053, expected=28.000000 predicted=37.246825, expected=16.000000 predicted=42.622141, expected=36.000000 predicted=31.893128, expected=12.000000 predicted=27.792358, expected=28.000000 predicted=37.352959, expected=32.000000 predicted=27.958730, expected=36.000000 predicted=25.440654, expected=52.000000 predicted=38.544320, expected=24.000000 predicted=24.763887, expected=36.000000 predicted=33.667734, expected=156.000000 predicted=74.659248, expected=180.000000 predicted=93.523978, expected=240.000000 predicted=135.224158, expected=4.000000 predicted=66.097316, expected=280.000000 predicted=152.207899, expected=172.000000 predicted=172.999828, expected=96.000000 predicted=144.199808, expected=44.000000 predicted=153.864635, expected=4.000000 predicted=53.937271, expected=12.000000 predicted=110.723892, expected=60.000000 predicted=80.968234, expected=28.000000 predicted=46.763965, expected=80.000000 predicted=49.886262, expected=32.000000 predicted=31.534370, expected=76.000000 predicted=46.605878, expected=28.000000 predicted=49.320684, expected=100.000000 predicted=59.527564, expected=44.000000 predicted=62.672582, expected=36.000000 predicted=42.725362, expected=16.000000 predicted=48.988314, expected=24.000000 predicted=31.371038, expected=56.000000 predicted=57.676072, expected=4.000000 predicted=26.098155, expected=36.000000 predicted=31.494330, expected=44.000000 predicted=31.863317, expected=72.000000 predicted=42.497229, expected=24.000000 predicted=40.879855, expected=72.000000 predicted=41.997754, expected=44.000000 predicted=46.717238, expected=8.000000 predicted=33.384426, expected=8.000000 predicted=38.038493, expected=64.000000 predicted=38.684185, expected=32.000000 predicted=42.058104, expected=56.000000 predicted=42.112507, expected=68.000000 predicted=42.981937, expected=8.000000 predicted=25.158265, expected=36.000000 predicted=45.894563, expected=44.000000 predicted=39.745099, expected=40.000000 predicted=41.797454, expected=32.000000 predicted=43.470208, expected=56.000000 predicted=35.615081, expected=56.000000 predicted=45.431466, expected=20.000000 predicted=36.767364, expected=28.000000 predicted=36.754786, expected=96.000000 predicted=55.795631, expected=48.000000 predicted=50.620146, expected=72.000000 predicted=58.997802, expected=8.000000 predicted=34.791390, expected=20.000000 predicted=32.892464, expected=56.000000 predicted=60.034071, expected=16.000000 predicted=31.676379, expected=48.000000 predicted=46.085316, expected=32.000000 predicted=27.951163, expected=32.000000 predicted=29.296330, expected=4.000000 predicted=30.522283, expected=32.000000 predicted=24.900774, expected=76.000000 predicted=48.242066, expected=16.000000 predicted=28.231786, expected=88.000000 predicted=51.265576, expected=48.000000 predicted=40.064628, expected=44.000000 predicted=43.502903, expected=36.000000 predicted=54.663843, expected=24.000000 predicted=31.416450, expected=28.000000 predicted=47.881114, expected=28.000000 predicted=34.869973, expected=92.000000 predicted=53.359560, expected=40.000000 predicted=41.589670, expected=24.000000 predicted=33.114788, expected=4.000000 predicted=28.650952, expected=4.000000 Test MSE: 1388.406
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216])] predicted=35.792138, expected=12.000000 predicted=27.074157, expected=36.000000 predicted=38.833180, expected=16.000000 predicted=28.742984, expected=24.000000 predicted=38.994495, expected=32.000000 predicted=35.561480, expected=32.000000 predicted=23.184000, expected=56.000000 predicted=39.911187, expected=32.000000 predicted=28.865753, expected=44.000000 predicted=36.163297, expected=16.000000 predicted=30.479778, expected=60.000000 predicted=42.217493, expected=60.000000 predicted=51.309052, expected=32.000000 predicted=35.905697, expected=52.000000 predicted=48.061935, expected=24.000000 predicted=30.951011, expected=32.000000 predicted=43.112306, expected=56.000000 predicted=50.114554, expected=16.000000 predicted=28.943825, expected=24.000000 predicted=35.967296, expected=60.000000 predicted=39.271514, expected=32.000000 predicted=32.997623, expected=36.000000 predicted=41.970045, expected=16.000000 predicted=24.993961, expected=28.000000 predicted=28.724521, expected=32.000000 predicted=38.709847, expected=12.000000 predicted=23.207901, expected=32.000000 predicted=29.967832, expected=52.000000 predicted=31.509643, expected=20.000000 predicted=26.294449, expected=20.000000 predicted=28.055160, expected=28.000000 predicted=24.570753, expected=60.000000 predicted=39.361060, expected=40.000000 predicted=40.505492, expected=44.000000 predicted=35.148092, expected=24.000000 predicted=30.828909, expected=40.000000 predicted=36.576634, expected=32.000000 predicted=41.988685, expected=24.000000 predicted=32.229179, expected=36.000000 predicted=36.655740, expected=60.000000 predicted=38.916906, expected=72.000000 predicted=49.830639, expected=16.000000 predicted=33.179310, expected=16.000000 predicted=30.938730, expected=60.000000 predicted=46.087484, expected=28.000000 predicted=39.541250, expected=16.000000 predicted=38.438581, expected=64.000000 predicted=38.871895, expected=40.000000 predicted=31.317234, expected=28.000000 predicted=41.328843, expected=32.000000 predicted=34.694442, expected=40.000000 predicted=32.000151, expected=16.000000 predicted=36.650923, expected=36.000000 predicted=35.258655, expected=48.000000 predicted=35.497529, expected=48.000000 predicted=37.396766, expected=36.000000 predicted=38.660273, expected=68.000000 predicted=43.741535, expected=24.000000 predicted=36.562209, expected=36.000000 predicted=43.090324, expected=48.000000 predicted=46.174175, expected=40.000000 predicted=38.143854, expected=28.000000 predicted=44.287808, expected=28.000000 predicted=31.131107, expected=20.000000 predicted=30.075243, expected=12.000000 predicted=28.488699, expected=20.000000 predicted=26.633883, expected=20.000000 predicted=21.676491, expected=36.000000 predicted=26.694024, expected=60.000000 predicted=34.353977, expected=36.000000 predicted=28.033459, expected=24.000000 predicted=29.423002, expected=48.000000 predicted=37.300330, expected=44.000000 predicted=39.103894, expected=56.000000 predicted=50.517530, expected=52.000000 predicted=44.930045, expected=28.000000 predicted=34.946360, expected=16.000000 predicted=37.007571, expected=16.000000 predicted=31.891903, expected=28.000000 predicted=34.989901, expected=28.000000 predicted=32.209830, expected=28.000000 predicted=25.996323, expected=48.000000 predicted=30.709447, expected=20.000000 predicted=23.220307, expected=32.000000 predicted=31.151351, expected=24.000000 predicted=28.391090, expected=36.000000 predicted=30.709290, expected=20.000000 predicted=31.566855, expected=48.000000 predicted=32.309972, expected=36.000000 predicted=33.356082, expected=28.000000 predicted=29.167072, expected=20.000000 predicted=30.796593, expected=20.000000 predicted=24.007883, expected=68.000000 predicted=46.206268, expected=28.000000 predicted=31.604659, expected=28.000000 predicted=31.483462, expected=28.000000 predicted=30.231937, expected=24.000000 predicted=26.076501, expected=24.000000 predicted=38.212591, expected=40.000000 predicted=31.189260, expected=36.000000 predicted=30.634709, expected=20.000000 predicted=26.706944, expected=44.000000 predicted=33.777977, expected=44.000000 predicted=33.959768, expected=64.000000 predicted=46.217837, expected=48.000000 predicted=43.531062, expected=12.000000 predicted=28.887544, expected=32.000000 predicted=40.460693, expected=20.000000 predicted=32.602482, expected=52.000000 predicted=45.551810, expected=24.000000 predicted=33.263577, expected=48.000000 predicted=31.551599, expected=24.000000 predicted=31.713902, expected=24.000000 predicted=26.945175, expected=40.000000 predicted=40.513812, expected=24.000000 predicted=26.557970, expected=20.000000 predicted=31.586581, expected=52.000000 predicted=34.852197, expected=36.000000 predicted=30.598772, expected=52.000000 predicted=41.796286, expected=24.000000 predicted=31.041884, expected=44.000000 predicted=35.573562, expected=12.000000 predicted=34.213066, expected=32.000000 predicted=32.747726, expected=4.000000 predicted=27.620583, expected=48.000000 predicted=30.153653, expected=24.000000 predicted=30.468269, expected=60.000000 predicted=32.290210, expected=40.000000 predicted=37.336032, expected=8.000000 predicted=19.360604, expected=24.000000 predicted=35.999964, expected=56.000000 predicted=36.291570, expected=36.000000 predicted=40.252843, expected=8.000000 predicted=27.471953, expected=36.000000 predicted=27.304344, expected=12.000000 predicted=22.376809, expected=16.000000 predicted=29.671019, expected=32.000000 predicted=28.921034, expected=52.000000 predicted=26.943678, expected=48.000000 predicted=37.214554, expected=24.000000 predicted=26.335867, expected=44.000000 predicted=34.882069, expected=8.000000 predicted=27.385169, expected=16.000000 predicted=31.624864, expected=28.000000 predicted=32.544026, expected=28.000000 predicted=23.509694, expected=24.000000 predicted=29.032025, expected=32.000000 predicted=22.391216, expected=16.000000 predicted=20.374236, expected=32.000000 predicted=28.105897, expected=36.000000 predicted=29.924268, expected=28.000000 predicted=26.573415, expected=60.000000 predicted=40.456764, expected=76.000000 predicted=44.258755, expected=28.000000 predicted=37.506397, expected=12.000000 predicted=34.756253, expected=24.000000 predicted=32.846117, expected=16.000000 predicted=33.547060, expected=44.000000 predicted=44.329698, expected=32.000000 predicted=28.142328, expected=12.000000 predicted=18.346825, expected=24.000000 predicted=25.990665, expected=24.000000 predicted=22.100244, expected=36.000000 predicted=32.766727, expected=56.000000 predicted=37.405913, expected=32.000000 predicted=27.116450, expected=56.000000 predicted=40.326585, expected=56.000000 predicted=42.822071, expected=36.000000 predicted=40.520966, expected=20.000000 predicted=41.323234, expected=48.000000 predicted=40.757502, expected=20.000000 predicted=36.873553, expected=48.000000 predicted=43.919480, expected=40.000000 predicted=37.370495, expected=52.000000 predicted=36.635951, expected=28.000000 predicted=39.771583, expected=16.000000 predicted=26.704743, expected=28.000000 predicted=36.468263, expected=12.000000 predicted=26.030874, expected=16.000000 predicted=28.266377, expected=32.000000 predicted=25.845038, expected=72.000000 predicted=35.973983, expected=32.000000 predicted=31.547812, expected=24.000000 predicted=27.091621, expected=40.000000 predicted=34.126073, expected=12.000000 predicted=26.882873, expected=28.000000 predicted=40.927648, expected=20.000000 predicted=26.004536, expected=52.000000 predicted=32.466710, expected=40.000000 predicted=36.167350, expected=16.000000 predicted=22.041918, expected=36.000000 predicted=33.495288, expected=28.000000 predicted=27.519422, expected=36.000000 predicted=37.753490, expected=28.000000 predicted=32.714433, expected=32.000000 predicted=27.008572, expected=52.000000 predicted=39.605035, expected=32.000000 predicted=32.343917, expected=36.000000 predicted=36.593965, expected=52.000000 predicted=40.213386, expected=28.000000 predicted=33.939733, expected=44.000000 predicted=44.281296, expected=72.000000 predicted=48.358114, expected=12.000000 predicted=32.288702, expected=24.000000 predicted=39.637274, expected=28.000000 predicted=31.763996, expected=36.000000 predicted=35.090986, expected=48.000000 predicted=47.049130, expected=36.000000 predicted=28.397929, expected=68.000000 predicted=43.915193, expected=44.000000 predicted=40.689093, expected=32.000000 predicted=39.886329, expected=40.000000 predicted=45.221823, expected=40.000000 predicted=39.818220, expected=48.000000 predicted=50.109282, expected=20.000000 predicted=34.989701, expected=44.000000 predicted=38.052640, expected=32.000000 predicted=36.372110, expected=20.000000 predicted=31.288725, expected=40.000000 predicted=38.891514, expected=28.000000 predicted=27.163879, expected=32.000000 predicted=34.645067, expected=40.000000 predicted=34.376356, expected=64.000000 predicted=39.605519, expected=12.000000 predicted=31.679002, expected=12.000000 predicted=27.313609, expected=24.000000 predicted=29.398794, expected=28.000000 predicted=29.179014, expected=48.000000 predicted=41.739412, expected=40.000000 predicted=27.668038, expected=48.000000 predicted=33.108265, expected=28.000000 predicted=32.484028, expected=24.000000 predicted=31.577030, expected=28.000000 predicted=36.468660, expected=24.000000 predicted=30.799889, expected=36.000000 predicted=35.571335, expected=44.000000 predicted=33.237820, expected=32.000000 predicted=30.091996, expected=52.000000 predicted=38.786002, expected=40.000000 predicted=35.769072, expected=48.000000 predicted=42.167205, expected=80.000000 predicted=55.920374, expected=88.000000 predicted=58.903676, expected=56.000000 predicted=58.992102, expected=92.000000 predicted=69.498209, expected=68.000000 predicted=66.078777, expected=28.000000 predicted=61.096507, expected=24.000000 predicted=57.648797, expected=64.000000 predicted=55.437751, expected=84.000000 predicted=70.263810, expected=60.000000 predicted=59.190567, expected=20.000000 predicted=38.825376, expected=28.000000 predicted=38.644948, expected=44.000000 predicted=49.784862, expected=84.000000 predicted=65.217877, expected=36.000000 predicted=45.857380, expected=24.000000 predicted=33.563594, expected=16.000000 predicted=32.661466, expected=8.000000 predicted=28.820915, expected=40.000000 predicted=45.107885, expected=32.000000 predicted=28.551228, expected=16.000000 predicted=21.297551, expected=8.000000 predicted=17.563781, expected=8.000000 predicted=13.859535, expected=28.000000 predicted=26.254782, expected=48.000000 predicted=30.295003, expected=28.000000 predicted=22.347643, expected=44.000000 predicted=28.624527, expected=28.000000 predicted=26.047169, expected=20.000000 predicted=28.422038, expected=28.000000 predicted=34.979337, expected=40.000000 predicted=32.138787, expected=36.000000 predicted=35.211379, expected=36.000000 predicted=32.146870, expected=12.000000 predicted=23.347933, expected=40.000000 predicted=33.374614, expected=40.000000 predicted=36.080137, expected=20.000000 predicted=28.477159, expected=36.000000 predicted=34.062119, expected=44.000000 predicted=30.751848, expected=40.000000 predicted=37.410636, expected=40.000000 predicted=38.654666, expected=20.000000 predicted=27.873205, expected=56.000000 predicted=42.865157, expected=28.000000 predicted=36.181782, expected=40.000000 predicted=38.368994, expected=32.000000 predicted=36.635425, expected=24.000000 predicted=28.016725, expected=24.000000 predicted=36.160629, expected=36.000000 predicted=31.156910, expected=36.000000 predicted=34.003162, expected=24.000000 predicted=28.582157, expected=20.000000 predicted=25.493767, expected=20.000000 predicted=24.614491, expected=44.000000 predicted=34.030249, expected=28.000000 predicted=29.358563, expected=52.000000 predicted=35.068249, expected=28.000000 predicted=29.171731, expected=24.000000 predicted=28.209778, expected=12.000000 predicted=29.865353, expected=32.000000 predicted=29.147312, expected=20.000000 predicted=30.187477, expected=28.000000 predicted=25.477717, expected=32.000000 predicted=26.692513, expected=20.000000 predicted=20.404776, expected=48.000000 predicted=34.933113, expected=44.000000 predicted=32.301770, expected=52.000000 predicted=38.824352, expected=24.000000 predicted=33.563790, expected=28.000000 predicted=31.411993, expected=20.000000 predicted=34.619659, expected=16.000000 predicted=28.946064, expected=8.000000 predicted=25.862497, expected=36.000000 predicted=25.457820, expected=60.000000 predicted=35.140058, expected=48.000000 predicted=32.755846, expected=16.000000 predicted=25.370596, expected=32.000000 predicted=29.399755, expected=40.000000 predicted=37.916994, expected=36.000000 predicted=40.927380, expected=36.000000 predicted=37.986738, expected=32.000000 predicted=29.276699, expected=36.000000 predicted=34.814058, expected=24.000000 predicted=32.657437, expected=12.000000 predicted=26.436095, expected=60.000000 predicted=40.440276, expected=48.000000 predicted=36.656897, expected=56.000000 predicted=42.503733, expected=36.000000 predicted=37.027410, expected=48.000000 predicted=38.597504, expected=52.000000 predicted=52.428768, expected=56.000000 predicted=50.056333, expected=24.000000 predicted=42.542190, expected=28.000000 predicted=37.378495, expected=16.000000 predicted=34.289294, expected=24.000000 predicted=33.654162, expected=24.000000 predicted=32.515931, expected=48.000000 predicted=31.292666, expected=16.000000 predicted=23.916816, expected=52.000000 predicted=32.967740, expected=40.000000 predicted=34.000306, expected=56.000000 predicted=39.546100, expected=16.000000 predicted=35.785992, expected=36.000000 predicted=32.200103, expected=44.000000 predicted=43.957402, expected=20.000000 predicted=31.111222, expected=28.000000 predicted=37.108383, expected=40.000000 predicted=30.376489, expected=48.000000 predicted=37.896570, expected=24.000000 predicted=33.636916, expected=28.000000 predicted=29.145350, expected=8.000000 predicted=24.270161, expected=28.000000 predicted=30.285161, expected=20.000000 predicted=28.516871, expected=36.000000 predicted=26.149684, expected=24.000000 predicted=25.278330, expected=8.000000 predicted=15.144383, expected=32.000000 predicted=27.669259, expected=56.000000 predicted=33.296997, expected=12.000000 predicted=24.810494, expected=16.000000 predicted=23.815116, expected=28.000000 predicted=23.667501, expected=16.000000 predicted=23.376118, expected=8.000000 predicted=25.531460, expected=8.000000 predicted=13.101887, expected=28.000000 predicted=19.132351, expected=16.000000 predicted=18.335277, expected=20.000000 predicted=17.010729, expected=36.000000 predicted=21.894380, expected=64.000000 predicted=32.734208, expected=32.000000 predicted=31.452651, expected=52.000000 predicted=37.638403, expected=56.000000 predicted=43.104064, expected=16.000000 predicted=33.861141, expected=32.000000 predicted=44.873250, expected=44.000000 predicted=38.593890, expected=24.000000 predicted=35.110170, expected=32.000000 predicted=38.421587, expected=24.000000 predicted=25.578495, expected=8.000000 predicted=22.857557, expected=16.000000 predicted=26.497069, expected=20.000000 predicted=20.572705, expected=36.000000 predicted=26.855952, expected=52.000000 predicted=32.037877, expected=12.000000 predicted=18.233785, expected=32.000000 predicted=27.919340, expected=20.000000 predicted=25.255813, expected=20.000000 predicted=26.586031, expected=40.000000 predicted=36.606198, expected=28.000000 predicted=22.899586, expected=28.000000 predicted=28.918376, expected=32.000000 predicted=28.175582, expected=28.000000 predicted=26.853217, expected=36.000000 predicted=34.421897, expected=20.000000 predicted=26.519484, expected=32.000000 predicted=29.770565, expected=36.000000 predicted=32.234290, expected=44.000000 predicted=33.945819, expected=40.000000 predicted=36.533966, expected=48.000000 predicted=36.631182, expected=32.000000 predicted=36.103212, expected=36.000000 predicted=38.014982, expected=44.000000 predicted=42.232398, expected=44.000000 predicted=40.703416, expected=40.000000 predicted=42.010221, expected=36.000000 predicted=37.193769, expected=20.000000 predicted=32.617395, expected=24.000000 predicted=33.785621, expected=24.000000 predicted=31.556771, expected=20.000000 predicted=27.240878, expected=32.000000 predicted=29.362861, expected=20.000000 predicted=21.779364, expected=44.000000 predicted=30.708950, expected=8.000000 predicted=20.766440, expected=36.000000 predicted=27.607840, expected=36.000000 predicted=31.807265, expected=56.000000 predicted=35.078223, expected=28.000000 predicted=35.687771, expected=20.000000 predicted=24.448858, expected=8.000000 predicted=26.954788, expected=8.000000 predicted=22.486526, expected=44.000000 predicted=36.042326, expected=24.000000 predicted=22.795227, expected=28.000000 predicted=23.293722, expected=40.000000 predicted=26.858745, expected=32.000000 predicted=25.396708, expected=20.000000 predicted=31.148380, expected=16.000000 predicted=24.133925, expected=28.000000 predicted=27.279160, expected=12.000000 Test MSE: 259.867
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014])] predicted=33.906816, expected=36.000000 predicted=33.480632, expected=32.000000 predicted=26.862014, expected=28.000000 predicted=25.374918, expected=40.000000 predicted=31.142177, expected=20.000000 predicted=30.487626, expected=44.000000 predicted=35.792621, expected=12.000000 predicted=25.807205, expected=36.000000 predicted=30.770279, expected=48.000000 predicted=37.683030, expected=20.000000 predicted=27.305249, expected=16.000000 predicted=26.403670, expected=48.000000 predicted=32.780036, expected=32.000000 predicted=34.105908, expected=28.000000 predicted=31.956502, expected=36.000000 predicted=30.144205, expected=36.000000 predicted=32.375520, expected=44.000000 predicted=39.804755, expected=48.000000 predicted=39.350056, expected=24.000000 predicted=32.418159, expected=44.000000 predicted=39.305876, expected=20.000000 predicted=32.715961, expected=28.000000 predicted=33.855969, expected=32.000000 predicted=33.835237, expected=28.000000 predicted=28.936932, expected=8.000000 predicted=23.544436, expected=32.000000 predicted=25.690885, expected=8.000000 predicted=20.240492, expected=16.000000 predicted=20.297672, expected=32.000000 predicted=23.818757, expected=32.000000 predicted=23.041664, expected=32.000000 predicted=27.169247, expected=4.000000 predicted=15.348576, expected=8.000000 predicted=16.939680, expected=24.000000 predicted=23.674141, expected=36.000000 predicted=27.181118, expected=28.000000 predicted=24.029687, expected=28.000000 predicted=20.757593, expected=24.000000 predicted=22.887363, expected=72.000000 predicted=43.050661, expected=36.000000 predicted=37.466477, expected=20.000000 predicted=29.802715, expected=44.000000 predicted=37.681880, expected=40.000000 predicted=39.235979, expected=48.000000 predicted=46.671169, expected=28.000000 predicted=33.824319, expected=20.000000 predicted=29.117958, expected=24.000000 predicted=32.617569, expected=32.000000 predicted=33.178806, expected=20.000000 predicted=28.242551, expected=40.000000 predicted=29.993692, expected=24.000000 predicted=25.663111, expected=32.000000 predicted=28.854497, expected=20.000000 predicted=26.395041, expected=8.000000 predicted=20.101030, expected=40.000000 predicted=31.101592, expected=24.000000 predicted=25.067548, expected=4.000000 predicted=17.832705, expected=24.000000 predicted=20.348172, expected=16.000000 predicted=18.378469, expected=44.000000 predicted=30.641813, expected=16.000000 predicted=20.098636, expected=16.000000 predicted=17.474887, expected=36.000000 predicted=27.377328, expected=60.000000 predicted=37.382378, expected=32.000000 predicted=33.878075, expected=12.000000 predicted=23.053479, expected=16.000000 predicted=25.076739, expected=24.000000 predicted=30.206988, expected=60.000000 predicted=42.051247, expected=44.000000 predicted=33.748500, expected=44.000000 predicted=33.069168, expected=20.000000 predicted=29.478296, expected=12.000000 predicted=28.828225, expected=24.000000 predicted=34.331083, expected=32.000000 predicted=31.944398, expected=32.000000 predicted=29.459697, expected=36.000000 predicted=27.212959, expected=36.000000 predicted=28.863521, expected=28.000000 predicted=29.910033, expected=16.000000 predicted=26.804045, expected=12.000000 predicted=23.881039, expected=44.000000 predicted=33.318686, expected=28.000000 predicted=28.533957, expected=40.000000 predicted=29.915493, expected=40.000000 predicted=30.696697, expected=20.000000 predicted=26.978182, expected=4.000000 predicted=24.279374, expected=12.000000 predicted=22.051579, expected=32.000000 predicted=28.618126, expected=20.000000 predicted=22.642566, expected=20.000000 predicted=17.747296, expected=28.000000 predicted=19.837987, expected=28.000000 predicted=23.842451, expected=32.000000 predicted=28.054862, expected=16.000000 predicted=21.552887, expected=32.000000 predicted=26.813676, expected=56.000000 predicted=37.577339, expected=32.000000 predicted=32.096245, expected=32.000000 predicted=31.831687, expected=24.000000 predicted=28.929384, expected=16.000000 predicted=29.047524, expected=48.000000 predicted=39.608623, expected=28.000000 predicted=30.072099, expected=28.000000 predicted=28.598998, expected=12.000000 predicted=22.153804, expected=28.000000 predicted=26.887772, expected=8.000000 predicted=23.467479, expected=40.000000 predicted=27.909534, expected=32.000000 predicted=26.635877, expected=56.000000 predicted=33.664771, expected=20.000000 predicted=27.441315, expected=8.000000 predicted=20.831241, expected=28.000000 predicted=31.190207, expected=20.000000 predicted=27.531735, expected=20.000000 predicted=26.208246, expected=12.000000 predicted=16.350855, expected=44.000000 predicted=26.111815, expected=24.000000 predicted=25.003827, expected=12.000000 predicted=18.779658, expected=28.000000 predicted=23.789302, expected=20.000000 predicted=22.631727, expected=24.000000 predicted=26.256511, expected=12.000000 predicted=18.208120, expected=28.000000 predicted=21.739185, expected=4.000000 predicted=16.746858, expected=32.000000 predicted=22.409767, expected=36.000000 predicted=25.998814, expected=40.000000 predicted=27.397338, expected=20.000000 predicted=24.367463, expected=28.000000 predicted=24.959189, expected=24.000000 predicted=29.320434, expected=32.000000 predicted=31.161156, expected=20.000000 predicted=26.556907, expected=28.000000 predicted=25.322069, expected=32.000000 predicted=28.582733, expected=8.000000 predicted=20.465920, expected=32.000000 predicted=26.897936, expected=24.000000 predicted=24.329921, expected=4.000000 predicted=17.873216, expected=24.000000 predicted=21.771745, expected=20.000000 predicted=18.902905, expected=24.000000 predicted=22.632666, expected=32.000000 predicted=23.412855, expected=32.000000 predicted=23.282308, expected=12.000000 predicted=20.972088, expected=32.000000 predicted=26.114917, expected=20.000000 predicted=24.612630, expected=12.000000 predicted=21.430527, expected=4.000000 predicted=16.192145, expected=16.000000 predicted=16.125187, expected=16.000000 predicted=18.074962, expected=20.000000 predicted=16.057869, expected=16.000000 predicted=13.916898, expected=16.000000 predicted=13.944731, expected=16.000000 predicted=16.408641, expected=12.000000 predicted=15.142101, expected=20.000000 predicted=17.586969, expected=32.000000 predicted=21.486769, expected=16.000000 predicted=17.710467, expected=20.000000 predicted=18.609058, expected=8.000000 predicted=15.401908, expected=4.000000 predicted=14.320237, expected=32.000000 predicted=22.815288, expected=20.000000 predicted=17.756538, expected=36.000000 predicted=22.784280, expected=40.000000 predicted=25.404935, expected=20.000000 predicted=22.372841, expected=32.000000 predicted=29.974530, expected=8.000000 predicted=21.988853, expected=56.000000 predicted=37.610525, expected=40.000000 predicted=35.341309, expected=16.000000 predicted=24.658282, expected=20.000000 predicted=25.937548, expected=4.000000 predicted=19.706134, expected=12.000000 predicted=24.786872, expected=12.000000 predicted=18.043943, expected=16.000000 predicted=14.329853, expected=36.000000 predicted=20.824844, expected=48.000000 predicted=25.963219, expected=32.000000 predicted=25.727889, expected=4.000000 predicted=18.025249, expected=44.000000 predicted=32.021922, expected=44.000000 predicted=38.172604, expected=16.000000 predicted=28.919327, expected=64.000000 predicted=39.076117, expected=44.000000 predicted=36.033689, expected=28.000000 predicted=37.568258, expected=20.000000 predicted=32.168087, expected=20.000000 predicted=29.119914, expected=12.000000 predicted=30.178508, expected=24.000000 predicted=26.159681, expected=28.000000 predicted=23.931709, expected=32.000000 predicted=24.491168, expected=8.000000 predicted=17.356793, expected=84.000000 predicted=40.885648, expected=24.000000 predicted=31.536896, expected=16.000000 predicted=27.415311, expected=36.000000 predicted=32.824959, expected=12.000000 predicted=26.328027, expected=44.000000 predicted=41.077842, expected=20.000000 predicted=24.020612, expected=72.000000 predicted=39.949962, expected=28.000000 predicted=34.013296, expected=36.000000 predicted=33.238349, expected=12.000000 predicted=30.758536, expected=16.000000 predicted=27.755623, expected=12.000000 predicted=29.077159, expected=24.000000 predicted=22.802532, expected=16.000000 predicted=19.931803, expected=20.000000 predicted=16.755131, expected=8.000000 predicted=14.188067, expected=36.000000 predicted=22.054765, expected=20.000000 predicted=21.268245, expected=20.000000 predicted=19.300703, expected=28.000000 predicted=22.545910, expected=12.000000 predicted=18.528620, expected=12.000000 predicted=20.081928, expected=20.000000 predicted=18.980844, expected=20.000000 predicted=19.508426, expected=20.000000 predicted=19.440552, expected=48.000000 predicted=26.274648, expected=44.000000 predicted=30.080732, expected=16.000000 predicted=24.541449, expected=28.000000 predicted=27.293552, expected=44.000000 predicted=35.138544, expected=56.000000 predicted=44.099471, expected=40.000000 predicted=38.480338, expected=24.000000 predicted=30.384002, expected=52.000000 predicted=41.899756, expected=68.000000 predicted=52.342938, expected=40.000000 predicted=46.010751, expected=36.000000 predicted=40.459055, expected=48.000000 predicted=44.150263, expected=44.000000 predicted=48.318155, expected=40.000000 predicted=46.104445, expected=8.000000 predicted=30.314738, expected=16.000000 predicted=28.890685, expected=76.000000 predicted=47.715371, expected=40.000000 predicted=39.023284, expected=16.000000 predicted=28.135029, expected=48.000000 predicted=34.703551, expected=28.000000 predicted=35.432863, expected=28.000000 predicted=39.339733, expected=32.000000 predicted=32.170495, expected=32.000000 predicted=30.462704, expected=32.000000 predicted=33.874025, expected=28.000000 predicted=29.378515, expected=40.000000 predicted=33.364589, expected=40.000000 predicted=35.132100, expected=28.000000 predicted=32.036319, expected=24.000000 predicted=30.161551, expected=40.000000 predicted=34.601929, expected=28.000000 predicted=32.958650, expected=20.000000 predicted=28.395914, expected=44.000000 predicted=33.074036, expected=20.000000 predicted=27.474424, expected=12.000000 predicted=24.859554, expected=12.000000 predicted=20.797993, expected=20.000000 predicted=21.592302, expected=36.000000 predicted=27.716575, expected=12.000000 predicted=17.133550, expected=40.000000 predicted=24.529223, expected=16.000000 predicted=20.740027, expected=24.000000 predicted=24.267040, expected=16.000000 predicted=22.952538, expected=12.000000 predicted=18.303738, expected=20.000000 predicted=22.081566, expected=24.000000 predicted=19.748973, expected=48.000000 predicted=28.638760, expected=48.000000 predicted=31.006718, expected=24.000000 predicted=26.689335, expected=12.000000 predicted=24.773848, expected=20.000000 predicted=27.655957, expected=24.000000 predicted=30.171774, expected=44.000000 predicted=33.035427, expected=48.000000 predicted=31.943773, expected=4.000000 predicted=19.613643, expected=36.000000 predicted=29.585385, expected=32.000000 predicted=31.734132, expected=20.000000 predicted=29.879116, expected=16.000000 predicted=24.693103, expected=44.000000 predicted=27.975098, expected=32.000000 predicted=30.994047, expected=28.000000 predicted=28.304338, expected=16.000000 predicted=23.255028, expected=12.000000 predicted=21.982854, expected=24.000000 predicted=27.089408, expected=52.000000 predicted=32.851384, expected=32.000000 predicted=27.946710, expected=28.000000 predicted=25.879719, expected=20.000000 predicted=25.134886, expected=32.000000 predicted=31.604119, expected=8.000000 predicted=26.314238, expected=24.000000 predicted=24.518642, expected=44.000000 predicted=29.868992, expected=28.000000 predicted=26.034716, expected=16.000000 predicted=23.197067, expected=52.000000 predicted=31.847360, expected=4.000000 predicted=23.394690, expected=8.000000 predicted=23.134205, expected=28.000000 predicted=24.195254, expected=24.000000 predicted=22.633453, expected=4.000000 predicted=18.814877, expected=12.000000 predicted=12.198943, expected=12.000000 predicted=13.945535, expected=28.000000 predicted=20.846596, expected=8.000000 predicted=13.708188, expected=8.000000 predicted=10.424678, expected=8.000000 predicted=11.733971, expected=16.000000 predicted=14.037003, expected=12.000000 predicted=13.990586, expected=32.000000 predicted=16.909407, expected=32.000000 predicted=19.778680, expected=8.000000 predicted=14.932523, expected=12.000000 predicted=16.962719, expected=32.000000 predicted=23.130030, expected=36.000000 predicted=28.031584, expected=36.000000 predicted=27.880449, expected=24.000000 predicted=22.853308, expected=24.000000 predicted=25.580895, expected=24.000000 predicted=28.705235, expected=24.000000 predicted=27.981684, expected=28.000000 predicted=27.588052, expected=16.000000 predicted=21.857631, expected=8.000000 predicted=18.383015, expected=16.000000 predicted=19.215114, expected=36.000000 predicted=24.703750, expected=20.000000 predicted=20.786346, expected=20.000000 predicted=18.773464, expected=16.000000 predicted=17.792760, expected=16.000000 predicted=19.686096, expected=40.000000 predicted=28.571180, expected=48.000000 Test MSE: 208.883
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991])] predicted=10.575299, expected=12.000000 predicted=10.989796, expected=16.000000 predicted=12.973758, expected=8.000000 predicted=10.944627, expected=8.000000 predicted=10.012564, expected=24.000000 predicted=13.552120, expected=4.000000 predicted=11.243153, expected=16.000000 predicted=12.859360, expected=12.000000 predicted=11.422055, expected=32.000000 predicted=17.829591, expected=12.000000 predicted=16.627992, expected=4.000000 predicted=11.701457, expected=16.000000 predicted=14.443054, expected=20.000000 predicted=16.314268, expected=12.000000 predicted=16.123250, expected=32.000000 predicted=17.608938, expected=8.000000 predicted=14.293619, expected=28.000000 predicted=19.945072, expected=20.000000 predicted=19.772531, expected=12.000000 predicted=17.866780, expected=24.000000 predicted=20.668454, expected=16.000000 predicted=17.480753, expected=4.000000 predicted=15.949685, expected=20.000000 predicted=15.765341, expected=8.000000 predicted=13.139564, expected=12.000000 predicted=13.964098, expected=12.000000 predicted=11.626449, expected=8.000000 predicted=10.100779, expected=4.000000 predicted=9.769023, expected=8.000000 predicted=8.083591, expected=20.000000 predicted=11.592601, expected=8.000000 predicted=10.100498, expected=4.000000 predicted=7.897926, expected=8.000000 predicted=7.742935, expected=12.000000 predicted=9.958971, expected=24.000000 predicted=14.239576, expected=8.000000 predicted=10.551041, expected=28.000000 predicted=15.104783, expected=20.000000 predicted=16.800892, expected=16.000000 predicted=17.857498, expected=32.000000 predicted=22.070949, expected=8.000000 predicted=17.452325, expected=28.000000 predicted=22.392861, expected=20.000000 predicted=20.215590, expected=8.000000 predicted=17.780148, expected=40.000000 predicted=23.744637, expected=8.000000 predicted=17.936251, expected=12.000000 predicted=18.766330, expected=12.000000 predicted=14.748031, expected=24.000000 predicted=18.081440, expected=32.000000 predicted=22.860148, expected=16.000000 predicted=17.575125, expected=16.000000 predicted=17.793965, expected=8.000000 predicted=16.103463, expected=16.000000 predicted=18.203734, expected=24.000000 predicted=19.197868, expected=16.000000 predicted=16.414464, expected=8.000000 predicted=13.688945, expected=24.000000 predicted=15.998661, expected=8.000000 predicted=15.312973, expected=20.000000 predicted=17.018815, expected=20.000000 predicted=15.899392, expected=36.000000 predicted=21.333931, expected=24.000000 predicted=22.467664, expected=20.000000 predicted=21.017821, expected=20.000000 predicted=22.125854, expected=12.000000 predicted=20.777606, expected=8.000000 predicted=18.519318, expected=28.000000 predicted=19.178249, expected=48.000000 predicted=25.867803, expected=36.000000 predicted=27.587167, expected=24.000000 predicted=25.344107, expected=12.000000 predicted=22.921834, expected=36.000000 predicted=30.678889, expected=28.000000 predicted=31.097272, expected=8.000000 predicted=22.752619, expected=28.000000 predicted=22.099641, expected=20.000000 predicted=21.609387, expected=12.000000 predicted=21.503640, expected=4.000000 predicted=14.551711, expected=16.000000 predicted=14.232314, expected=4.000000 predicted=13.011705, expected=36.000000 predicted=17.573440, expected=8.000000 predicted=13.043642, expected=24.000000 predicted=16.041266, expected=12.000000 predicted=15.466405, expected=20.000000 predicted=17.518957, expected=4.000000 predicted=15.924340, expected=8.000000 predicted=11.669582, expected=20.000000 predicted=14.819528, expected=28.000000 predicted=17.057561, expected=20.000000 predicted=17.453329, expected=12.000000 predicted=14.483682, expected=56.000000 predicted=26.546984, expected=28.000000 predicted=28.383092, expected=20.000000 predicted=26.912136, expected=28.000000 predicted=26.069890, expected=24.000000 predicted=27.385684, expected=32.000000 predicted=31.649467, expected=20.000000 predicted=24.751713, expected=4.000000 predicted=19.267545, expected=40.000000 predicted=25.292014, expected=40.000000 predicted=28.441369, expected=4.000000 predicted=22.288688, expected=12.000000 predicted=18.242183, expected=4.000000 predicted=15.105093, expected=8.000000 predicted=17.154122, expected=4.000000 predicted=10.869037, expected=20.000000 predicted=9.674240, expected=32.000000 predicted=15.405339, expected=28.000000 predicted=17.826057, expected=8.000000 predicted=15.637556, expected=12.000000 predicted=15.923151, expected=28.000000 predicted=21.559713, expected=16.000000 predicted=20.536967, expected=12.000000 predicted=16.755293, expected=24.000000 predicted=16.869258, expected=16.000000 predicted=17.755872, expected=16.000000 predicted=18.410887, expected=8.000000 predicted=14.145978, expected=20.000000 predicted=16.123550, expected=16.000000 predicted=16.488038, expected=8.000000 predicted=13.405815, expected=12.000000 predicted=12.753561, expected=24.000000 predicted=15.384702, expected=8.000000 predicted=14.108622, expected=12.000000 predicted=13.024996, expected=20.000000 predicted=14.132454, expected=24.000000 predicted=17.525165, expected=20.000000 predicted=18.333834, expected=36.000000 predicted=21.602039, expected=20.000000 predicted=21.803201, expected=12.000000 predicted=20.872462, expected=16.000000 predicted=20.086264, expected=16.000000 predicted=19.270179, expected=4.000000 predicted=15.886709, expected=16.000000 predicted=13.874590, expected=8.000000 predicted=11.275571, expected=16.000000 predicted=13.020257, expected=20.000000 predicted=13.881415, expected=28.000000 predicted=16.797761, expected=12.000000 predicted=16.279614, expected=32.000000 predicted=20.425347, expected=16.000000 predicted=19.983381, expected=24.000000 predicted=22.215404, expected=12.000000 predicted=19.472189, expected=28.000000 predicted=21.089848, expected=28.000000 predicted=23.850959, expected=8.000000 predicted=18.334854, expected=20.000000 predicted=19.534172, expected=12.000000 predicted=16.866487, expected=4.000000 predicted=15.276649, expected=28.000000 predicted=17.442192, expected=32.000000 predicted=18.920763, expected=12.000000 predicted=17.971865, expected=16.000000 predicted=16.826235, expected=12.000000 predicted=15.966784, expected=24.000000 predicted=20.913181, expected=16.000000 predicted=18.493290, expected=32.000000 predicted=20.042107, expected=20.000000 predicted=19.984852, expected=8.000000 predicted=17.466700, expected=28.000000 predicted=21.421296, expected=8.000000 predicted=17.385638, expected=8.000000 predicted=16.500098, expected=16.000000 predicted=14.171911, expected=8.000000 predicted=12.037800, expected=28.000000 predicted=17.289184, expected=12.000000 predicted=13.177443, expected=116.000000 predicted=39.764588, expected=16.000000 predicted=34.812264, expected=16.000000 predicted=31.482904, expected=12.000000 predicted=29.621173, expected=12.000000 predicted=28.784465, expected=4.000000 predicted=28.588544, expected=24.000000 predicted=14.483934, expected=12.000000 predicted=13.561355, expected=36.000000 predicted=18.467623, expected=4.000000 predicted=14.892770, expected=24.000000 predicted=16.899237, expected=56.000000 predicted=28.533392, expected=8.000000 predicted=23.325576, expected=20.000000 predicted=24.118961, expected=16.000000 predicted=19.447457, expected=28.000000 predicted=25.175207, expected=20.000000 predicted=24.893027, expected=12.000000 predicted=16.780884, expected=16.000000 predicted=17.861289, expected=8.000000 predicted=15.507693, expected=20.000000 predicted=17.241472, expected=28.000000 predicted=18.318668, expected=12.000000 predicted=16.113276, expected=8.000000 predicted=14.399216, expected=12.000000 predicted=13.606317, expected=8.000000 predicted=13.789327, expected=8.000000 predicted=12.155921, expected=24.000000 predicted=12.788426, expected=28.000000 predicted=16.168314, expected=16.000000 predicted=16.537463, expected=20.000000 predicted=17.251693, expected=24.000000 predicted=19.864254, expected=8.000000 predicted=18.971847, expected=16.000000 predicted=18.018578, expected=12.000000 predicted=15.207469, expected=4.000000 predicted=12.963158, expected=40.000000 predicted=18.906612, expected=12.000000 predicted=15.745977, expected=16.000000 predicted=16.801301, expected=4.000000 predicted=13.011562, expected=4.000000 predicted=11.737902, expected=16.000000 predicted=15.053116, expected=4.000000 predicted=9.057061, expected=8.000000 predicted=8.506047, expected=28.000000 predicted=11.718245, expected=28.000000 predicted=16.385653, expected=8.000000 predicted=15.340387, expected=24.000000 predicted=16.559640, expected=28.000000 predicted=20.850006, expected=20.000000 predicted=22.895549, expected=8.000000 predicted=18.329756, expected=12.000000 predicted=15.396368, expected=40.000000 predicted=23.070859, expected=16.000000 predicted=21.032505, expected=28.000000 predicted=21.481236, expected=12.000000 predicted=18.365231, expected=28.000000 predicted=22.603129, expected=28.000000 predicted=25.543352, expected=24.000000 predicted=23.047699, expected=20.000000 predicted=22.979267, expected=4.000000 predicted=17.638523, expected=44.000000 predicted=25.430883, expected=24.000000 predicted=24.561009, expected=56.000000 predicted=31.215928, expected=28.000000 predicted=30.004640, expected=24.000000 predicted=29.358014, expected=44.000000 predicted=36.238366, expected=20.000000 predicted=32.156510, expected=32.000000 predicted=33.424903, expected=32.000000 predicted=29.753273, expected=28.000000 predicted=30.127277, expected=20.000000 predicted=28.343403, expected=4.000000 predicted=20.706496, expected=4.000000 predicted=17.585496, expected=32.000000 predicted=20.181417, expected=16.000000 predicted=17.940528, expected=24.000000 predicted=17.443413, expected=28.000000 predicted=18.577363, expected=4.000000 predicted=17.248001, expected=8.000000 predicted=16.938643, expected=12.000000 predicted=14.218736, expected=32.000000 predicted=19.201714, expected=36.000000 predicted=21.988838, expected=24.000000 predicted=20.407407, expected=8.000000 predicted=18.553443, expected=4.000000 predicted=16.984069, expected=20.000000 predicted=19.962922, expected=8.000000 predicted=16.268016, expected=12.000000 predicted=12.524133, expected=40.000000 predicted=16.991485, expected=4.000000 predicted=14.744416, expected=12.000000 predicted=15.230049, expected=12.000000 predicted=13.319161, expected=12.000000 predicted=15.262407, expected=52.000000 predicted=24.250221, expected=12.000000 predicted=18.130588, expected=12.000000 predicted=17.917695, expected=4.000000 predicted=14.624435, expected=12.000000 predicted=17.010569, expected=16.000000 predicted=17.749691, expected=16.000000 predicted=12.603785, expected=8.000000 predicted=10.922980, expected=32.000000 predicted=15.577169, expected=20.000000 predicted=17.986120, expected=20.000000 predicted=18.998243, expected=52.000000 predicted=26.117531, expected=48.000000 predicted=32.641349, expected=8.000000 predicted=28.956088, expected=4.000000 predicted=21.876990, expected=4.000000 predicted=19.798369, expected=4.000000 predicted=18.810891, expected=44.000000 predicted=21.286703, expected=8.000000 predicted=12.702584, expected=8.000000 predicted=11.366859, expected=12.000000 predicted=11.463560, expected=40.000000 predicted=21.500419, expected=20.000000 predicted=22.693360, expected=32.000000 predicted=20.836274, expected=44.000000 predicted=26.960215, expected=16.000000 predicted=27.020024, expected=16.000000 predicted=26.343478, expected=20.000000 predicted=23.256223, expected=8.000000 predicted=21.712543, expected=28.000000 predicted=22.384799, expected=28.000000 predicted=20.168367, expected=12.000000 predicted=18.603401, expected=12.000000 predicted=16.672189, expected=16.000000 predicted=16.544061, expected=4.000000 predicted=15.809043, expected=8.000000 predicted=12.637777, expected=8.000000 predicted=9.413914, expected=8.000000 predicted=9.316471, expected=16.000000 predicted=10.419649, expected=44.000000 predicted=17.369792, expected=24.000000 predicted=19.386315, expected=4.000000 predicted=15.935506, expected=24.000000 predicted=18.712914, expected=12.000000 predicted=19.836482, expected=12.000000 predicted=19.933361, expected=36.000000 predicted=19.702350, expected=16.000000 predicted=17.618416, expected=20.000000 predicted=20.151242, expected=16.000000 predicted=17.423891, expected=4.000000 predicted=16.090284, expected=48.000000 predicted=25.132235, expected=12.000000 predicted=19.449297, expected=20.000000 predicted=20.406001, expected=16.000000 predicted=17.381974, expected=12.000000 predicted=18.444007, expected=12.000000 predicted=19.247296, expected=12.000000 predicted=13.591746, expected=16.000000 predicted=14.770678, expected=36.000000 predicted=18.932583, expected=16.000000 predicted=17.711969, expected=12.000000 predicted=16.654399, expected=12.000000 predicted=15.645904, expected=12.000000 predicted=16.906243, expected=8.000000 predicted=15.519881, expected=20.000000 predicted=13.704398, expected=16.000000 predicted=13.625464, expected=4.000000 predicted=11.469382, expected=48.000000 predicted=19.686079, expected=20.000000 predicted=20.015997, expected=28.000000 predicted=23.772424, expected=16.000000 predicted=20.015440, expected=28.000000 predicted=24.190590, expected=4.000000 Test MSE: 180.550
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046])] predicted=12.657081, expected=36.000000 predicted=19.440738, expected=24.000000 predicted=19.131023, expected=4.000000 predicted=15.492383, expected=24.000000 predicted=21.613112, expected=4.000000 predicted=16.478667, expected=4.000000 predicted=15.110062, expected=16.000000 predicted=12.808136, expected=64.000000 predicted=25.851112, expected=68.000000 predicted=34.317629, expected=28.000000 predicted=28.939635, expected=28.000000 predicted=33.735093, expected=40.000000 predicted=41.307711, expected=28.000000 predicted=41.000200, expected=36.000000 predicted=38.034240, expected=12.000000 predicted=25.649429, expected=4.000000 predicted=22.348139, expected=32.000000 predicted=26.816993, expected=56.000000 predicted=32.321921, expected=32.000000 predicted=27.913286, expected=40.000000 predicted=30.878327, expected=24.000000 predicted=29.661704, expected=16.000000 predicted=31.655864, expected=48.000000 predicted=38.441698, expected=16.000000 predicted=26.642102, expected=4.000000 predicted=22.282994, expected=24.000000 predicted=22.410086, expected=40.000000 predicted=27.470026, expected=28.000000 predicted=26.159500, expected=80.000000 predicted=39.538649, expected=4.000000 predicted=23.725712, expected=28.000000 predicted=35.224998, expected=4.000000 predicted=26.013332, expected=16.000000 predicted=27.533197, expected=36.000000 predicted=29.100471, expected=12.000000 predicted=15.974677, expected=12.000000 predicted=17.094155, expected=12.000000 predicted=14.464688, expected=20.000000 predicted=19.087734, expected=36.000000 predicted=23.338192, expected=20.000000 predicted=18.236355, expected=40.000000 predicted=25.726915, expected=44.000000 predicted=30.161002, expected=8.000000 predicted=25.178456, expected=12.000000 predicted=24.800406, expected=16.000000 predicted=22.499445, expected=44.000000 predicted=31.049331, expected=4.000000 predicted=17.728679, expected=12.000000 predicted=15.961357, expected=4.000000 predicted=13.207427, expected=8.000000 predicted=15.086095, expected=28.000000 predicted=18.035438, expected=12.000000 predicted=11.027754, expected=16.000000 predicted=13.636047, expected=20.000000 predicted=14.908110, expected=8.000000 predicted=14.639841, expected=4.000000 predicted=13.166446, expected=8.000000 predicted=10.983404, expected=12.000000 predicted=11.767770, expected=4.000000 predicted=8.414275, expected=40.000000 predicted=16.681133, expected=36.000000 predicted=19.089006, expected=16.000000 predicted=18.598953, expected=28.000000 predicted=22.863805, expected=20.000000 predicted=23.521288, expected=20.000000 predicted=26.434608, expected=56.000000 predicted=33.066180, expected=44.000000 predicted=31.896149, expected=4.000000 predicted=24.754352, expected=24.000000 predicted=27.623837, expected=40.000000 predicted=33.059487, expected=32.000000 predicted=33.802928, expected=8.000000 predicted=22.093232, expected=16.000000 predicted=20.480700, expected=36.000000 predicted=27.998665, expected=32.000000 predicted=27.889994, expected=32.000000 predicted=26.362779, expected=40.000000 predicted=28.688017, expected=8.000000 predicted=24.238066, expected=20.000000 predicted=27.953640, expected=20.000000 predicted=24.472180, expected=8.000000 predicted=20.205302, expected=12.000000 predicted=17.169228, expected=20.000000 predicted=15.502859, expected=20.000000 predicted=17.177461, expected=36.000000 predicted=21.596989, expected=8.000000 predicted=14.987514, expected=8.000000 predicted=16.666007, expected=28.000000 predicted=21.187901, expected=44.000000 predicted=27.213900, expected=12.000000 predicted=19.988511, expected=32.000000 predicted=23.778450, expected=4.000000 predicted=18.038278, expected=4.000000 predicted=19.995846, expected=40.000000 predicted=25.240084, expected=24.000000 predicted=19.499589, expected=16.000000 predicted=19.427126, expected=32.000000 predicted=20.987717, expected=20.000000 predicted=22.165018, expected=28.000000 predicted=27.476505, expected=16.000000 predicted=21.016124, expected=8.000000 predicted=18.977485, expected=32.000000 predicted=24.364434, expected=12.000000 predicted=17.855468, expected=8.000000 predicted=16.701388, expected=12.000000 predicted=13.898545, expected=44.000000 predicted=23.502640, expected=20.000000 predicted=19.879479, expected=20.000000 predicted=19.633231, expected=28.000000 predicted=22.159304, expected=64.000000 predicted=36.556489, expected=8.000000 predicted=25.862274, expected=32.000000 predicted=30.560996, expected=16.000000 predicted=25.463343, expected=20.000000 predicted=28.668299, expected=36.000000 predicted=29.932450, expected=16.000000 predicted=20.342219, expected=8.000000 predicted=19.906457, expected=12.000000 predicted=17.373136, expected=24.000000 predicted=20.593014, expected=40.000000 predicted=24.804394, expected=24.000000 predicted=20.043427, expected=60.000000 predicted=32.436566, expected=36.000000 predicted=31.580499, expected=4.000000 predicted=28.316911, expected=4.000000 predicted=25.288135, expected=36.000000 predicted=30.030560, expected=12.000000 predicted=23.316804, expected=16.000000 predicted=18.248673, expected=32.000000 predicted=18.704992, expected=28.000000 predicted=22.024419, expected=28.000000 predicted=25.613785, expected=24.000000 predicted=23.002375, expected=36.000000 predicted=28.804504, expected=12.000000 predicted=24.185429, expected=8.000000 predicted=21.472142, expected=12.000000 predicted=19.140988, expected=28.000000 predicted=21.695672, expected=8.000000 predicted=15.469181, expected=28.000000 predicted=18.139336, expected=44.000000 predicted=23.661481, expected=44.000000 predicted=29.217592, expected=8.000000 predicted=23.241648, expected=24.000000 predicted=26.723996, expected=4.000000 predicted=22.153994, expected=8.000000 predicted=21.454530, expected=44.000000 predicted=25.393487, expected=56.000000 predicted=27.507105, expected=32.000000 predicted=27.402585, expected=12.000000 predicted=23.308267, expected=20.000000 predicted=27.936639, expected=24.000000 predicted=31.129946, expected=4.000000 predicted=22.194041, expected=52.000000 predicted=29.123248, expected=32.000000 predicted=23.178733, expected=8.000000 predicted=21.442526, expected=4.000000 predicted=18.499900, expected=16.000000 predicted=19.417951, expected=4.000000 predicted=17.941949, expected=20.000000 predicted=15.868759, expected=4.000000 predicted=7.696765, expected=12.000000 predicted=10.740151, expected=16.000000 predicted=12.299956, expected=8.000000 predicted=10.051587, expected=20.000000 predicted=14.632932, expected=28.000000 predicted=15.958723, expected=8.000000 predicted=13.715381, expected=8.000000 predicted=14.113103, expected=32.000000 predicted=19.464740, expected=12.000000 predicted=16.482170, expected=4.000000 predicted=14.454567, expected=32.000000 predicted=18.378784, expected=36.000000 predicted=21.874987, expected=8.000000 predicted=18.619274, expected=16.000000 predicted=18.250173, expected=16.000000 predicted=17.730815, expected=60.000000 predicted=33.444305, expected=12.000000 predicted=20.928442, expected=32.000000 predicted=26.108209, expected=16.000000 predicted=23.032982, expected=12.000000 predicted=23.694126, expected=52.000000 predicted=34.615391, expected=8.000000 predicted=18.498745, expected=24.000000 predicted=25.488880, expected=8.000000 predicted=17.437901, expected=8.000000 predicted=18.511740, expected=20.000000 predicted=20.460386, expected=12.000000 predicted=12.929313, expected=28.000000 predicted=18.468654, expected=24.000000 predicted=16.697796, expected=16.000000 predicted=17.641971, expected=4.000000 predicted=15.477871, expected=32.000000 predicted=21.719961, expected=32.000000 predicted=23.297699, expected=16.000000 predicted=19.840957, expected=16.000000 predicted=18.783712, expected=28.000000 predicted=22.291293, expected=40.000000 predicted=29.071938, expected=44.000000 predicted=30.692950, expected=36.000000 predicted=29.937047, expected=24.000000 predicted=30.043224, expected=12.000000 predicted=28.576424, expected=48.000000 predicted=37.153067, expected=40.000000 predicted=34.022681, expected=36.000000 predicted=33.113474, expected=40.000000 predicted=33.513205, expected=16.000000 predicted=29.581863, expected=28.000000 predicted=35.133808, expected=32.000000 predicted=32.051705, expected=56.000000 predicted=38.004524, expected=28.000000 predicted=31.220676, expected=4.000000 predicted=24.453151, expected=28.000000 predicted=30.306164, expected=16.000000 predicted=26.211403, expected=20.000000 predicted=25.851454, expected=40.000000 predicted=24.547210, expected=8.000000 predicted=16.819357, expected=24.000000 predicted=23.852074, expected=32.000000 predicted=23.722042, expected=20.000000 predicted=23.699193, expected=4.000000 predicted=19.167958, expected=12.000000 predicted=16.638978, expected=4.000000 predicted=14.818735, expected=20.000000 predicted=16.988908, expected=16.000000 predicted=12.410813, expected=12.000000 predicted=11.326892, expected=16.000000 predicted=13.416745, expected=32.000000 predicted=18.580911, expected=32.000000 predicted=22.086949, expected=20.000000 predicted=20.552221, expected=4.000000 predicted=17.086234, expected=28.000000 predicted=23.803983, expected=8.000000 predicted=18.720450, expected=20.000000 predicted=19.972505, expected=20.000000 predicted=16.323400, expected=8.000000 predicted=13.883043, expected=8.000000 predicted=14.714695, expected=48.000000 predicted=22.763632, expected=24.000000 predicted=20.109654, expected=32.000000 predicted=24.697961, expected=32.000000 predicted=24.857007, expected=8.000000 predicted=23.138731, expected=8.000000 predicted=24.353949, expected=20.000000 predicted=21.145375, expected=28.000000 predicted=22.702586, expected=8.000000 predicted=15.722697, expected=36.000000 predicted=20.660843, expected=4.000000 predicted=14.152825, expected=16.000000 predicted=19.782040, expected=4.000000 predicted=13.979985, expected=4.000000 predicted=11.970235, expected=48.000000 predicted=22.902400, expected=4.000000 predicted=10.298915, expected=8.000000 predicted=14.324916, expected=12.000000 predicted=12.187423, expected=24.000000 predicted=18.535804, expected=32.000000 predicted=22.455751, expected=44.000000 predicted=22.673703, expected=32.000000 predicted=24.771082, expected=28.000000 predicted=28.258953, expected=4.000000 predicted=24.123675, expected=16.000000 predicted=26.333221, expected=8.000000 predicted=20.698507, expected=24.000000 predicted=20.596910, expected=32.000000 predicted=19.825655, expected=16.000000 predicted=15.847329, expected=20.000000 predicted=19.311735, expected=20.000000 predicted=19.578880, expected=20.000000 predicted=22.233110, expected=36.000000 predicted=25.724828, expected=8.000000 predicted=17.585299, expected=8.000000 predicted=18.096630, expected=32.000000 predicted=22.209591, expected=36.000000 predicted=24.910604, expected=12.000000 predicted=20.273632, expected=44.000000 predicted=25.931379, expected=12.000000 predicted=20.929021, expected=16.000000 predicted=25.846810, expected=12.000000 predicted=20.447984, expected=8.000000 predicted=17.068022, expected=4.000000 predicted=15.213028, expected=24.000000 predicted=14.517202, expected=40.000000 predicted=19.762234, expected=28.000000 predicted=19.409724, expected=48.000000 predicted=27.639896, expected=28.000000 predicted=26.818934, expected=56.000000 predicted=40.460245, expected=8.000000 predicted=30.008554, expected=24.000000 predicted=32.700095, expected=16.000000 predicted=28.014930, expected=4.000000 predicted=21.643339, expected=12.000000 predicted=19.806845, expected=16.000000 predicted=13.646431, expected=8.000000 predicted=12.911330, expected=40.000000 predicted=19.302534, expected=20.000000 predicted=15.746807, expected=12.000000 predicted=17.525344, expected=8.000000 predicted=15.607085, expected=32.000000 predicted=22.097800, expected=12.000000 predicted=19.454618, expected=4.000000 predicted=13.789285, expected=28.000000 predicted=17.418538, expected=16.000000 predicted=16.120303, expected=24.000000 predicted=20.614236, expected=32.000000 predicted=20.130337, expected=24.000000 predicted=21.215658, expected=20.000000 predicted=23.542453, expected=12.000000 predicted=19.924099, expected=32.000000 predicted=25.621056, expected=12.000000 predicted=20.407578, expected=36.000000 predicted=25.142312, expected=12.000000 predicted=18.454821, expected=12.000000 predicted=19.157093, expected=24.000000 predicted=21.602628, expected=24.000000 predicted=20.553112, expected=8.000000 predicted=18.105493, expected=32.000000 predicted=20.484601, expected=12.000000 predicted=16.989161, expected=32.000000 predicted=24.133364, expected=8.000000 predicted=17.014417, expected=20.000000 predicted=19.514908, expected=20.000000 predicted=20.301467, expected=48.000000 predicted=26.641892, expected=20.000000 predicted=23.219657, expected=28.000000 predicted=24.551239, expected=4.000000 predicted=20.252668, expected=32.000000 predicted=27.162880, expected=8.000000 predicted=21.579757, expected=12.000000 predicted=17.470695, expected=20.000000 predicted=17.609736, expected=4.000000 predicted=12.072977, expected=16.000000 predicted=16.118489, expected=20.000000 predicted=13.699604, expected=40.000000 predicted=21.284299, expected=16.000000 predicted=18.134533, expected=12.000000 predicted=17.131077, expected=28.000000 predicted=22.582365, expected=24.000000 predicted=23.428902, expected=8.000000 predicted=20.159979, expected=12.000000 predicted=16.212819, expected=12.000000 predicted=15.510743, expected=16.000000 predicted=17.127988, expected=4.000000 predicted=11.647670, expected=8.000000 predicted=9.930411, expected=52.000000 predicted=21.559837, expected=8.000000 predicted=14.402605, expected=4.000000 predicted=14.610244, expected=12.000000 predicted=13.858179, expected=24.000000 predicted=19.105063, expected=4.000000 predicted=16.176731, expected=24.000000 predicted=14.241389, expected=24.000000 predicted=15.541796, expected=20.000000 predicted=18.152843, expected=52.000000 predicted=27.886780, expected=12.000000 predicted=20.007709, expected=16.000000 predicted=24.485003, expected=8.000000 predicted=20.091118, expected=16.000000 predicted=20.946358, expected=20.000000 predicted=21.198245, expected=12.000000 predicted=13.623995, expected=4.000000 Test MSE: 232.041
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513])] predicted=60.230459, expected=112.000000 predicted=78.582797, expected=128.000000 predicted=95.760003, expected=56.000000 predicted=74.609870, expected=104.000000 predicted=82.809559, expected=148.000000 predicted=111.519955, expected=92.000000 predicted=106.697917, expected=108.000000 predicted=102.977118, expected=72.000000 predicted=94.651125, expected=36.000000 predicted=79.861135, expected=32.000000 predicted=65.369710, expected=84.000000 predicted=70.317894, expected=100.000000 predicted=78.021749, expected=96.000000 predicted=76.609202, expected=132.000000 predicted=92.359274, expected=88.000000 predicted=93.450466, expected=268.000000 predicted=154.314975, expected=72.000000 predicted=131.503628, expected=272.000000 predicted=162.896712, expected=152.000000 predicted=180.989961, expected=72.000000 predicted=142.300533, expected=172.000000 predicted=150.302154, expected=224.000000 predicted=178.483424, expected=740.000000 predicted=368.078177, expected=108.000000 predicted=283.759002, expected=184.000000 predicted=207.610492, expected=184.000000 predicted=289.070272, expected=148.000000 predicted=326.147480, expected=112.000000 predicted=176.676311, expected=156.000000 predicted=151.714110, expected=148.000000 predicted=155.315237, expected=96.000000 predicted=130.977607, expected=116.000000 predicted=121.128194, expected=144.000000 predicted=133.839338, expected=140.000000 predicted=134.415127, expected=72.000000 predicted=109.997354, expected=112.000000 predicted=109.991016, expected=132.000000 predicted=123.937575, expected=56.000000 predicted=101.979529, expected=72.000000 predicted=83.646939, expected=236.000000 predicted=131.621170, expected=116.000000 predicted=132.200860, expected=64.000000 predicted=98.379358, expected=124.000000 predicted=113.829715, expected=112.000000 predicted=129.449754, expected=80.000000 predicted=105.371090, expected=48.000000 predicted=80.915641, expected=72.000000 predicted=82.312413, expected=88.000000 predicted=84.462431, expected=120.000000 predicted=88.395545, expected=48.000000 predicted=73.894003, expected=72.000000 predicted=73.258648, expected=28.000000 predicted=67.339480, expected=84.000000 predicted=70.729060, expected=108.000000 predicted=77.729117, expected=44.000000 predicted=65.110705, expected=32.000000 predicted=52.852854, expected=36.000000 predicted=55.277547, expected=8.000000 predicted=44.169882, expected=4.000000 predicted=25.334237, expected=60.000000 predicted=31.698355, expected=48.000000 predicted=35.869604, expected=68.000000 predicted=39.943079, expected=104.000000 predicted=59.577399, expected=52.000000 predicted=63.022435, expected=112.000000 predicted=76.636735, expected=76.000000 predicted=82.389067, expected=72.000000 predicted=79.584030, expected=80.000000 predicted=78.952856, expected=72.000000 predicted=80.030551, expected=108.000000 predicted=85.617083, expected=108.000000 predicted=91.253778, expected=92.000000 predicted=90.943846, expected=108.000000 predicted=96.431214, expected=64.000000 predicted=91.780650, expected=56.000000 predicted=81.149603, expected=60.000000 predicted=74.973863, expected=128.000000 predicted=89.072825, expected=48.000000 predicted=74.408405, expected=76.000000 predicted=68.904832, expected=56.000000 predicted=71.117861, expected=88.000000 predicted=78.420364, expected=60.000000 predicted=69.866834, expected=68.000000 predicted=66.620839, expected=92.000000 predicted=74.946035, expected=56.000000 predicted=71.359051, expected=68.000000 predicted=67.596473, expected=92.000000 predicted=76.254276, expected=88.000000 predicted=80.935716, expected=68.000000 predicted=74.300049, expected=100.000000 predicted=81.963364, expected=112.000000 predicted=94.334963, expected=44.000000 predicted=79.559288, expected=52.000000 predicted=69.358870, expected=56.000000 predicted=70.490508, expected=80.000000 predicted=72.235801, expected=52.000000 predicted=60.457598, expected=88.000000 predicted=65.069628, expected=40.000000 predicted=61.503142, expected=84.000000 predicted=67.061162, expected=52.000000 predicted=64.793299, expected=116.000000 predicted=77.191767, expected=84.000000 predicted=80.010728, expected=80.000000 predicted=78.701403, expected=68.000000 predicted=78.121391, expected=100.000000 predicted=87.696130, expected=60.000000 predicted=80.290122, expected=56.000000 predicted=69.346251, expected=72.000000 predicted=71.063074, expected=68.000000 predicted=71.425959, expected=76.000000 predicted=69.053194, expected=32.000000 predicted=57.795684, expected=40.000000 predicted=52.879342, expected=32.000000 predicted=48.946298, expected=76.000000 predicted=54.267949, expected=20.000000 predicted=42.131476, expected=84.000000 predicted=49.486491, expected=48.000000 predicted=53.939045, expected=52.000000 predicted=52.172509, expected=72.000000 predicted=57.817995, expected=32.000000 predicted=53.698801, expected=32.000000 predicted=45.262986, expected=72.000000 predicted=53.275316, expected=48.000000 predicted=53.024327, expected=60.000000 predicted=49.917910, expected=104.000000 predicted=65.762262, expected=48.000000 predicted=64.783660, expected=56.000000 predicted=59.788131, expected=84.000000 predicted=70.140841, expected=48.000000 predicted=66.950957, expected=48.000000 predicted=56.730946, expected=48.000000 predicted=54.707517, expected=76.000000 predicted=61.869266, expected=88.000000 predicted=67.110868, expected=36.000000 predicted=56.697061, expected=48.000000 predicted=54.146672, expected=52.000000 predicted=58.443761, expected=124.000000 predicted=75.855480, expected=64.000000 predicted=69.903509, expected=84.000000 predicted=69.792449, expected=60.000000 predicted=73.729558, expected=44.000000 predicted=69.240745, expected=116.000000 predicted=79.710197, expected=56.000000 predicted=73.760280, expected=52.000000 predicted=62.192446, expected=64.000000 predicted=64.660301, expected=40.000000 predicted=62.393795, expected=72.000000 predicted=60.409147, expected=52.000000 predicted=56.910143, expected=40.000000 predicted=51.034889, expected=56.000000 predicted=51.879958, expected=56.000000 predicted=55.017898, expected=48.000000 predicted=51.324039, expected=40.000000 predicted=46.595616, expected=64.000000 predicted=52.382530, expected=32.000000 predicted=47.902083, expected=44.000000 predicted=44.155152, expected=48.000000 predicted=46.035643, expected=88.000000 predicted=57.760303, expected=76.000000 predicted=61.769720, expected=44.000000 predicted=55.933960, expected=92.000000 predicted=68.051120, expected=76.000000 predicted=75.978835, expected=52.000000 predicted=66.915503, expected=64.000000 predicted=64.186040, expected=64.000000 predicted=67.858247, expected=64.000000 predicted=65.621129, expected=44.000000 predicted=57.007343, expected=60.000000 predicted=57.490520, expected=76.000000 predicted=63.701172, expected=40.000000 predicted=56.330103, expected=96.000000 predicted=64.324772, expected=104.000000 predicted=78.784735, expected=32.000000 predicted=66.008885, expected=64.000000 predicted=63.146585, expected=52.000000 predicted=67.000068, expected=68.000000 predicted=66.003575, expected=116.000000 predicted=74.037319, expected=40.000000 predicted=65.561867, expected=44.000000 predicted=57.953423, expected=60.000000 predicted=63.402072, expected=60.000000 predicted=64.993688, expected=60.000000 predicted=57.190923, expected=36.000000 predicted=49.298178, expected=84.000000 predicted=59.883279, expected=84.000000 predicted=68.539029, expected=92.000000 predicted=72.813375, expected=120.000000 predicted=85.436827, expected=124.000000 predicted=100.764459, expected=68.000000 predicted=94.025849, expected=116.000000 predicted=100.782813, expected=100.000000 predicted=106.212476, expected=108.000000 predicted=104.402115, expected=128.000000 predicted=107.533890, expected=148.000000 predicted=120.808636, expected=164.000000 predicted=133.494783, expected=128.000000 predicted=133.278167, expected=188.000000 predicted=150.550189, expected=116.000000 predicted=147.208951, expected=100.000000 predicted=132.579396, expected=120.000000 predicted=129.497566, expected=80.000000 predicted=118.258880, expected=56.000000 predicted=93.825417, expected=96.000000 predicted=90.438250, expected=28.000000 predicted=74.194525, expected=104.000000 predicted=75.301077, expected=44.000000 predicted=67.374418, expected=88.000000 predicted=70.171470, expected=80.000000 predicted=72.853843, expected=44.000000 predicted=66.793951, expected=76.000000 predicted=66.913291, expected=64.000000 predicted=69.403798, expected=56.000000 predicted=64.229350, expected=44.000000 predicted=55.825662, expected=36.000000 predicted=51.565574, expected=76.000000 predicted=57.603139, expected=24.000000 predicted=47.803918, expected=76.000000 predicted=51.218978, expected=68.000000 predicted=58.414092, expected=88.000000 predicted=67.106145, expected=92.000000 predicted=72.911695, expected=60.000000 predicted=72.556610, expected=48.000000 predicted=67.000944, expected=36.000000 predicted=60.602427, expected=56.000000 predicted=58.799262, expected=80.000000 predicted=61.303386, expected=40.000000 predicted=52.742909, expected=44.000000 predicted=47.914959, expected=32.000000 predicted=47.000795, expected=48.000000 predicted=48.372979, expected=76.000000 predicted=53.127457, expected=48.000000 predicted=50.569461, expected=56.000000 predicted=50.347437, expected=72.000000 predicted=59.342888, expected=52.000000 predicted=60.151786, expected=92.000000 predicted=66.280838, expected=84.000000 predicted=72.993198, expected=48.000000 predicted=66.656588, expected=88.000000 predicted=71.631876, expected=76.000000 predicted=77.670612, expected=104.000000 predicted=82.990339, expected=36.000000 predicted=68.791760, expected=52.000000 predicted=64.241821, expected=36.000000 predicted=59.433057, expected=52.000000 predicted=56.090192, expected=64.000000 predicted=53.098253, expected=80.000000 predicted=58.761790, expected=64.000000 predicted=60.084481, expected=72.000000 predicted=64.242995, expected=108.000000 predicted=79.255637, expected=40.000000 predicted=71.163814, expected=84.000000 predicted=71.220248, expected=76.000000 predicted=76.568841, expected=52.000000 predicted=70.353181, expected=64.000000 predicted=63.810712, expected=48.000000 predicted=61.888710, expected=88.000000 predicted=67.999452, expected=48.000000 predicted=61.558211, expected=72.000000 predicted=62.193007, expected=64.000000 predicted=64.402517, expected=88.000000 predicted=72.140723, expected=56.000000 predicted=66.902916, expected=56.000000 predicted=63.279986, expected=24.000000 predicted=54.223060, expected=32.000000 predicted=47.930047, expected=64.000000 predicted=50.221893, expected=64.000000 predicted=52.013609, expected=48.000000 predicted=47.258803, expected=76.000000 predicted=55.506643, expected=72.000000 predicted=64.917842, expected=64.000000 predicted=64.723611, expected=44.000000 predicted=58.389585, expected=28.000000 predicted=51.840372, expected=40.000000 predicted=48.610092, expected=64.000000 predicted=51.299674, expected=64.000000 predicted=51.979628, expected=36.000000 predicted=45.228866, expected=68.000000 predicted=52.227432, expected=36.000000 predicted=52.328388, expected=56.000000 predicted=51.508758, expected=72.000000 predicted=56.359533, expected=88.000000 predicted=66.047710, expected=56.000000 predicted=62.290668, expected=60.000000 predicted=62.026966, expected=72.000000 predicted=68.557791, expected=36.000000 predicted=61.002420, expected=76.000000 predicted=60.969150, expected=60.000000 predicted=62.036316, expected=44.000000 predicted=55.967553, expected=40.000000 predicted=49.608765, expected=64.000000 predicted=55.673980, expected=52.000000 predicted=54.597022, expected=68.000000 predicted=54.839123, expected=44.000000 predicted=52.512527, expected=64.000000 predicted=56.511526, expected=128.000000 predicted=77.081077, expected=80.000000 predicted=79.795873, expected=56.000000 predicted=69.993986, expected=116.000000 predicted=86.383074, expected=76.000000 predicted=91.317595, expected=44.000000 predicted=73.063992, expected=100.000000 predicted=77.747563, expected=124.000000 predicted=95.669458, expected=52.000000 predicted=80.943100, expected=56.000000 predicted=69.501378, expected=48.000000 predicted=70.076895, expected=52.000000 predicted=66.452845, expected=84.000000 predicted=64.811417, expected=88.000000 predicted=68.716940, expected=128.000000 predicted=84.083880, expected=92.000000 predicted=88.829431, expected=56.000000 predicted=82.315872, expected=100.000000 predicted=90.121498, expected=56.000000 predicted=85.202385, expected=32.000000 predicted=65.488437, expected=100.000000 predicted=70.974329, expected=20.000000 predicted=60.334786, expected=88.000000 predicted=61.176709, expected=120.000000 predicted=77.631769, expected=76.000000 predicted=80.531397, expected=76.000000 predicted=75.415447, expected=52.000000 predicted=74.180801, expected=96.000000 predicted=84.079264, expected=108.000000 predicted=88.503614, expected=136.000000 predicted=98.330335, expected=84.000000 predicted=94.371594, expected=84.000000 predicted=94.085004, expected=56.000000 predicted=88.674631, expected=108.000000 predicted=94.513080, expected=108.000000 predicted=95.464022, expected=56.000000 predicted=80.753173, expected=92.000000 predicted=81.489157, expected=32.000000 predicted=73.907465, expected=128.000000 predicted=86.530129, expected=52.000000 predicted=76.474424, expected=88.000000 predicted=75.309504, expected=48.000000 predicted=69.086889, expected=84.000000 predicted=75.764769, expected=108.000000 predicted=83.388173, expected=80.000000 predicted=81.687559, expected=144.000000 predicted=95.792447, expected=60.000000 predicted=92.081093, expected=64.000000 predicted=84.348439, expected=144.000000 predicted=101.412738, expected=132.000000 predicted=114.418678, expected=68.000000 predicted=94.827464, expected=100.000000 predicted=94.496866, expected=104.000000 predicted=106.930748, expected=108.000000 predicted=106.543172, expected=84.000000 predicted=94.399690, expected=76.000000 predicted=89.645205, expected=60.000000 predicted=83.757918, expected=76.000000 predicted=80.743383, expected=56.000000 predicted=71.839589, expected=76.000000 predicted=69.460999, expected=48.000000 predicted=63.055754, expected=80.000000 predicted=66.625125, expected=96.000000 predicted=74.878886, expected=56.000000 predicted=70.218535, expected=76.000000 predicted=69.632506, expected=88.000000 predicted=78.303783, expected=44.000000 predicted=70.901626, expected=92.000000 predicted=72.161517, expected=88.000000 predicted=78.880701, expected=80.000000 predicted=79.082623, expected=76.000000 predicted=75.829630, expected=36.000000 predicted=68.405614, expected=64.000000 predicted=67.371700, expected=52.000000 predicted=63.019325, expected=56.000000 Test MSE: 2258.498
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518])] predicted=80.306036, expected=60.000000 predicted=93.288132, expected=60.000000 predicted=74.192439, expected=96.000000 predicted=70.473805, expected=80.000000 predicted=74.118444, expected=84.000000 predicted=74.861730, expected=28.000000 predicted=57.986696, expected=104.000000 predicted=71.690354, expected=76.000000 predicted=88.114739, expected=52.000000 predicted=71.002081, expected=96.000000 predicted=68.059071, expected=120.000000 predicted=86.891274, expected=60.000000 predicted=88.933693, expected=44.000000 predicted=59.620507, expected=56.000000 predicted=61.512535, expected=56.000000 predicted=77.568819, expected=60.000000 predicted=72.365067, expected=56.000000 predicted=55.353566, expected=76.000000 predicted=58.602375, expected=76.000000 predicted=66.444047, expected=48.000000 predicted=59.649203, expected=72.000000 predicted=60.123507, expected=60.000000 predicted=65.152590, expected=124.000000 predicted=84.311033, expected=64.000000 predicted=78.671984, expected=92.000000 predicted=70.268430, expected=108.000000 predicted=85.871254, expected=48.000000 predicted=81.837066, expected=60.000000 predicted=74.419352, expected=48.000000 predicted=64.690779, expected=84.000000 predicted=79.907010, expected=96.000000 predicted=84.301863, expected=124.000000 predicted=83.974512, expected=100.000000 predicted=85.986480, expected=56.000000 predicted=72.610065, expected=64.000000 predicted=74.954473, expected=60.000000 predicted=82.755673, expected=120.000000 predicted=99.484635, expected=124.000000 predicted=101.407781, expected=112.000000 predicted=91.017915, expected=112.000000 predicted=90.727546, expected=64.000000 predicted=88.051221, expected=72.000000 predicted=92.992129, expected=56.000000 predicted=88.281259, expected=76.000000 predicted=86.126365, expected=80.000000 predicted=82.728062, expected=72.000000 predicted=71.663724, expected=60.000000 predicted=65.425222, expected=92.000000 predicted=71.684220, expected=88.000000 predicted=83.758376, expected=44.000000 predicted=69.775398, expected=60.000000 predicted=59.732159, expected=44.000000 predicted=61.971209, expected=140.000000 predicted=91.087824, expected=44.000000 predicted=78.735120, expected=84.000000 predicted=59.140361, expected=152.000000 predicted=89.774627, expected=48.000000 predicted=92.210377, expected=104.000000 predicted=86.998560, expected=160.000000 predicted=99.864249, expected=68.000000 predicted=111.815326, expected=92.000000 predicted=94.895974, expected=72.000000 predicted=78.329572, expected=76.000000 predicted=98.485151, expected=52.000000 predicted=88.065694, expected=92.000000 predicted=75.361433, expected=80.000000 predicted=83.087768, expected=136.000000 predicted=92.412726, expected=84.000000 predicted=88.708374, expected=52.000000 predicted=70.637050, expected=40.000000 predicted=66.002493, expected=108.000000 predicted=87.641621, expected=108.000000 predicted=106.864749, expected=96.000000 predicted=86.607283, expected=64.000000 predicted=66.306116, expected=28.000000 predicted=58.556320, expected=48.000000 predicted=70.723576, expected=36.000000 predicted=68.018663, expected=104.000000 predicted=74.694531, expected=76.000000 predicted=68.652255, expected=92.000000 predicted=63.025748, expected=60.000000 predicted=61.221443, expected=72.000000 predicted=66.917675, expected=32.000000 predicted=69.595051, expected=64.000000 predicted=64.446257, expected=52.000000 predicted=65.973336, expected=92.000000 predicted=68.441314, expected=60.000000 predicted=65.135666, expected=76.000000 predicted=58.602119, expected=36.000000 predicted=57.295271, expected=76.000000 predicted=62.700296, expected=32.000000 predicted=63.938828, expected=60.000000 predicted=55.707202, expected=52.000000 predicted=56.777211, expected=84.000000 predicted=60.691718, expected=56.000000 predicted=63.231742, expected=48.000000 predicted=48.865945, expected=48.000000 predicted=52.500791, expected=40.000000 predicted=53.547337, expected=76.000000 predicted=63.881492, expected=116.000000 predicted=75.072080, expected=96.000000 predicted=78.108371, expected=80.000000 predicted=68.840424, expected=44.000000 predicted=60.201134, expected=36.000000 predicted=65.019305, expected=44.000000 predicted=70.523963, expected=68.000000 predicted=70.198717, expected=32.000000 predicted=55.252472, expected=64.000000 predicted=45.219948, expected=84.000000 predicted=57.972661, expected=24.000000 predicted=52.818514, expected=120.000000 predicted=64.400310, expected=32.000000 predicted=60.730748, expected=100.000000 predicted=69.449989, expected=100.000000 predicted=80.096090, expected=96.000000 predicted=82.540665, expected=48.000000 predicted=77.184051, expected=36.000000 predicted=52.289254, expected=36.000000 predicted=65.306802, expected=52.000000 predicted=67.805270, expected=52.000000 predicted=61.447364, expected=72.000000 predicted=52.887468, expected=64.000000 predicted=53.071539, expected=60.000000 predicted=53.357116, expected=76.000000 predicted=60.904385, expected=72.000000 predicted=67.496085, expected=44.000000 predicted=62.558157, expected=64.000000 predicted=58.305796, expected=84.000000 predicted=70.283219, expected=68.000000 predicted=74.156863, expected=52.000000 predicted=60.159071, expected=100.000000 predicted=65.976044, expected=44.000000 predicted=71.119213, expected=52.000000 predicted=61.855928, expected=48.000000 predicted=55.394991, expected=112.000000 predicted=75.803519, expected=76.000000 predicted=83.990042, expected=64.000000 predicted=60.176535, expected=36.000000 predicted=51.492023, expected=72.000000 predicted=64.173720, expected=60.000000 predicted=78.521018, expected=92.000000 predicted=72.886209, expected=104.000000 predicted=76.602527, expected=60.000000 predicted=67.630911, expected=52.000000 predicted=62.206752, expected=48.000000 predicted=61.512928, expected=40.000000 predicted=67.540297, expected=28.000000 predicted=56.733754, expected=72.000000 predicted=52.907040, expected=72.000000 predicted=60.808386, expected=152.000000 predicted=80.974698, expected=12.000000 predicted=59.702333, expected=56.000000 predicted=42.251315, expected=4.000000 predicted=50.711236, expected=44.000000 predicted=60.258931, expected=60.000000 predicted=69.700061, expected=144.000000 predicted=67.487528, expected=108.000000 predicted=82.908277, expected=40.000000 predicted=49.207434, expected=60.000000 predicted=52.673584, expected=88.000000 predicted=83.915115, expected=52.000000 predicted=95.087747, expected=120.000000 predicted=83.416437, expected=120.000000 predicted=86.298587, expected=96.000000 predicted=90.199116, expected=84.000000 predicted=83.403085, expected=92.000000 predicted=84.884492, expected=40.000000 predicted=90.312433, expected=52.000000 predicted=75.958690, expected=72.000000 predicted=75.431303, expected=96.000000 predicted=84.283313, expected=104.000000 predicted=85.978874, expected=84.000000 predicted=71.248892, expected=72.000000 predicted=70.289048, expected=84.000000 predicted=80.190453, expected=68.000000 predicted=86.122647, expected=88.000000 predicted=86.103452, expected=100.000000 predicted=86.991775, expected=108.000000 predicted=90.981295, expected=96.000000 predicted=90.634169, expected=48.000000 predicted=73.928747, expected=72.000000 predicted=76.106268, expected=52.000000 predicted=80.525488, expected=84.000000 predicted=83.621197, expected=108.000000 predicted=86.819554, expected=88.000000 predicted=78.518451, expected=76.000000 predicted=73.950671, expected=68.000000 predicted=69.289540, expected=64.000000 predicted=78.638893, expected=56.000000 predicted=78.053808, expected=72.000000 predicted=72.726963, expected=92.000000 predicted=77.459364, expected=36.000000 predicted=64.137120, expected=72.000000 predicted=57.999598, expected=92.000000 predicted=72.985609, expected=56.000000 predicted=75.312351, expected=56.000000 predicted=62.802196, expected=92.000000 predicted=63.721790, expected=96.000000 predicted=86.376761, expected=112.000000 predicted=91.385795, expected=64.000000 predicted=73.089183, expected=56.000000 predicted=65.605603, expected=52.000000 predicted=72.766513, expected=64.000000 predicted=77.923050, expected=80.000000 predicted=80.974508, expected=104.000000 predicted=77.214106, expected=140.000000 predicted=90.853322, expected=88.000000 predicted=86.772140, expected=52.000000 predicted=70.638274, expected=116.000000 predicted=88.509744, expected=64.000000 predicted=101.217280, expected=112.000000 predicted=102.494989, expected=96.000000 predicted=89.923572, expected=96.000000 predicted=87.044886, expected=80.000000 predicted=91.640915, expected=56.000000 predicted=75.030267, expected=76.000000 predicted=84.647817, expected=60.000000 predicted=80.249827, expected=64.000000 predicted=74.331236, expected=88.000000 predicted=73.555728, expected=152.000000 predicted=94.172938, expected=48.000000 predicted=84.099576, expected=64.000000 predicted=60.352899, expected=68.000000 predicted=70.668542, expected=32.000000 predicted=77.762875, expected=108.000000 predicted=89.425726, expected=64.000000 predicted=69.961540, expected=136.000000 predicted=84.234037, expected=120.000000 predicted=93.201713, expected=56.000000 predicted=75.955395, expected=80.000000 predicted=79.767655, expected=60.000000 predicted=80.429684, expected=80.000000 predicted=97.157515, expected=56.000000 predicted=79.373442, expected=88.000000 predicted=69.334169, expected=108.000000 predicted=85.603755, expected=92.000000 predicted=84.665785, expected=76.000000 predicted=77.874417, expected=60.000000 predicted=68.872458, expected=120.000000 predicted=93.275129, expected=100.000000 predicted=104.722795, expected=56.000000 predicted=81.006985, expected=72.000000 predicted=67.913182, expected=104.000000 predicted=86.474083, expected=140.000000 predicted=116.077059, expected=84.000000 predicted=96.657790, expected=108.000000 predicted=82.176142, expected=60.000000 predicted=84.831307, expected=68.000000 predicted=89.542272, expected=56.000000 predicted=87.109499, expected=92.000000 predicted=82.909746, expected=56.000000 predicted=79.413193, expected=128.000000 predicted=79.265119, expected=144.000000 predicted=101.937668, expected=128.000000 predicted=105.123658, expected=56.000000 predicted=85.566197, expected=100.000000 predicted=83.722512, expected=48.000000 predicted=100.921416, expected=96.000000 predicted=101.843260, expected=120.000000 predicted=103.652539, expected=84.000000 predicted=87.591614, expected=60.000000 predicted=75.814077, expected=68.000000 predicted=66.708591, expected=40.000000 predicted=77.080812, expected=88.000000 predicted=83.283252, expected=72.000000 predicted=76.464178, expected=76.000000 predicted=68.595406, expected=120.000000 predicted=79.647383, expected=100.000000 predicted=85.763284, expected=64.000000 predicted=81.552331, expected=124.000000 predicted=86.211523, expected=48.000000 predicted=88.058347, expected=100.000000 predicted=92.255693, expected=88.000000 predicted=89.867813, expected=80.000000 predicted=85.182492, expected=132.000000 predicted=100.638557, expected=64.000000 predicted=83.678682, expected=76.000000 predicted=82.483446, expected=40.000000 predicted=70.507802, expected=88.000000 predicted=81.255491, expected=88.000000 predicted=94.565762, expected=76.000000 predicted=75.353526, expected=100.000000 predicted=76.101682, expected=60.000000 predicted=70.269259, expected=60.000000 predicted=73.264551, expected=68.000000 predicted=72.940765, expected=72.000000 predicted=76.790414, expected=84.000000 predicted=80.227861, expected=76.000000 predicted=70.481978, expected=80.000000 predicted=71.257106, expected=60.000000 predicted=69.722192, expected=60.000000 predicted=67.943500, expected=4.000000 predicted=54.123562, expected=44.000000 predicted=49.281721, expected=108.000000 predicted=73.599776, expected=124.000000 predicted=88.622594, expected=72.000000 predicted=68.865246, expected=52.000000 predicted=43.789388, expected=84.000000 predicted=70.312344, expected=76.000000 predicted=94.926181, expected=80.000000 predicted=88.715730, expected=24.000000 predicted=57.074625, expected=56.000000 predicted=52.799453, expected=104.000000 predicted=80.275636, expected=56.000000 predicted=76.588296, expected=100.000000 predicted=68.910329, expected=16.000000 predicted=48.246408, expected=120.000000 predicted=72.767692, expected=104.000000 predicted=97.602176, expected=76.000000 predicted=81.557860, expected=72.000000 predicted=70.764917, expected=112.000000 predicted=78.155391, expected=68.000000 predicted=99.154212, expected=84.000000 predicted=83.772560, expected=60.000000 predicted=73.523686, expected=88.000000 predicted=80.838652, expected=100.000000 predicted=93.097673, expected=44.000000 predicted=72.320303, expected=52.000000 predicted=61.205844, expected=88.000000 predicted=71.563882, expected=56.000000 predicted=79.767732, expected=100.000000 predicted=77.207702, expected=80.000000 predicted=70.009521, expected=120.000000 predicted=84.746779, expected=4.000000 predicted=67.544330, expected=40.000000 predicted=48.532331, expected=84.000000 predicted=76.345073, expected=32.000000 predicted=72.836605, expected=124.000000 predicted=74.703209, expected=120.000000 predicted=73.072425, expected=56.000000 predicted=73.445526, expected=116.000000 predicted=77.180030, expected=96.000000 predicted=88.807978, expected=168.000000 predicted=126.582183, expected=100.000000 predicted=113.674057, expected=48.000000 predicted=79.285527, expected=72.000000 predicted=84.565509, expected=64.000000 predicted=94.743629, expected=52.000000 predicted=93.803618, expected=84.000000 predicted=72.503540, expected=44.000000 predicted=60.594331, expected=88.000000 predicted=67.590372, expected=84.000000 predicted=72.756049, expected=140.000000 predicted=90.235280, expected=32.000000 predicted=76.255198, expected=84.000000 predicted=62.759671, expected=92.000000 predicted=87.260524, expected=68.000000 predicted=91.159678, expected=64.000000 predicted=79.087492, expected=48.000000 predicted=56.166495, expected=96.000000 predicted=78.961862, expected=88.000000 predicted=85.500474, expected=56.000000 predicted=68.877769, expected=52.000000 predicted=56.973201, expected=48.000000 predicted=59.308650, expected=100.000000 predicted=81.691780, expected=88.000000 predicted=82.740118, expected=76.000000 predicted=68.919594, expected=88.000000 predicted=68.625560, expected=100.000000 predicted=83.346003, expected=72.000000 predicted=89.163584, expected=56.000000 predicted=73.370740, expected=68.000000 predicted=71.791599, expected=108.000000 predicted=89.591526, expected=92.000000 predicted=92.274140, expected=48.000000 predicted=67.812119, expected=80.000000 predicted=65.123971, expected=68.000000 predicted=78.783990, expected=36.000000 predicted=73.402317, expected=76.000000 predicted=64.721550, expected=60.000000 predicted=64.223116, expected=100.000000 predicted=76.682319, expected=92.000000 predicted=75.869069, expected=52.000000 predicted=63.592002, expected=56.000000 predicted=62.727564, expected=56.000000 predicted=66.333250, expected=72.000000 predicted=77.808005, expected=116.000000 predicted=83.874843, expected=56.000000 predicted=69.628307, expected=76.000000 predicted=63.082837, expected=48.000000 predicted=63.377147, expected=48.000000 predicted=67.958300, expected=52.000000 predicted=67.969896, expected=56.000000 predicted=58.364468, expected=144.000000 predicted=82.454777, expected=84.000000 predicted=80.894608, expected=80.000000 predicted=68.264613, expected=52.000000 predicted=62.603321, expected=40.000000 predicted=69.324251, expected=40.000000 predicted=75.425351, expected=76.000000 predicted=68.553367, expected=84.000000 predicted=72.605819, expected=72.000000 predicted=62.762910, expected=80.000000 predicted=60.178749, expected=60.000000 predicted=63.744480, expected=48.000000 predicted=66.009286, expected=48.000000 predicted=62.495751, expected=96.000000 predicted=73.328268, expected=100.000000 predicted=83.744666, expected=124.000000 predicted=84.947168, expected=84.000000 predicted=78.141730, expected=92.000000 predicted=80.685692, expected=52.000000 predicted=84.260181, expected=36.000000 predicted=74.996264, expected=84.000000 predicted=81.834590, expected=104.000000 predicted=89.301178, expected=100.000000 predicted=87.708931, expected=56.000000 predicted=63.000232, expected=68.000000 predicted=61.613881, expected=68.000000 predicted=79.521212, expected=52.000000 predicted=78.445915, expected=100.000000 predicted=78.379527, expected=88.000000 predicted=77.710185, expected=100.000000 predicted=81.635039, expected=84.000000 predicted=77.919847, expected=40.000000 predicted=67.414221, expected=80.000000 predicted=77.383632, expected=76.000000 predicted=84.120115, expected=76.000000 predicted=82.717140, expected=116.000000 predicted=81.747481, expected=48.000000 predicted=69.707002, expected=12.000000 predicted=53.508719, expected=76.000000 predicted=60.914770, expected=76.000000 predicted=81.913309, expected=72.000000 predicted=77.939908, expected=72.000000 predicted=54.095556, expected=96.000000 predicted=64.174118, expected=72.000000 predicted=79.344971, expected=84.000000 predicted=76.673687, expected=60.000000 predicted=72.009363, expected=72.000000 predicted=73.999649, expected=52.000000 Test MSE: 860.336
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939])] predicted=90.612865, expected=20.000000 predicted=55.798701, expected=24.000000 predicted=68.729419, expected=4.000000 predicted=45.845705, expected=16.000000 predicted=35.240111, expected=4.000000 predicted=32.592391, expected=116.000000 predicted=45.502234, expected=40.000000 predicted=30.353911, expected=32.000000 predicted=26.792301, expected=112.000000 predicted=66.034000, expected=168.000000 predicted=72.336611, expected=80.000000 predicted=92.988075, expected=120.000000 predicted=98.140419, expected=92.000000 predicted=85.050675, expected=76.000000 predicted=92.747985, expected=60.000000 predicted=110.105378, expected=60.000000 predicted=71.832887, expected=60.000000 predicted=80.542189, expected=76.000000 predicted=74.679079, expected=68.000000 predicted=68.244296, expected=60.000000 predicted=61.842936, expected=100.000000 predicted=76.868936, expected=100.000000 predicted=76.847310, expected=116.000000 predicted=91.706030, expected=68.000000 predicted=80.570173, expected=104.000000 predicted=88.207088, expected=84.000000 predicted=93.272414, expected=232.000000 predicted=137.968697, expected=12.000000 predicted=90.065806, expected=16.000000 predicted=69.277233, expected=64.000000 predicted=98.955695, expected=120.000000 predicted=67.930021, expected=40.000000 predicted=105.604991, expected=140.000000 predicted=77.159648, expected=44.000000 predicted=55.024858, expected=84.000000 predicted=69.536925, expected=88.000000 predicted=105.366633, expected=4.000000 predicted=35.811325, expected=76.000000 predicted=93.701859, expected=188.000000 predicted=92.046415, expected=180.000000 predicted=105.208277, expected=16.000000 predicted=80.804351, expected=56.000000 predicted=78.417049, expected=64.000000 predicted=83.698242, expected=20.000000 predicted=77.458110, expected=44.000000 predicted=93.381034, expected=108.000000 predicted=55.309587, expected=48.000000 predicted=45.937831, expected=40.000000 predicted=57.791730, expected=32.000000 predicted=44.399392, expected=60.000000 predicted=45.879913, expected=76.000000 predicted=73.491304, expected=152.000000 predicted=81.511899, expected=188.000000 predicted=104.491790, expected=44.000000 predicted=63.688057, expected=20.000000 predicted=78.078574, expected=84.000000 predicted=92.748564, expected=88.000000 predicted=89.733801, expected=76.000000 predicted=106.007645, expected=108.000000 predicted=80.430798, expected=84.000000 predicted=61.756246, expected=128.000000 predicted=99.955112, expected=16.000000 predicted=68.890894, expected=60.000000 predicted=74.516354, expected=108.000000 predicted=100.024629, expected=136.000000 predicted=83.727801, expected=68.000000 predicted=95.220641, expected=144.000000 predicted=91.704183, expected=256.000000 predicted=146.302239, expected=172.000000 predicted=129.751872, expected=68.000000 predicted=133.209866, expected=40.000000 predicted=107.678599, expected=48.000000 predicted=99.343600, expected=56.000000 predicted=117.966816, expected=72.000000 predicted=94.824345, expected=136.000000 predicted=89.911358, expected=124.000000 predicted=80.411901, expected=64.000000 predicted=69.598198, expected=60.000000 predicted=80.621400, expected=36.000000 predicted=63.312755, expected=100.000000 predicted=97.683337, expected=100.000000 predicted=94.520892, expected=176.000000 predicted=106.279675, expected=96.000000 predicted=89.770113, expected=76.000000 predicted=76.251127, expected=52.000000 predicted=95.990655, expected=52.000000 predicted=72.462757, expected=52.000000 predicted=96.860968, expected=80.000000 predicted=76.242994, expected=156.000000 predicted=101.630854, expected=28.000000 predicted=47.125916, expected=32.000000 predicted=59.691703, expected=52.000000 predicted=67.954740, expected=44.000000 predicted=45.470370, expected=80.000000 predicted=95.709297, expected=52.000000 predicted=43.752585, expected=104.000000 predicted=65.973622, expected=64.000000 predicted=63.237301, expected=116.000000 predicted=77.656665, expected=104.000000 predicted=94.427262, expected=76.000000 predicted=68.767103, expected=40.000000 predicted=82.623317, expected=40.000000 Test MSE: 2609.707
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692])] predicted=54.719087, expected=76.000000 predicted=62.992216, expected=32.000000 predicted=51.429147, expected=28.000000 predicted=46.341375, expected=56.000000 predicted=47.931141, expected=44.000000 predicted=52.380883, expected=20.000000 predicted=42.440204, expected=12.000000 predicted=27.481189, expected=32.000000 predicted=30.040372, expected=32.000000 predicted=34.796273, expected=52.000000 predicted=37.549947, expected=36.000000 predicted=32.116666, expected=40.000000 predicted=32.905501, expected=24.000000 predicted=33.545543, expected=44.000000 predicted=37.483431, expected=56.000000 predicted=46.251472, expected=20.000000 predicted=34.278020, expected=76.000000 predicted=48.305212, expected=60.000000 predicted=48.590996, expected=44.000000 predicted=48.806910, expected=16.000000 predicted=41.381038, expected=28.000000 predicted=34.020040, expected=48.000000 predicted=48.167308, expected=16.000000 predicted=34.522122, expected=52.000000 predicted=37.841799, expected=76.000000 predicted=45.011831, expected=64.000000 predicted=50.208955, expected=24.000000 predicted=43.943707, expected=12.000000 predicted=31.385756, expected=24.000000 predicted=37.614819, expected=24.000000 predicted=37.602032, expected=56.000000 predicted=41.575705, expected=72.000000 predicted=43.278626, expected=48.000000 predicted=39.797919, expected=28.000000 predicted=37.373859, expected=24.000000 predicted=35.155195, expected=40.000000 predicted=43.848679, expected=12.000000 predicted=36.030033, expected=48.000000 predicted=37.226776, expected=44.000000 predicted=35.593911, expected=28.000000 predicted=30.986728, expected=28.000000 predicted=33.142566, expected=52.000000 predicted=35.481587, expected=44.000000 predicted=42.809440, expected=24.000000 predicted=35.335339, expected=40.000000 predicted=35.582824, expected=64.000000 predicted=44.806795, expected=12.000000 predicted=36.090935, expected=24.000000 predicted=32.979800, expected=36.000000 predicted=32.375136, expected=32.000000 predicted=33.897000, expected=16.000000 predicted=32.190095, expected=68.000000 predicted=36.188116, expected=40.000000 predicted=36.553256, expected=36.000000 predicted=37.622250, expected=52.000000 predicted=42.800747, expected=20.000000 predicted=31.555831, expected=52.000000 predicted=48.252151, expected=40.000000 predicted=40.601388, expected=44.000000 predicted=40.505386, expected=44.000000 predicted=44.405232, expected=48.000000 predicted=39.946712, expected=48.000000 predicted=47.463029, expected=12.000000 predicted=34.190372, expected=36.000000 predicted=37.562634, expected=48.000000 predicted=41.191730, expected=72.000000 predicted=50.257386, expected=44.000000 predicted=46.094067, expected=24.000000 predicted=33.288231, expected=12.000000 predicted=32.661242, expected=36.000000 predicted=38.045566, expected=32.000000 predicted=39.880944, expected=28.000000 predicted=30.978770, expected=68.000000 predicted=39.666486, expected=40.000000 predicted=35.129235, expected=12.000000 predicted=31.398388, expected=72.000000 predicted=46.078257, expected=40.000000 predicted=40.920025, expected=24.000000 predicted=42.638080, expected=36.000000 predicted=37.724652, expected=64.000000 predicted=40.825241, expected=40.000000 predicted=48.757188, expected=28.000000 predicted=37.529356, expected=52.000000 predicted=40.823931, expected=20.000000 predicted=34.976894, expected=44.000000 predicted=44.253724, expected=32.000000 predicted=36.133158, expected=76.000000 predicted=46.135473, expected=56.000000 predicted=51.001585, expected=56.000000 predicted=46.244359, expected=60.000000 predicted=55.010700, expected=48.000000 predicted=50.146443, expected=40.000000 predicted=55.190488, expected=12.000000 predicted=39.507823, expected=56.000000 predicted=47.113999, expected=44.000000 predicted=45.558798, expected=44.000000 predicted=42.391475, expected=16.000000 predicted=33.443293, expected=28.000000 predicted=28.543761, expected=12.000000 predicted=31.295381, expected=48.000000 predicted=35.345752, expected=40.000000 predicted=35.665133, expected=40.000000 predicted=31.047518, expected=20.000000 predicted=29.873182, expected=44.000000 predicted=32.317915, expected=40.000000 predicted=40.236229, expected=40.000000 predicted=38.055452, expected=40.000000 predicted=39.028308, expected=16.000000 predicted=28.277658, expected=48.000000 predicted=39.872289, expected=36.000000 predicted=37.266675, expected=24.000000 predicted=32.566065, expected=24.000000 predicted=31.408649, expected=32.000000 predicted=27.942796, expected=64.000000 predicted=43.958272, expected=52.000000 predicted=42.165641, expected=64.000000 predicted=46.035551, expected=36.000000 predicted=42.327923, expected=40.000000 predicted=43.707869, expected=40.000000 predicted=49.050548, expected=48.000000 predicted=46.751782, expected=48.000000 predicted=48.935553, expected=76.000000 predicted=52.320754, expected=36.000000 predicted=46.072171, expected=48.000000 predicted=47.505580, expected=32.000000 predicted=45.281710, expected=44.000000 predicted=45.209198, expected=32.000000 predicted=46.470557, expected=68.000000 predicted=46.493099, expected=36.000000 predicted=44.058054, expected=48.000000 predicted=42.261004, expected=32.000000 predicted=42.268516, expected=56.000000 predicted=44.182039, expected=40.000000 predicted=49.119235, expected=36.000000 predicted=39.162938, expected=60.000000 predicted=48.790440, expected=60.000000 predicted=48.065712, expected=32.000000 predicted=46.153597, expected=40.000000 predicted=43.223211, expected=24.000000 predicted=37.402954, expected=28.000000 predicted=39.236370, expected=20.000000 predicted=34.564963, expected=52.000000 predicted=35.408220, expected=52.000000 predicted=40.772319, expected=32.000000 predicted=33.467815, expected=36.000000 predicted=36.038177, expected=36.000000 predicted=34.961086, expected=40.000000 predicted=41.767996, expected=20.000000 predicted=35.284899, expected=80.000000 predicted=46.317119, expected=20.000000 predicted=37.026019, expected=36.000000 predicted=36.455262, expected=52.000000 predicted=44.368420, expected=52.000000 predicted=40.513421, expected=32.000000 predicted=48.683693, expected=44.000000 predicted=37.710824, expected=60.000000 predicted=47.178782, expected=48.000000 predicted=48.650293, expected=52.000000 predicted=49.913386, expected=20.000000 predicted=37.788774, expected=28.000000 predicted=38.130785, expected=28.000000 predicted=39.380191, expected=24.000000 predicted=32.284433, expected=68.000000 predicted=44.519417, expected=40.000000 predicted=35.435999, expected=44.000000 predicted=38.479140, expected=40.000000 predicted=40.107336, expected=64.000000 predicted=45.832482, expected=44.000000 predicted=52.228167, expected=24.000000 predicted=38.812962, expected=20.000000 predicted=36.062043, expected=40.000000 predicted=37.523889, expected=40.000000 predicted=41.805387, expected=20.000000 predicted=31.179283, expected=28.000000 predicted=28.138531, expected=32.000000 predicted=28.926501, expected=52.000000 predicted=38.458168, expected=32.000000 predicted=35.537805, expected=60.000000 predicted=39.452311, expected=44.000000 predicted=41.705473, expected=40.000000 predicted=40.771478, expected=48.000000 predicted=47.746950, expected=52.000000 predicted=45.005812, expected=32.000000 predicted=45.370323, expected=76.000000 predicted=52.815076, expected=40.000000 predicted=47.008951, expected=40.000000 predicted=45.706846, expected=80.000000 predicted=58.735521, expected=52.000000 predicted=50.552964, expected=40.000000 predicted=55.107902, expected=28.000000 predicted=43.071969, expected=56.000000 predicted=47.453156, expected=60.000000 predicted=57.334731, expected=52.000000 predicted=49.664055, expected=28.000000 predicted=41.814908, expected=28.000000 predicted=37.128219, expected=60.000000 predicted=49.705848, expected=28.000000 predicted=42.127999, expected=20.000000 predicted=34.842398, expected=32.000000 predicted=32.371877, expected=28.000000 predicted=30.150291, expected=40.000000 predicted=38.242916, expected=36.000000 predicted=32.093197, expected=16.000000 predicted=25.535223, expected=28.000000 predicted=29.674722, expected=52.000000 predicted=35.729832, expected=52.000000 predicted=40.390222, expected=28.000000 predicted=35.175576, expected=28.000000 predicted=31.341054, expected=68.000000 predicted=45.082932, expected=32.000000 predicted=42.355620, expected=36.000000 predicted=41.102742, expected=80.000000 predicted=50.436643, expected=52.000000 predicted=47.079201, expected=32.000000 predicted=49.663429, expected=40.000000 predicted=43.895209, expected=24.000000 predicted=38.115144, expected=36.000000 predicted=45.597621, expected=24.000000 predicted=34.908274, expected=80.000000 predicted=44.873496, expected=56.000000 predicted=46.860851, expected=52.000000 predicted=44.504932, expected=72.000000 predicted=56.624911, expected=48.000000 predicted=50.052005, expected=52.000000 predicted=60.667305, expected=44.000000 predicted=52.855716, expected=44.000000 predicted=49.502851, expected=172.000000 predicted=89.135417, expected=100.000000 predicted=80.386876, expected=88.000000 predicted=82.634364, expected=124.000000 predicted=97.671182, expected=128.000000 predicted=103.623791, expected=96.000000 predicted=120.412326, expected=44.000000 predicted=88.812264, expected=16.000000 predicted=68.257059, expected=100.000000 predicted=88.246156, expected=48.000000 predicted=70.154937, expected=92.000000 predicted=73.151971, expected=28.000000 predicted=52.920956, expected=52.000000 predicted=49.824853, expected=60.000000 predicted=66.169545, expected=52.000000 predicted=52.644462, expected=44.000000 predicted=56.130815, expected=56.000000 predicted=48.686955, expected=20.000000 predicted=42.706060, expected=84.000000 predicted=57.506606, expected=64.000000 predicted=56.498444, expected=56.000000 predicted=53.349095, expected=24.000000 predicted=48.482698, expected=40.000000 predicted=43.097458, expected=48.000000 predicted=53.458708, expected=40.000000 predicted=44.925698, expected=44.000000 predicted=43.843101, expected=48.000000 predicted=41.181520, expected=32.000000 predicted=40.078044, expected=12.000000 predicted=33.498103, expected=24.000000 predicted=31.480207, expected=60.000000 predicted=40.524057, expected=24.000000 predicted=32.977208, expected=60.000000 predicted=39.622493, expected=40.000000 predicted=37.292420, expected=44.000000 predicted=40.005736, expected=24.000000 predicted=41.347139, expected=28.000000 predicted=33.126673, expected=28.000000 predicted=37.098264, expected=16.000000 predicted=27.514171, expected=36.000000 predicted=31.238066, expected=52.000000 predicted=34.214082, expected=48.000000 predicted=36.963773, expected=52.000000 predicted=41.394204, expected=40.000000 predicted=39.673355, expected=44.000000 predicted=44.142460, expected=36.000000 predicted=44.204776, expected=24.000000 predicted=37.638227, expected=40.000000 predicted=39.932394, expected=104.000000 predicted=57.242884, expected=40.000000 predicted=47.951088, expected=52.000000 predicted=49.290793, expected=28.000000 predicted=44.628720, expected=44.000000 predicted=46.422541, expected=56.000000 predicted=58.256896, expected=48.000000 predicted=44.721317, expected=36.000000 predicted=43.806522, expected=36.000000 predicted=39.579675, expected=36.000000 predicted=41.159517, expected=40.000000 predicted=42.178426, expected=48.000000 predicted=42.553538, expected=76.000000 predicted=50.339310, expected=32.000000 predicted=43.030205, expected=40.000000 predicted=43.453879, expected=52.000000 predicted=48.674837, expected=24.000000 predicted=40.829543, expected=80.000000 predicted=57.006596, expected=28.000000 predicted=41.192927, expected=72.000000 predicted=50.859367, expected=28.000000 predicted=47.152290, expected=52.000000 predicted=44.165272, expected=32.000000 predicted=49.728252, expected=36.000000 predicted=37.959353, expected=40.000000 predicted=45.175130, expected=24.000000 predicted=32.744701, expected=24.000000 predicted=33.660941, expected=80.000000 predicted=45.040138, expected=36.000000 predicted=40.612742, expected=24.000000 predicted=35.607765, expected=40.000000 predicted=38.176071, expected=56.000000 predicted=42.885353, expected=52.000000 predicted=50.943133, expected=116.000000 predicted=63.313392, expected=32.000000 predicted=50.923534, expected=32.000000 predicted=48.593272, expected=12.000000 predicted=45.407395, expected=48.000000 predicted=45.506634, expected=20.000000 predicted=46.277650, expected=20.000000 predicted=25.381552, expected=40.000000 predicted=31.466305, expected=44.000000 predicted=31.158591, expected=28.000000 predicted=34.038075, expected=48.000000 predicted=34.967608, expected=40.000000 predicted=36.640742, expected=32.000000 predicted=37.238062, expected=36.000000 predicted=38.465656, expected=40.000000 predicted=36.814377, expected=20.000000 predicted=34.292682, expected=24.000000 predicted=30.834837, expected=44.000000 predicted=34.316190, expected=28.000000 predicted=31.687713, expected=20.000000 predicted=28.627410, expected=48.000000 predicted=32.810342, expected=76.000000 predicted=44.763190, expected=52.000000 predicted=47.001110, expected=44.000000 predicted=44.310029, expected=12.000000 predicted=36.083441, expected=40.000000 predicted=42.619360, expected=12.000000 predicted=37.721007, expected=28.000000 predicted=30.453003, expected=40.000000 predicted=33.275133, expected=40.000000 predicted=28.906550, expected=72.000000 predicted=45.065874, expected=4.000000 predicted=28.455112, expected=24.000000 predicted=30.650435, expected=20.000000 predicted=32.435391, expected=32.000000 predicted=30.280351, expected=52.000000 predicted=40.472312, expected=64.000000 predicted=36.473740, expected=16.000000 predicted=32.142123, expected=24.000000 predicted=31.037761, expected=24.000000 predicted=33.244527, expected=32.000000 predicted=34.576922, expected=16.000000 predicted=30.360499, expected=28.000000 predicted=23.071134, expected=48.000000 predicted=31.883298, expected=20.000000 predicted=26.804911, expected=64.000000 predicted=38.825656, expected=24.000000 predicted=32.580434, expected=20.000000 predicted=29.716761, expected=36.000000 predicted=36.985905, expected=48.000000 predicted=35.362922, expected=52.000000 predicted=44.743962, expected=60.000000 predicted=42.915555, expected=24.000000 predicted=36.809934, expected=132.000000 predicted=66.925974, expected=84.000000 predicted=72.069681, expected=24.000000 predicted=55.476434, expected=40.000000 predicted=58.718857, expected=40.000000 predicted=50.541926, expected=20.000000 predicted=54.752681, expected=24.000000 predicted=39.338205, expected=28.000000 predicted=28.461216, expected=36.000000 predicted=32.103820, expected=64.000000 predicted=40.798950, expected=48.000000 predicted=38.722178, expected=28.000000 predicted=35.857767, expected=40.000000 predicted=39.794063, expected=16.000000 predicted=34.220008, expected=32.000000 predicted=37.520094, expected=24.000000 predicted=31.727308, expected=56.000000 predicted=35.300327, expected=72.000000 predicted=46.834385, expected=36.000000 predicted=38.226554, expected=52.000000 predicted=45.855441, expected=40.000000 predicted=44.438263, expected=20.000000 predicted=41.158294, expected=48.000000 predicted=46.701468, expected=20.000000 predicted=33.533016, expected=40.000000 predicted=37.220659, expected=36.000000 predicted=35.742169, expected=40.000000 predicted=33.451303, expected=32.000000 predicted=36.923009, expected=60.000000 predicted=40.032600, expected=64.000000 predicted=49.057802, expected=40.000000 predicted=44.489054, expected=36.000000 predicted=43.740557, expected=48.000000 predicted=45.365950, expected=32.000000 predicted=44.692824, expected=44.000000 predicted=44.963448, expected=32.000000 predicted=38.171478, expected=28.000000 predicted=34.534768, expected=20.000000 predicted=32.637552, expected=56.000000 predicted=37.645610, expected=24.000000 predicted=34.069412, expected=52.000000 predicted=37.229629, expected=32.000000 predicted=35.928319, expected=64.000000 predicted=42.241996, expected=96.000000 predicted=62.759353, expected=32.000000 predicted=46.944831, expected=40.000000 predicted=50.286330, expected=40.000000 predicted=47.654296, expected=8.000000 predicted=39.697905, expected=24.000000 predicted=40.133462, expected=16.000000 predicted=24.893480, expected=12.000000 predicted=21.520788, expected=12.000000 predicted=19.000628, expected=72.000000 predicted=30.397152, expected=28.000000 predicted=29.497501, expected=40.000000 predicted=30.898281, expected=16.000000 predicted=27.958756, expected=16.000000 predicted=24.809554, expected=40.000000 predicted=38.144554, expected=20.000000 Test MSE: 447.048
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538])] predicted=15.312320, expected=20.000000 predicted=15.723809, expected=8.000000 predicted=9.198977, expected=8.000000 predicted=8.869257, expected=8.000000 predicted=8.897147, expected=8.000000 predicted=10.881440, expected=8.000000 predicted=10.074276, expected=12.000000 predicted=9.898653, expected=12.000000 predicted=10.377977, expected=12.000000 predicted=10.727374, expected=28.000000 predicted=18.748824, expected=12.000000 predicted=13.191826, expected=4.000000 predicted=9.505557, expected=4.000000 predicted=8.256071, expected=20.000000 predicted=15.267702, expected=32.000000 predicted=24.176922, expected=4.000000 predicted=10.091193, expected=12.000000 predicted=11.385297, expected=4.000000 predicted=7.942697, expected=12.000000 predicted=13.223768, expected=12.000000 predicted=14.248610, expected=20.000000 predicted=13.881157, expected=8.000000 predicted=10.459042, expected=4.000000 predicted=6.921205, expected=4.000000 predicted=7.365084, expected=4.000000 predicted=6.718593, expected=24.000000 predicted=16.705055, expected=12.000000 predicted=10.910106, expected=8.000000 predicted=8.578157, expected=28.000000 predicted=18.121306, expected=4.000000 predicted=9.090009, expected=12.000000 predicted=14.251697, expected=4.000000 predicted=8.254563, expected=16.000000 predicted=12.780962, expected=8.000000 predicted=12.096616, expected=8.000000 predicted=7.952027, expected=8.000000 predicted=8.951910, expected=12.000000 predicted=9.738438, expected=16.000000 predicted=13.711022, expected=32.000000 predicted=20.863834, expected=28.000000 predicted=21.481649, expected=4.000000 predicted=11.345376, expected=4.000000 predicted=10.216314, expected=20.000000 predicted=17.379451, expected=4.000000 predicted=12.417892, expected=44.000000 predicted=28.867957, expected=4.000000 predicted=9.911001, expected=20.000000 predicted=16.192241, expected=8.000000 predicted=13.448828, expected=12.000000 predicted=12.409575, expected=4.000000 predicted=13.447736, expected=8.000000 predicted=7.936586, expected=12.000000 predicted=11.938364, expected=8.000000 predicted=8.447266, expected=16.000000 predicted=12.582967, expected=4.000000 predicted=6.596921, expected=8.000000 predicted=8.436023, expected=12.000000 predicted=10.809475, expected=8.000000 predicted=8.724527, expected=4.000000 predicted=7.516776, expected=16.000000 predicted=10.898216, expected=8.000000 predicted=8.874678, expected=12.000000 predicted=10.997036, expected=4.000000 predicted=6.818810, expected=28.000000 predicted=17.268884, expected=16.000000 predicted=15.606985, expected=16.000000 predicted=14.489772, expected=4.000000 predicted=9.552039, expected=12.000000 predicted=11.306715, expected=8.000000 predicted=12.751793, expected=24.000000 predicted=17.661340, expected=28.000000 predicted=20.955058, expected=20.000000 predicted=17.108154, expected=8.000000 predicted=12.972248, expected=4.000000 predicted=9.570217, expected=12.000000 predicted=14.441019, expected=32.000000 predicted=24.003643, expected=24.000000 predicted=20.757165, expected=4.000000 predicted=10.033561, expected=4.000000 predicted=8.189225, expected=24.000000 predicted=18.331887, expected=20.000000 predicted=20.377757, expected=16.000000 predicted=16.877846, expected=8.000000 predicted=10.122846, expected=24.000000 predicted=17.593756, expected=16.000000 predicted=17.966431, expected=8.000000 predicted=12.954764, expected=8.000000 predicted=11.209087, expected=12.000000 predicted=11.566272, expected=12.000000 predicted=13.735189, expected=24.000000 predicted=17.883848, expected=4.000000 predicted=8.613225, expected=28.000000 predicted=18.996448, expected=12.000000 predicted=14.122456, expected=8.000000 predicted=11.664180, expected=16.000000 predicted=16.125446, expected=28.000000 predicted=19.490259, expected=16.000000 predicted=18.710864, expected=16.000000 predicted=15.757872, expected=20.000000 predicted=17.373009, expected=20.000000 predicted=19.218182, expected=4.000000 predicted=13.176938, expected=8.000000 predicted=11.328930, expected=20.000000 predicted=16.485121, expected=16.000000 predicted=15.900150, expected=16.000000 predicted=15.636596, expected=8.000000 predicted=9.786968, expected=4.000000 predicted=8.130462, expected=16.000000 predicted=14.562896, expected=16.000000 predicted=14.389674, expected=28.000000 predicted=20.327853, expected=32.000000 predicted=22.894666, expected=12.000000 predicted=14.914506, expected=4.000000 predicted=11.978142, expected=8.000000 predicted=12.347721, expected=4.000000 predicted=11.172047, expected=28.000000 predicted=21.308271, expected=8.000000 predicted=10.482979, expected=32.000000 predicted=20.157394, expected=8.000000 predicted=12.081020, expected=16.000000 predicted=14.475569, expected=32.000000 predicted=25.697378, expected=16.000000 predicted=17.076289, expected=4.000000 predicted=13.869611, expected=40.000000 predicted=25.748487, expected=44.000000 predicted=32.381225, expected=24.000000 predicted=27.219437, expected=8.000000 predicted=16.449795, expected=20.000000 predicted=19.208780, expected=24.000000 predicted=26.364311, expected=8.000000 predicted=18.352988, expected=8.000000 predicted=13.042825, expected=8.000000 predicted=9.970365, expected=4.000000 predicted=9.249759, expected=20.000000 predicted=16.052419, expected=12.000000 predicted=10.985278, expected=16.000000 predicted=13.014167, expected=36.000000 predicted=23.302641, expected=24.000000 predicted=20.101418, expected=24.000000 predicted=22.938473, expected=4.000000 predicted=12.660512, expected=12.000000 predicted=15.275066, expected=24.000000 predicted=22.969511, expected=24.000000 predicted=21.516742, expected=20.000000 predicted=19.839658, expected=16.000000 predicted=15.366221, expected=20.000000 predicted=18.691613, expected=12.000000 predicted=16.806225, expected=16.000000 predicted=17.533291, expected=16.000000 predicted=16.647695, expected=36.000000 predicted=25.555854, expected=8.000000 predicted=15.000801, expected=8.000000 predicted=12.206549, expected=20.000000 predicted=17.742926, expected=12.000000 predicted=14.654991, expected=12.000000 predicted=16.313510, expected=12.000000 predicted=11.595590, expected=8.000000 predicted=9.913472, expected=20.000000 predicted=16.733671, expected=4.000000 predicted=8.770968, expected=8.000000 predicted=9.495508, expected=12.000000 predicted=11.127278, expected=28.000000 predicted=18.552561, expected=12.000000 predicted=14.461739, expected=12.000000 predicted=11.674552, expected=20.000000 predicted=16.296717, expected=4.000000 predicted=10.216418, expected=12.000000 predicted=14.514407, expected=8.000000 predicted=9.971625, expected=16.000000 predicted=13.371326, expected=12.000000 predicted=12.970505, expected=32.000000 predicted=20.188218, expected=4.000000 predicted=10.598257, expected=8.000000 predicted=10.387028, expected=16.000000 predicted=14.912887, expected=8.000000 predicted=10.988689, expected=28.000000 predicted=22.147307, expected=16.000000 predicted=14.097170, expected=144.000000 predicted=76.085737, expected=36.000000 predicted=42.139468, expected=56.000000 predicted=47.359767, expected=24.000000 predicted=38.753862, expected=32.000000 predicted=38.108565, expected=40.000000 predicted=57.030845, expected=28.000000 predicted=33.017522, expected=32.000000 predicted=35.708847, expected=28.000000 predicted=29.077906, expected=172.000000 predicted=97.515259, expected=16.000000 predicted=45.220239, expected=16.000000 predicted=33.106057, expected=72.000000 predicted=57.495747, expected=60.000000 predicted=56.781275, expected=24.000000 predicted=57.942955, expected=40.000000 predicted=36.772192, expected=20.000000 predicted=29.113597, expected=36.000000 predicted=41.190954, expected=44.000000 predicted=41.895102, expected=116.000000 predicted=70.580823, expected=140.000000 predicted=94.972066, expected=84.000000 predicted=76.588994, expected=88.000000 predicted=82.725892, expected=64.000000 predicted=75.145283, expected=236.000000 predicted=161.059756, expected=36.000000 predicted=93.301536, expected=16.000000 predicted=60.360184, expected=24.000000 predicted=58.916318, expected=16.000000 predicted=43.178359, expected=40.000000 predicted=64.118179, expected=120.000000 predicted=70.301929, expected=24.000000 predicted=36.095048, expected=16.000000 predicted=30.023728, expected=24.000000 predicted=31.372137, expected=28.000000 predicted=34.685716, expected=24.000000 predicted=40.466266, expected=8.000000 predicted=16.622153, expected=16.000000 predicted=17.337028, expected=16.000000 predicted=18.209625, expected=36.000000 predicted=26.856499, expected=24.000000 predicted=22.986409, expected=4.000000 predicted=12.102996, expected=8.000000 predicted=13.386004, expected=8.000000 predicted=12.436413, expected=28.000000 predicted=22.493425, expected=20.000000 predicted=18.389429, expected=4.000000 predicted=8.866924, expected=16.000000 predicted=13.954139, expected=12.000000 predicted=12.990448, expected=8.000000 predicted=13.109166, expected=8.000000 predicted=10.805412, expected=24.000000 predicted=15.417776, expected=8.000000 predicted=11.697883, expected=12.000000 predicted=11.895331, expected=4.000000 predicted=8.159723, expected=16.000000 predicted=12.554546, expected=20.000000 predicted=17.112850, expected=16.000000 predicted=13.769461, expected=4.000000 predicted=9.424824, expected=36.000000 predicted=21.729758, expected=12.000000 predicted=16.009186, expected=12.000000 predicted=15.072909, expected=12.000000 predicted=14.290879, expected=52.000000 predicted=30.247330, expected=12.000000 predicted=21.300995, expected=16.000000 predicted=17.395053, expected=8.000000 predicted=14.463372, expected=20.000000 predicted=18.213716, expected=8.000000 predicted=18.080448, expected=16.000000 predicted=13.870659, expected=4.000000 predicted=9.724946, expected=40.000000 predicted=23.299246, expected=16.000000 predicted=18.199286, expected=8.000000 predicted=12.069820, expected=20.000000 predicted=18.167139, expected=16.000000 predicted=15.420393, expected=16.000000 predicted=19.693543, expected=44.000000 predicted=28.318044, expected=4.000000 predicted=13.226536, expected=16.000000 predicted=17.632722, expected=12.000000 predicted=15.761473, expected=4.000000 predicted=10.957414, expected=28.000000 predicted=23.342669, expected=44.000000 predicted=26.528589, expected=8.000000 predicted=15.786145, expected=8.000000 predicted=13.517173, expected=12.000000 predicted=13.827432, expected=4.000000 predicted=12.683967, expected=32.000000 predicted=24.711899, expected=40.000000 predicted=25.365066, expected=32.000000 predicted=24.930831, expected=20.000000 predicted=21.977601, expected=12.000000 predicted=17.446058, expected=8.000000 predicted=18.209194, expected=20.000000 predicted=22.035051, expected=12.000000 predicted=16.693792, expected=32.000000 predicted=22.638904, expected=20.000000 predicted=18.615099, expected=8.000000 predicted=12.919091, expected=4.000000 predicted=11.848478, expected=12.000000 predicted=12.727583, expected=4.000000 predicted=11.363889, expected=28.000000 predicted=18.443420, expected=40.000000 predicted=24.574952, expected=24.000000 predicted=20.290376, expected=4.000000 predicted=13.399613, expected=8.000000 predicted=12.544032, expected=28.000000 predicted=23.757548, expected=16.000000 predicted=20.462707, expected=52.000000 predicted=32.935429, expected=16.000000 predicted=19.128256, expected=20.000000 predicted=20.439591, expected=8.000000 predicted=18.381966, expected=20.000000 predicted=19.624565, expected=16.000000 predicted=22.484906, expected=8.000000 predicted=12.330931, expected=24.000000 predicted=19.008442, expected=12.000000 predicted=13.434794, expected=20.000000 predicted=17.920606, expected=4.000000 predicted=10.996342, expected=12.000000 predicted=11.797508, expected=4.000000 predicted=10.549998, expected=8.000000 predicted=8.980245, expected=32.000000 predicted=20.469830, expected=12.000000 predicted=12.117237, expected=12.000000 predicted=12.821803, expected=8.000000 predicted=10.367997, expected=8.000000 predicted=10.410786, expected=4.000000 predicted=11.035418, expected=4.000000 predicted=6.650942, expected=20.000000 predicted=13.125283, expected=16.000000 predicted=12.379214, expected=56.000000 predicted=30.787208, expected=4.000000 predicted=13.375926, expected=16.000000 predicted=16.123889, expected=16.000000 predicted=19.328087, expected=12.000000 predicted=15.988164, expected=12.000000 predicted=19.813430, expected=8.000000 predicted=9.472826, expected=12.000000 predicted=12.436480, expected=4.000000 predicted=8.775915, expected=12.000000 predicted=10.553569, expected=24.000000 predicted=16.310684, expected=44.000000 predicted=26.348352, expected=36.000000 predicted=27.366454, expected=20.000000 predicted=21.242798, expected=56.000000 predicted=38.520135, expected=8.000000 predicted=23.381136, expected=8.000000 predicted=21.626900, expected=36.000000 predicted=30.493652, expected=28.000000 predicted=26.080709, expected=28.000000 predicted=30.372656, expected=36.000000 predicted=27.368716, expected=12.000000 predicted=19.076517, expected=12.000000 predicted=20.939587, expected=20.000000 predicted=21.644535, expected=8.000000 predicted=15.793618, expected=36.000000 predicted=27.000780, expected=36.000000 predicted=26.148144, expected=16.000000 predicted=19.316448, expected=12.000000 predicted=17.945717, expected=4.000000 predicted=11.985186, expected=4.000000 predicted=13.685786, expected=12.000000 predicted=14.705554, expected=16.000000 predicted=13.023225, expected=44.000000 predicted=25.409056, expected=12.000000 predicted=14.593275, expected=16.000000 predicted=15.580072, expected=16.000000 predicted=17.428824, expected=16.000000 predicted=17.667817, expected=8.000000 predicted=17.084661, expected=8.000000 predicted=10.687491, expected=12.000000 predicted=12.442659, expected=32.000000 predicted=21.119199, expected=12.000000 predicted=14.686781, expected=16.000000 predicted=14.559582, expected=16.000000 predicted=15.371992, expected=36.000000 predicted=24.943386, expected=20.000000 predicted=22.934034, expected=12.000000 predicted=15.845704, expected=12.000000 predicted=15.855097, expected=16.000000 predicted=16.910942, expected=4.000000 predicted=13.755608, expected=16.000000 predicted=14.458814, expected=8.000000 predicted=10.385234, expected=20.000000 predicted=14.918844, expected=8.000000 predicted=11.404252, expected=20.000000 predicted=14.229670, expected=36.000000 predicted=24.447371, expected=28.000000 predicted=22.480026, expected=32.000000 predicted=26.950754, expected=16.000000 predicted=19.881714, expected=12.000000 predicted=18.879190, expected=4.000000 predicted=15.957312, expected=8.000000 predicted=13.751876, expected=8.000000 predicted=12.756296, expected=12.000000 predicted=11.076190, expected=16.000000 predicted=12.464800, expected=20.000000 predicted=14.012750, expected=16.000000 predicted=14.188837, expected=24.000000 predicted=18.209188, expected=16.000000 Test MSE: 433.540
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763])] predicted=83.082663, expected=86.696000 predicted=85.437678, expected=42.024000 predicted=68.500118, expected=110.276000 predicted=82.899666, expected=74.188000 predicted=82.507413, expected=78.032000 predicted=75.153062, expected=68.620000 predicted=73.221645, expected=58.496000 predicted=68.960791, expected=87.768000 predicted=82.045928, expected=82.564000 predicted=78.109485, expected=128.944000 predicted=92.127522, expected=86.184000 predicted=85.377279, expected=46.472000 predicted=71.101063, expected=34.984000 predicted=66.845831, expected=86.084000 predicted=81.930361, expected=97.052000 predicted=89.741068, expected=153.388000 predicted=97.579816, expected=124.184000 predicted=94.348527, expected=80.224000 predicted=86.407434, expected=7.192000 predicted=69.903217, expected=80.508000 predicted=88.606019, expected=38.896000 predicted=83.510797, expected=19.424000 predicted=53.721156, expected=151.684000 predicted=78.137672, expected=103.104000 predicted=78.048917, expected=82.192000 predicted=76.319666, expected=1.688000 predicted=44.877879, expected=59.592000 predicted=64.122309, expected=33.816000 predicted=74.366059, expected=38.936000 predicted=54.366428, expected=56.596000 predicted=47.807698, expected=64.032000 predicted=45.923151, expected=36.876000 predicted=46.079206, expected=3.440000 predicted=28.914469, expected=40.500000 predicted=38.716845, expected=40.152000 predicted=44.457510, expected=1.880000 predicted=27.420756, expected=79.344000 predicted=39.677446, expected=68.620000 predicted=46.491029, expected=47.752000 predicted=45.699063, expected=34.468000 predicted=38.505825, expected=56.640000 predicted=47.100401, expected=25.760000 predicted=50.224295, expected=82.468000 predicted=58.395303, expected=9.544000 predicted=38.130350, expected=67.596000 predicted=46.436684, expected=7.392000 predicted=37.127950, expected=67.976000 predicted=45.928403, expected=95.848000 predicted=66.208391, expected=103.816000 predicted=66.922664, expected=109.576000 predicted=78.942135, expected=66.328000 predicted=67.899435, expected=1.384000 predicted=56.223503, expected=107.828000 predicted=84.930282, expected=16.568000 predicted=67.872684, expected=71.952000 predicted=63.587737, expected=126.636000 predicted=76.423324, expected=78.768000 predicted=70.522805, expected=45.896000 predicted=65.780009, expected=86.536000 predicted=66.897583, expected=50.880000 predicted=75.447594, expected=103.876000 predicted=88.714010, expected=74.464000 predicted=75.111111, expected=65.560000 predicted=67.534501, expected=4.536000 predicted=51.787926, expected=74.400000 predicted=62.083472, expected=44.636000 predicted=65.590887, expected=114.536000 predicted=73.692825, expected=50.424000 predicted=58.793077, expected=41.496000 predicted=45.268505, expected=82.744000 predicted=68.819480, expected=67.572000 predicted=70.034154, expected=58.672000 predicted=69.412771, expected=44.684000 predicted=52.478241, expected=40.672000 predicted=51.866776, expected=57.696000 predicted=60.445412, expected=19.172000 predicted=45.128711, expected=39.160000 predicted=41.414265, expected=101.440000 predicted=60.476853, expected=131.836000 predicted=80.390193, expected=37.296000 predicted=57.855251, expected=93.448000 predicted=63.572179, expected=64.592000 predicted=75.302308, expected=38.020000 predicted=73.342288, expected=61.388000 predicted=70.640680, expected=138.968000 predicted=84.768589, expected=39.240000 predicted=71.961512, expected=74.592000 predicted=63.605618, expected=2.336000 predicted=46.663368, expected=108.212000 predicted=76.242124, expected=90.260000 predicted=88.294003, expected=131.448000 predicted=81.813328, expected=23.232000 predicted=61.644853, expected=74.284000 predicted=60.448231, expected=3.904000 predicted=65.918602, expected=66.740000 predicted=66.002143, expected=43.220000 predicted=64.186807, expected=110.016000 predicted=60.435701, expected=35.976000 predicted=56.125866, expected=61.920000 predicted=45.455653, expected=50.420000 predicted=60.712843, expected=43.552000 predicted=54.354273, expected=91.080000 predicted=73.134972, expected=76.060000 predicted=63.551421, expected=90.336000 predicted=70.486663, expected=68.868000 predicted=67.581966, expected=104.828000 predicted=79.385886, expected=67.196000 predicted=82.876962, expected=52.448000 predicted=69.848594, expected=73.968000 predicted=75.806068, expected=75.752000 predicted=76.173339, expected=80.960000 predicted=79.437063, expected=67.744000 predicted=68.597207, expected=116.628000 predicted=81.630425, expected=31.680000 predicted=69.519315, expected=42.976000 predicted=59.602643, expected=56.712000 predicted=66.381494, expected=37.184000 predicted=58.521143, expected=141.364000 predicted=85.942054, expected=108.352000 predicted=78.958678, expected=105.864000 predicted=79.637671, expected=40.080000 predicted=68.745975, expected=68.252000 predicted=73.569179, expected=4.896000 predicted=73.687711, expected=53.800000 predicted=63.415908, expected=95.932000 predicted=75.122110, expected=61.576000 predicted=57.651019, expected=45.960000 predicted=50.221595, expected=98.276000 predicted=59.781674, expected=54.000000 predicted=68.432934, expected=89.816000 predicted=76.103324, expected=68.476000 predicted=69.838092, expected=31.916000 predicted=56.267017, expected=112.580000 predicted=81.441217, expected=73.272000 predicted=76.185223, expected=21.712000 predicted=58.204769, expected=75.240000 predicted=61.172435, expected=93.276000 predicted=73.684738, expected=84.284000 predicted=83.356607, expected=102.848000 predicted=77.472065, expected=52.852000 predicted=63.892588, expected=44.444000 predicted=66.899287, expected=45.416000 predicted=67.695906, expected=77.976000 predicted=72.952260, expected=117.564000 predicted=86.453997, expected=46.000000 predicted=61.281912, expected=36.832000 predicted=49.403097, expected=102.796000 predicted=73.388251, expected=88.584000 predicted=85.955313, expected=79.652000 predicted=80.978990, expected=78.276000 predicted=68.130558, expected=77.556000 predicted=73.767289, expected=2.440000 predicted=62.413467, expected=114.808000 predicted=78.156864, expected=70.260000 predicted=78.479772, expected=84.180000 predicted=72.327994, expected=48.192000 predicted=62.212846, expected=9.288000 predicted=40.633842, expected=78.800000 predicted=72.026344, expected=55.276000 predicted=63.923289, expected=82.112000 predicted=64.664859, expected=121.580000 predicted=73.076003, expected=76.604000 predicted=68.049361, expected=51.140000 predicted=69.019046, expected=59.004000 predicted=67.469958, expected=80.708000 predicted=81.527809, expected=74.592000 predicted=83.062321, expected=100.968000 predicted=77.811468, expected=59.536000 predicted=67.637569, expected=56.584000 predicted=65.345323, expected=19.156000 predicted=58.132372, expected=3.352000 predicted=45.097866, expected=42.820000 predicted=51.295381, expected=35.444000 predicted=41.837349, expected=106.484000 predicted=55.716512, expected=70.460000 predicted=50.348701, expected=75.296000 predicted=50.870887, expected=72.404000 predicted=63.731617, expected=75.588000 predicted=70.311978, expected=45.908000 predicted=72.442397, expected=77.620000 predicted=69.267170, expected=90.780000 predicted=78.350915, expected=68.004000 predicted=72.375222, expected=72.400000 predicted=69.534789, expected=78.988000 predicted=70.758429, expected=13.200000 predicted=59.292713, expected=65.904000 predicted=63.524031, expected=32.680000 predicted=55.917326, expected=112.444000 predicted=71.871702, expected=38.208000 predicted=59.222493, expected=59.620000 predicted=45.970442, expected=81.528000 predicted=67.339832, expected=44.896000 predicted=59.213502, expected=28.056000 predicted=56.997456, expected=3.520000 predicted=33.723361, expected=83.652000 predicted=56.805048, expected=49.680000 predicted=57.448684, expected=53.352000 predicted=43.147034, expected=53.692000 predicted=42.787175, expected=45.644000 predicted=44.326499, expected=46.992000 predicted=55.972293, expected=7.636000 predicted=37.275965, expected=49.592000 predicted=42.689025, expected=24.472000 predicted=39.882018, expected=24.464000 predicted=31.866781, expected=40.344000 predicted=33.680929, expected=59.156000 predicted=37.575555, expected=18.336000 predicted=34.960349, expected=83.160000 predicted=43.715214, expected=91.480000 predicted=60.349237, expected=53.164000 predicted=56.066071, expected=68.588000 predicted=58.464265, expected=70.620000 predicted=61.757061, expected=64.432000 predicted=72.752737, expected=48.864000 predicted=64.591980, expected=56.048000 predicted=57.756671, expected=64.980000 predicted=63.972122, expected=87.892000 predicted=70.702847, expected=91.860000 predicted=73.484820, expected=79.304000 predicted=70.242548, expected=45.176000 predicted=63.246170, expected=74.000000 predicted=70.894832, expected=31.152000 predicted=65.997837, expected=72.604000 predicted=67.513997, expected=146.592000 predicted=89.729817, expected=52.504000 predicted=69.938935, expected=76.060000 predicted=67.715805, expected=5.976000 predicted=50.574100, expected=66.328000 predicted=68.323343, expected=65.916000 predicted=79.568734, expected=45.808000 predicted=52.618687, expected=81.540000 predicted=59.385978, expected=57.884000 predicted=52.231398, expected=43.296000 predicted=56.579488, expected=40.228000 predicted=51.989332, expected=64.592000 predicted=56.836727, expected=61.488000 predicted=62.832959, expected=143.540000 predicted=79.881176, expected=88.272000 predicted=77.176152, expected=104.572000 predicted=78.855491, expected=65.804000 predicted=80.513591, expected=58.268000 predicted=78.895327, expected=55.252000 predicted=85.574511, expected=77.564000 predicted=77.893078, expected=46.044000 predicted=69.291167, expected=67.656000 predicted=60.916568, expected=84.084000 predicted=68.250087, expected=43.244000 predicted=60.103208, expected=41.048000 predicted=54.751376, expected=26.532000 predicted=46.044630, expected=52.496000 predicted=54.362240, expected=39.000000 predicted=51.426203, expected=86.864000 predicted=53.628809, expected=57.936000 predicted=53.037610, expected=52.548000 predicted=47.966222, expected=68.912000 predicted=58.609946, expected=53.344000 predicted=58.548588, expected=33.920000 predicted=56.229246, expected=68.772000 predicted=56.498097, expected=103.072000 predicted=72.024716, expected=118.584000 predicted=84.068734, expected=40.752000 predicted=62.257261, expected=2.144000 predicted=41.656652, expected=50.896000 predicted=60.249504, expected=75.276000 predicted=76.963290, expected=45.688000 predicted=62.016184, expected=45.716000 predicted=39.488301, expected=89.872000 predicted=52.875247, expected=62.128000 predicted=64.073845, expected=43.136000 predicted=56.366261, expected=51.412000 predicted=52.022344, expected=75.968000 predicted=63.954814, expected=107.912000 predicted=81.732291, expected=107.020000 predicted=80.225301, expected=69.448000 predicted=69.978427, expected=85.744000 predicted=77.035922, expected=60.288000 predicted=80.733871, expected=44.936000 predicted=75.416614, expected=43.452000 predicted=66.516470, expected=106.064000 predicted=76.068368, expected=32.868000 predicted=63.340931, expected=41.272000 predicted=47.766098, expected=49.912000 predicted=50.964109, expected=46.164000 predicted=53.665010, expected=37.136000 predicted=54.069326, expected=22.824000 predicted=34.080914, expected=111.164000 predicted=60.283509, expected=70.392000 predicted=63.482818, expected=72.632000 predicted=57.696743, expected=43.472000 predicted=52.241439, expected=82.556000 predicted=65.123206, expected=55.044000 predicted=75.628720, expected=71.248000 predicted=65.908070, expected=99.832000 predicted=76.084295, expected=51.228000 predicted=64.262810, expected=49.560000 predicted=62.521000, expected=59.904000 predicted=62.297627, expected=34.528000 predicted=59.344574, expected=24.640000 predicted=50.983675, expected=50.028000 predicted=45.729984, expected=75.172000 predicted=55.864254, expected=69.348000 predicted=57.259343, expected=60.932000 predicted=50.577532, expected=51.876000 predicted=50.389383, expected=15.080000 predicted=46.061092, expected=6.824000 predicted=40.279204, expected=68.592000 predicted=52.095882, expected=103.436000 predicted=66.135495, expected=59.408000 predicted=53.550133, expected=79.504000 predicted=50.693191, expected=45.912000 predicted=53.031654, expected=42.304000 predicted=61.454594, expected=57.528000 predicted=66.794539, expected=45.216000 predicted=55.460369, expected=89.084000 predicted=66.222533, expected=78.412000 predicted=63.727020, expected=63.364000 predicted=59.782557, expected=60.548000 predicted=61.675905, expected=66.264000 predicted=65.045059, expected=42.132000 predicted=65.174996, expected=58.472000 predicted=61.186963, expected=98.904000 predicted=71.869650, expected=44.912000 predicted=61.352714, expected=77.868000 predicted=63.050632, expected=42.608000 predicted=56.764789, expected=51.296000 predicted=59.138273, expected=64.684000 predicted=66.952574, expected=59.316000 predicted=57.674925, expected=37.276000 predicted=53.575901, expected=4.696000 predicted=34.450377, expected=99.204000 predicted=59.370670, expected=53.672000 predicted=60.671913, expected=89.520000 predicted=60.236610, expected=70.172000 predicted=58.271575, expected=41.280000 predicted=50.736155, expected=113.904000 predicted=83.603276, expected=34.048000 predicted=65.203192, expected=59.156000 predicted=63.927679, expected=5.352000 predicted=46.849583, expected=50.112000 predicted=48.803521, expected=69.884000 predicted=65.711973, expected=75.720000 predicted=54.580938, expected=54.424000 predicted=51.661142, expected=70.036000 predicted=50.175822, expected=106.588000 predicted=76.289752, expected=108.772000 predicted=87.382652, expected=61.988000 predicted=75.077179, expected=68.388000 predicted=70.292617, expected=67.736000 predicted=78.279261, expected=75.304000 predicted=84.144910, expected=15.784000 predicted=61.373449, expected=36.564000 predicted=48.158741, expected=40.620000 predicted=52.172864, expected=99.804000 predicted=66.594792, expected=54.584000 predicted=58.311396, expected=42.876000 predicted=40.583973, expected=14.744000 predicted=39.091854, expected=57.956000 predicted=51.872130, expected=58.680000 predicted=62.716894, expected=55.376000 predicted=49.484013, expected=83.188000 predicted=54.887996, expected=54.480000 predicted=52.068658, expected=78.120000 predicted=64.270775, expected=37.664000 predicted=57.618745, expected=46.516000 predicted=54.771771, expected=63.692000 predicted=63.387971, expected=49.716000 Test MSE: 990.717
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127])] predicted=46.185332, expected=28.000000 predicted=44.089114, expected=60.000000 predicted=51.561473, expected=28.000000 predicted=36.337368, expected=28.000000 predicted=32.160105, expected=36.000000 predicted=35.162886, expected=28.000000 predicted=29.315093, expected=20.000000 predicted=32.739255, expected=48.000000 predicted=37.467691, expected=80.000000 predicted=53.463206, expected=40.000000 predicted=40.278853, expected=44.000000 predicted=42.951047, expected=36.000000 predicted=36.618352, expected=28.000000 predicted=37.418735, expected=32.000000 predicted=45.165385, expected=36.000000 predicted=35.984877, expected=44.000000 predicted=40.624648, expected=80.000000 predicted=56.927668, expected=40.000000 predicted=39.298101, expected=32.000000 predicted=38.312890, expected=28.000000 predicted=35.847589, expected=20.000000 predicted=30.878736, expected=52.000000 predicted=52.499608, expected=48.000000 predicted=41.240897, expected=56.000000 predicted=45.325922, expected=52.000000 predicted=44.708955, expected=48.000000 predicted=42.076611, expected=72.000000 predicted=61.381018, expected=36.000000 predicted=44.316469, expected=64.000000 predicted=59.245038, expected=56.000000 predicted=54.375289, expected=44.000000 predicted=48.085008, expected=44.000000 predicted=53.259177, expected=36.000000 predicted=39.684017, expected=84.000000 predicted=67.709835, expected=16.000000 predicted=35.679897, expected=32.000000 predicted=39.665249, expected=32.000000 predicted=37.292398, expected=36.000000 predicted=35.432993, expected=76.000000 predicted=64.732073, expected=68.000000 predicted=48.499491, expected=52.000000 predicted=48.593826, expected=32.000000 predicted=40.249967, expected=24.000000 predicted=35.575268, expected=48.000000 predicted=52.582914, expected=40.000000 predicted=45.568781, expected=56.000000 predicted=49.587000, expected=24.000000 predicted=31.396187, expected=48.000000 predicted=40.505532, expected=32.000000 predicted=38.255652, expected=16.000000 predicted=28.332716, expected=56.000000 predicted=48.468415, expected=76.000000 predicted=51.446241, expected=32.000000 predicted=40.114608, expected=44.000000 predicted=42.960853, expected=56.000000 predicted=44.298474, expected=44.000000 predicted=48.172372, expected=44.000000 predicted=52.389968, expected=68.000000 predicted=53.069806, expected=56.000000 predicted=51.690098, expected=24.000000 predicted=40.751211, expected=52.000000 predicted=49.266662, expected=64.000000 predicted=53.573073, expected=92.000000 predicted=73.522985, expected=56.000000 predicted=57.507597, expected=40.000000 predicted=44.709997, expected=12.000000 predicted=36.246959, expected=8.000000 predicted=32.214432, expected=44.000000 predicted=50.385449, expected=44.000000 predicted=40.700027, expected=28.000000 predicted=31.223423, expected=28.000000 predicted=25.783247, expected=52.000000 predicted=36.174900, expected=48.000000 predicted=43.459288, expected=40.000000 predicted=41.127691, expected=8.000000 predicted=22.984982, expected=40.000000 predicted=36.006125, expected=32.000000 predicted=36.152443, expected=40.000000 predicted=38.782133, expected=76.000000 predicted=54.591473, expected=44.000000 predicted=35.712630, expected=24.000000 predicted=35.867095, expected=32.000000 predicted=36.190588, expected=32.000000 predicted=35.913704, expected=28.000000 predicted=40.679308, expected=32.000000 predicted=34.139742, expected=64.000000 predicted=44.573212, expected=88.000000 predicted=60.175610, expected=60.000000 predicted=51.739918, expected=28.000000 predicted=38.728371, expected=36.000000 predicted=42.005669, expected=32.000000 predicted=44.171745, expected=28.000000 predicted=45.010904, expected=36.000000 predicted=40.466433, expected=32.000000 predicted=30.879390, expected=52.000000 predicted=42.446626, expected=36.000000 predicted=35.113147, expected=44.000000 predicted=39.020741, expected=24.000000 predicted=31.678454, expected=60.000000 predicted=46.990411, expected=52.000000 predicted=48.310586, expected=36.000000 predicted=38.707334, expected=24.000000 predicted=35.027607, expected=60.000000 predicted=45.827310, expected=44.000000 predicted=46.502440, expected=28.000000 predicted=37.933908, expected=32.000000 predicted=35.672951, expected=16.000000 predicted=24.027644, expected=40.000000 predicted=41.654409, expected=36.000000 predicted=35.369979, expected=28.000000 predicted=28.771375, expected=28.000000 predicted=30.013676, expected=8.000000 predicted=16.599180, expected=60.000000 predicted=44.936372, expected=52.000000 predicted=41.116588, expected=28.000000 predicted=31.008378, expected=24.000000 predicted=29.941253, expected=48.000000 predicted=35.608604, expected=60.000000 predicted=52.582114, expected=48.000000 predicted=46.673779, expected=20.000000 predicted=29.921973, expected=64.000000 predicted=49.046260, expected=56.000000 predicted=50.323550, expected=56.000000 predicted=54.298721, expected=24.000000 predicted=37.907949, expected=52.000000 predicted=43.920149, expected=40.000000 predicted=46.819097, expected=8.000000 predicted=29.130641, expected=32.000000 predicted=38.244275, expected=36.000000 predicted=30.965605, expected=36.000000 predicted=36.998843, expected=32.000000 predicted=33.270725, expected=48.000000 predicted=34.486535, expected=32.000000 predicted=33.335120, expected=28.000000 predicted=32.733779, expected=24.000000 predicted=30.155559, expected=48.000000 predicted=39.216130, expected=48.000000 predicted=42.966916, expected=36.000000 predicted=35.454994, expected=40.000000 predicted=37.595968, expected=12.000000 predicted=23.527154, expected=36.000000 predicted=38.204966, expected=68.000000 predicted=51.651529, expected=44.000000 predicted=39.625797, expected=24.000000 predicted=33.807374, expected=36.000000 predicted=33.111633, expected=28.000000 predicted=33.032279, expected=40.000000 predicted=44.191868, expected=48.000000 predicted=42.234433, expected=52.000000 predicted=40.965065, expected=76.000000 predicted=56.882414, expected=48.000000 predicted=44.836024, expected=16.000000 predicted=34.147913, expected=32.000000 predicted=41.135145, expected=28.000000 predicted=36.507180, expected=44.000000 predicted=47.146533, expected=24.000000 predicted=31.343090, expected=44.000000 predicted=34.151533, expected=40.000000 predicted=36.335469, expected=32.000000 predicted=32.494969, expected=28.000000 predicted=34.273879, expected=8.000000 predicted=19.674324, expected=40.000000 predicted=37.021083, expected=52.000000 predicted=40.797710, expected=48.000000 predicted=39.110436, expected=32.000000 predicted=33.372368, expected=28.000000 predicted=28.082423, expected=44.000000 predicted=41.554983, expected=28.000000 predicted=35.726926, expected=12.000000 predicted=26.815958, expected=24.000000 predicted=27.368206, expected=44.000000 predicted=34.305019, expected=56.000000 predicted=43.899807, expected=64.000000 predicted=46.958438, expected=36.000000 predicted=33.938508, expected=28.000000 predicted=34.266309, expected=36.000000 predicted=40.741391, expected=36.000000 predicted=41.150069, expected=16.000000 predicted=32.235144, expected=28.000000 predicted=30.565665, expected=40.000000 predicted=33.383815, expected=52.000000 predicted=41.102545, expected=40.000000 predicted=37.356106, expected=32.000000 predicted=31.108155, expected=44.000000 predicted=39.594950, expected=60.000000 predicted=49.365183, expected=16.000000 predicted=32.099149, expected=16.000000 predicted=29.243545, expected=52.000000 predicted=41.897792, expected=72.000000 predicted=52.922995, expected=20.000000 predicted=34.562966, expected=20.000000 predicted=27.203493, expected=52.000000 predicted=40.512659, expected=32.000000 predicted=36.866975, expected=12.000000 predicted=32.143206, expected=16.000000 predicted=21.935402, expected=20.000000 predicted=21.361553, expected=20.000000 predicted=26.525419, expected=40.000000 predicted=31.360424, expected=40.000000 predicted=28.236887, expected=40.000000 predicted=31.522725, expected=36.000000 predicted=32.461415, expected=28.000000 predicted=29.354829, expected=76.000000 predicted=56.002414, expected=24.000000 predicted=32.388775, expected=32.000000 predicted=37.899927, expected=60.000000 predicted=49.109897, expected=48.000000 predicted=41.116318, expected=48.000000 predicted=53.025972, expected=68.000000 predicted=52.220256, expected=68.000000 predicted=55.197001, expected=24.000000 predicted=42.518902, expected=24.000000 predicted=39.569274, expected=48.000000 predicted=46.913707, expected=56.000000 predicted=52.219285, expected=32.000000 predicted=41.908904, expected=40.000000 predicted=37.722474, expected=32.000000 predicted=33.406816, expected=40.000000 predicted=41.289419, expected=24.000000 predicted=34.740343, expected=48.000000 predicted=40.303889, expected=44.000000 predicted=40.001829, expected=28.000000 predicted=31.870099, expected=32.000000 predicted=36.095849, expected=68.000000 predicted=48.451118, expected=24.000000 predicted=33.530221, expected=32.000000 predicted=38.217298, expected=24.000000 predicted=29.834015, expected=28.000000 predicted=30.308400, expected=48.000000 predicted=46.307765, expected=60.000000 predicted=42.699006, expected=12.000000 predicted=24.769125, expected=80.000000 predicted=56.028417, expected=80.000000 predicted=56.757211, expected=48.000000 predicted=50.050725, expected=80.000000 predicted=70.976820, expected=40.000000 predicted=41.820614, expected=4.000000 predicted=39.702562, expected=56.000000 predicted=59.111988, expected=4.000000 predicted=23.332178, expected=20.000000 predicted=36.971929, expected=64.000000 predicted=45.172313, expected=108.000000 predicted=59.459733, expected=44.000000 predicted=48.385579, expected=36.000000 predicted=39.126429, expected=28.000000 predicted=36.888670, expected=60.000000 predicted=57.151567, expected=4.000000 predicted=38.658231, expected=56.000000 predicted=47.547685, expected=8.000000 predicted=22.469813, expected=32.000000 predicted=30.448339, expected=20.000000 predicted=31.904714, expected=8.000000 predicted=11.919859, expected=24.000000 predicted=30.326314, expected=40.000000 predicted=25.454637, expected=28.000000 predicted=26.773751, expected=44.000000 predicted=33.576285, expected=36.000000 predicted=28.652380, expected=40.000000 predicted=35.126491, expected=68.000000 predicted=52.296311, expected=52.000000 predicted=43.881700, expected=40.000000 predicted=44.575126, expected=8.000000 predicted=28.218251, expected=16.000000 predicted=29.215334, expected=24.000000 predicted=34.659201, expected=56.000000 predicted=43.518888, expected=52.000000 predicted=41.031316, expected=32.000000 predicted=28.496592, expected=28.000000 predicted=30.417266, expected=48.000000 predicted=39.982013, expected=12.000000 predicted=29.541381, expected=4.000000 predicted=24.029383, expected=24.000000 predicted=25.798123, expected=28.000000 predicted=24.079610, expected=28.000000 predicted=29.295099, expected=36.000000 predicted=26.481744, expected=56.000000 predicted=35.397825, expected=12.000000 predicted=21.881361, expected=28.000000 predicted=30.945179, expected=48.000000 predicted=38.269649, expected=36.000000 predicted=33.954995, expected=32.000000 predicted=38.625590, expected=56.000000 predicted=40.016768, expected=52.000000 predicted=42.344988, expected=24.000000 predicted=35.978678, expected=16.000000 predicted=29.647721, expected=28.000000 predicted=31.003524, expected=8.000000 predicted=24.330059, expected=52.000000 predicted=42.462024, expected=36.000000 predicted=29.168715, expected=28.000000 predicted=26.186174, expected=36.000000 predicted=34.123540, expected=12.000000 predicted=17.624555, expected=32.000000 predicted=35.848617, expected=20.000000 predicted=25.227838, expected=40.000000 predicted=32.164040, expected=24.000000 predicted=27.512629, expected=36.000000 predicted=28.191906, expected=44.000000 predicted=37.049152, expected=24.000000 predicted=25.933394, expected=28.000000 predicted=32.982464, expected=20.000000 predicted=24.559673, expected=16.000000 predicted=24.003015, expected=40.000000 predicted=35.510571, expected=52.000000 predicted=36.486676, expected=16.000000 predicted=23.589882, expected=32.000000 predicted=30.581071, expected=32.000000 predicted=28.335274, expected=24.000000 predicted=29.329113, expected=52.000000 predicted=44.867534, expected=36.000000 predicted=30.017045, expected=48.000000 predicted=41.004812, expected=36.000000 predicted=36.631129, expected=28.000000 predicted=31.311100, expected=24.000000 predicted=34.896286, expected=16.000000 predicted=25.546030, expected=36.000000 predicted=35.520246, expected=48.000000 predicted=37.673373, expected=20.000000 predicted=24.950550, expected=8.000000 predicted=19.855839, expected=40.000000 predicted=30.639036, expected=32.000000 predicted=29.957190, expected=28.000000 predicted=32.109910, expected=24.000000 predicted=24.927037, expected=40.000000 predicted=29.176009, expected=4.000000 predicted=20.093632, expected=16.000000 predicted=23.029766, expected=44.000000 predicted=32.723857, expected=56.000000 predicted=37.356977, expected=60.000000 predicted=46.818894, expected=8.000000 predicted=18.855446, expected=28.000000 predicted=30.922676, expected=24.000000 predicted=31.736797, expected=36.000000 predicted=37.396630, expected=28.000000 predicted=34.738264, expected=40.000000 predicted=29.078321, expected=68.000000 predicted=47.492041, expected=32.000000 predicted=32.593613, expected=28.000000 predicted=35.768813, expected=40.000000 predicted=38.139379, expected=24.000000 predicted=31.515217, expected=24.000000 predicted=36.955832, expected=32.000000 predicted=31.116227, expected=40.000000 predicted=33.205431, expected=20.000000 predicted=27.636127, expected=28.000000 predicted=28.101015, expected=16.000000 predicted=21.775841, expected=20.000000 predicted=24.210866, expected=8.000000 predicted=19.434655, expected=36.000000 predicted=26.440494, expected=36.000000 predicted=28.420043, expected=64.000000 predicted=40.625246, expected=32.000000 predicted=30.687193, expected=28.000000 predicted=28.439105, expected=28.000000 predicted=34.031619, expected=20.000000 predicted=27.867640, expected=36.000000 predicted=39.914864, expected=16.000000 predicted=22.853104, expected=44.000000 predicted=34.650017, expected=44.000000 predicted=35.175211, expected=16.000000 predicted=22.353518, expected=36.000000 predicted=35.648012, expected=28.000000 predicted=26.220447, expected=48.000000 predicted=41.244341, expected=40.000000 predicted=38.565160, expected=32.000000 predicted=30.134858, expected=72.000000 predicted=53.354069, expected=12.000000 predicted=25.643314, expected=40.000000 predicted=43.051612, expected=32.000000 predicted=35.721514, expected=40.000000 predicted=36.282596, expected=40.000000 predicted=45.294408, expected=40.000000 predicted=32.546086, expected=20.000000 predicted=30.489265, expected=44.000000 predicted=38.586595, expected=16.000000 predicted=27.034342, expected=24.000000 predicted=29.751146, expected=32.000000 predicted=32.047399, expected=44.000000 predicted=32.552764, expected=24.000000 predicted=30.405857, expected=16.000000 predicted=21.380132, expected=20.000000 predicted=23.806333, expected=16.000000 predicted=21.855297, expected=24.000000 predicted=26.887796, expected=24.000000 predicted=22.217163, expected=36.000000 predicted=26.450016, expected=24.000000 predicted=23.301972, expected=28.000000 predicted=25.128769, expected=20.000000 predicted=23.437184, expected=32.000000 predicted=28.195099, expected=36.000000 predicted=32.543352, expected=44.000000 predicted=34.335660, expected=24.000000 predicted=27.991238, expected=24.000000 predicted=26.657576, expected=28.000000 predicted=29.990300, expected=32.000000 predicted=31.435236, expected=16.000000 predicted=25.936353, expected=32.000000 Test MSE: 322.696
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309])] predicted=55.720374, expected=36.000000 predicted=50.845919, expected=52.000000 predicted=56.668797, expected=40.000000 predicted=52.511376, expected=44.000000 predicted=55.333321, expected=60.000000 predicted=52.550873, expected=72.000000 predicted=53.475620, expected=76.000000 predicted=62.933947, expected=52.000000 predicted=53.182442, expected=28.000000 predicted=45.249249, expected=24.000000 predicted=44.194932, expected=44.000000 predicted=49.186391, expected=80.000000 predicted=62.996285, expected=80.000000 predicted=59.769397, expected=68.000000 predicted=56.088603, expected=40.000000 predicted=47.164035, expected=44.000000 predicted=51.729179, expected=40.000000 predicted=54.037407, expected=40.000000 predicted=50.670866, expected=60.000000 predicted=56.824197, expected=56.000000 predicted=47.042559, expected=28.000000 predicted=38.492305, expected=36.000000 predicted=42.912713, expected=40.000000 predicted=39.888066, expected=24.000000 predicted=35.426106, expected=44.000000 predicted=45.251309, expected=92.000000 predicted=57.469533, expected=76.000000 predicted=53.627967, expected=80.000000 predicted=66.484626, expected=64.000000 predicted=59.075675, expected=72.000000 predicted=65.387507, expected=52.000000 predicted=68.214870, expected=56.000000 predicted=64.119418, expected=84.000000 predicted=76.484307, expected=100.000000 predicted=77.271326, expected=60.000000 predicted=66.564997, expected=32.000000 predicted=54.147536, expected=48.000000 predicted=58.281973, expected=28.000000 predicted=46.982115, expected=40.000000 predicted=55.671320, expected=60.000000 predicted=53.850523, expected=76.000000 predicted=52.159930, expected=36.000000 predicted=43.573130, expected=52.000000 predicted=49.714812, expected=60.000000 predicted=53.008122, expected=76.000000 predicted=62.070641, expected=56.000000 predicted=61.934135, expected=44.000000 predicted=48.300246, expected=44.000000 predicted=51.897939, expected=40.000000 predicted=47.353696, expected=48.000000 predicted=54.049283, expected=44.000000 predicted=46.488653, expected=24.000000 predicted=34.627827, expected=40.000000 predicted=42.347067, expected=84.000000 predicted=57.794489, expected=80.000000 predicted=58.079096, expected=40.000000 predicted=47.665611, expected=44.000000 predicted=49.208583, expected=72.000000 predicted=59.225004, expected=64.000000 predicted=62.569181, expected=96.000000 predicted=81.436062, expected=68.000000 predicted=60.811509, expected=60.000000 predicted=60.889620, expected=76.000000 predicted=76.626100, expected=16.000000 predicted=41.625768, expected=44.000000 predicted=64.134500, expected=48.000000 predicted=52.340600, expected=44.000000 predicted=43.624721, expected=36.000000 predicted=49.802744, expected=20.000000 predicted=25.802270, expected=16.000000 predicted=29.565779, expected=48.000000 predicted=41.751293, expected=44.000000 predicted=36.447199, expected=44.000000 predicted=38.496323, expected=56.000000 predicted=43.645066, expected=80.000000 predicted=52.626591, expected=76.000000 predicted=61.481827, expected=36.000000 predicted=47.259435, expected=60.000000 predicted=60.483549, expected=20.000000 predicted=39.071093, expected=40.000000 predicted=51.952400, expected=72.000000 predicted=63.893969, expected=80.000000 predicted=54.052384, expected=36.000000 predicted=48.579554, expected=52.000000 predicted=49.934509, expected=48.000000 predicted=48.048744, expected=44.000000 predicted=50.800558, expected=32.000000 predicted=49.877451, expected=60.000000 predicted=49.115953, expected=120.000000 predicted=78.926746, expected=68.000000 predicted=56.902251, expected=36.000000 predicted=53.638146, expected=52.000000 predicted=58.209731, expected=60.000000 predicted=56.505457, expected=56.000000 predicted=69.471039, expected=40.000000 predicted=51.979361, expected=68.000000 predicted=56.436970, expected=60.000000 predicted=54.203448, expected=64.000000 predicted=59.905850, expected=60.000000 predicted=60.219047, expected=40.000000 predicted=45.768623, expected=40.000000 predicted=53.285989, expected=76.000000 predicted=64.032387, expected=96.000000 predicted=71.574621, expected=60.000000 predicted=59.567370, expected=44.000000 predicted=54.920348, expected=60.000000 predicted=59.446028, expected=36.000000 predicted=50.285826, expected=68.000000 predicted=70.751304, expected=32.000000 predicted=43.892173, expected=88.000000 predicted=65.457564, expected=56.000000 predicted=55.886935, expected=40.000000 predicted=43.974979, expected=36.000000 predicted=54.952872, expected=40.000000 predicted=39.271486, expected=48.000000 predicted=55.401924, expected=52.000000 predicted=48.887775, expected=120.000000 predicted=77.228251, expected=84.000000 predicted=62.110145, expected=88.000000 predicted=74.751406, expected=48.000000 predicted=63.712083, expected=60.000000 predicted=64.003836, expected=72.000000 predicted=83.528899, expected=96.000000 predicted=80.552492, expected=68.000000 predicted=73.141357, expected=52.000000 predicted=59.690215, expected=44.000000 predicted=58.747165, expected=56.000000 predicted=60.708851, expected=20.000000 predicted=47.807484, expected=40.000000 predicted=49.601370, expected=48.000000 predicted=46.200039, expected=68.000000 predicted=50.363756, expected=56.000000 predicted=53.000839, expected=28.000000 predicted=34.026811, expected=48.000000 predicted=49.469467, expected=44.000000 predicted=44.160925, expected=36.000000 predicted=44.514641, expected=60.000000 predicted=54.944090, expected=48.000000 predicted=40.302121, expected=52.000000 predicted=49.459173, expected=28.000000 predicted=39.607854, expected=48.000000 predicted=44.680519, expected=24.000000 predicted=38.029887, expected=28.000000 predicted=35.342220, expected=48.000000 predicted=45.619511, expected=92.000000 predicted=56.062333, expected=56.000000 predicted=49.235820, expected=36.000000 predicted=42.077898, expected=52.000000 predicted=51.781253, expected=44.000000 predicted=44.908694, expected=76.000000 predicted=70.851482, expected=80.000000 predicted=64.922913, expected=100.000000 predicted=71.577707, expected=64.000000 predicted=65.176046, expected=36.000000 predicted=52.636501, expected=68.000000 predicted=73.789810, expected=32.000000 predicted=49.475940, expected=48.000000 predicted=62.268087, expected=52.000000 predicted=54.839739, expected=60.000000 predicted=47.414069, expected=48.000000 predicted=54.013041, expected=24.000000 predicted=34.766496, expected=32.000000 predicted=41.924972, expected=32.000000 predicted=38.039395, expected=48.000000 predicted=45.108107, expected=88.000000 predicted=61.758989, expected=60.000000 predicted=45.055774, expected=32.000000 predicted=41.751188, expected=52.000000 predicted=52.546972, expected=24.000000 predicted=36.118000, expected=16.000000 predicted=41.838402, expected=40.000000 predicted=44.549141, expected=60.000000 predicted=41.026861, expected=64.000000 predicted=50.879177, expected=52.000000 predicted=44.053915, expected=4.000000 predicted=22.926975, expected=20.000000 predicted=35.112775, expected=32.000000 predicted=38.100873, expected=28.000000 predicted=32.781840, expected=24.000000 predicted=31.994112, expected=44.000000 predicted=29.105555, expected=72.000000 predicted=45.274642, expected=76.000000 predicted=52.798280, expected=52.000000 predicted=47.317403, expected=48.000000 predicted=48.525200, expected=60.000000 predicted=56.516024, expected=56.000000 predicted=58.269213, expected=28.000000 predicted=47.684076, expected=24.000000 predicted=40.391328, expected=16.000000 predicted=31.129577, expected=12.000000 predicted=27.848776, expected=4.000000 predicted=21.693521, expected=56.000000 predicted=36.645071, expected=32.000000 predicted=23.426452, expected=68.000000 predicted=43.417314, expected=40.000000 predicted=34.394837, expected=40.000000 predicted=32.312800, expected=32.000000 predicted=44.518218, expected=32.000000 predicted=33.405017, expected=60.000000 predicted=55.307303, expected=56.000000 predicted=45.211062, expected=52.000000 predicted=47.040602, expected=40.000000 predicted=42.813389, expected=88.000000 predicted=63.374316, expected=32.000000 predicted=43.699658, expected=32.000000 predicted=46.297089, expected=60.000000 predicted=57.939028, expected=56.000000 predicted=44.506545, expected=44.000000 predicted=56.224849, expected=44.000000 predicted=44.614533, expected=44.000000 predicted=42.092110, expected=44.000000 predicted=47.866188, expected=32.000000 predicted=41.437388, expected=52.000000 predicted=47.268144, expected=48.000000 predicted=44.135434, expected=44.000000 predicted=43.122482, expected=20.000000 predicted=34.585695, expected=28.000000 predicted=33.353187, expected=36.000000 predicted=38.804544, expected=40.000000 predicted=37.286789, expected=24.000000 predicted=31.450972, expected=88.000000 predicted=55.769143, expected=76.000000 predicted=51.737352, expected=36.000000 predicted=41.291422, expected=20.000000 predicted=42.512627, expected=12.000000 predicted=26.324083, expected=20.000000 predicted=39.378638, expected=52.000000 predicted=48.321454, expected=32.000000 predicted=28.746571, expected=32.000000 predicted=29.631753, expected=52.000000 predicted=38.648873, expected=28.000000 predicted=26.632693, expected=52.000000 predicted=48.853680, expected=84.000000 predicted=58.297707, expected=124.000000 predicted=76.924147, expected=48.000000 predicted=55.256513, expected=112.000000 predicted=86.856591, expected=24.000000 predicted=50.089746, expected=36.000000 predicted=58.160862, expected=4.000000 predicted=54.984089, expected=40.000000 predicted=36.368350, expected=52.000000 predicted=60.304982, expected=36.000000 predicted=28.753669, expected=44.000000 predicted=42.511009, expected=36.000000 predicted=29.660943, expected=24.000000 predicted=31.992554, expected=24.000000 predicted=35.357717, expected=52.000000 predicted=41.156037, expected=48.000000 predicted=40.648048, expected=36.000000 predicted=36.470741, expected=32.000000 predicted=34.687361, expected=32.000000 predicted=32.039848, expected=84.000000 predicted=61.232742, expected=72.000000 predicted=55.697789, expected=56.000000 predicted=51.129856, expected=40.000000 predicted=48.457929, expected=16.000000 predicted=32.461132, expected=100.000000 predicted=80.162058, expected=128.000000 predicted=87.071754, expected=88.000000 predicted=71.610131, expected=76.000000 predicted=76.781082, expected=56.000000 predicted=59.356857, expected=28.000000 predicted=60.999551, expected=20.000000 predicted=60.351659, expected=60.000000 predicted=62.007281, expected=56.000000 predicted=53.104797, expected=36.000000 predicted=42.228024, expected=16.000000 predicted=30.283033, expected=32.000000 predicted=31.743165, expected=44.000000 predicted=43.238407, expected=32.000000 predicted=36.062020, expected=56.000000 predicted=45.577808, expected=80.000000 predicted=52.019190, expected=44.000000 predicted=40.972254, expected=64.000000 predicted=59.220878, expected=44.000000 predicted=45.963759, expected=20.000000 predicted=37.760159, expected=32.000000 predicted=50.201835, expected=36.000000 predicted=36.687341, expected=24.000000 predicted=34.858785, expected=40.000000 predicted=39.155516, expected=20.000000 predicted=22.720839, expected=40.000000 predicted=34.967830, expected=48.000000 predicted=40.228610, expected=20.000000 predicted=23.565880, expected=52.000000 predicted=46.049091, expected=36.000000 predicted=31.561122, expected=8.000000 predicted=23.440060, expected=52.000000 predicted=48.070545, expected=40.000000 predicted=30.129788, expected=24.000000 predicted=32.732849, expected=36.000000 predicted=38.401183, expected=28.000000 predicted=23.498075, expected=28.000000 predicted=34.491714, expected=12.000000 predicted=24.658200, expected=24.000000 predicted=24.373614, expected=48.000000 predicted=37.062074, expected=32.000000 predicted=27.377450, expected=48.000000 predicted=39.110615, expected=56.000000 predicted=40.124855, expected=100.000000 predicted=63.603083, expected=12.000000 predicted=33.687350, expected=32.000000 predicted=42.689714, expected=64.000000 predicted=57.437377, expected=28.000000 predicted=33.736234, expected=28.000000 predicted=52.196696, expected=24.000000 predicted=26.557892, expected=24.000000 predicted=26.585953, expected=28.000000 predicted=36.613320, expected=32.000000 predicted=28.530765, expected=20.000000 predicted=23.640569, expected=16.000000 predicted=21.499462, expected=28.000000 predicted=25.926831, expected=32.000000 predicted=26.948752, expected=24.000000 predicted=25.471374, expected=88.000000 predicted=53.722191, expected=40.000000 predicted=31.661113, expected=24.000000 predicted=33.243723, expected=4.000000 predicted=27.398003, expected=4.000000 predicted=15.745585, expected=24.000000 predicted=37.571218, expected=32.000000 predicted=26.459835, expected=44.000000 predicted=30.576828, expected=4.000000 predicted=10.849199, expected=12.000000 predicted=15.974991, expected=44.000000 predicted=32.779450, expected=48.000000 predicted=33.072690, expected=56.000000 predicted=45.256142, expected=44.000000 predicted=34.167549, expected=28.000000 predicted=30.020251, expected=52.000000 predicted=48.670835, expected=36.000000 predicted=39.336307, expected=44.000000 predicted=45.582647, expected=48.000000 predicted=45.742378, expected=44.000000 predicted=38.603252, expected=24.000000 predicted=37.217923, expected=36.000000 predicted=38.045447, expected=32.000000 predicted=35.575140, expected=44.000000 predicted=40.861467, expected=36.000000 predicted=37.610298, expected=28.000000 predicted=29.397374, expected=64.000000 predicted=49.500599, expected=20.000000 predicted=27.120448, expected=56.000000 predicted=48.937664, expected=44.000000 predicted=41.768975, expected=76.000000 predicted=52.341843, expected=40.000000 predicted=49.905543, expected=12.000000 predicted=26.720547, expected=28.000000 predicted=42.557306, expected=32.000000 predicted=33.385533, expected=48.000000 predicted=47.327014, expected=44.000000 predicted=39.218506, expected=56.000000 predicted=39.808710, expected=76.000000 predicted=55.183633, expected=44.000000 predicted=43.082702, expected=32.000000 predicted=44.878776, expected=28.000000 predicted=40.432354, expected=32.000000 predicted=39.494793, expected=80.000000 predicted=64.689585, expected=40.000000 predicted=39.368191, expected=24.000000 predicted=34.198473, expected=52.000000 predicted=47.041379, expected=40.000000 predicted=36.198307, expected=48.000000 predicted=53.095516, expected=20.000000 predicted=32.441632, expected=52.000000 predicted=41.580279, expected=48.000000 predicted=45.470620, expected=36.000000 predicted=37.013705, expected=16.000000 predicted=33.325092, expected=64.000000 predicted=45.484637, expected=24.000000 predicted=32.872136, expected=44.000000 predicted=42.798931, expected=64.000000 predicted=50.967495, expected=20.000000 predicted=23.730041, expected=36.000000 predicted=47.003592, expected=24.000000 predicted=29.075212, expected=36.000000 predicted=35.475254, expected=24.000000 predicted=35.961234, expected=48.000000 predicted=35.074733, expected=52.000000 predicted=41.830857, expected=44.000000 predicted=36.692439, expected=40.000000 predicted=41.359536, expected=36.000000 predicted=36.021566, expected=32.000000 predicted=38.697840, expected=32.000000 Test MSE: 451.184
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973])] predicted=19.004783, expected=12.000000 predicted=15.323836, expected=12.000000 predicted=13.120328, expected=16.000000 predicted=17.419792, expected=12.000000 predicted=21.825982, expected=32.000000 predicted=16.523730, expected=8.000000 predicted=15.896926, expected=24.000000 predicted=15.973976, expected=32.000000 predicted=20.984557, expected=12.000000 predicted=20.301380, expected=36.000000 predicted=24.077721, expected=12.000000 predicted=19.748504, expected=64.000000 predicted=30.680075, expected=20.000000 predicted=32.572754, expected=24.000000 predicted=24.711942, expected=4.000000 predicted=24.078115, expected=8.000000 predicted=19.310156, expected=4.000000 predicted=23.786083, expected=16.000000 predicted=13.770856, expected=48.000000 predicted=21.101227, expected=64.000000 predicted=28.930076, expected=32.000000 predicted=29.332285, expected=28.000000 predicted=25.259875, expected=4.000000 predicted=25.509675, expected=12.000000 predicted=29.807984, expected=16.000000 predicted=29.637060, expected=44.000000 predicted=27.284200, expected=56.000000 predicted=32.892668, expected=20.000000 predicted=24.271102, expected=24.000000 predicted=21.948361, expected=4.000000 predicted=22.088724, expected=24.000000 predicted=29.478189, expected=4.000000 predicted=25.960040, expected=8.000000 predicted=13.299976, expected=28.000000 predicted=16.735579, expected=36.000000 predicted=20.423539, expected=32.000000 predicted=24.969871, expected=4.000000 predicted=14.542292, expected=20.000000 predicted=16.159614, expected=12.000000 predicted=22.462146, expected=40.000000 predicted=27.761241, expected=48.000000 predicted=31.352863, expected=24.000000 predicted=24.045933, expected=16.000000 predicted=21.487689, expected=8.000000 predicted=19.325502, expected=12.000000 predicted=25.101587, expected=20.000000 predicted=25.163551, expected=28.000000 predicted=21.173805, expected=12.000000 predicted=16.526903, expected=44.000000 predicted=19.789779, expected=28.000000 predicted=25.485678, expected=28.000000 predicted=25.945134, expected=8.000000 predicted=21.696563, expected=20.000000 predicted=19.841252, expected=28.000000 predicted=29.237788, expected=44.000000 predicted=30.234213, expected=44.000000 predicted=31.910403, expected=8.000000 predicted=21.266895, expected=4.000000 predicted=17.311380, expected=8.000000 predicted=20.379938, expected=4.000000 predicted=22.158716, expected=44.000000 predicted=25.068755, expected=36.000000 predicted=22.175761, expected=8.000000 predicted=14.691219, expected=8.000000 predicted=10.424137, expected=24.000000 predicted=18.302254, expected=16.000000 predicted=27.854410, expected=44.000000 predicted=26.730731, expected=40.000000 predicted=24.944322, expected=28.000000 predicted=24.699794, expected=32.000000 predicted=27.289402, expected=44.000000 predicted=32.801685, expected=4.000000 predicted=32.491527, expected=44.000000 predicted=30.713155, expected=20.000000 predicted=30.110516, expected=32.000000 predicted=30.418954, expected=28.000000 predicted=29.943439, expected=12.000000 predicted=20.145289, expected=20.000000 predicted=25.750548, expected=28.000000 predicted=23.863296, expected=8.000000 predicted=23.301684, expected=48.000000 predicted=24.984762, expected=32.000000 predicted=26.765113, expected=32.000000 predicted=27.780586, expected=36.000000 predicted=28.598743, expected=8.000000 predicted=23.459065, expected=20.000000 predicted=28.368747, expected=20.000000 predicted=25.390022, expected=20.000000 predicted=25.564085, expected=48.000000 predicted=28.912333, expected=48.000000 predicted=29.737730, expected=32.000000 predicted=30.781283, expected=12.000000 predicted=23.282768, expected=36.000000 predicted=28.328539, expected=24.000000 predicted=37.300958, expected=16.000000 predicted=30.345932, expected=36.000000 predicted=25.712815, expected=12.000000 predicted=22.212357, expected=16.000000 predicted=23.109135, expected=32.000000 predicted=22.474494, expected=16.000000 predicted=22.872473, expected=4.000000 predicted=19.105898, expected=28.000000 predicted=15.486214, expected=20.000000 predicted=21.557435, expected=32.000000 predicted=25.407452, expected=28.000000 predicted=21.145190, expected=28.000000 predicted=21.175653, expected=16.000000 predicted=24.082624, expected=12.000000 predicted=19.931182, expected=40.000000 predicted=27.619408, expected=28.000000 predicted=29.395708, expected=44.000000 predicted=29.869042, expected=20.000000 predicted=24.247299, expected=16.000000 predicted=21.771218, expected=20.000000 predicted=26.981620, expected=44.000000 predicted=31.638930, expected=28.000000 predicted=34.012598, expected=40.000000 predicted=27.081973, expected=12.000000 predicted=22.951812, expected=8.000000 predicted=20.781437, expected=40.000000 predicted=30.448129, expected=40.000000 predicted=33.859844, expected=4.000000 predicted=25.873819, expected=40.000000 predicted=18.637569, expected=28.000000 predicted=25.860912, expected=12.000000 predicted=29.711771, expected=12.000000 predicted=21.048570, expected=16.000000 predicted=15.775945, expected=40.000000 predicted=29.912269, expected=20.000000 predicted=24.718620, expected=16.000000 predicted=16.543602, expected=28.000000 predicted=18.944826, expected=16.000000 predicted=22.748632, expected=20.000000 predicted=25.159609, expected=12.000000 predicted=17.639842, expected=24.000000 predicted=19.175969, expected=12.000000 predicted=20.159248, expected=28.000000 predicted=18.807609, expected=28.000000 predicted=21.930106, expected=24.000000 predicted=21.180505, expected=8.000000 predicted=18.855562, expected=4.000000 predicted=13.416354, expected=20.000000 predicted=19.581723, expected=16.000000 predicted=20.454416, expected=32.000000 predicted=20.263933, expected=8.000000 predicted=13.576026, expected=8.000000 predicted=10.673625, expected=4.000000 predicted=12.941407, expected=8.000000 predicted=13.378607, expected=16.000000 predicted=16.356809, expected=28.000000 predicted=14.069675, expected=16.000000 predicted=13.932761, expected=4.000000 predicted=9.185477, expected=4.000000 predicted=8.924671, expected=20.000000 predicted=15.633421, expected=28.000000 predicted=21.748703, expected=16.000000 predicted=16.171418, expected=36.000000 predicted=16.001831, expected=32.000000 predicted=21.809105, expected=12.000000 predicted=22.860403, expected=4.000000 predicted=17.704409, expected=12.000000 predicted=16.355403, expected=4.000000 predicted=19.797354, expected=8.000000 predicted=14.630169, expected=28.000000 predicted=13.056345, expected=16.000000 predicted=13.430020, expected=4.000000 predicted=10.441508, expected=8.000000 predicted=7.385156, expected=20.000000 predicted=14.157783, expected=12.000000 predicted=18.267329, expected=24.000000 predicted=14.912355, expected=24.000000 predicted=14.763402, expected=20.000000 predicted=17.273046, expected=4.000000 predicted=15.412381, expected=8.000000 predicted=12.342354, expected=16.000000 predicted=17.362186, expected=24.000000 predicted=19.750407, expected=28.000000 predicted=19.317179, expected=28.000000 predicted=17.075697, expected=12.000000 predicted=16.361767, expected=20.000000 predicted=18.661187, expected=12.000000 predicted=20.482869, expected=44.000000 predicted=27.142974, expected=20.000000 predicted=25.667722, expected=12.000000 predicted=16.840602, expected=4.000000 predicted=14.478882, expected=32.000000 predicted=20.572225, expected=8.000000 predicted=25.386829, expected=8.000000 predicted=13.243005, expected=8.000000 predicted=9.806179, expected=16.000000 predicted=12.512370, expected=12.000000 predicted=17.448292, expected=16.000000 predicted=11.127003, expected=12.000000 predicted=11.254137, expected=4.000000 predicted=9.835596, expected=20.000000 predicted=13.536035, expected=48.000000 predicted=22.244125, expected=24.000000 predicted=23.376205, expected=8.000000 predicted=14.766619, expected=16.000000 predicted=13.938662, expected=8.000000 predicted=20.389094, expected=24.000000 predicted=26.264020, expected=20.000000 predicted=19.101532, expected=28.000000 predicted=17.319084, expected=4.000000 predicted=15.066172, expected=12.000000 predicted=12.504151, expected=8.000000 predicted=16.280885, expected=12.000000 predicted=15.548825, expected=12.000000 predicted=15.072876, expected=16.000000 predicted=10.371631, expected=16.000000 predicted=13.094608, expected=16.000000 predicted=12.812078, expected=12.000000 predicted=13.261572, expected=8.000000 predicted=12.141093, expected=8.000000 predicted=12.243126, expected=16.000000 predicted=13.658613, expected=44.000000 predicted=21.026074, expected=8.000000 predicted=16.925674, expected=4.000000 predicted=9.555755, expected=24.000000 predicted=14.363211, expected=16.000000 predicted=20.878940, expected=12.000000 predicted=21.610231, expected=20.000000 predicted=12.410178, expected=12.000000 predicted=13.424893, expected=52.000000 predicted=25.835606, expected=28.000000 predicted=25.404237, expected=16.000000 predicted=19.824772, expected=20.000000 predicted=20.392759, expected=20.000000 predicted=23.177807, expected=12.000000 predicted=28.344388, expected=4.000000 predicted=16.246607, expected=20.000000 predicted=15.182966, expected=16.000000 predicted=17.557702, expected=8.000000 predicted=14.072630, expected=12.000000 predicted=10.669638, expected=12.000000 predicted=11.006432, expected=32.000000 predicted=19.316433, expected=8.000000 predicted=15.509766, expected=40.000000 predicted=17.797020, expected=4.000000 predicted=16.930232, expected=8.000000 predicted=14.090831, expected=4.000000 predicted=15.680021, expected=28.000000 predicted=16.584507, expected=12.000000 predicted=21.183587, expected=12.000000 predicted=9.477819, expected=16.000000 predicted=11.604135, expected=4.000000 predicted=11.222294, expected=8.000000 predicted=14.193059, expected=16.000000 predicted=11.880251, expected=20.000000 predicted=14.489854, expected=20.000000 predicted=15.280195, expected=16.000000 predicted=12.374937, expected=16.000000 predicted=14.239942, expected=16.000000 predicted=16.896535, expected=20.000000 predicted=18.683225, expected=12.000000 predicted=17.003240, expected=12.000000 predicted=14.491338, expected=20.000000 predicted=16.140619, expected=8.000000 predicted=15.070022, expected=24.000000 predicted=16.679418, expected=20.000000 predicted=16.561230, expected=8.000000 predicted=14.405883, expected=8.000000 predicted=13.163659, expected=4.000000 predicted=10.389284, expected=40.000000 predicted=20.979648, expected=32.000000 predicted=23.119555, expected=24.000000 predicted=18.099162, expected=4.000000 predicted=13.151719, expected=8.000000 predicted=13.807606, expected=8.000000 predicted=21.807878, expected=4.000000 predicted=16.085282, expected=28.000000 predicted=15.702522, expected=8.000000 predicted=10.642918, expected=20.000000 predicted=11.617804, expected=16.000000 predicted=12.938948, expected=4.000000 predicted=11.482098, expected=20.000000 predicted=16.808319, expected=4.000000 predicted=11.752147, expected=8.000000 predicted=12.271770, expected=28.000000 predicted=14.704213, expected=16.000000 predicted=14.473193, expected=16.000000 predicted=15.333012, expected=32.000000 predicted=15.744591, expected=4.000000 predicted=16.191941, expected=20.000000 predicted=18.835039, expected=16.000000 predicted=17.061644, expected=4.000000 predicted=15.407406, expected=24.000000 predicted=18.146651, expected=12.000000 predicted=13.243802, expected=12.000000 predicted=15.182336, expected=20.000000 predicted=14.301990, expected=24.000000 predicted=16.084037, expected=12.000000 predicted=18.326008, expected=20.000000 predicted=15.030498, expected=32.000000 predicted=20.217879, expected=16.000000 predicted=21.715256, expected=8.000000 predicted=17.030119, expected=12.000000 predicted=13.949004, expected=16.000000 predicted=18.444066, expected=16.000000 predicted=19.775794, expected=8.000000 predicted=12.589943, expected=4.000000 predicted=8.705357, expected=12.000000 predicted=11.014425, expected=8.000000 predicted=12.086677, expected=16.000000 predicted=12.061277, expected=36.000000 predicted=15.613119, expected=4.000000 predicted=12.742188, expected=8.000000 predicted=10.583834, expected=8.000000 predicted=10.724754, expected=8.000000 predicted=14.620655, expected=12.000000 predicted=16.150214, expected=4.000000 predicted=6.727806, expected=20.000000 predicted=10.164995, expected=8.000000 predicted=10.373958, expected=16.000000 predicted=10.988168, expected=8.000000 predicted=10.776111, expected=20.000000 predicted=12.080233, expected=28.000000 predicted=18.829558, expected=24.000000 predicted=17.784831, expected=20.000000 predicted=18.211979, expected=12.000000 predicted=15.545347, expected=16.000000 predicted=19.041751, expected=16.000000 predicted=20.671720, expected=20.000000 predicted=19.573129, expected=4.000000 predicted=14.495787, expected=20.000000 predicted=13.610165, expected=8.000000 predicted=14.454837, expected=16.000000 predicted=14.543239, expected=8.000000 predicted=13.030964, expected=16.000000 predicted=11.168410, expected=8.000000 predicted=13.453843, expected=16.000000 predicted=11.620094, expected=8.000000 predicted=12.338603, expected=20.000000 predicted=12.525807, expected=4.000000 predicted=12.257737, expected=16.000000 predicted=11.031150, expected=8.000000 predicted=12.361356, expected=4.000000 predicted=9.281415, expected=4.000000 predicted=9.448323, expected=4.000000 predicted=6.179059, expected=8.000000 predicted=8.889022, expected=16.000000 predicted=8.633932, expected=56.000000 predicted=18.664898, expected=4.000000 predicted=15.615658, expected=12.000000 predicted=10.402599, expected=8.000000 predicted=12.860855, expected=28.000000 predicted=22.633761, expected=32.000000 predicted=30.557080, expected=12.000000 predicted=14.518260, expected=28.000000 predicted=17.213346, expected=4.000000 predicted=16.383840, expected=16.000000 predicted=20.043862, expected=4.000000 predicted=17.091102, expected=16.000000 predicted=13.652143, expected=4.000000 predicted=13.852474, expected=8.000000 predicted=7.600666, expected=12.000000 predicted=10.684913, expected=24.000000 predicted=12.392540, expected=8.000000 predicted=13.037772, expected=12.000000 predicted=8.989350, expected=12.000000 predicted=11.447620, expected=4.000000 predicted=11.923910, expected=20.000000 predicted=14.762617, expected=8.000000 predicted=11.152060, expected=20.000000 predicted=12.893284, expected=8.000000 predicted=11.682370, expected=16.000000 predicted=11.405351, expected=8.000000 predicted=13.738957, expected=20.000000 predicted=13.155670, expected=12.000000 predicted=15.208353, expected=28.000000 predicted=15.329499, expected=8.000000 predicted=15.405290, expected=44.000000 predicted=19.381264, expected=88.000000 predicted=39.237888, expected=8.000000 predicted=31.156694, expected=4.000000 predicted=20.333075, expected=24.000000 predicted=22.635173, expected=8.000000 predicted=34.334776, expected=8.000000 predicted=31.069298, expected=12.000000 predicted=9.411840, expected=12.000000 predicted=11.175737, expected=24.000000 predicted=17.052705, expected=20.000000 predicted=14.464723, expected=16.000000 predicted=14.259194, expected=8.000000 predicted=13.272020, expected=16.000000 predicted=14.935308, expected=16.000000 predicted=18.221615, expected=16.000000 predicted=16.485601, expected=12.000000 predicted=13.766448, expected=4.000000 predicted=10.269932, expected=8.000000 predicted=11.499169, expected=4.000000 predicted=10.487196, expected=36.000000 predicted=16.192005, expected=16.000000 predicted=15.450064, expected=16.000000 predicted=11.984568, expected=28.000000 predicted=16.109601, expected=16.000000 predicted=18.368944, expected=32.000000 predicted=25.905552, expected=20.000000 Test MSE: 160.869
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179])] predicted=23.447681, expected=40.000000 predicted=27.314894, expected=8.000000 predicted=24.523783, expected=20.000000 predicted=28.398402, expected=32.000000 predicted=33.173971, expected=44.000000 predicted=28.635790, expected=36.000000 predicted=32.127150, expected=20.000000 predicted=21.980297, expected=16.000000 predicted=24.577521, expected=8.000000 predicted=24.457292, expected=8.000000 predicted=24.063461, expected=20.000000 predicted=21.694018, expected=16.000000 predicted=15.913468, expected=12.000000 predicted=13.532833, expected=40.000000 predicted=19.519744, expected=40.000000 predicted=23.090339, expected=16.000000 predicted=21.861810, expected=24.000000 predicted=22.644478, expected=16.000000 predicted=20.950811, expected=8.000000 predicted=24.762950, expected=56.000000 predicted=34.315125, expected=12.000000 predicted=18.813743, expected=4.000000 predicted=18.945480, expected=8.000000 predicted=14.120482, expected=4.000000 predicted=13.715280, expected=8.000000 predicted=21.527998, expected=20.000000 predicted=11.486016, expected=16.000000 predicted=9.937737, expected=12.000000 predicted=10.756555, expected=4.000000 predicted=7.940003, expected=4.000000 predicted=9.301957, expected=8.000000 predicted=11.995901, expected=24.000000 predicted=14.658244, expected=12.000000 predicted=10.830882, expected=28.000000 predicted=14.316834, expected=12.000000 predicted=11.510126, expected=12.000000 predicted=14.537555, expected=28.000000 predicted=21.167833, expected=4.000000 predicted=13.568569, expected=4.000000 predicted=15.503290, expected=4.000000 predicted=9.138926, expected=4.000000 predicted=9.751583, expected=8.000000 predicted=11.884928, expected=16.000000 predicted=7.785971, expected=4.000000 predicted=5.571307, expected=16.000000 predicted=9.171194, expected=20.000000 predicted=11.125387, expected=4.000000 predicted=9.829850, expected=12.000000 predicted=12.497254, expected=32.000000 predicted=15.619604, expected=8.000000 predicted=14.416461, expected=4.000000 predicted=13.010074, expected=4.000000 predicted=7.652373, expected=4.000000 predicted=10.580524, expected=20.000000 predicted=17.089026, expected=12.000000 predicted=8.841000, expected=24.000000 predicted=12.442562, expected=16.000000 predicted=11.391096, expected=8.000000 predicted=11.632592, expected=12.000000 predicted=15.244693, expected=28.000000 predicted=18.132958, expected=24.000000 predicted=20.601442, expected=16.000000 predicted=16.785087, expected=24.000000 predicted=17.339125, expected=8.000000 predicted=15.641477, expected=36.000000 predicted=26.555784, expected=12.000000 predicted=18.621059, expected=12.000000 predicted=17.619635, expected=16.000000 predicted=17.662662, expected=32.000000 predicted=20.427687, expected=40.000000 predicted=29.069511, expected=28.000000 predicted=21.909685, expected=20.000000 predicted=21.271404, expected=32.000000 predicted=26.614796, expected=168.000000 predicted=71.348689, expected=204.000000 predicted=108.843925, expected=92.000000 predicted=73.494397, expected=76.000000 predicted=76.814099, expected=20.000000 predicted=65.419467, expected=20.000000 predicted=97.450814, expected=8.000000 predicted=72.042480, expected=16.000000 predicted=39.180363, expected=44.000000 predicted=41.844617, expected=36.000000 predicted=28.685311, expected=148.000000 predicted=82.353657, expected=-28.000000 predicted=15.548014, expected=56.000000 predicted=38.281734, expected=44.000000 predicted=43.203835, expected=16.000000 predicted=45.593590, expected=88.000000 predicted=66.622963, expected=76.000000 predicted=46.420176, expected=68.000000 predicted=65.200973, expected=56.000000 predicted=50.547256, expected=80.000000 predicted=63.219880, expected=48.000000 predicted=66.849841, expected=72.000000 predicted=69.407046, expected=132.000000 predicted=89.513644, expected=112.000000 predicted=94.616384, expected=88.000000 predicted=88.206842, expected=32.000000 predicted=57.146166, expected=48.000000 predicted=68.373594, expected=68.000000 predicted=83.602392, expected=72.000000 predicted=80.782639, expected=44.000000 predicted=57.413880, expected=36.000000 predicted=41.807498, expected=128.000000 predicted=81.377459, expected=24.000000 predicted=57.724676, expected=32.000000 predicted=51.312852, expected=20.000000 predicted=31.762816, expected=20.000000 predicted=42.137486, expected=28.000000 predicted=45.703598, expected=40.000000 predicted=31.623071, expected=72.000000 predicted=46.297884, expected=60.000000 predicted=45.248314, expected=28.000000 predicted=35.400662, expected=24.000000 predicted=32.129787, expected=44.000000 predicted=43.786671, expected=44.000000 predicted=50.084758, expected=56.000000 predicted=49.054917, expected=24.000000 predicted=31.618246, expected=36.000000 predicted=35.331305, expected=28.000000 predicted=35.156791, expected=60.000000 predicted=48.802777, expected=64.000000 predicted=51.665206, expected=80.000000 predicted=56.840502, expected=152.000000 predicted=90.870123, expected=84.000000 predicted=79.052817, expected=80.000000 predicted=81.108866, expected=48.000000 predicted=65.587975, expected=60.000000 predicted=79.292506, expected=52.000000 predicted=78.046180, expected=40.000000 predicted=58.207258, expected=72.000000 predicted=63.093186, expected=28.000000 predicted=45.078845, expected=16.000000 predicted=36.900182, expected=4.000000 predicted=23.108742, expected=8.000000 predicted=24.267067, expected=24.000000 predicted=29.026923, expected=40.000000 predicted=28.572326, expected=32.000000 predicted=25.024368, expected=40.000000 predicted=27.071374, expected=24.000000 predicted=24.433369, expected=36.000000 predicted=32.965037, expected=4.000000 predicted=22.020353, expected=16.000000 predicted=22.549235, expected=24.000000 predicted=24.149770, expected=20.000000 predicted=23.447943, expected=12.000000 predicted=17.396750, expected=20.000000 predicted=15.264568, expected=8.000000 predicted=14.304088, expected=4.000000 predicted=12.171957, expected=8.000000 predicted=10.286760, expected=8.000000 predicted=10.265976, expected=16.000000 predicted=13.444879, expected=24.000000 predicted=15.242300, expected=32.000000 predicted=20.395399, expected=16.000000 predicted=16.481565, expected=24.000000 predicted=19.265157, expected=20.000000 predicted=20.333183, expected=32.000000 predicted=27.893367, expected=20.000000 predicted=23.531416, expected=16.000000 predicted=19.257186, expected=20.000000 predicted=20.242289, expected=24.000000 predicted=23.229762, expected=8.000000 predicted=17.836385, expected=4.000000 predicted=11.206630, expected=24.000000 predicted=17.483245, expected=16.000000 predicted=18.153827, expected=32.000000 predicted=23.378702, expected=36.000000 predicted=23.578765, expected=28.000000 predicted=24.535053, expected=16.000000 predicted=21.182403, expected=16.000000 predicted=19.689922, expected=32.000000 predicted=28.810855, expected=32.000000 predicted=30.678255, expected=4.000000 predicted=17.047267, expected=24.000000 predicted=18.980890, expected=32.000000 predicted=25.543179, expected=12.000000 predicted=22.773261, expected=20.000000 predicted=19.582610, expected=12.000000 predicted=13.885062, expected=4.000000 predicted=14.657134, expected=24.000000 predicted=19.451724, expected=16.000000 predicted=16.066648, expected=16.000000 predicted=16.685740, expected=12.000000 predicted=11.849210, expected=20.000000 predicted=16.105681, expected=40.000000 predicted=27.669485, expected=40.000000 predicted=29.980963, expected=16.000000 predicted=21.187960, expected=8.000000 predicted=14.930926, expected=20.000000 predicted=21.237714, expected=4.000000 predicted=19.051238, expected=12.000000 predicted=17.112945, expected=24.000000 predicted=16.478834, expected=16.000000 predicted=15.923379, expected=8.000000 predicted=12.212923, expected=16.000000 predicted=12.078890, expected=8.000000 predicted=12.501319, expected=4.000000 predicted=11.180627, expected=28.000000 predicted=17.219226, expected=20.000000 predicted=16.890027, expected=8.000000 predicted=13.003408, expected=4.000000 predicted=6.991931, expected=24.000000 predicted=16.501430, expected=4.000000 predicted=13.914555, expected=8.000000 predicted=10.961951, expected=8.000000 predicted=7.224843, expected=20.000000 predicted=14.597812, expected=40.000000 predicted=25.386243, expected=24.000000 predicted=19.787191, expected=24.000000 predicted=20.024089, expected=40.000000 predicted=27.366546, expected=32.000000 predicted=31.499515, expected=12.000000 predicted=24.610428, expected=12.000000 predicted=18.181629, expected=12.000000 predicted=18.703216, expected=36.000000 predicted=30.129286, expected=8.000000 predicted=17.551054, expected=4.000000 predicted=10.239060, expected=28.000000 predicted=17.448714, expected=20.000000 predicted=20.573977, expected=8.000000 predicted=16.574418, expected=4.000000 predicted=7.153980, expected=16.000000 predicted=13.264436, expected=36.000000 predicted=25.832765, expected=16.000000 predicted=18.194313, expected=16.000000 predicted=14.606843, expected=12.000000 predicted=12.602050, expected=12.000000 predicted=16.840164, expected=8.000000 predicted=15.260680, expected=28.000000 predicted=19.385685, expected=28.000000 predicted=21.335422, expected=16.000000 predicted=17.396710, expected=20.000000 predicted=17.072885, expected=16.000000 predicted=17.230090, expected=4.000000 predicted=15.358604, expected=4.000000 predicted=11.472739, expected=16.000000 predicted=13.762230, expected=32.000000 predicted=22.069789, expected=52.000000 predicted=31.369579, expected=8.000000 predicted=15.340174, expected=4.000000 predicted=11.279805, expected=32.000000 predicted=23.396592, expected=16.000000 predicted=25.397031, expected=24.000000 predicted=25.821574, expected=16.000000 predicted=14.185208, expected=12.000000 predicted=15.452615, expected=16.000000 predicted=18.429284, expected=12.000000 predicted=15.211673, expected=8.000000 predicted=13.452019, expected=12.000000 predicted=12.214559, expected=20.000000 predicted=15.571709, expected=24.000000 predicted=18.761774, expected=20.000000 predicted=17.165821, expected=16.000000 predicted=15.373987, expected=20.000000 predicted=18.120721, expected=12.000000 predicted=16.934965, expected=16.000000 predicted=17.853570, expected=12.000000 predicted=14.752558, expected=8.000000 predicted=12.654813, expected=16.000000 predicted=14.585557, expected=16.000000 predicted=14.476181, expected=8.000000 predicted=11.909366, expected=4.000000 predicted=7.934299, expected=4.000000 predicted=7.145997, expected=32.000000 predicted=19.694132, expected=60.000000 predicted=34.123852, expected=20.000000 predicted=21.762553, expected=28.000000 predicted=22.034282, expected=20.000000 predicted=20.966249, expected=4.000000 predicted=22.481268, expected=16.000000 predicted=23.368242, expected=44.000000 predicted=29.215709, expected=16.000000 predicted=22.478071, expected=4.000000 predicted=12.577244, expected=16.000000 predicted=12.726206, expected=28.000000 predicted=24.147107, expected=8.000000 predicted=19.113791, expected=16.000000 predicted=14.283060, expected=48.000000 predicted=26.654329, expected=36.000000 predicted=30.277933, expected=8.000000 predicted=19.493199, expected=12.000000 predicted=14.594431, expected=20.000000 predicted=21.614240, expected=16.000000 predicted=24.689966, expected=16.000000 predicted=18.732118, expected=16.000000 predicted=14.080510, expected=32.000000 predicted=22.587817, expected=12.000000 predicted=17.157255, expected=12.000000 predicted=15.423557, expected=24.000000 predicted=18.836377, expected=8.000000 predicted=15.575382, expected=16.000000 predicted=17.963175, expected=12.000000 predicted=12.415891, expected=12.000000 predicted=14.084167, expected=8.000000 predicted=11.990277, expected=8.000000 predicted=9.676967, expected=16.000000 predicted=13.459063, expected=24.000000 predicted=17.039271, expected=36.000000 predicted=23.342708, expected=60.000000 predicted=35.380574, expected=8.000000 predicted=19.208928, expected=20.000000 predicted=22.738432, expected=24.000000 predicted=24.537364, expected=8.000000 predicted=24.097053, expected=4.000000 predicted=17.631587, expected=32.000000 predicted=19.608720, expected=8.000000 predicted=15.223566, expected=8.000000 predicted=13.333188, expected=4.000000 predicted=6.320356, expected=4.000000 predicted=8.505738, expected=12.000000 predicted=13.109870, expected=24.000000 predicted=14.691463, expected=164.000000 predicted=76.262414, expected=364.000000 predicted=221.735971, expected=92.000000 predicted=91.748154, expected=360.000000 predicted=213.317053, expected=576.000000 predicted=374.859900, expected=16.000000 predicted=264.232736, expected=12.000000 predicted=351.005857, expected=16.000000 predicted=-47.552550, expected=32.000000 predicted=146.580898, expected=4.000000 predicted=94.859529, expected=16.000000 predicted=20.921660, expected=36.000000 predicted=21.560844, expected=32.000000 predicted=27.443393, expected=12.000000 predicted=21.892698, expected=16.000000 predicted=18.726860, expected=16.000000 predicted=14.432802, expected=28.000000 predicted=25.756146, expected=24.000000 predicted=22.108024, expected=16.000000 predicted=19.995837, expected=24.000000 predicted=22.333271, expected=4.000000 predicted=9.469817, expected=20.000000 predicted=22.162824, expected=12.000000 predicted=9.847539, expected=16.000000 predicted=18.621304, expected=12.000000 predicted=12.151310, expected=20.000000 predicted=17.585770, expected=12.000000 predicted=12.652423, expected=12.000000 predicted=14.946917, expected=8.000000 predicted=9.481244, expected=36.000000 predicted=25.838471, expected=20.000000 predicted=16.602759, expected=4.000000 predicted=16.247118, expected=20.000000 predicted=16.946027, expected=4.000000 predicted=5.274300, expected=16.000000 predicted=19.956847, expected=12.000000 predicted=9.063487, expected=16.000000 predicted=15.939904, expected=16.000000 predicted=14.367324, expected=32.000000 predicted=24.248184, expected=8.000000 predicted=11.793195, expected=8.000000 predicted=16.352563, expected=4.000000 predicted=5.041600, expected=24.000000 predicted=18.846623, expected=24.000000 predicted=18.321473, expected=16.000000 predicted=18.752005, expected=12.000000 predicted=14.519125, expected=16.000000 predicted=14.601999, expected=20.000000 predicted=18.041227, expected=12.000000 predicted=14.908573, expected=12.000000 predicted=14.784580, expected=12.000000 predicted=11.601712, expected=4.000000 predicted=8.274825, expected=12.000000 predicted=12.476145, expected=8.000000 predicted=7.021443, expected=8.000000 predicted=10.229710, expected=8.000000 predicted=7.841776, expected=8.000000 predicted=7.837900, expected=16.000000 predicted=12.858577, expected=20.000000 predicted=14.998413, expected=4.000000 predicted=8.838468, expected=20.000000 Test MSE: 2227.917
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756])] predicted=6.290910, expected=8.000000 predicted=6.755859, expected=4.000000 predicted=6.246461, expected=16.000000 predicted=8.797547, expected=12.000000 predicted=9.340455, expected=8.000000 predicted=9.169888, expected=16.000000 predicted=11.836849, expected=16.000000 predicted=12.078106, expected=16.000000 predicted=14.200219, expected=4.000000 predicted=12.172397, expected=24.000000 predicted=14.067585, expected=12.000000 predicted=15.024717, expected=60.000000 predicted=23.730017, expected=4.000000 predicted=23.892136, expected=16.000000 predicted=17.057997, expected=12.000000 predicted=24.148743, expected=12.000000 predicted=13.923584, expected=16.000000 predicted=21.142546, expected=12.000000 predicted=11.913714, expected=12.000000 predicted=13.190428, expected=4.000000 predicted=11.109885, expected=24.000000 predicted=13.050464, expected=8.000000 predicted=13.394609, expected=28.000000 predicted=14.426051, expected=20.000000 predicted=18.715127, expected=24.000000 predicted=17.262787, expected=24.000000 predicted=23.262091, expected=4.000000 predicted=16.868810, expected=16.000000 predicted=18.127230, expected=8.000000 predicted=15.511616, expected=16.000000 predicted=13.580640, expected=8.000000 predicted=13.597865, expected=24.000000 predicted=12.389794, expected=28.000000 predicted=18.819988, expected=20.000000 predicted=17.941503, expected=8.000000 predicted=17.875186, expected=12.000000 predicted=15.630125, expected=12.000000 predicted=16.096308, expected=20.000000 predicted=15.994191, expected=16.000000 predicted=15.659460, expected=20.000000 predicted=15.082117, expected=4.000000 predicted=14.254010, expected=16.000000 predicted=13.448778, expected=4.000000 predicted=13.353049, expected=8.000000 predicted=9.401628, expected=12.000000 predicted=11.525215, expected=4.000000 predicted=7.230731, expected=4.000000 predicted=7.673805, expected=4.000000 predicted=5.858105, expected=8.000000 predicted=6.036509, expected=16.000000 predicted=8.726308, expected=16.000000 predicted=9.869967, expected=12.000000 predicted=10.826907, expected=4.000000 predicted=10.027760, expected=12.000000 predicted=10.627999, expected=40.000000 predicted=17.996978, expected=20.000000 predicted=19.093674, expected=12.000000 predicted=16.756419, expected=16.000000 predicted=18.393431, expected=4.000000 predicted=14.962375, expected=4.000000 predicted=14.031076, expected=28.000000 predicted=14.832297, expected=28.000000 predicted=16.788904, expected=4.000000 predicted=14.245339, expected=12.000000 predicted=13.591637, expected=4.000000 predicted=12.221022, expected=8.000000 predicted=11.801788, expected=4.000000 predicted=10.498450, expected=24.000000 predicted=9.459870, expected=8.000000 predicted=11.371848, expected=8.000000 predicted=8.509803, expected=8.000000 predicted=10.859049, expected=4.000000 predicted=7.552092, expected=8.000000 predicted=9.938826, expected=8.000000 predicted=7.488298, expected=8.000000 predicted=7.210903, expected=8.000000 predicted=7.702651, expected=4.000000 predicted=6.406613, expected=8.000000 predicted=7.126657, expected=12.000000 predicted=8.372135, expected=8.000000 predicted=8.073748, expected=20.000000 predicted=10.854032, expected=8.000000 predicted=10.669551, expected=8.000000 predicted=9.791217, expected=24.000000 predicted=14.518234, expected=20.000000 predicted=14.948557, expected=24.000000 predicted=18.242146, expected=16.000000 predicted=17.832442, expected=12.000000 predicted=16.125430, expected=4.000000 predicted=15.729737, expected=20.000000 predicted=15.132520, expected=4.000000 predicted=13.393944, expected=12.000000 predicted=10.435037, expected=8.000000 predicted=11.090637, expected=8.000000 predicted=7.890218, expected=8.000000 predicted=10.577360, expected=4.000000 predicted=6.701779, expected=8.000000 predicted=7.812874, expected=12.000000 predicted=8.373962, expected=4.000000 predicted=7.215697, expected=8.000000 predicted=7.326867, expected=4.000000 predicted=6.674114, expected=8.000000 predicted=6.644057, expected=4.000000 predicted=7.011309, expected=4.000000 predicted=4.769295, expected=8.000000 predicted=6.317707, expected=16.000000 predicted=7.792319, expected=4.000000 predicted=7.794175, expected=4.000000 predicted=6.250038, expected=4.000000 predicted=6.577853, expected=28.000000 predicted=10.832587, expected=8.000000 predicted=12.134950, expected=4.000000 predicted=7.838943, expected=16.000000 predicted=11.851177, expected=4.000000 predicted=9.138734, expected=8.000000 predicted=10.851111, expected=4.000000 predicted=7.871335, expected=8.000000 predicted=6.263120, expected=12.000000 predicted=9.405747, expected=24.000000 predicted=10.885994, expected=12.000000 predicted=12.525545, expected=4.000000 predicted=10.091608, expected=4.000000 predicted=10.194993, expected=4.000000 predicted=8.442762, expected=12.000000 predicted=9.843788, expected=24.000000 predicted=11.524271, expected=8.000000 predicted=10.076938, expected=12.000000 predicted=10.597805, expected=8.000000 predicted=11.516710, expected=8.000000 predicted=10.450889, expected=12.000000 predicted=12.500178, expected=16.000000 predicted=10.916072, expected=12.000000 predicted=11.779883, expected=4.000000 predicted=9.703337, expected=4.000000 predicted=8.598392, expected=16.000000 predicted=10.547336, expected=20.000000 predicted=12.825596, expected=8.000000 predicted=11.091795, expected=12.000000 predicted=10.848408, expected=4.000000 predicted=10.185471, expected=28.000000 predicted=14.413915, expected=8.000000 predicted=14.648423, expected=16.000000 predicted=11.663370, expected=8.000000 predicted=14.013624, expected=12.000000 predicted=10.758018, expected=20.000000 predicted=16.516497, expected=8.000000 predicted=11.715460, expected=4.000000 predicted=10.758214, expected=4.000000 predicted=8.986023, expected=8.000000 predicted=8.408290, expected=20.000000 predicted=11.426701, expected=8.000000 predicted=9.372143, expected=8.000000 predicted=8.359912, expected=12.000000 predicted=10.518139, expected=12.000000 predicted=10.765850, expected=20.000000 predicted=13.968829, expected=8.000000 predicted=11.778792, expected=8.000000 predicted=10.570030, expected=8.000000 predicted=11.408861, expected=12.000000 predicted=10.644072, expected=8.000000 predicted=10.898603, expected=12.000000 predicted=9.326284, expected=8.000000 predicted=9.619967, expected=16.000000 predicted=10.549642, expected=8.000000 predicted=11.155230, expected=20.000000 predicted=11.868441, expected=24.000000 predicted=16.238098, expected=12.000000 predicted=14.372423, expected=12.000000 predicted=15.335236, expected=4.000000 predicted=12.684271, expected=24.000000 predicted=15.395297, expected=40.000000 predicted=21.732288, expected=8.000000 predicted=16.695677, expected=16.000000 predicted=16.948249, expected=16.000000 predicted=18.585916, expected=4.000000 predicted=15.699007, expected=4.000000 predicted=14.431254, expected=4.000000 predicted=8.123958, expected=20.000000 predicted=10.640288, expected=4.000000 predicted=9.297564, expected=16.000000 predicted=8.482228, expected=32.000000 predicted=15.662320, expected=40.000000 predicted=20.781073, expected=12.000000 predicted=21.568744, expected=12.000000 predicted=18.401607, expected=4.000000 predicted=18.250613, expected=8.000000 predicted=15.396309, expected=24.000000 predicted=17.898147, expected=20.000000 predicted=14.265209, expected=4.000000 predicted=11.632444, expected=24.000000 predicted=14.612519, expected=8.000000 predicted=14.538312, expected=12.000000 predicted=13.925083, expected=4.000000 predicted=12.734989, expected=4.000000 predicted=7.515859, expected=24.000000 predicted=13.832518, expected=8.000000 predicted=10.394588, expected=8.000000 predicted=9.409013, expected=16.000000 predicted=11.768866, expected=8.000000 predicted=10.476180, expected=8.000000 predicted=11.702334, expected=8.000000 predicted=9.515937, expected=16.000000 predicted=10.552458, expected=12.000000 predicted=11.870087, expected=4.000000 predicted=8.865520, expected=12.000000 predicted=10.094123, expected=8.000000 predicted=9.859750, expected=64.000000 predicted=21.818804, expected=4.000000 predicted=19.884541, expected=12.000000 predicted=14.403610, expected=8.000000 predicted=20.201900, expected=4.000000 predicted=13.103564, expected=8.000000 predicted=17.161178, expected=12.000000 predicted=8.135197, expected=4.000000 predicted=7.891095, expected=8.000000 predicted=7.203518, expected=24.000000 predicted=11.010287, expected=8.000000 predicted=10.972006, expected=4.000000 predicted=9.317270, expected=4.000000 predicted=8.661888, expected=8.000000 predicted=8.414077, expected=4.000000 predicted=8.617662, expected=12.000000 predicted=6.847679, expected=12.000000 predicted=8.085657, expected=24.000000 predicted=11.308276, expected=4.000000 predicted=11.242980, expected=8.000000 predicted=9.559984, expected=16.000000 predicted=13.362991, expected=16.000000 predicted=12.955735, expected=8.000000 predicted=12.887146, expected=12.000000 predicted=10.654775, expected=8.000000 predicted=11.175730, expected=8.000000 predicted=10.674127, expected=20.000000 predicted=12.687765, expected=4.000000 predicted=10.019202, expected=4.000000 predicted=8.457771, expected=8.000000 predicted=8.977469, expected=4.000000 predicted=7.171822, expected=12.000000 predicted=8.896415, expected=12.000000 predicted=8.063243, expected=16.000000 predicted=9.560770, expected=4.000000 predicted=9.580625, expected=4.000000 predicted=7.778354, expected=4.000000 predicted=8.469342, expected=8.000000 predicted=7.488771, expected=16.000000 predicted=9.426610, expected=24.000000 predicted=11.197886, expected=8.000000 predicted=11.046647, expected=4.000000 predicted=9.800441, expected=4.000000 predicted=10.176850, expected=8.000000 predicted=9.856488, expected=52.000000 predicted=19.132376, expected=48.000000 predicted=24.556010, expected=12.000000 predicted=19.876164, expected=28.000000 predicted=24.920442, expected=44.000000 predicted=32.593992, expected=24.000000 predicted=33.594774, expected=28.000000 predicted=31.239381, expected=24.000000 predicted=26.867984, expected=8.000000 predicted=23.747758, expected=4.000000 predicted=20.839859, expected=24.000000 predicted=18.836949, expected=4.000000 predicted=14.775788, expected=20.000000 predicted=14.146208, expected=44.000000 predicted=20.499970, expected=20.000000 predicted=18.940636, expected=8.000000 predicted=19.596708, expected=4.000000 predicted=15.440596, expected=16.000000 predicted=17.117745, expected=4.000000 predicted=15.947863, expected=12.000000 predicted=10.741238, expected=8.000000 predicted=9.307674, expected=12.000000 predicted=8.689998, expected=4.000000 predicted=9.646727, expected=8.000000 predicted=7.377317, expected=8.000000 predicted=8.978602, expected=12.000000 predicted=8.572088, expected=4.000000 predicted=8.164195, expected=24.000000 predicted=10.755856, expected=12.000000 predicted=12.089228, expected=8.000000 predicted=10.342373, expected=4.000000 predicted=10.880306, expected=4.000000 predicted=7.753425, expected=8.000000 predicted=10.167614, expected=4.000000 predicted=6.577247, expected=20.000000 predicted=8.993366, expected=4.000000 predicted=7.638230, expected=16.000000 predicted=9.113087, expected=4.000000 predicted=9.880906, expected=8.000000 predicted=7.843644, expected=20.000000 predicted=13.629592, expected=20.000000 predicted=12.270643, expected=4.000000 predicted=11.876946, expected=4.000000 predicted=9.234344, expected=12.000000 predicted=11.035582, expected=8.000000 predicted=10.879364, expected=4.000000 predicted=8.705991, expected=12.000000 predicted=7.816645, expected=8.000000 predicted=7.835614, expected=4.000000 predicted=7.573506, expected=8.000000 predicted=7.637958, expected=8.000000 predicted=7.105668, expected=8.000000 predicted=8.014413, expected=4.000000 predicted=6.691389, expected=4.000000 predicted=5.575727, expected=8.000000 Test MSE: 92.915
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708])] predicted=26.720950, expected=76.000000 predicted=46.683952, expected=36.000000 predicted=52.394573, expected=60.000000 predicted=45.468255, expected=56.000000 predicted=53.349094, expected=40.000000 predicted=60.135349, expected=32.000000 predicted=49.049886, expected=12.000000 predicted=39.785660, expected=12.000000 predicted=32.893336, expected=28.000000 predicted=25.195592, expected=44.000000 predicted=25.493758, expected=40.000000 predicted=28.710652, expected=28.000000 predicted=29.305332, expected=32.000000 predicted=29.977635, expected=16.000000 predicted=31.397695, expected=48.000000 predicted=31.062928, expected=16.000000 predicted=30.933813, expected=56.000000 predicted=30.450423, expected=8.000000 predicted=31.270353, expected=52.000000 predicted=30.404579, expected=48.000000 predicted=34.578324, expected=32.000000 predicted=39.985928, expected=84.000000 predicted=39.782576, expected=40.000000 predicted=48.920663, expected=24.000000 predicted=50.953233, expected=64.000000 predicted=40.569409, expected=44.000000 predicted=49.378904, expected=36.000000 predicted=50.612399, expected=56.000000 predicted=39.945433, expected=80.000000 predicted=48.278576, expected=336.000000 predicted=92.914527, expected=40.000000 predicted=134.282876, expected=72.000000 predicted=119.250887, expected=60.000000 predicted=101.406059, expected=40.000000 predicted=140.150142, expected=48.000000 predicted=100.115781, expected=104.000000 predicted=56.136962, expected=48.000000 predicted=67.687495, expected=16.000000 predicted=55.617819, expected=12.000000 predicted=39.108163, expected=24.000000 predicted=39.667796, expected=36.000000 predicted=40.625167, expected=16.000000 predicted=27.010005, expected=12.000000 predicted=18.631057, expected=16.000000 predicted=16.909204, expected=36.000000 predicted=21.931168, expected=20.000000 predicted=23.820197, expected=68.000000 predicted=25.740976, expected=36.000000 predicted=32.831867, expected=24.000000 predicted=35.009879, expected=44.000000 predicted=33.543834, expected=20.000000 predicted=36.098658, expected=28.000000 predicted=36.452353, expected=28.000000 predicted=27.996094, expected=24.000000 predicted=28.300781, expected=56.000000 predicted=31.180238, expected=52.000000 predicted=35.297096, expected=16.000000 predicted=36.880783, expected=84.000000 predicted=37.572062, expected=44.000000 predicted=47.451749, expected=32.000000 predicted=51.046394, expected=48.000000 predicted=40.998165, expected=36.000000 predicted=43.274818, expected=32.000000 predicted=46.841348, expected=20.000000 predicted=34.210200, expected=24.000000 predicted=30.551714, expected=116.000000 predicted=40.804561, expected=60.000000 predicted=53.582550, expected=20.000000 predicted=50.339628, expected=16.000000 predicted=36.438541, expected=32.000000 predicted=42.493896, expected=28.000000 predicted=46.673548, expected=36.000000 predicted=32.140382, expected=40.000000 predicted=27.657612, expected=24.000000 predicted=29.885857, expected=20.000000 predicted=29.197186, expected=12.000000 predicted=25.290266, expected=52.000000 predicted=28.464112, expected=40.000000 predicted=32.132632, expected=60.000000 predicted=35.238545, expected=36.000000 predicted=36.186190, expected=36.000000 predicted=39.043253, expected=40.000000 predicted=41.813122, expected=48.000000 predicted=43.080896, expected=20.000000 predicted=41.214155, expected=8.000000 predicted=30.668095, expected=36.000000 predicted=27.802903, expected=72.000000 predicted=36.356119, expected=72.000000 predicted=45.065936, expected=48.000000 predicted=43.929378, expected=52.000000 predicted=45.622174, expected=4.000000 predicted=47.003214, expected=4.000000 predicted=40.685714, expected=12.000000 predicted=28.887146, expected=12.000000 predicted=22.814287, expected=20.000000 predicted=17.532510, expected=8.000000 predicted=9.825174, expected=16.000000 predicted=10.998827, expected=8.000000 predicted=11.700907, expected=4.000000 predicted=11.036229, expected=8.000000 predicted=9.189942, expected=4.000000 predicted=7.460238, expected=16.000000 predicted=8.608585, expected=32.000000 predicted=11.313217, expected=28.000000 predicted=16.383648, expected=48.000000 predicted=22.341124, expected=32.000000 predicted=26.879827, expected=28.000000 predicted=30.618165, expected=56.000000 predicted=34.724221, expected=24.000000 predicted=37.529340, expected=44.000000 predicted=38.122658, expected=40.000000 predicted=35.407048, expected=52.000000 predicted=41.448382, expected=52.000000 predicted=44.484900, expected=48.000000 predicted=43.750061, expected=36.000000 predicted=44.748325, expected=68.000000 predicted=47.294637, expected=8.000000 predicted=45.908587, expected=36.000000 predicted=39.402749, expected=88.000000 predicted=42.618848, expected=84.000000 predicted=58.205772, expected=28.000000 predicted=55.764802, expected=28.000000 predicted=41.056816, expected=20.000000 predicted=43.598202, expected=20.000000 predicted=45.180935, expected=28.000000 predicted=34.214024, expected=44.000000 predicted=27.820380, expected=24.000000 predicted=28.486208, expected=40.000000 predicted=28.414536, expected=24.000000 predicted=28.917020, expected=32.000000 predicted=31.714373, expected=4.000000 predicted=27.326740, expected=28.000000 predicted=23.557683, expected=44.000000 predicted=27.539294, expected=24.000000 predicted=28.417996, expected=32.000000 predicted=26.589369, expected=36.000000 predicted=26.005484, expected=12.000000 predicted=30.013034, expected=12.000000 predicted=25.351598, expected=24.000000 predicted=20.982400, expected=24.000000 predicted=23.790645, expected=20.000000 predicted=21.937005, expected=32.000000 predicted=19.535444, expected=32.000000 predicted=23.652817, expected=72.000000 predicted=33.873793, expected=52.000000 predicted=40.511397, expected=56.000000 predicted=44.953609, expected=60.000000 predicted=48.655773, expected=44.000000 predicted=52.780744, expected=32.000000 predicted=51.973196, expected=52.000000 predicted=46.876853, expected=20.000000 predicted=44.362120, expected=32.000000 predicted=39.314649, expected=36.000000 predicted=33.868523, expected=60.000000 predicted=39.194168, expected=44.000000 predicted=42.392317, expected=32.000000 predicted=37.542369, expected=32.000000 predicted=36.771630, expected=48.000000 predicted=40.513801, expected=20.000000 predicted=40.417795, expected=28.000000 predicted=33.095427, expected=40.000000 predicted=31.134509, expected=352.000000 predicted=87.414851, expected=124.000000 predicted=122.026581, expected=128.000000 predicted=118.147764, expected=24.000000 predicted=100.184835, expected=68.000000 predicted=117.664124, expected=128.000000 predicted=150.235726, expected=108.000000 predicted=107.267903, expected=52.000000 predicted=81.191440, expected=52.000000 predicted=64.416839, expected=44.000000 predicted=74.767998, expected=44.000000 predicted=72.530170, expected=76.000000 predicted=63.464542, expected=48.000000 predicted=54.754119, expected=28.000000 predicted=45.811987, expected=36.000000 predicted=42.344509, expected=40.000000 predicted=46.410480, expected=24.000000 predicted=42.432745, expected=28.000000 predicted=32.066279, expected=124.000000 predicted=49.152684, expected=120.000000 predicted=71.481545, expected=32.000000 predicted=58.869574, expected=52.000000 predicted=52.928975, expected=68.000000 predicted=71.234610, expected=48.000000 predicted=77.568280, expected=44.000000 predicted=58.583369, expected=36.000000 predicted=44.853693, expected=64.000000 predicted=52.539576, expected=44.000000 predicted=51.812821, expected=48.000000 predicted=46.240094, expected=56.000000 predicted=47.934415, expected=68.000000 predicted=54.148299, expected=32.000000 predicted=51.320116, expected=36.000000 predicted=44.186011, expected=40.000000 predicted=45.791940, expected=60.000000 predicted=50.374456, expected=28.000000 predicted=43.973141, expected=28.000000 predicted=34.596860, expected=16.000000 predicted=32.694811, expected=12.000000 predicted=29.691826, expected=20.000000 predicted=26.476466, expected=40.000000 predicted=25.246965, expected=40.000000 predicted=27.565584, expected=44.000000 predicted=28.749391, expected=96.000000 predicted=44.153741, expected=72.000000 predicted=55.771571, expected=44.000000 predicted=53.682362, expected=80.000000 predicted=60.165965, expected=56.000000 predicted=66.962001, expected=52.000000 predicted=65.441823, expected=28.000000 predicted=52.163409, expected=32.000000 predicted=46.566247, expected=56.000000 predicted=50.911474, expected=32.000000 predicted=43.733617, expected=476.000000 predicted=128.148080, expected=32.000000 predicted=145.801116, expected=32.000000 predicted=94.292883, expected=20.000000 predicted=96.735665, expected=24.000000 predicted=135.428294, expected=52.000000 predicted=136.292795, expected=40.000000 predicted=35.192190, expected=36.000000 predicted=32.901415, expected=28.000000 predicted=31.168109, expected=20.000000 predicted=32.436666, expected=28.000000 predicted=33.332772, expected=24.000000 predicted=29.613819, expected=56.000000 predicted=32.639869, expected=60.000000 predicted=37.784826, expected=56.000000 predicted=41.102371, expected=20.000000 predicted=37.791807, expected=36.000000 predicted=39.061965, expected=28.000000 Test MSE: 2448.022
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514])] predicted=200.066248, expected=244.000000 predicted=230.188937, expected=236.000000 predicted=252.202975, expected=228.000000 predicted=226.537191, expected=64.000000 predicted=199.748563, expected=344.000000 predicted=237.090913, expected=200.000000 predicted=223.578316, expected=296.000000 predicted=238.417700, expected=148.000000 predicted=198.935138, expected=212.000000 predicted=200.033479, expected=196.000000 predicted=236.726813, expected=316.000000 predicted=236.557953, expected=12.000000 predicted=192.811258, expected=360.000000 predicted=206.418708, expected=552.000000 predicted=285.220978, expected=232.000000 predicted=282.985148, expected=368.000000 predicted=293.310161, expected=84.000000 predicted=223.984871, expected=384.000000 predicted=345.785309, expected=256.000000 predicted=329.484874, expected=356.000000 predicted=290.438314, expected=420.000000 predicted=311.347894, expected=68.000000 predicted=239.845730, expected=160.000000 predicted=267.115129, expected=360.000000 predicted=271.491798, expected=268.000000 predicted=297.909755, expected=148.000000 predicted=243.282973, expected=80.000000 predicted=152.846463, expected=808.000000 predicted=323.588321, expected=24.000000 predicted=289.013825, expected=508.000000 predicted=303.423556, expected=52.000000 predicted=229.194022, expected=492.000000 predicted=330.551235, expected=64.000000 predicted=354.341775, expected=176.000000 predicted=205.173155, expected=368.000000 predicted=286.063095, expected=428.000000 predicted=270.335001, expected=264.000000 predicted=310.742528, expected=484.000000 predicted=273.848021, expected=108.000000 predicted=288.578145, expected=556.000000 predicted=370.498526, expected=424.000000 predicted=387.080204, expected=180.000000 predicted=334.448796, expected=224.000000 predicted=317.841037, expected=120.000000 predicted=254.895761, expected=192.000000 predicted=308.480660, expected=164.000000 predicted=232.122699, expected=260.000000 predicted=193.975110, expected=252.000000 predicted=204.895159, expected=320.000000 predicted=213.867256, expected=152.000000 predicted=215.748203, expected=24.000000 predicted=181.402171, expected=248.000000 predicted=208.727114, expected=408.000000 predicted=252.973309, expected=168.000000 predicted=233.923538, expected=292.000000 predicted=198.691880, expected=328.000000 predicted=225.731129, expected=268.000000 predicted=290.147047, expected=388.000000 predicted=314.181459, expected=284.000000 predicted=278.869779, expected=440.000000 predicted=333.415445, expected=276.000000 predicted=327.739548, expected=152.000000 predicted=292.433635, expected=140.000000 predicted=274.780617, expected=16.000000 predicted=219.709002, expected=252.000000 predicted=233.639845, expected=348.000000 predicted=215.466399, expected=88.000000 predicted=167.738955, expected=64.000000 predicted=131.497403, expected=4.000000 predicted=109.129860, expected=-4.000000 predicted=137.583558, expected=172.000000 predicted=134.092471, expected=20.000000 predicted=63.456316, expected=124.000000 predicted=61.310886, expected=944.000000 predicted=219.818782, expected=196.000000 predicted=243.457303, expected=132.000000 predicted=233.838313, expected=264.000000 predicted=224.302880, expected=480.000000 predicted=369.523069, expected=396.000000 predicted=451.653283, expected=436.000000 predicted=306.187126, expected=344.000000 predicted=318.657507, expected=360.000000 predicted=370.925782, expected=44.000000 predicted=340.459720, expected=284.000000 predicted=313.323265, expected=332.000000 predicted=316.316112, expected=244.000000 predicted=283.579512, expected=280.000000 predicted=257.073705, expected=280.000000 predicted=227.805956, expected=372.000000 predicted=303.180262, expected=72.000000 predicted=260.635305, expected=208.000000 predicted=235.313470, expected=40.000000 predicted=206.015753, expected=92.000000 predicted=187.007212, expected=256.000000 predicted=188.838504, expected=160.000000 predicted=141.174807, expected=124.000000 predicted=146.337633, expected=68.000000 predicted=107.282698, expected=400.000000 predicted=186.793781, expected=208.000000 predicted=213.638790, expected=160.000000 predicted=180.798739, expected=180.000000 predicted=172.589339, expected=232.000000 predicted=203.698275, expected=312.000000 predicted=265.042408, expected=200.000000 predicted=214.165158, expected=192.000000 predicted=203.382579, expected=172.000000 predicted=206.995883, expected=348.000000 predicted=249.084804, expected=276.000000 predicted=258.684503, expected=180.000000 predicted=222.240963, expected=392.000000 predicted=252.997836, expected=136.000000 predicted=245.366370, expected=192.000000 predicted=256.531413, expected=108.000000 predicted=208.197181, expected=132.000000 predicted=192.531522, expected=124.000000 predicted=192.225299, expected=220.000000 predicted=155.299033, expected=68.000000 predicted=141.534007, expected=436.000000 predicted=183.007749, expected=212.000000 predicted=197.477312, expected=64.000000 predicted=177.074840, expected=736.000000 predicted=286.346956, expected=600.000000 predicted=358.855657, expected=64.000000 predicted=349.991175, expected=356.000000 predicted=304.649223, expected=244.000000 predicted=323.584921, expected=192.000000 predicted=402.146628, expected=80.000000 predicted=265.702390, expected=468.000000 predicted=231.092891, expected=196.000000 predicted=266.423057, expected=352.000000 predicted=258.898189, expected=44.000000 predicted=204.209874, expected=252.000000 predicted=222.174582, expected=180.000000 predicted=261.402913, expected=20.000000 predicted=174.980327, expected=272.000000 predicted=195.105512, expected=200.000000 predicted=157.377720, expected=592.000000 predicted=269.964573, expected=304.000000 predicted=256.636965, expected=92.000000 predicted=221.255883, expected=348.000000 predicted=287.346150, expected=228.000000 predicted=293.925554, expected=212.000000 predicted=318.845217, expected=504.000000 predicted=284.788565, expected=540.000000 predicted=318.970745, expected=380.000000 predicted=369.999339, expected=92.000000 predicted=298.690223, expected=372.000000 predicted=335.492075, expected=204.000000 predicted=360.786862, expected=136.000000 predicted=305.232339, expected=320.000000 predicted=255.214668, expected=612.000000 predicted=293.683745, expected=200.000000 predicted=313.260801, expected=64.000000 predicted=235.590033, expected=212.000000 predicted=236.823969, expected=508.000000 predicted=337.748379, expected=184.000000 predicted=320.524367, expected=296.000000 predicted=237.391658, expected=568.000000 predicted=293.313039, expected=248.000000 predicted=329.830432, expected=28.000000 predicted=305.754782, expected=244.000000 predicted=248.302151, expected=200.000000 predicted=268.655849, expected=72.000000 predicted=249.291970, expected=372.000000 predicted=202.318941, expected=396.000000 predicted=212.529865, expected=176.000000 predicted=242.748981, expected=132.000000 predicted=212.888955, expected=112.000000 predicted=191.961406, expected=256.000000 predicted=254.562618, expected=444.000000 predicted=274.665669, expected=372.000000 predicted=249.553235, expected=264.000000 predicted=249.867599, expected=356.000000 predicted=284.205079, expected=108.000000 predicted=287.459208, expected=336.000000 predicted=326.147646, expected=176.000000 predicted=271.263372, expected=380.000000 predicted=278.001395, expected=352.000000 predicted=290.787331, expected=600.000000 predicted=323.281954, expected=260.000000 predicted=343.645184, expected=72.000000 predicted=282.416333, expected=180.000000 predicted=301.567209, expected=116.000000 predicted=268.015907, expected=388.000000 predicted=306.814492, expected=400.000000 predicted=246.086744, expected=380.000000 predicted=247.860172, expected=192.000000 predicted=257.880995, expected=160.000000 predicted=250.622884, expected=168.000000 predicted=284.107491, expected=196.000000 predicted=262.596590, expected=88.000000 predicted=207.530937, expected=324.000000 predicted=194.357971, expected=336.000000 predicted=214.725003, expected=64.000000 predicted=188.026317, expected=220.000000 predicted=198.506038, expected=192.000000 predicted=192.277152, expected=96.000000 predicted=214.104364, expected=92.000000 predicted=173.822284, expected=344.000000 predicted=167.593191, expected=232.000000 predicted=202.622166, expected=260.000000 predicted=204.568315, expected=112.000000 predicted=171.854358, expected=240.000000 predicted=203.963469, expected=76.000000 predicted=214.781534, expected=72.000000 predicted=166.792360, expected=296.000000 predicted=187.130002, expected=244.000000 predicted=174.867671, expected=196.000000 predicted=192.516319, expected=116.000000 predicted=151.003296, expected=124.000000 predicted=161.834273, expected=204.000000 predicted=206.027405, expected=128.000000 predicted=174.223882, expected=352.000000 predicted=195.742845, expected=372.000000 predicted=215.278903, expected=148.000000 predicted=209.738098, expected=48.000000 predicted=193.669349, expected=172.000000 predicted=192.542965, expected=64.000000 predicted=203.222189, expected=104.000000 predicted=169.416693, expected=120.000000 predicted=110.660113, expected=416.000000 predicted=160.556891, expected=52.000000 predicted=151.152343, expected=152.000000 predicted=140.867707, expected=88.000000 predicted=141.345614, expected=136.000000 predicted=159.529081, expected=28.000000 predicted=161.951104, expected=56.000000 predicted=79.746795, expected=368.000000 predicted=150.906730, expected=176.000000 predicted=141.787475, expected=84.000000 predicted=136.187475, expected=128.000000 predicted=122.896775, expected=292.000000 predicted=180.321049, expected=164.000000 predicted=216.523430, expected=364.000000 predicted=206.946466, expected=148.000000 predicted=181.710033, expected=84.000000 predicted=184.151902, expected=16.000000 predicted=175.023079, expected=156.000000 predicted=157.538562, expected=132.000000 predicted=169.699007, expected=120.000000 predicted=113.734574, expected=348.000000 predicted=146.560045, expected=136.000000 predicted=138.832217, expected=64.000000 predicted=152.279647, expected=112.000000 predicted=143.004718, expected=136.000000 predicted=150.564896, expected=228.000000 predicted=191.201240, expected=92.000000 predicted=125.821153, expected=196.000000 predicted=132.797697, expected=192.000000 predicted=155.192690, expected=36.000000 predicted=140.503655, expected=132.000000 predicted=149.725404, expected=196.000000 predicted=138.694271, expected=40.000000 predicted=134.490427, expected=300.000000 predicted=159.262676, expected=92.000000 predicted=120.770232, expected=96.000000 predicted=139.919727, expected=180.000000 predicted=151.610316, expected=92.000000 predicted=124.773322, expected=144.000000 predicted=163.196146, expected=316.000000 predicted=154.903620, expected=216.000000 predicted=170.863814, expected=176.000000 predicted=184.794533, expected=212.000000 predicted=180.717735, expected=120.000000 predicted=188.624325, expected=28.000000 predicted=181.837525, expected=108.000000 predicted=145.835566, expected=348.000000 predicted=177.574198, expected=196.000000 predicted=176.661540, expected=56.000000 predicted=133.709202, expected=120.000000 predicted=125.285494, expected=92.000000 predicted=146.541460, expected=296.000000 predicted=207.981048, expected=32.000000 predicted=131.571379, expected=168.000000 predicted=121.701139, expected=224.000000 predicted=152.329914, expected=136.000000 predicted=154.153077, expected=92.000000 predicted=164.354018, expected=192.000000 predicted=131.429050, expected=168.000000 predicted=164.831959, expected=160.000000 predicted=167.735667, expected=212.000000 predicted=158.581089, expected=72.000000 predicted=139.380275, expected=48.000000 predicted=140.179535, expected=240.000000 predicted=154.847378, expected=52.000000 predicted=130.838859, expected=116.000000 predicted=130.535951, expected=8.000000 predicted=79.385268, expected=224.000000 predicted=115.779302, expected=432.000000 predicted=197.833819, expected=92.000000 predicted=143.054772, expected=76.000000 predicted=144.903408, expected=176.000000 predicted=149.536669, expected=24.000000 predicted=171.983732, expected=236.000000 predicted=199.648376, expected=156.000000 predicted=123.125026, expected=96.000000 predicted=122.536195, expected=96.000000 predicted=128.573350, expected=236.000000 predicted=135.436642, expected=96.000000 predicted=157.863872, expected=36.000000 predicted=117.163154, expected=148.000000 predicted=114.326069, expected=124.000000 predicted=121.670025, expected=240.000000 predicted=160.378976, expected=124.000000 predicted=122.599852, expected=192.000000 predicted=136.166795, expected=184.000000 predicted=165.211540, expected=132.000000 predicted=161.409065, expected=172.000000 predicted=178.141761, expected=196.000000 predicted=163.825737, expected=156.000000 predicted=173.215363, expected=92.000000 predicted=153.103947, expected=36.000000 predicted=124.147991, expected=52.000000 predicted=118.213920, expected=168.000000 predicted=126.927760, expected=100.000000 predicted=106.020381, expected=80.000000 predicted=86.768485, expected=280.000000 predicted=117.888390, expected=192.000000 predicted=140.122762, expected=72.000000 predicted=145.921020, expected=124.000000 predicted=132.461413, expected=28.000000 predicted=119.497907, expected=140.000000 predicted=153.232586, expected=292.000000 predicted=153.064343, expected=48.000000 predicted=110.456820, expected=228.000000 predicted=143.477143, expected=176.000000 predicted=138.698309, expected=156.000000 predicted=172.684466, expected=60.000000 predicted=163.159050, expected=216.000000 predicted=141.642506, expected=388.000000 predicted=216.355696, expected=252.000000 predicted=209.014194, expected=84.000000 predicted=180.202162, expected=68.000000 predicted=157.366633, expected=192.000000 predicted=202.693173, expected=72.000000 predicted=191.722617, expected=128.000000 predicted=142.755333, expected=312.000000 predicted=144.168679, expected=108.000000 predicted=138.557088, expected=388.000000 predicted=208.269984, expected=84.000000 predicted=163.532262, expected=64.000000 predicted=171.867807, expected=20.000000 predicted=163.027473, expected=144.000000 predicted=136.512527, expected=236.000000 predicted=181.736293, expected=148.000000 predicted=115.073655, expected=180.000000 predicted=125.575875, expected=60.000000 predicted=114.860911, expected=200.000000 predicted=162.397412, expected=84.000000 predicted=154.396623, expected=52.000000 predicted=120.332814, expected=288.000000 predicted=151.988263, expected=264.000000 predicted=156.661297, expected=36.000000 predicted=151.676838, expected=188.000000 predicted=142.879267, expected=204.000000 predicted=162.467525, expected=84.000000 predicted=185.537845, expected=96.000000 predicted=150.334513, expected=240.000000 predicted=135.970757, expected=160.000000 predicted=165.590169, expected=132.000000 predicted=155.508195, expected=108.000000 predicted=127.214220, expected=156.000000 predicted=144.668439, expected=132.000000 predicted=161.009869, expected=40.000000 predicted=119.959455, expected=132.000000 predicted=117.311485, expected=1348.000000 predicted=358.354743, expected=600.000000 predicted=390.426134, expected=220.000000 predicted=371.457105, expected=260.000000 predicted=371.311867, expected=280.000000 predicted=444.736747, expected=380.000000 predicted=593.838048, expected=248.000000 predicted=347.298698, expected=724.000000 predicted=365.317343, expected=308.000000 predicted=349.986246, expected=436.000000 predicted=390.175501, expected=356.000000 predicted=396.775219, expected=168.000000 predicted=354.722939, expected=52.000000 predicted=354.702711, expected=228.000000 predicted=261.484169, expected=132.000000 predicted=242.239215, expected=108.000000 predicted=186.618562, expected=188.000000 predicted=148.188538, expected=164.000000 predicted=138.616072, expected=268.000000 predicted=191.510177, expected=188.000000 predicted=170.123303, expected=156.000000 predicted=170.599777, expected=160.000000 predicted=183.610795, expected=12.000000 predicted=148.336817, expected=216.000000 predicted=179.175633, expected=344.000000 predicted=190.960473, expected=72.000000 predicted=154.441161, expected=112.000000 predicted=147.817525, expected=416.000000 predicted=192.144262, expected=208.000000 predicted=227.227183, expected=96.000000 predicted=212.351863, expected=124.000000 predicted=155.473984, expected=132.000000 predicted=173.236120, expected=112.000000 predicted=198.064680, expected=204.000000 predicted=154.844860, expected=200.000000 predicted=143.154984, expected=204.000000 predicted=161.833464, expected=44.000000 predicted=138.509008, expected=148.000000 predicted=148.095425, expected=400.000000 predicted=213.736951, expected=64.000000 predicted=170.813871, expected=16.000000 predicted=141.899950, expected=268.000000 predicted=151.461563, expected=84.000000 predicted=157.749011, expected=84.000000 predicted=171.219591, expected=240.000000 predicted=125.034786, expected=72.000000 predicted=113.493304, expected=188.000000 predicted=168.918632, expected=172.000000 predicted=134.009803, expected=484.000000 predicted=216.526034, expected=212.000000 predicted=224.721421, expected=140.000000 predicted=195.243465, expected=148.000000 predicted=212.242414, expected=412.000000 predicted=266.158653, expected=132.000000 predicted=265.398328, expected=116.000000 predicted=190.844589, expected=356.000000 predicted=217.598913, expected=420.000000 Test MSE: 24468.332
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128])] predicted=31.681514, expected=32.000000 predicted=37.124352, expected=40.000000 predicted=36.192006, expected=40.000000 predicted=33.696289, expected=20.000000 predicted=33.448402, expected=56.000000 predicted=36.139527, expected=12.000000 predicted=28.330195, expected=36.000000 predicted=37.465650, expected=28.000000 predicted=31.099132, expected=8.000000 predicted=23.929001, expected=44.000000 predicted=36.631066, expected=68.000000 predicted=31.460869, expected=52.000000 predicted=38.435446, expected=32.000000 predicted=36.815223, expected=20.000000 predicted=32.275917, expected=32.000000 predicted=41.522490, expected=24.000000 predicted=39.833187, expected=52.000000 predicted=39.907205, expected=8.000000 predicted=24.222958, expected=40.000000 predicted=31.593782, expected=44.000000 predicted=32.311681, expected=80.000000 predicted=42.842869, expected=36.000000 predicted=41.089845, expected=4.000000 predicted=30.106602, expected=32.000000 predicted=40.760944, expected=28.000000 predicted=35.867952, expected=44.000000 predicted=44.014340, expected=24.000000 predicted=27.188523, expected=48.000000 predicted=29.375658, expected=16.000000 predicted=28.558824, expected=32.000000 predicted=33.106308, expected=40.000000 predicted=35.046597, expected=12.000000 predicted=25.436865, expected=16.000000 predicted=30.239156, expected=48.000000 predicted=27.878169, expected=24.000000 predicted=26.435908, expected=24.000000 predicted=29.633327, expected=52.000000 predicted=29.319790, expected=32.000000 predicted=28.385071, expected=24.000000 predicted=35.608619, expected=68.000000 predicted=39.297637, expected=48.000000 predicted=36.796195, expected=28.000000 predicted=42.567978, expected=48.000000 predicted=41.882567, expected=16.000000 predicted=32.839796, expected=28.000000 predicted=43.921609, expected=20.000000 predicted=31.552555, expected=28.000000 predicted=28.340601, expected=60.000000 predicted=37.677894, expected=24.000000 predicted=24.563970, expected=40.000000 predicted=35.124747, expected=4.000000 predicted=24.073847, expected=44.000000 predicted=35.912407, expected=16.000000 predicted=31.167516, expected=56.000000 predicted=33.761030, expected=52.000000 predicted=35.215130, expected=16.000000 predicted=25.682438, expected=12.000000 predicted=33.798819, expected=84.000000 predicted=41.329207, expected=56.000000 predicted=43.916128, expected=28.000000 predicted=42.219218, expected=28.000000 predicted=34.967368, expected=52.000000 predicted=40.241676, expected=28.000000 predicted=47.719991, expected=32.000000 predicted=40.454761, expected=68.000000 predicted=40.651245, expected=36.000000 predicted=35.814046, expected=56.000000 predicted=48.959450, expected=56.000000 predicted=43.346839, expected=72.000000 predicted=52.128353, expected=60.000000 predicted=58.404190, expected=28.000000 predicted=47.147250, expected=56.000000 predicted=57.103970, expected=64.000000 predicted=55.318129, expected=40.000000 predicted=53.553227, expected=76.000000 predicted=58.506302, expected=48.000000 predicted=45.986092, expected=40.000000 predicted=54.208216, expected=16.000000 predicted=46.832173, expected=64.000000 predicted=49.718964, expected=8.000000 predicted=40.163472, expected=16.000000 predicted=35.434727, expected=52.000000 predicted=35.536610, expected=32.000000 predicted=26.662828, expected=16.000000 predicted=34.990330, expected=40.000000 predicted=27.027279, expected=44.000000 predicted=30.422710, expected=24.000000 predicted=35.224638, expected=84.000000 predicted=44.697323, expected=36.000000 predicted=32.793335, expected=68.000000 predicted=52.412357, expected=12.000000 predicted=39.660379, expected=12.000000 predicted=37.370601, expected=44.000000 predicted=48.861780, expected=48.000000 predicted=35.580772, expected=60.000000 predicted=45.760865, expected=52.000000 predicted=34.840028, expected=40.000000 predicted=38.357332, expected=32.000000 predicted=44.893770, expected=16.000000 predicted=40.006187, expected=12.000000 predicted=37.108848, expected=24.000000 predicted=32.045845, expected=32.000000 predicted=27.676980, expected=44.000000 predicted=28.505626, expected=76.000000 predicted=35.168345, expected=32.000000 predicted=30.507642, expected=16.000000 predicted=35.337605, expected=72.000000 predicted=47.470906, expected=72.000000 predicted=49.592305, expected=132.000000 predicted=74.898630, expected=240.000000 predicted=102.020565, expected=40.000000 predicted=70.149345, expected=40.000000 predicted=99.612365, expected=116.000000 predicted=102.719477, expected=72.000000 predicted=102.969238, expected=36.000000 predicted=110.390084, expected=56.000000 predicted=59.134825, expected=52.000000 predicted=55.899927, expected=104.000000 predicted=82.947679, expected=28.000000 predicted=52.461202, expected=8.000000 predicted=45.963363, expected=60.000000 predicted=54.406168, expected=16.000000 predicted=38.255569, expected=36.000000 predicted=52.236148, expected=64.000000 predicted=36.275027, expected=36.000000 predicted=30.838120, expected=24.000000 predicted=41.906277, expected=48.000000 predicted=36.484546, expected=88.000000 predicted=50.748985, expected=60.000000 predicted=52.613720, expected=32.000000 predicted=46.265545, expected=44.000000 predicted=47.275680, expected=28.000000 predicted=45.950062, expected=96.000000 predicted=67.830833, expected=76.000000 predicted=53.963201, expected=60.000000 predicted=54.682118, expected=24.000000 predicted=50.180999, expected=52.000000 predicted=54.553964, expected=56.000000 predicted=62.788524, expected=84.000000 predicted=63.830513, expected=64.000000 predicted=55.712930, expected=16.000000 predicted=42.897562, expected=64.000000 predicted=59.942425, expected=36.000000 predicted=48.294959, expected=24.000000 predicted=51.665439, expected=56.000000 predicted=48.176495, expected=64.000000 predicted=40.064242, expected=48.000000 predicted=49.765936, expected=16.000000 predicted=37.714947, expected=36.000000 predicted=40.229095, expected=48.000000 predicted=45.229230, expected=40.000000 predicted=43.601145, expected=24.000000 predicted=35.737053, expected=80.000000 predicted=43.464039, expected=36.000000 predicted=37.722358, expected=36.000000 predicted=46.445807, expected=60.000000 predicted=46.792785, expected=52.000000 predicted=43.647000, expected=60.000000 predicted=58.459939, expected=76.000000 predicted=53.132895, expected=56.000000 predicted=52.596009, expected=88.000000 predicted=68.811463, expected=8.000000 predicted=47.662713, expected=44.000000 predicted=60.313169, expected=36.000000 predicted=50.140177, expected=64.000000 predicted=52.611135, expected=40.000000 predicted=48.965487, expected=24.000000 predicted=32.416635, expected=24.000000 predicted=38.565985, expected=16.000000 predicted=32.089458, expected=20.000000 predicted=34.556788, expected=72.000000 predicted=38.035055, expected=40.000000 predicted=28.510862, expected=28.000000 predicted=33.254479, expected=4.000000 predicted=25.557790, expected=20.000000 predicted=29.809627, expected=56.000000 predicted=42.604094, expected=16.000000 predicted=24.753145, expected=28.000000 predicted=28.304171, expected=4.000000 predicted=15.981931, expected=20.000000 predicted=24.769057, expected=12.000000 predicted=24.361531, expected=12.000000 predicted=15.393778, expected=28.000000 predicted=19.681193, expected=4.000000 predicted=9.670666, expected=28.000000 predicted=20.320612, expected=44.000000 predicted=21.001109, expected=32.000000 predicted=22.578419, expected=8.000000 predicted=22.880818, expected=56.000000 predicted=30.387757, expected=44.000000 predicted=32.048501, expected=28.000000 predicted=36.013123, expected=20.000000 predicted=30.809094, expected=48.000000 predicted=33.056515, expected=24.000000 predicted=35.513507, expected=48.000000 predicted=39.348213, expected=8.000000 predicted=24.735227, expected=8.000000 predicted=25.734042, expected=12.000000 predicted=26.101450, expected=44.000000 predicted=26.139704, expected=36.000000 predicted=27.426976, expected=40.000000 predicted=24.423797, expected=20.000000 predicted=22.858787, expected=56.000000 predicted=35.625313, expected=20.000000 predicted=32.530628, expected=32.000000 predicted=36.176705, expected=56.000000 predicted=39.024411, expected=108.000000 predicted=50.368249, expected=28.000000 predicted=43.995898, expected=16.000000 predicted=42.064279, expected=20.000000 predicted=40.580600, expected=24.000000 predicted=41.714048, expected=32.000000 predicted=45.992215, expected=8.000000 predicted=19.672580, expected=60.000000 predicted=30.812348, expected=4.000000 predicted=17.916327, expected=48.000000 predicted=34.093945, expected=20.000000 predicted=25.330404, expected=44.000000 predicted=30.676777, expected=52.000000 predicted=40.792354, expected=40.000000 predicted=30.538916, expected=56.000000 predicted=45.928051, expected=44.000000 predicted=38.881257, expected=8.000000 predicted=37.780094, expected=36.000000 predicted=42.929661, expected=56.000000 predicted=40.228141, expected=44.000000 predicted=41.261109, expected=84.000000 predicted=50.136281, expected=40.000000 predicted=36.638529, expected=8.000000 predicted=41.762811, expected=48.000000 predicted=50.398803, expected=36.000000 predicted=40.202795, expected=32.000000 predicted=46.152517, expected=40.000000 predicted=35.501786, expected=32.000000 predicted=28.815408, expected=64.000000 predicted=45.706207, expected=64.000000 predicted=43.548019, expected=72.000000 predicted=50.498635, expected=12.000000 predicted=41.363471, expected=16.000000 predicted=42.565217, expected=44.000000 predicted=47.802948, expected=40.000000 predicted=42.308193, expected=32.000000 predicted=39.866407, expected=40.000000 predicted=29.676340, expected=40.000000 predicted=32.837639, expected=24.000000 predicted=35.872600, expected=84.000000 predicted=48.690200, expected=40.000000 predicted=37.360447, expected=56.000000 predicted=49.784451, expected=36.000000 predicted=43.500286, expected=64.000000 predicted=50.108790, expected=72.000000 predicted=61.558346, expected=48.000000 predicted=49.680193, expected=36.000000 predicted=51.912262, expected=52.000000 predicted=50.455030, expected=4.000000 predicted=42.380679, expected=12.000000 predicted=41.678276, expected=52.000000 predicted=37.608879, expected=48.000000 predicted=33.168077, expected=44.000000 predicted=38.153630, expected=64.000000 predicted=36.273102, expected=92.000000 predicted=50.499370, expected=24.000000 predicted=47.959095, expected=4.000000 predicted=45.335655, expected=48.000000 predicted=47.854372, expected=12.000000 predicted=37.231150, expected=32.000000 predicted=44.189611, expected=72.000000 predicted=34.529704, expected=92.000000 predicted=41.483562, expected=28.000000 predicted=43.217977, expected=8.000000 predicted=36.790410, expected=44.000000 predicted=45.764970, expected=12.000000 predicted=40.125652, expected=40.000000 predicted=46.732852, expected=36.000000 predicted=27.116655, expected=36.000000 predicted=27.312842, expected=12.000000 predicted=29.389290, expected=24.000000 predicted=25.848711, expected=12.000000 predicted=25.690715, expected=8.000000 predicted=22.068575, expected=36.000000 predicted=25.307489, expected=32.000000 predicted=18.890451, expected=36.000000 predicted=25.954163, expected=44.000000 predicted=27.547237, expected=60.000000 predicted=34.741454, expected=20.000000 predicted=34.130354, expected=8.000000 predicted=32.312529, expected=32.000000 predicted=34.412032, expected=12.000000 predicted=27.212021, expected=16.000000 predicted=29.225384, expected=12.000000 predicted=16.132889, expected=28.000000 predicted=18.006335, expected=32.000000 predicted=23.370660, expected=24.000000 predicted=19.417882, expected=44.000000 predicted=27.430048, expected=56.000000 predicted=31.606178, expected=48.000000 predicted=37.487066, expected=20.000000 predicted=34.716002, expected=16.000000 predicted=32.576452, expected=60.000000 predicted=43.939647, expected=52.000000 predicted=41.980722, expected=24.000000 predicted=36.589296, expected=52.000000 predicted=38.937260, expected=28.000000 predicted=32.386490, expected=8.000000 predicted=37.728992, expected=4.000000 predicted=29.264499, expected=4.000000 predicted=18.446244, expected=32.000000 predicted=26.504725, expected=16.000000 predicted=14.912781, expected=20.000000 predicted=14.786322, expected=20.000000 predicted=14.635867, expected=4.000000 predicted=12.588039, expected=40.000000 predicted=26.584038, expected=32.000000 predicted=19.991567, expected=52.000000 predicted=30.395488, expected=24.000000 predicted=25.503317, expected=28.000000 predicted=28.032682, expected=24.000000 predicted=32.660888, expected=28.000000 predicted=31.016220, expected=20.000000 predicted=30.560943, expected=12.000000 predicted=21.725012, expected=28.000000 predicted=24.940310, expected=12.000000 predicted=18.676703, expected=56.000000 predicted=31.063998, expected=36.000000 predicted=24.545985, expected=12.000000 predicted=23.305546, expected=28.000000 predicted=30.067312, expected=20.000000 predicted=23.243234, expected=52.000000 predicted=39.466457, expected=28.000000 predicted=27.721277, expected=8.000000 predicted=22.147873, expected=24.000000 predicted=27.773377, expected=40.000000 predicted=27.947867, expected=28.000000 predicted=31.144204, expected=56.000000 predicted=34.245155, expected=36.000000 predicted=27.513533, expected=32.000000 predicted=35.021657, expected=40.000000 predicted=39.235443, expected=12.000000 predicted=29.676773, expected=28.000000 predicted=37.663378, expected=16.000000 predicted=25.792709, expected=40.000000 predicted=30.654393, expected=40.000000 predicted=30.353618, expected=24.000000 predicted=24.202762, expected=12.000000 predicted=25.766243, expected=20.000000 predicted=24.169049, expected=40.000000 predicted=31.462583, expected=40.000000 predicted=30.536464, expected=44.000000 predicted=30.818910, expected=132.000000 predicted=54.516880, expected=408.000000 predicted=152.214963, expected=72.000000 predicted=86.037891, expected=44.000000 predicted=125.523587, expected=20.000000 predicted=101.844861, expected=84.000000 predicted=127.353467, expected=60.000000 predicted=144.894221, expected=24.000000 predicted=48.477191, expected=8.000000 predicted=37.647475, expected=20.000000 predicted=33.013324, expected=20.000000 predicted=36.793112, expected=12.000000 predicted=24.748800, expected=40.000000 predicted=24.798589, expected=32.000000 predicted=20.621749, expected=24.000000 predicted=24.027910, expected=48.000000 predicted=32.406041, expected=16.000000 predicted=23.259392, expected=20.000000 predicted=30.676447, expected=12.000000 predicted=23.727177, expected=44.000000 predicted=30.067278, expected=16.000000 predicted=24.229410, expected=40.000000 predicted=27.664421, expected=32.000000 predicted=26.392126, expected=20.000000 predicted=24.453310, expected=28.000000 predicted=31.809453, expected=40.000000 predicted=29.415562, expected=56.000000 predicted=38.830377, expected=32.000000 predicted=32.692415, expected=52.000000 predicted=40.037221, expected=12.000000 predicted=30.573486, expected=4.000000 predicted=30.226607, expected=20.000000 predicted=31.172174, expected=32.000000 predicted=25.827077, expected=60.000000 predicted=36.236129, expected=36.000000 predicted=25.446042, expected=24.000000 predicted=27.019275, expected=84.000000 predicted=48.990283, expected=44.000000 predicted=41.003242, expected=52.000000 predicted=52.846965, expected=16.000000 predicted=37.642067, expected=32.000000 predicted=40.375681, expected=52.000000 predicted=50.436440, expected=24.000000 predicted=33.341687, expected=16.000000 predicted=32.379460, expected=20.000000 predicted=25.364412, expected=48.000000 predicted=34.396730, expected=12.000000 predicted=25.810594, expected=16.000000 predicted=23.328730, expected=28.000000 predicted=23.736996, expected=40.000000 predicted=27.743429, expected=12.000000 predicted=24.426664, expected=72.000000 predicted=37.214547, expected=16.000000 predicted=23.438515, expected=40.000000 predicted=37.255683, expected=32.000000 predicted=34.761478, expected=32.000000 predicted=31.321764, expected=44.000000 predicted=43.179546, expected=52.000000 predicted=36.059022, expected=36.000000 predicted=38.053802, expected=40.000000 predicted=39.610152, expected=16.000000 predicted=32.578327, expected=44.000000 predicted=41.224768, expected=56.000000 predicted=42.859195, expected=24.000000 predicted=32.553776, expected=24.000000 predicted=34.638871, expected=40.000000 predicted=33.796769, expected=20.000000 predicted=31.670129, expected=12.000000 Test MSE: 957.121
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293])] predicted=23.337609, expected=60.000000 predicted=38.163071, expected=12.000000 predicted=26.318264, expected=12.000000 predicted=18.053500, expected=20.000000 predicted=25.733084, expected=12.000000 predicted=19.712477, expected=92.000000 predicted=56.050073, expected=48.000000 predicted=39.407156, expected=32.000000 predicted=28.708524, expected=44.000000 predicted=38.351209, expected=56.000000 predicted=47.166486, expected=52.000000 predicted=58.311938, expected=16.000000 predicted=33.334915, expected=64.000000 predicted=47.473527, expected=48.000000 predicted=49.518464, expected=44.000000 predicted=45.774515, expected=56.000000 predicted=49.868370, expected=32.000000 predicted=37.737691, expected=24.000000 predicted=39.016146, expected=68.000000 predicted=52.552086, expected=68.000000 predicted=56.460085, expected=116.000000 predicted=77.754617, expected=44.000000 predicted=53.028732, expected=48.000000 predicted=49.019851, expected=76.000000 predicted=72.264674, expected=76.000000 predicted=74.951009, expected=64.000000 predicted=72.706538, expected=76.000000 predicted=64.929961, expected=80.000000 predicted=71.722218, expected=96.000000 predicted=83.695433, expected=64.000000 predicted=72.832998, expected=68.000000 predicted=70.088959, expected=68.000000 predicted=73.792194, expected=92.000000 predicted=83.027029, expected=36.000000 predicted=63.587762, expected=100.000000 predicted=76.222506, expected=108.000000 predicted=89.917874, expected=32.000000 predicted=60.544512, expected=36.000000 predicted=58.185510, expected=28.000000 predicted=47.028231, expected=44.000000 predicted=58.529616, expected=128.000000 predicted=88.331158, expected=120.000000 predicted=80.574660, expected=128.000000 predicted=89.200356, expected=68.000000 predicted=71.121011, expected=68.000000 predicted=76.491105, expected=40.000000 predicted=80.640452, expected=84.000000 predicted=89.701987, expected=76.000000 predicted=86.535202, expected=60.000000 predicted=64.001244, expected=76.000000 predicted=68.630863, expected=28.000000 predicted=48.815863, expected=16.000000 predicted=44.749065, expected=44.000000 predicted=51.023486, expected=40.000000 predicted=47.640523, expected=40.000000 predicted=44.880509, expected=72.000000 predicted=48.360347, expected=56.000000 predicted=46.276286, expected=36.000000 predicted=42.506974, expected=36.000000 predicted=40.552816, expected=32.000000 predicted=40.706752, expected=12.000000 predicted=35.645880, expected=60.000000 predicted=47.332779, expected=24.000000 predicted=33.247337, expected=28.000000 predicted=29.786091, expected=40.000000 predicted=34.047607, expected=12.000000 predicted=22.760963, expected=32.000000 predicted=34.690706, expected=4.000000 predicted=17.787848, expected=24.000000 predicted=23.437235, expected=36.000000 predicted=30.817030, expected=28.000000 predicted=24.451940, expected=40.000000 predicted=30.974193, expected=8.000000 predicted=16.060506, expected=28.000000 predicted=25.608972, expected=28.000000 predicted=29.709046, expected=32.000000 predicted=29.977130, expected=48.000000 predicted=36.933315, expected=48.000000 predicted=34.951359, expected=40.000000 predicted=36.860106, expected=16.000000 predicted=27.102740, expected=16.000000 predicted=26.222077, expected=64.000000 predicted=48.481624, expected=56.000000 predicted=49.566693, expected=60.000000 predicted=46.939791, expected=12.000000 predicted=24.747099, expected=24.000000 predicted=28.932710, expected=28.000000 predicted=40.586610, expected=20.000000 predicted=33.931169, expected=32.000000 predicted=33.083400, expected=56.000000 predicted=35.865415, expected=56.000000 predicted=42.433367, expected=68.000000 predicted=48.881113, expected=40.000000 predicted=40.052691, expected=8.000000 predicted=28.655489, expected=16.000000 predicted=32.645804, expected=12.000000 predicted=31.018445, expected=32.000000 predicted=36.383213, expected=36.000000 predicted=30.852024, expected=36.000000 predicted=25.743940, expected=48.000000 predicted=33.332357, expected=36.000000 predicted=31.918817, expected=16.000000 predicted=26.957959, expected=40.000000 predicted=35.473553, expected=44.000000 predicted=40.931739, expected=92.000000 predicted=62.690098, expected=48.000000 predicted=46.943955, expected=64.000000 predicted=47.493551, expected=60.000000 predicted=55.643736, expected=52.000000 predicted=56.878470, expected=48.000000 predicted=59.505307, expected=76.000000 predicted=62.707383, expected=68.000000 predicted=65.937422, expected=36.000000 predicted=49.826561, expected=36.000000 predicted=44.276561, expected=52.000000 predicted=52.464332, expected=36.000000 predicted=51.253757, expected=56.000000 predicted=52.062918, expected=48.000000 predicted=44.881755, expected=64.000000 predicted=52.171960, expected=56.000000 predicted=53.582618, expected=44.000000 predicted=46.314377, expected=56.000000 predicted=53.760131, expected=60.000000 predicted=56.670517, expected=32.000000 predicted=47.585805, expected=80.000000 predicted=61.210841, expected=8.000000 predicted=36.881935, expected=96.000000 predicted=63.581397, expected=28.000000 predicted=50.859683, expected=72.000000 predicted=51.909187, expected=28.000000 predicted=50.660069, expected=56.000000 predicted=42.602340, expected=68.000000 predicted=67.009237, expected=92.000000 predicted=65.869340, expected=108.000000 predicted=83.220298, expected=68.000000 predicted=65.205512, expected=36.000000 predicted=54.407794, expected=52.000000 predicted=61.904144, expected=56.000000 predicted=71.234131, expected=52.000000 predicted=66.345090, expected=52.000000 predicted=53.510175, expected=60.000000 predicted=51.945697, expected=20.000000 predicted=41.436726, expected=24.000000 predicted=35.996108, expected=12.000000 predicted=31.534839, expected=4.000000 predicted=24.278631, expected=32.000000 predicted=30.911489, expected=40.000000 predicted=30.140161, expected=32.000000 predicted=27.270314, expected=48.000000 predicted=30.349080, expected=28.000000 predicted=27.614872, expected=20.000000 predicted=27.496722, expected=24.000000 predicted=29.372513, expected=48.000000 predicted=38.666619, expected=40.000000 predicted=40.453708, expected=44.000000 predicted=35.336497, expected=8.000000 predicted=21.948482, expected=12.000000 predicted=20.323554, expected=20.000000 predicted=28.960574, expected=28.000000 predicted=29.984744, expected=52.000000 predicted=37.602971, expected=56.000000 predicted=36.524095, expected=64.000000 predicted=43.017891, expected=36.000000 predicted=37.474596, expected=12.000000 predicted=27.630968, expected=16.000000 predicted=31.419260, expected=8.000000 predicted=29.166342, expected=24.000000 predicted=30.979260, expected=36.000000 predicted=29.685399, expected=52.000000 predicted=32.939981, expected=16.000000 predicted=21.953723, expected=36.000000 predicted=24.201191, expected=16.000000 predicted=26.182937, expected=12.000000 predicted=23.370949, expected=28.000000 predicted=29.555408, expected=40.000000 predicted=30.456442, expected=20.000000 predicted=26.417917, expected=4.000000 predicted=11.886433, expected=12.000000 predicted=14.077923, expected=40.000000 predicted=31.078929, expected=16.000000 predicted=25.672005, expected=32.000000 predicted=21.516276, expected=20.000000 predicted=18.701509, expected=36.000000 predicted=26.761445, expected=40.000000 predicted=35.868343, expected=12.000000 predicted=20.947816, expected=36.000000 predicted=28.586536, expected=24.000000 predicted=27.832801, expected=32.000000 predicted=31.206445, expected=36.000000 predicted=33.130238, expected=16.000000 predicted=21.783524, expected=20.000000 predicted=24.031471, expected=32.000000 predicted=28.229723, expected=20.000000 predicted=26.750464, expected=32.000000 predicted=27.885959, expected=32.000000 predicted=26.814488, expected=8.000000 predicted=18.891098, expected=32.000000 predicted=25.962969, expected=12.000000 predicted=21.273874, expected=16.000000 predicted=20.470775, expected=24.000000 predicted=22.665356, expected=12.000000 predicted=15.902836, expected=44.000000 predicted=29.470023, expected=16.000000 predicted=20.786941, expected=56.000000 predicted=32.606205, expected=20.000000 predicted=28.157773, expected=28.000000 predicted=24.174202, expected=8.000000 predicted=23.752815, expected=24.000000 predicted=23.044572, expected=40.000000 predicted=37.303378, expected=24.000000 predicted=25.824611, expected=40.000000 predicted=28.903851, expected=24.000000 predicted=24.419237, expected=32.000000 predicted=29.241464, expected=32.000000 predicted=33.165326, expected=32.000000 predicted=30.864791, expected=32.000000 predicted=32.668069, expected=36.000000 predicted=31.787531, expected=52.000000 predicted=40.686584, expected=16.000000 predicted=29.600888, expected=12.000000 predicted=21.081458, expected=40.000000 predicted=33.008430, expected=40.000000 predicted=39.506459, expected=16.000000 predicted=28.313388, expected=8.000000 predicted=13.621680, expected=12.000000 predicted=16.706731, expected=12.000000 predicted=22.212244, expected=16.000000 predicted=20.005485, expected=36.000000 predicted=22.552450, expected=36.000000 predicted=25.139865, expected=40.000000 predicted=27.824678, expected=40.000000 predicted=30.350487, expected=44.000000 predicted=35.540787, expected=16.000000 predicted=29.798204, expected=16.000000 predicted=24.945481, expected=16.000000 predicted=26.152474, expected=8.000000 predicted=21.792536, expected=24.000000 predicted=23.808829, expected=32.000000 predicted=23.906970, expected=56.000000 predicted=34.593538, expected=28.000000 predicted=27.776949, expected=40.000000 predicted=27.935954, expected=24.000000 predicted=29.988607, expected=12.000000 predicted=25.354360, expected=16.000000 predicted=27.009094, expected=24.000000 predicted=25.480426, expected=36.000000 predicted=31.706117, expected=28.000000 predicted=25.841342, expected=24.000000 predicted=20.953693, expected=36.000000 predicted=27.691856, expected=20.000000 predicted=26.504397, expected=48.000000 predicted=35.949406, expected=32.000000 predicted=33.436348, expected=24.000000 predicted=26.804187, expected=36.000000 predicted=32.210098, expected=8.000000 predicted=22.733125, expected=24.000000 predicted=27.194214, expected=48.000000 predicted=36.006473, expected=40.000000 predicted=35.782909, expected=16.000000 predicted=24.322936, expected=12.000000 predicted=15.373448, expected=12.000000 predicted=21.038551, expected=44.000000 predicted=36.795164, expected=28.000000 predicted=31.191783, expected=36.000000 predicted=25.346902, expected=48.000000 predicted=32.680358, expected=16.000000 predicted=25.661853, expected=8.000000 predicted=21.688549, expected=8.000000 predicted=18.367552, expected=16.000000 predicted=23.263588, expected=32.000000 predicted=29.083145, expected=52.000000 predicted=31.935239, expected=60.000000 predicted=37.648061, expected=24.000000 predicted=26.396027, expected=20.000000 predicted=22.936522, expected=24.000000 predicted=30.737630, expected=20.000000 predicted=33.597360, expected=28.000000 predicted=32.755001, expected=44.000000 predicted=32.280582, expected=32.000000 predicted=29.852311, expected=32.000000 predicted=28.303769, expected=12.000000 predicted=21.264321, expected=44.000000 predicted=33.738315, expected=28.000000 predicted=35.491379, expected=56.000000 predicted=39.717424, expected=28.000000 predicted=32.997885, expected=40.000000 predicted=31.066958, expected=36.000000 predicted=38.666813, expected=44.000000 predicted=39.598818, expected=48.000000 predicted=46.037180, expected=36.000000 predicted=36.989874, expected=44.000000 predicted=40.456810, expected=32.000000 predicted=37.687954, expected=20.000000 predicted=32.201874, expected=16.000000 predicted=28.053523, expected=28.000000 predicted=29.914278, expected=44.000000 predicted=38.242572, expected=12.000000 predicted=23.808627, expected=64.000000 predicted=35.612330, expected=32.000000 predicted=34.889799, expected=36.000000 predicted=33.020491, expected=24.000000 predicted=31.363623, expected=32.000000 predicted=30.151238, expected=24.000000 predicted=36.387225, expected=16.000000 predicted=24.148932, expected=32.000000 predicted=28.713946, expected=52.000000 predicted=37.827718, expected=60.000000 predicted=45.167830, expected=16.000000 predicted=26.935427, expected=40.000000 predicted=29.333677, expected=68.000000 predicted=52.262283, expected=24.000000 predicted=43.085070, expected=28.000000 predicted=33.565528, expected=32.000000 predicted=30.779377, expected=76.000000 predicted=55.530153, expected=36.000000 predicted=48.639796, expected=44.000000 predicted=35.136813, expected=32.000000 predicted=36.324081, expected=4.000000 predicted=26.932428, expected=32.000000 predicted=37.754752, expected=44.000000 predicted=39.234793, expected=40.000000 predicted=38.379833, expected=32.000000 predicted=29.791658, expected=48.000000 predicted=32.813611, expected=52.000000 predicted=45.027552, expected=28.000000 predicted=37.899970, expected=60.000000 predicted=45.135351, expected=44.000000 predicted=45.359780, expected=40.000000 predicted=43.420246, expected=24.000000 predicted=36.097135, expected=8.000000 predicted=24.497891, expected=8.000000 predicted=26.164852, expected=40.000000 predicted=33.870657, expected=24.000000 predicted=29.551681, expected=40.000000 predicted=27.264702, expected=64.000000 predicted=38.242320, expected=40.000000 predicted=36.402625, expected=24.000000 predicted=31.680472, expected=28.000000 predicted=30.062757, expected=16.000000 predicted=31.181534, expected=44.000000 predicted=41.550579, expected=80.000000 predicted=53.954073, expected=104.000000 predicted=66.888950, expected=16.000000 predicted=36.428082, expected=20.000000 predicted=24.978840, expected=40.000000 predicted=46.605765, expected=32.000000 predicted=52.748280, expected=44.000000 predicted=50.882663, expected=68.000000 predicted=43.758979, expected=92.000000 predicted=60.882220, expected=32.000000 predicted=45.293237, expected=64.000000 predicted=48.833006, expected=44.000000 predicted=53.420806, expected=52.000000 predicted=57.989604, expected=64.000000 predicted=64.639933, expected=48.000000 predicted=48.861338, expected=68.000000 predicted=59.597073, expected=104.000000 predicted=74.546272, expected=56.000000 predicted=64.227229, expected=24.000000 predicted=45.341797, expected=44.000000 predicted=48.295396, expected=76.000000 predicted=70.427499, expected=72.000000 predicted=74.940843, expected=76.000000 predicted=62.273759, expected=88.000000 predicted=64.780042, expected=28.000000 predicted=50.933338, expected=36.000000 predicted=51.702788, expected=48.000000 predicted=57.524448, expected=48.000000 predicted=58.173846, expected=68.000000 predicted=62.664204, expected=164.000000 predicted=91.947159, expected=64.000000 predicted=70.795166, expected=24.000000 predicted=43.955734, expected=28.000000 predicted=45.849413, expected=4.000000 predicted=45.953528, expected=40.000000 predicted=69.297266, expected=48.000000 predicted=46.630651, expected=40.000000 predicted=34.005865, expected=36.000000 predicted=31.322585, expected=28.000000 predicted=25.532039, expected=20.000000 predicted=30.804210, expected=20.000000 predicted=30.389626, expected=68.000000 predicted=46.914049, expected=36.000000 predicted=39.168266, expected=44.000000 predicted=35.030712, expected=28.000000 predicted=29.614099, expected=24.000000 predicted=29.409891, expected=12.000000 predicted=33.058721, expected=32.000000 predicted=30.880513, expected=20.000000 predicted=29.181805, expected=32.000000 predicted=27.144252, expected=32.000000 predicted=27.507519, expected=32.000000 predicted=26.136911, expected=12.000000 predicted=22.563325, expected=44.000000 predicted=30.448156, expected=24.000000 predicted=30.433389, expected=68.000000 predicted=44.305232, expected=56.000000 predicted=45.875083, expected=32.000000 predicted=31.965821, expected=44.000000 predicted=41.144651, expected=60.000000 predicted=48.249633, expected=28.000000 predicted=47.277350, expected=20.000000 predicted=33.896747, expected=24.000000 predicted=29.483575, expected=16.000000 predicted=30.031362, expected=52.000000 predicted=43.778042, expected=36.000000 predicted=33.835117, expected=12.000000 predicted=20.035073, expected=12.000000 predicted=17.896418, expected=32.000000 predicted=26.677611, expected=32.000000 predicted=36.382986, expected=28.000000 predicted=28.203971, expected=48.000000 predicted=30.362998, expected=28.000000 predicted=27.562600, expected=16.000000 predicted=24.958994, expected=40.000000 predicted=32.994213, expected=20.000000 predicted=28.629755, expected=24.000000 predicted=30.036060, expected=12.000000 predicted=20.053962, expected=32.000000 predicted=24.707284, expected=24.000000 predicted=28.841148, expected=24.000000 predicted=22.439488, expected=32.000000 predicted=26.297150, expected=8.000000 predicted=16.513035, expected=32.000000 predicted=26.878698, expected=32.000000 predicted=28.581953, expected=32.000000 predicted=28.686839, expected=12.000000 predicted=21.323610, expected=12.000000 predicted=14.445879, expected=28.000000 predicted=26.871054, expected=12.000000 Test MSE: 400.975
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401])] predicted=15.933083, expected=24.000000 predicted=23.869494, expected=24.000000 predicted=27.287096, expected=20.000000 predicted=14.646386, expected=8.000000 predicted=17.253120, expected=20.000000 predicted=16.026347, expected=36.000000 predicted=25.582968, expected=28.000000 predicted=23.750132, expected=24.000000 predicted=23.265934, expected=52.000000 predicted=30.711415, expected=12.000000 predicted=21.374540, expected=32.000000 predicted=33.083740, expected=20.000000 predicted=26.020636, expected=8.000000 predicted=18.861493, expected=20.000000 predicted=29.729939, expected=28.000000 predicted=19.398126, expected=44.000000 predicted=31.348353, expected=12.000000 predicted=19.236307, expected=48.000000 predicted=29.254270, expected=16.000000 predicted=22.754595, expected=4.000000 predicted=20.001079, expected=40.000000 predicted=35.107432, expected=40.000000 predicted=24.861317, expected=52.000000 predicted=41.634179, expected=32.000000 predicted=29.044947, expected=32.000000 predicted=27.175492, expected=16.000000 predicted=31.308831, expected=20.000000 predicted=29.937571, expected=12.000000 predicted=28.141076, expected=32.000000 predicted=27.296221, expected=28.000000 predicted=26.151912, expected=44.000000 predicted=28.326867, expected=12.000000 predicted=20.835723, expected=20.000000 predicted=21.066477, expected=4.000000 predicted=20.005501, expected=12.000000 predicted=18.527645, expected=44.000000 predicted=32.796495, expected=40.000000 predicted=23.753096, expected=12.000000 predicted=19.775775, expected=12.000000 predicted=16.050637, expected=24.000000 predicted=20.665345, expected=20.000000 predicted=26.755674, expected=24.000000 predicted=26.651230, expected=48.000000 predicted=27.640261, expected=48.000000 predicted=30.096364, expected=16.000000 predicted=25.468131, expected=8.000000 predicted=21.799934, expected=36.000000 predicted=29.840682, expected=4.000000 predicted=23.526773, expected=24.000000 predicted=29.218049, expected=48.000000 predicted=28.071722, expected=44.000000 predicted=26.124459, expected=28.000000 predicted=32.481180, expected=24.000000 predicted=22.913983, expected=20.000000 predicted=26.167324, expected=24.000000 predicted=32.407319, expected=24.000000 predicted=29.843467, expected=68.000000 predicted=40.343727, expected=48.000000 predicted=35.412379, expected=20.000000 predicted=28.042241, expected=20.000000 predicted=29.717017, expected=8.000000 predicted=21.954024, expected=20.000000 predicted=35.448629, expected=12.000000 predicted=24.392151, expected=16.000000 predicted=16.658923, expected=4.000000 predicted=12.460019, expected=20.000000 predicted=13.736191, expected=20.000000 predicted=17.302350, expected=12.000000 predicted=12.715532, expected=72.000000 predicted=35.939649, expected=32.000000 predicted=22.104687, expected=28.000000 predicted=28.933844, expected=32.000000 predicted=31.121623, expected=44.000000 predicted=31.341586, expected=36.000000 predicted=46.170310, expected=28.000000 predicted=32.063785, expected=32.000000 predicted=32.177929, expected=84.000000 predicted=51.002266, expected=24.000000 predicted=36.443837, expected=8.000000 predicted=30.274009, expected=32.000000 predicted=33.806166, expected=24.000000 predicted=27.699472, expected=28.000000 predicted=42.926853, expected=20.000000 predicted=22.909373, expected=60.000000 predicted=32.432713, expected=28.000000 predicted=30.287970, expected=20.000000 predicted=26.951803, expected=16.000000 predicted=26.368275, expected=16.000000 predicted=20.910537, expected=32.000000 predicted=35.804283, expected=20.000000 predicted=22.227565, expected=40.000000 predicted=27.821047, expected=24.000000 predicted=22.718046, expected=48.000000 predicted=31.866070, expected=32.000000 predicted=32.528092, expected=16.000000 predicted=24.164676, expected=8.000000 predicted=26.107959, expected=12.000000 predicted=19.556715, expected=36.000000 predicted=32.069020, expected=28.000000 predicted=25.004651, expected=16.000000 predicted=18.329421, expected=4.000000 predicted=12.738458, expected=20.000000 predicted=17.614460, expected=52.000000 predicted=34.062841, expected=52.000000 predicted=33.893999, expected=40.000000 predicted=31.017429, expected=4.000000 predicted=18.106338, expected=36.000000 predicted=32.230006, expected=20.000000 predicted=32.655558, expected=32.000000 predicted=34.730972, expected=12.000000 predicted=24.893192, expected=28.000000 predicted=19.651660, expected=12.000000 predicted=22.906801, expected=24.000000 predicted=21.329014, expected=52.000000 predicted=34.665764, expected=76.000000 predicted=39.754770, expected=100.000000 predicted=59.326920, expected=60.000000 predicted=48.074478, expected=52.000000 predicted=52.482237, expected=36.000000 predicted=53.540035, expected=24.000000 predicted=50.687003, expected=28.000000 predicted=53.642354, expected=32.000000 predicted=40.198053, expected=44.000000 predicted=41.145998, expected=28.000000 predicted=31.754012, expected=36.000000 predicted=31.986087, expected=32.000000 predicted=31.973858, expected=24.000000 predicted=29.516276, expected=8.000000 predicted=26.052985, expected=48.000000 predicted=34.233065, expected=52.000000 predicted=38.342553, expected=28.000000 predicted=30.767049, expected=16.000000 predicted=26.255351, expected=12.000000 predicted=18.778113, expected=36.000000 predicted=35.377866, expected=40.000000 predicted=36.904736, expected=88.000000 predicted=50.021584, expected=52.000000 predicted=39.329678, expected=24.000000 predicted=31.435411, expected=64.000000 predicted=53.151256, expected=24.000000 predicted=37.662293, expected=72.000000 predicted=66.046869, expected=68.000000 predicted=56.154787, expected=104.000000 predicted=64.141854, expected=84.000000 predicted=74.096091, expected=4.000000 predicted=36.851122, expected=16.000000 predicted=50.251231, expected=48.000000 predicted=54.120643, expected=8.000000 predicted=43.407865, expected=28.000000 predicted=42.267733, expected=44.000000 predicted=26.200951, expected=56.000000 predicted=35.491044, expected=52.000000 predicted=45.626987, expected=20.000000 predicted=25.701494, expected=28.000000 predicted=33.651770, expected=4.000000 predicted=26.314016, expected=24.000000 predicted=33.044270, expected=16.000000 predicted=26.763413, expected=60.000000 predicted=34.146363, expected=8.000000 predicted=20.099790, expected=4.000000 predicted=12.351581, expected=24.000000 predicted=23.848529, expected=20.000000 predicted=18.358673, expected=44.000000 predicted=38.481596, expected=52.000000 predicted=30.026465, expected=68.000000 predicted=39.106797, expected=28.000000 predicted=33.663710, expected=20.000000 predicted=30.014393, expected=12.000000 predicted=30.966405, expected=16.000000 predicted=30.272364, expected=12.000000 predicted=29.776238, expected=88.000000 predicted=46.515329, expected=104.000000 predicted=56.630551, expected=8.000000 predicted=24.686793, expected=12.000000 predicted=29.708764, expected=20.000000 predicted=27.493931, expected=16.000000 predicted=41.215850, expected=28.000000 predicted=46.456227, expected=20.000000 predicted=16.129869, expected=56.000000 predicted=32.172699, expected=32.000000 predicted=27.658952, expected=16.000000 predicted=22.208720, expected=8.000000 predicted=21.984570, expected=12.000000 predicted=18.648839, expected=24.000000 predicted=30.431484, expected=8.000000 predicted=16.731729, expected=4.000000 predicted=10.663992, expected=32.000000 predicted=18.812011, expected=8.000000 predicted=11.115830, expected=24.000000 predicted=20.888801, expected=16.000000 predicted=14.208409, expected=4.000000 predicted=8.744037, expected=32.000000 predicted=26.206652, expected=24.000000 predicted=17.049776, expected=20.000000 predicted=20.888951, expected=40.000000 predicted=27.209354, expected=8.000000 predicted=13.151705, expected=12.000000 predicted=21.791752, expected=16.000000 predicted=19.507700, expected=28.000000 predicted=21.992447, expected=56.000000 predicted=38.364339, expected=4.000000 predicted=12.816836, expected=24.000000 predicted=22.384391, expected=24.000000 predicted=22.716781, expected=12.000000 predicted=20.709377, expected=8.000000 predicted=24.716736, expected=8.000000 predicted=9.682435, expected=60.000000 predicted=33.921564, expected=12.000000 predicted=17.931820, expected=16.000000 predicted=17.995997, expected=8.000000 predicted=13.779797, expected=8.000000 predicted=12.601718, expected=8.000000 predicted=23.454323, expected=12.000000 predicted=11.080450, expected=32.000000 predicted=19.649163, expected=20.000000 predicted=14.691092, expected=32.000000 predicted=20.953283, expected=32.000000 predicted=22.684320, expected=4.000000 predicted=14.526117, expected=8.000000 predicted=19.869043, expected=8.000000 predicted=14.606427, expected=24.000000 predicted=21.999255, expected=12.000000 predicted=17.013233, expected=12.000000 predicted=10.331429, expected=20.000000 predicted=14.715894, expected=8.000000 predicted=10.658463, expected=32.000000 predicted=23.485113, expected=16.000000 predicted=15.241991, expected=24.000000 predicted=19.136180, expected=4.000000 predicted=13.959370, expected=4.000000 predicted=10.140680, expected=28.000000 predicted=23.498830, expected=12.000000 predicted=13.469581, expected=24.000000 predicted=20.227814, expected=12.000000 predicted=11.508691, expected=16.000000 predicted=13.654036, expected=16.000000 predicted=19.238306, expected=12.000000 predicted=13.497841, expected=32.000000 predicted=23.645563, expected=8.000000 predicted=12.571091, expected=8.000000 predicted=13.597165, expected=20.000000 predicted=17.138691, expected=4.000000 predicted=10.138850, expected=12.000000 predicted=16.981788, expected=12.000000 predicted=10.377717, expected=48.000000 predicted=24.417888, expected=44.000000 predicted=28.543943, expected=16.000000 predicted=17.528482, expected=12.000000 predicted=18.887538, expected=36.000000 predicted=27.127144, expected=40.000000 predicted=36.941235, expected=32.000000 predicted=33.194348, expected=36.000000 predicted=28.916005, expected=20.000000 predicted=23.272142, expected=8.000000 predicted=23.986437, expected=20.000000 predicted=26.862984, expected=20.000000 predicted=23.094421, expected=24.000000 predicted=24.721939, expected=24.000000 predicted=20.879437, expected=12.000000 predicted=14.320044, expected=12.000000 predicted=17.068131, expected=40.000000 predicted=26.830694, expected=20.000000 predicted=21.187768, expected=32.000000 predicted=26.437988, expected=16.000000 predicted=18.369232, expected=16.000000 predicted=18.701213, expected=20.000000 predicted=25.759281, expected=8.000000 predicted=15.450699, expected=28.000000 predicted=24.679533, expected=20.000000 predicted=17.862181, expected=12.000000 predicted=15.558222, expected=20.000000 predicted=19.145356, expected=8.000000 predicted=11.855138, expected=20.000000 predicted=20.469614, expected=16.000000 predicted=16.501393, expected=8.000000 predicted=11.804958, expected=16.000000 predicted=16.139835, expected=20.000000 predicted=14.736849, expected=28.000000 predicted=21.166152, expected=32.000000 predicted=22.754066, expected=12.000000 predicted=15.088685, expected=16.000000 predicted=18.735626, expected=28.000000 predicted=23.536460, expected=16.000000 predicted=20.952837, expected=4.000000 predicted=16.644484, expected=36.000000 predicted=22.658622, expected=16.000000 predicted=17.033421, expected=16.000000 predicted=20.278837, expected=20.000000 predicted=18.329375, expected=64.000000 predicted=32.741760, expected=60.000000 predicted=42.181125, expected=8.000000 predicted=21.599390, expected=8.000000 predicted=21.936659, expected=36.000000 predicted=31.190682, expected=24.000000 predicted=34.971031, expected=8.000000 predicted=25.991876, expected=40.000000 predicted=24.713423, expected=12.000000 predicted=15.215289, expected=20.000000 predicted=25.080750, expected=16.000000 predicted=19.641280, expected=28.000000 predicted=20.180019, expected=4.000000 predicted=18.752033, expected=16.000000 predicted=15.642794, expected=28.000000 predicted=21.423969, expected=8.000000 predicted=13.390963, expected=16.000000 predicted=19.085253, expected=56.000000 predicted=28.203476, expected=40.000000 predicted=27.856126, expected=20.000000 predicted=26.301871, expected=12.000000 predicted=19.178191, expected=36.000000 predicted=29.022135, expected=24.000000 predicted=32.721176, expected=28.000000 predicted=29.664980, expected=44.000000 predicted=31.156183, expected=48.000000 predicted=32.506272, expected=28.000000 predicted=32.976959, expected=8.000000 predicted=23.094355, expected=24.000000 predicted=28.289716, expected=32.000000 predicted=32.673029, expected=16.000000 predicted=26.489335, expected=48.000000 predicted=33.539908, expected=12.000000 predicted=16.508842, expected=4.000000 predicted=18.047892, expected=60.000000 predicted=38.904472, expected=40.000000 predicted=28.271873, expected=40.000000 predicted=38.975546, expected=8.000000 predicted=19.647127, expected=12.000000 predicted=19.143506, expected=32.000000 predicted=36.838372, expected=32.000000 predicted=30.009941, expected=36.000000 predicted=31.786252, expected=24.000000 predicted=21.228880, expected=20.000000 predicted=22.036440, expected=16.000000 predicted=24.606398, expected=72.000000 predicted=44.248102, expected=72.000000 predicted=47.096075, expected=20.000000 predicted=29.662770, expected=60.000000 predicted=46.122314, expected=28.000000 predicted=33.619353, expected=24.000000 predicted=44.817943, expected=12.000000 predicted=35.951217, expected=32.000000 predicted=28.325719, expected=24.000000 predicted=32.950817, expected=28.000000 predicted=26.271339, expected=28.000000 predicted=25.601704, expected=24.000000 predicted=22.099185, expected=12.000000 predicted=22.390719, expected=28.000000 predicted=25.405264, expected=28.000000 predicted=25.687971, expected=120.000000 predicted=61.013872, expected=216.000000 predicted=109.227326, expected=156.000000 predicted=99.534936, expected=232.000000 predicted=158.362090, expected=192.000000 predicted=153.141679, expected=172.000000 predicted=171.170408, expected=44.000000 predicted=130.697344, expected=12.000000 predicted=81.382453, expected=68.000000 predicted=108.594899, expected=4.000000 predicted=56.219269, expected=40.000000 predicted=64.401514, expected=52.000000 predicted=43.419981, expected=84.000000 predicted=56.934541, expected=8.000000 predicted=35.072758, expected=28.000000 predicted=28.620100, expected=8.000000 predicted=21.958809, expected=4.000000 predicted=18.090833, expected=28.000000 predicted=34.215580, expected=12.000000 predicted=12.148395, expected=44.000000 predicted=32.501884, expected=8.000000 predicted=13.543570, expected=36.000000 predicted=25.646444, expected=20.000000 predicted=23.411417, expected=16.000000 predicted=17.824282, expected=24.000000 predicted=26.904680, expected=28.000000 predicted=21.996596, expected=32.000000 predicted=30.282896, expected=28.000000 predicted=26.367799, expected=16.000000 predicted=19.882043, expected=8.000000 predicted=15.917746, expected=24.000000 predicted=22.450371, expected=24.000000 predicted=23.497519, expected=52.000000 predicted=37.777139, expected=44.000000 predicted=35.385671, expected=24.000000 predicted=26.015862, expected=24.000000 predicted=27.618111, expected=20.000000 predicted=23.711591, expected=12.000000 predicted=23.451862, expected=32.000000 predicted=30.168868, expected=32.000000 predicted=27.461331, expected=28.000000 predicted=26.978092, expected=8.000000 predicted=16.559225, expected=20.000000 predicted=18.735199, expected=72.000000 predicted=48.070899, expected=28.000000 predicted=31.821686, expected=24.000000 predicted=29.673590, expected=20.000000 predicted=21.910790, expected=20.000000 predicted=22.114112, expected=28.000000 predicted=34.652279, expected=28.000000 predicted=26.563280, expected=8.000000 predicted=16.452512, expected=12.000000 predicted=15.863091, expected=36.000000 predicted=26.499629, expected=36.000000 predicted=30.041770, expected=20.000000 predicted=24.229635, expected=24.000000 predicted=22.044016, expected=12.000000 predicted=16.162152, expected=16.000000 predicted=21.009094, expected=44.000000 predicted=34.109460, expected=36.000000 predicted=29.910819, expected=28.000000 predicted=28.643521, expected=8.000000 predicted=16.214517, expected=4.000000 predicted=12.189807, expected=28.000000 predicted=26.576661, expected=16.000000 predicted=19.811107, expected=4.000000 predicted=12.584771, expected=16.000000 predicted=13.418850, expected=16.000000 predicted=12.661388, expected=16.000000 predicted=17.579480, expected=8.000000 predicted=11.582330, expected=20.000000 Test MSE: 552.585
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001])] predicted=16.341306, expected=20.000000 predicted=23.767971, expected=4.000000 predicted=23.106083, expected=8.000000 predicted=19.832816, expected=12.000000 predicted=13.927386, expected=24.000000 predicted=15.819380, expected=4.000000 predicted=12.495473, expected=12.000000 predicted=8.572427, expected=12.000000 predicted=10.618923, expected=28.000000 predicted=17.749945, expected=20.000000 predicted=18.824566, expected=16.000000 predicted=12.494805, expected=12.000000 predicted=13.846012, expected=12.000000 predicted=15.165931, expected=8.000000 predicted=17.672324, expected=24.000000 predicted=18.036806, expected=12.000000 predicted=14.472070, expected=12.000000 predicted=12.622389, expected=12.000000 predicted=11.960803, expected=12.000000 predicted=12.492815, expected=12.000000 predicted=15.983129, expected=4.000000 predicted=9.799867, expected=4.000000 predicted=8.829749, expected=28.000000 predicted=14.750393, expected=4.000000 predicted=10.754653, expected=12.000000 predicted=10.507735, expected=8.000000 predicted=7.221138, expected=16.000000 predicted=11.935695, expected=8.000000 predicted=15.205765, expected=16.000000 predicted=9.939325, expected=40.000000 predicted=19.289363, expected=8.000000 predicted=13.675434, expected=12.000000 predicted=14.511706, expected=4.000000 predicted=10.350267, expected=8.000000 predicted=15.461511, expected=16.000000 predicted=20.638241, expected=16.000000 predicted=11.486740, expected=40.000000 predicted=18.792857, expected=8.000000 predicted=11.599874, expected=4.000000 predicted=10.889860, expected=20.000000 predicted=16.209891, expected=8.000000 predicted=16.952176, expected=16.000000 predicted=21.369347, expected=32.000000 predicted=15.189318, expected=32.000000 predicted=18.471296, expected=28.000000 predicted=22.430117, expected=8.000000 predicted=14.588234, expected=8.000000 predicted=17.083832, expected=12.000000 predicted=21.804509, expected=32.000000 predicted=26.149931, expected=28.000000 predicted=23.180815, expected=12.000000 predicted=13.311318, expected=24.000000 predicted=16.008617, expected=16.000000 predicted=18.510091, expected=32.000000 predicted=27.907586, expected=32.000000 predicted=25.884547, expected=24.000000 predicted=21.214541, expected=12.000000 predicted=20.440454, expected=12.000000 predicted=18.432444, expected=4.000000 predicted=20.286421, expected=16.000000 predicted=20.676588, expected=24.000000 predicted=19.119899, expected=8.000000 predicted=12.236557, expected=24.000000 predicted=14.445424, expected=12.000000 predicted=11.703122, expected=8.000000 predicted=14.886925, expected=20.000000 predicted=17.473093, expected=12.000000 predicted=13.325118, expected=20.000000 predicted=18.482990, expected=28.000000 predicted=16.914351, expected=16.000000 predicted=15.592903, expected=8.000000 predicted=15.545719, expected=4.000000 predicted=11.631348, expected=24.000000 predicted=19.458278, expected=4.000000 predicted=16.489266, expected=16.000000 predicted=13.237965, expected=24.000000 predicted=12.937990, expected=20.000000 predicted=14.843004, expected=28.000000 predicted=20.931214, expected=12.000000 predicted=13.083418, expected=24.000000 predicted=20.040105, expected=12.000000 predicted=19.437911, expected=16.000000 predicted=19.222685, expected=8.000000 predicted=17.163582, expected=20.000000 predicted=15.892855, expected=28.000000 predicted=21.067517, expected=16.000000 predicted=16.111746, expected=4.000000 predicted=12.472029, expected=16.000000 predicted=13.118072, expected=20.000000 predicted=19.501130, expected=20.000000 predicted=20.895726, expected=16.000000 predicted=14.746248, expected=16.000000 predicted=12.563172, expected=16.000000 predicted=16.848678, expected=16.000000 predicted=17.957164, expected=8.000000 predicted=15.135423, expected=32.000000 predicted=19.279442, expected=8.000000 predicted=15.260712, expected=32.000000 predicted=19.921499, expected=24.000000 predicted=18.967829, expected=16.000000 predicted=17.862291, expected=16.000000 predicted=21.208607, expected=28.000000 predicted=19.568408, expected=8.000000 predicted=22.008915, expected=4.000000 predicted=15.323328, expected=24.000000 predicted=16.592129, expected=24.000000 predicted=19.744651, expected=8.000000 predicted=17.493122, expected=12.000000 predicted=10.417948, expected=8.000000 predicted=10.562486, expected=16.000000 predicted=18.217882, expected=16.000000 predicted=16.478532, expected=4.000000 predicted=9.132202, expected=8.000000 predicted=9.806064, expected=4.000000 predicted=8.329393, expected=4.000000 predicted=10.118407, expected=16.000000 predicted=11.224773, expected=20.000000 predicted=10.278535, expected=36.000000 predicted=16.653606, expected=12.000000 predicted=11.777904, expected=8.000000 predicted=11.144438, expected=8.000000 predicted=14.264378, expected=8.000000 predicted=16.687959, expected=8.000000 predicted=17.726365, expected=8.000000 predicted=9.246330, expected=4.000000 predicted=6.877178, expected=20.000000 predicted=10.686094, expected=20.000000 predicted=12.358462, expected=12.000000 predicted=11.191986, expected=24.000000 predicted=13.611339, expected=20.000000 predicted=14.729503, expected=24.000000 predicted=20.984693, expected=32.000000 predicted=22.638638, expected=36.000000 predicted=24.232382, expected=12.000000 predicted=22.196646, expected=20.000000 predicted=21.491360, expected=12.000000 predicted=21.261299, expected=4.000000 predicted=20.698986, expected=20.000000 predicted=21.286682, expected=4.000000 predicted=11.471489, expected=16.000000 predicted=14.844962, expected=16.000000 predicted=12.017444, expected=12.000000 predicted=11.166345, expected=8.000000 predicted=12.630607, expected=20.000000 predicted=11.915342, expected=4.000000 predicted=12.432977, expected=12.000000 predicted=12.673157, expected=32.000000 predicted=16.483334, expected=4.000000 predicted=11.978729, expected=12.000000 predicted=13.879297, expected=28.000000 predicted=13.877335, expected=20.000000 predicted=18.931722, expected=8.000000 predicted=18.431856, expected=8.000000 predicted=9.254540, expected=8.000000 predicted=12.997254, expected=20.000000 predicted=19.555984, expected=8.000000 predicted=13.258926, expected=12.000000 predicted=10.035367, expected=8.000000 predicted=9.029468, expected=16.000000 predicted=12.363098, expected=32.000000 predicted=19.447255, expected=4.000000 predicted=11.119885, expected=8.000000 predicted=11.157238, expected=12.000000 predicted=11.173609, expected=32.000000 predicted=21.129311, expected=28.000000 predicted=23.471429, expected=16.000000 predicted=13.393547, expected=16.000000 predicted=14.643562, expected=12.000000 predicted=16.935843, expected=12.000000 predicted=21.458786, expected=12.000000 predicted=17.865341, expected=24.000000 predicted=17.137116, expected=28.000000 predicted=18.999354, expected=8.000000 predicted=13.761678, expected=12.000000 predicted=13.456585, expected=8.000000 predicted=13.386833, expected=24.000000 predicted=20.963525, expected=16.000000 predicted=18.517416, expected=24.000000 predicted=15.167610, expected=12.000000 predicted=13.717539, expected=12.000000 predicted=13.869894, expected=8.000000 predicted=16.002758, expected=12.000000 predicted=14.734656, expected=4.000000 predicted=13.281558, expected=8.000000 predicted=9.712100, expected=8.000000 predicted=9.117008, expected=16.000000 predicted=10.554736, expected=12.000000 predicted=10.604704, expected=36.000000 predicted=15.390221, expected=8.000000 predicted=12.131793, expected=12.000000 predicted=12.746054, expected=8.000000 predicted=13.190558, expected=32.000000 predicted=20.448671, expected=8.000000 predicted=20.114859, expected=20.000000 predicted=13.588360, expected=4.000000 predicted=11.186124, expected=16.000000 predicted=14.219621, expected=12.000000 predicted=18.178003, expected=40.000000 predicted=19.025117, expected=20.000000 predicted=19.240177, expected=8.000000 predicted=11.936729, expected=12.000000 predicted=15.180918, expected=24.000000 predicted=19.729489, expected=16.000000 predicted=24.531009, expected=24.000000 predicted=18.455025, expected=24.000000 predicted=16.411373, expected=8.000000 predicted=15.376235, expected=16.000000 predicted=18.723654, expected=8.000000 predicted=15.077004, expected=4.000000 predicted=15.135973, expected=28.000000 predicted=18.437834, expected=24.000000 predicted=15.553700, expected=20.000000 predicted=16.885834, expected=12.000000 predicted=12.312287, expected=12.000000 predicted=13.204266, expected=4.000000 predicted=17.456797, expected=4.000000 predicted=13.995222, expected=12.000000 predicted=13.010334, expected=32.000000 predicted=16.208013, expected=32.000000 predicted=18.056335, expected=4.000000 predicted=9.783954, expected=28.000000 predicted=15.374212, expected=28.000000 predicted=21.913014, expected=12.000000 predicted=24.128644, expected=8.000000 predicted=18.493852, expected=32.000000 predicted=17.686576, expected=8.000000 predicted=20.536430, expected=24.000000 predicted=21.204823, expected=8.000000 predicted=12.884238, expected=16.000000 predicted=14.778817, expected=4.000000 predicted=16.906431, expected=32.000000 predicted=16.591897, expected=8.000000 predicted=16.552266, expected=12.000000 predicted=11.589633, expected=8.000000 predicted=12.334258, expected=12.000000 predicted=11.358815, expected=12.000000 predicted=17.741931, expected=20.000000 predicted=12.426411, expected=24.000000 predicted=15.523945, expected=16.000000 predicted=13.750964, expected=32.000000 predicted=19.154594, expected=8.000000 predicted=15.755184, expected=24.000000 predicted=20.648449, expected=28.000000 predicted=23.328299, expected=12.000000 predicted=18.780984, expected=12.000000 predicted=20.077044, expected=12.000000 predicted=13.538726, expected=4.000000 predicted=16.142353, expected=8.000000 predicted=15.194454, expected=24.000000 predicted=13.995302, expected=32.000000 predicted=17.841474, expected=20.000000 predicted=16.018171, expected=20.000000 predicted=14.188352, expected=8.000000 predicted=14.298043, expected=12.000000 predicted=19.425058, expected=12.000000 predicted=19.996941, expected=20.000000 predicted=17.568874, expected=24.000000 predicted=18.223792, expected=4.000000 predicted=10.633271, expected=20.000000 predicted=14.498361, expected=20.000000 predicted=16.462295, expected=16.000000 predicted=18.393194, expected=8.000000 predicted=15.420752, expected=24.000000 predicted=13.957186, expected=12.000000 predicted=17.237706, expected=8.000000 predicted=14.737975, expected=8.000000 predicted=12.070058, expected=12.000000 predicted=11.530010, expected=4.000000 predicted=13.258621, expected=8.000000 predicted=9.080085, expected=8.000000 predicted=7.956464, expected=20.000000 predicted=11.367015, expected=12.000000 predicted=11.273544, expected=16.000000 predicted=10.122791, expected=20.000000 predicted=13.296318, expected=8.000000 predicted=12.007455, expected=20.000000 predicted=17.093883, expected=20.000000 predicted=15.911704, expected=20.000000 predicted=17.807540, expected=8.000000 predicted=15.195792, expected=12.000000 predicted=12.449272, expected=16.000000 predicted=17.061961, expected=8.000000 predicted=14.867784, expected=12.000000 predicted=13.850414, expected=12.000000 predicted=10.656082, expected=8.000000 predicted=11.182374, expected=24.000000 predicted=15.377867, expected=20.000000 predicted=13.958253, expected=12.000000 predicted=13.582943, expected=16.000000 predicted=13.950018, expected=20.000000 predicted=15.506092, expected=20.000000 predicted=20.422171, expected=24.000000 predicted=19.649329, expected=16.000000 predicted=16.266818, expected=8.000000 predicted=15.338039, expected=8.000000 predicted=15.344596, expected=16.000000 predicted=16.823163, expected=32.000000 predicted=21.662895, expected=16.000000 predicted=16.247181, expected=8.000000 predicted=11.318142, expected=8.000000 predicted=11.465938, expected=4.000000 predicted=13.508377, expected=36.000000 predicted=23.866471, expected=32.000000 predicted=20.006507, expected=28.000000 predicted=17.868048, expected=12.000000 predicted=14.587463, expected=20.000000 predicted=17.489386, expected=12.000000 predicted=24.938066, expected=20.000000 predicted=23.547038, expected=16.000000 predicted=19.887439, expected=8.000000 predicted=13.120946, expected=8.000000 predicted=13.932794, expected=16.000000 predicted=13.695336, expected=16.000000 predicted=16.145441, expected=4.000000 predicted=11.078010, expected=12.000000 predicted=9.701003, expected=28.000000 predicted=15.189311, expected=12.000000 predicted=15.179433, expected=8.000000 predicted=12.267272, expected=16.000000 predicted=11.147617, expected=20.000000 predicted=16.530596, expected=16.000000 predicted=19.210426, expected=8.000000 predicted=11.723817, expected=4.000000 predicted=9.557739, expected=16.000000 predicted=14.554205, expected=12.000000 predicted=14.721875, expected=4.000000 predicted=10.250550, expected=24.000000 predicted=12.081261, expected=32.000000 predicted=16.062368, expected=12.000000 predicted=15.868765, expected=12.000000 predicted=13.329614, expected=16.000000 predicted=13.710397, expected=16.000000 predicted=20.200207, expected=16.000000 predicted=20.317832, expected=16.000000 predicted=14.131656, expected=12.000000 predicted=13.620708, expected=4.000000 predicted=12.322931, expected=16.000000 predicted=14.306557, expected=4.000000 predicted=11.554868, expected=28.000000 predicted=16.236758, expected=12.000000 predicted=12.465976, expected=28.000000 predicted=14.653004, expected=32.000000 predicted=20.663394, expected=44.000000 predicted=23.726253, expected=28.000000 predicted=28.074196, expected=4.000000 predicted=17.880025, expected=20.000000 predicted=24.927716, expected=40.000000 predicted=32.116556, expected=12.000000 predicted=27.636546, expected=8.000000 predicted=17.801910, expected=16.000000 predicted=13.635021, expected=4.000000 predicted=16.317460, expected=12.000000 predicted=19.983512, expected=8.000000 predicted=10.065243, expected=28.000000 predicted=14.421865, expected=32.000000 predicted=19.112680, expected=20.000000 predicted=14.793420, expected=12.000000 predicted=15.274069, expected=16.000000 predicted=16.355504, expected=4.000000 predicted=18.711412, expected=8.000000 predicted=17.684626, expected=20.000000 predicted=15.977170, expected=8.000000 predicted=11.323642, expected=16.000000 predicted=13.094483, expected=16.000000 predicted=10.823235, expected=12.000000 predicted=12.215693, expected=8.000000 predicted=13.532585, expected=20.000000 predicted=13.323580, expected=32.000000 predicted=19.873197, expected=12.000000 predicted=15.777610, expected=16.000000 predicted=14.817342, expected=4.000000 predicted=11.770476, expected=8.000000 predicted=15.519063, expected=28.000000 predicted=21.968352, expected=28.000000 predicted=17.710220, expected=8.000000 predicted=13.741627, expected=12.000000 predicted=11.074112, expected=8.000000 predicted=12.849818, expected=12.000000 predicted=18.473839, expected=12.000000 predicted=16.208463, expected=16.000000 predicted=11.457460, expected=32.000000 predicted=17.379498, expected=32.000000 predicted=18.778930, expected=20.000000 predicted=18.305553, expected=8.000000 predicted=15.536383, expected=36.000000 predicted=24.507116, expected=16.000000 predicted=25.146658, expected=8.000000 predicted=20.301092, expected=16.000000 predicted=17.083110, expected=36.000000 predicted=20.966708, expected=24.000000 predicted=25.919840, expected=4.000000 predicted=14.056984, expected=20.000000 predicted=15.891964, expected=8.000000 predicted=16.603079, expected=4.000000 predicted=18.371181, expected=16.000000 predicted=15.380668, expected=32.000000 predicted=15.421769, expected=24.000000 predicted=18.983718, expected=24.000000 predicted=16.318166, expected=8.000000 predicted=12.942623, expected=8.000000 predicted=16.384760, expected=20.000000 predicted=22.466910, expected=4.000000 predicted=15.202470, expected=20.000000 predicted=16.913813, expected=8.000000 predicted=10.015804, expected=8.000000 predicted=10.155582, expected=4.000000 predicted=11.201702, expected=12.000000 predicted=8.962437, expected=12.000000 predicted=12.940139, expected=20.000000 predicted=11.691423, expected=12.000000 predicted=10.528440, expected=12.000000 predicted=10.114387, expected=8.000000 predicted=11.600940, expected=16.000000 Test MSE: 90.765
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966])] predicted=110.987379, expected=72.000000 predicted=124.346436, expected=80.000000 predicted=117.010275, expected=180.000000 predicted=108.450740, expected=132.000000 predicted=117.433827, expected=116.000000 predicted=107.102735, expected=100.000000 predicted=94.933245, expected=128.000000 predicted=119.785705, expected=76.000000 predicted=127.442173, expected=120.000000 predicted=112.264872, expected=96.000000 predicted=106.987926, expected=120.000000 predicted=110.053125, expected=48.000000 predicted=93.698994, expected=128.000000 predicted=93.765757, expected=140.000000 predicted=118.915800, expected=68.000000 predicted=103.638326, expected=88.000000 predicted=86.693493, expected=124.000000 predicted=95.037557, expected=68.000000 predicted=110.991743, expected=116.000000 predicted=101.578221, expected=88.000000 predicted=88.729091, expected=76.000000 predicted=92.800923, expected=68.000000 predicted=86.082978, expected=108.000000 predicted=88.252264, expected=136.000000 predicted=110.389299, expected=108.000000 predicted=101.375331, expected=112.000000 predicted=93.787946, expected=112.000000 predicted=100.089554, expected=92.000000 predicted=110.481408, expected=84.000000 predicted=105.782186, expected=144.000000 predicted=111.853634, expected=144.000000 predicted=125.227230, expected=132.000000 predicted=120.712447, expected=108.000000 predicted=106.678270, expected=96.000000 predicted=107.769762, expected=100.000000 predicted=120.383509, expected=88.000000 predicted=114.617631, expected=128.000000 predicted=114.144737, expected=132.000000 predicted=114.853426, expected=168.000000 predicted=124.137365, expected=116.000000 predicted=118.544117, expected=136.000000 predicted=118.771883, expected=132.000000 predicted=131.969473, expected=96.000000 predicted=129.749780, expected=120.000000 predicted=127.233243, expected=136.000000 predicted=125.341607, expected=104.000000 predicted=125.330777, expected=120.000000 predicted=115.468033, expected=112.000000 predicted=111.258420, expected=124.000000 predicted=121.965957, expected=80.000000 predicted=111.209864, expected=128.000000 predicted=108.937032, expected=96.000000 predicted=112.270998, expected=112.000000 predicted=110.655038, expected=84.000000 predicted=101.240983, expected=84.000000 predicted=92.994387, expected=88.000000 predicted=99.325168, expected=68.000000 predicted=89.241955, expected=136.000000 predicted=100.904089, expected=124.000000 predicted=104.820430, expected=112.000000 predicted=102.470539, expected=96.000000 predicted=93.905268, expected=84.000000 predicted=94.807204, expected=104.000000 predicted=111.581372, expected=100.000000 predicted=108.537273, expected=92.000000 predicted=99.896460, expected=136.000000 predicted=103.100306, expected=204.000000 predicted=130.813823, expected=116.000000 predicted=129.245449, expected=72.000000 predicted=100.074791, expected=200.000000 predicted=127.782364, expected=92.000000 predicted=148.287437, expected=156.000000 predicted=147.038372, expected=164.000000 predicted=128.720091, expected=184.000000 predicted=149.637866, expected=92.000000 predicted=146.023056, expected=120.000000 predicted=117.855780, expected=212.000000 predicted=161.441990, expected=92.000000 predicted=155.717184, expected=88.000000 predicted=122.741973, expected=96.000000 predicted=101.279101, expected=128.000000 predicted=131.626902, expected=88.000000 predicted=129.551663, expected=120.000000 predicted=99.489558, expected=136.000000 predicted=109.618784, expected=48.000000 predicted=99.337589, expected=104.000000 predicted=97.741198, expected=124.000000 predicted=105.462127, expected=128.000000 predicted=122.198409, expected=88.000000 predicted=103.844703, expected=92.000000 predicted=85.205881, expected=112.000000 predicted=107.081365, expected=64.000000 predicted=103.783201, expected=132.000000 predicted=105.714713, expected=132.000000 predicted=108.189341, expected=136.000000 predicted=116.324988, expected=88.000000 predicted=103.841529, expected=72.000000 predicted=90.349686, expected=148.000000 predicted=121.032282, expected=100.000000 predicted=122.681713, expected=116.000000 predicted=112.634509, expected=168.000000 predicted=113.595214, expected=160.000000 predicted=131.812037, expected=140.000000 predicted=139.509264, expected=68.000000 predicted=109.351099, expected=156.000000 predicted=129.102176, expected=72.000000 predicted=132.899263, expected=108.000000 predicted=120.986692, expected=124.000000 predicted=112.242109, expected=64.000000 predicted=97.723781, expected=112.000000 predicted=106.060440, expected=128.000000 predicted=102.279863, expected=164.000000 predicted=127.668378, expected=96.000000 predicted=113.727464, expected=128.000000 predicted=104.238674, expected=180.000000 predicted=136.344290, expected=136.000000 predicted=146.209128, expected=80.000000 predicted=124.048418, expected=60.000000 predicted=95.636646, expected=64.000000 predicted=104.762261, expected=60.000000 predicted=105.440293, expected=68.000000 predicted=84.512368, expected=132.000000 predicted=84.966466, expected=132.000000 predicted=94.420441, expected=96.000000 predicted=89.771904, expected=96.000000 predicted=85.445735, expected=100.000000 predicted=98.018784, expected=64.000000 predicted=103.997070, expected=116.000000 predicted=103.619480, expected=112.000000 predicted=102.194514, expected=120.000000 predicted=106.051450, expected=104.000000 predicted=99.811254, expected=124.000000 predicted=102.552587, expected=184.000000 predicted=133.845439, expected=76.000000 predicted=119.483675, expected=92.000000 predicted=105.052392, expected=136.000000 predicted=114.772587, expected=140.000000 predicted=137.344463, expected=136.000000 predicted=135.757309, expected=124.000000 predicted=110.184396, expected=104.000000 predicted=114.548227, expected=84.000000 predicted=115.958474, expected=100.000000 predicted=114.415644, expected=152.000000 predicted=125.776726, expected=120.000000 predicted=121.599148, expected=108.000000 predicted=107.442319, expected=92.000000 predicted=99.002183, expected=120.000000 predicted=114.388998, expected=96.000000 predicted=119.301498, expected=124.000000 predicted=112.621333, expected=92.000000 predicted=103.809619, expected=136.000000 predicted=110.546300, expected=120.000000 predicted=117.117293, expected=68.000000 predicted=101.128857, expected=112.000000 predicted=103.822967, expected=88.000000 predicted=102.632809, expected=96.000000 predicted=108.393970, expected=152.000000 predicted=111.145235, expected=116.000000 predicted=107.995824, expected=88.000000 predicted=104.098413, expected=80.000000 predicted=91.834149, expected=96.000000 predicted=103.295500, expected=60.000000 predicted=102.826262, expected=148.000000 predicted=104.700603, expected=156.000000 predicted=114.440013, expected=208.000000 predicted=135.072021, expected=96.000000 predicted=118.083516, expected=96.000000 predicted=105.839689, expected=116.000000 predicted=130.009412, expected=60.000000 predicted=126.233231, expected=132.000000 predicted=127.318830, expected=92.000000 predicted=100.680328, expected=144.000000 predicted=111.942707, expected=120.000000 predicted=111.501911, expected=80.000000 predicted=97.253933, expected=140.000000 predicted=115.500847, expected=60.000000 predicted=103.643532, expected=80.000000 predicted=102.895879, expected=116.000000 predicted=99.908325, expected=176.000000 predicted=122.442328, expected=100.000000 predicted=118.262055, expected=96.000000 predicted=90.637386, expected=124.000000 predicted=106.387053, expected=60.000000 predicted=112.324950, expected=88.000000 predicted=108.941904, expected=116.000000 predicted=99.068095, expected=104.000000 predicted=105.209923, expected=100.000000 predicted=99.866936, expected=88.000000 predicted=85.455869, expected=84.000000 predicted=93.386041, expected=84.000000 predicted=96.378040, expected=76.000000 predicted=89.827623, expected=136.000000 predicted=100.320271, expected=108.000000 predicted=101.101345, expected=124.000000 predicted=102.169883, expected=124.000000 predicted=104.497074, expected=164.000000 predicted=123.933803, expected=76.000000 predicted=119.863674, expected=100.000000 predicted=106.533711, expected=120.000000 predicted=116.416586, expected=152.000000 predicted=134.077876, expected=80.000000 predicted=118.307482, expected=88.000000 predicted=91.045458, expected=144.000000 predicted=113.399267, expected=44.000000 predicted=107.179766, expected=72.000000 predicted=93.194391, expected=140.000000 predicted=95.196271, expected=108.000000 predicted=110.354573, expected=84.000000 predicted=100.016238, expected=88.000000 predicted=76.937630, expected=156.000000 predicted=111.309263, expected=92.000000 predicted=118.653194, expected=116.000000 predicted=105.052221, expected=152.000000 predicted=112.378334, expected=156.000000 predicted=132.316968, expected=92.000000 predicted=126.061045, expected=80.000000 predicted=100.685193, expected=116.000000 predicted=115.428134, expected=88.000000 predicted=120.688230, expected=84.000000 predicted=105.946813, expected=104.000000 predicted=92.195848, expected=112.000000 predicted=99.795203, expected=256.000000 predicted=144.275716, expected=124.000000 predicted=132.235866, expected=180.000000 predicted=134.223219, expected=52.000000 predicted=116.612632, expected=52.000000 predicted=115.122462, expected=108.000000 predicted=135.650223, expected=176.000000 predicted=136.078073, expected=128.000000 predicted=132.128637, expected=112.000000 predicted=93.404360, expected=196.000000 predicted=122.553579, expected=80.000000 predicted=131.539102, expected=92.000000 predicted=125.130317, expected=168.000000 predicted=128.058107, expected=120.000000 predicted=136.681342, expected=148.000000 predicted=141.521797, expected=96.000000 predicted=106.690879, expected=212.000000 predicted=142.202926, expected=248.000000 predicted=182.978739, expected=268.000000 predicted=194.918200, expected=120.000000 predicted=165.342725, expected=236.000000 predicted=177.454922, expected=132.000000 predicted=199.405851, expected=140.000000 predicted=192.739390, expected=188.000000 predicted=185.268812, expected=92.000000 predicted=148.785955, expected=80.000000 predicted=140.235915, expected=104.000000 predicted=115.207159, expected=76.000000 predicted=117.168458, expected=100.000000 predicted=114.238385, expected=104.000000 predicted=93.992448, expected=96.000000 predicted=94.311492, expected=72.000000 predicted=88.825058, expected=144.000000 predicted=99.834911, expected=108.000000 predicted=109.337629, expected=100.000000 predicted=103.721903, expected=152.000000 predicted=110.601782, expected=48.000000 predicted=97.938797, expected=60.000000 predicted=94.824307, expected=136.000000 predicted=101.487393, expected=116.000000 predicted=114.578390, expected=72.000000 predicted=100.677530, expected=80.000000 predicted=72.584268, expected=120.000000 predicted=96.014817, expected=48.000000 predicted=98.690622, expected=104.000000 predicted=90.374214, expected=112.000000 predicted=90.406906, expected=80.000000 predicted=93.201675, expected=72.000000 predicted=86.015256, expected=60.000000 predicted=70.704211, expected=112.000000 predicted=94.748830, expected=72.000000 predicted=89.870059, expected=88.000000 predicted=80.544433, expected=96.000000 predicted=81.272573, expected=72.000000 predicted=81.608284, expected=84.000000 predicted=87.418563, expected=76.000000 predicted=79.093639, expected=116.000000 predicted=92.962013, expected=72.000000 predicted=87.345436, expected=88.000000 predicted=81.730466, expected=108.000000 predicted=90.191567, expected=120.000000 predicted=101.125429, expected=112.000000 predicted=106.252976, expected=108.000000 predicted=97.589072, expected=88.000000 predicted=98.728781, expected=72.000000 predicted=96.665325, expected=100.000000 predicted=100.576918, expected=88.000000 predicted=98.095915, expected=56.000000 predicted=84.458490, expected=68.000000 predicted=74.149037, expected=100.000000 predicted=82.500132, expected=132.000000 predicted=101.428883, expected=48.000000 predicted=80.668736, expected=92.000000 predicted=74.081428, expected=96.000000 predicted=86.912662, expected=108.000000 predicted=103.058492, expected=80.000000 predicted=94.548572, expected=52.000000 predicted=69.945646, expected=76.000000 predicted=80.301687, expected=60.000000 predicted=80.000629, expected=72.000000 predicted=78.621057, expected=88.000000 predicted=73.790027, expected=132.000000 predicted=85.929591, expected=96.000000 predicted=90.240849, expected=68.000000 predicted=78.340083, expected=128.000000 predicted=93.600837, expected=84.000000 predicted=100.783672, expected=76.000000 predicted=98.034169, expected=84.000000 predicted=84.858576, expected=80.000000 predicted=85.570700, expected=64.000000 predicted=87.897056, expected=84.000000 predicted=78.218912, expected=136.000000 predicted=93.694352, expected=56.000000 predicted=84.975635, expected=84.000000 predicted=78.416019, expected=80.000000 predicted=78.456553, expected=152.000000 predicted=107.823351, expected=96.000000 predicted=107.867036, expected=40.000000 predicted=73.418837, expected=100.000000 predicted=83.734704, expected=88.000000 predicted=95.333553, expected=112.000000 predicted=108.821969, expected=104.000000 predicted=91.261747, expected=88.000000 predicted=83.615094, expected=20.000000 predicted=75.659093, expected=72.000000 predicted=75.371690, expected=96.000000 predicted=89.558775, expected=72.000000 predicted=83.678255, expected=60.000000 predicted=65.812811, expected=60.000000 predicted=55.395094, expected=80.000000 predicted=74.562608, expected=76.000000 predicted=78.341632, expected=68.000000 predicted=69.462024, expected=124.000000 predicted=80.585716, expected=64.000000 predicted=78.146742, expected=84.000000 predicted=80.092764, expected=96.000000 predicted=83.074425, expected=64.000000 predicted=82.629472, expected=64.000000 predicted=81.938903, expected=64.000000 predicted=69.001513, expected=92.000000 predicted=81.160406, expected=84.000000 predicted=81.985986, expected=120.000000 predicted=84.639098, expected=88.000000 predicted=84.236879, expected=192.000000 predicted=112.455696, expected=96.000000 predicted=112.532528, expected=92.000000 predicted=103.584511, expected=104.000000 predicted=107.281614, expected=48.000000 predicted=98.706318, expected=84.000000 predicted=106.525808, expected=88.000000 predicted=87.108504, expected=56.000000 predicted=80.463340, expected=60.000000 predicted=71.132060, expected=52.000000 predicted=60.090161, expected=48.000000 predicted=65.122179, expected=64.000000 predicted=63.689980, expected=56.000000 predicted=57.071358, expected=124.000000 predicted=74.066243, expected=732.000000 predicted=259.299714, expected=100.000000 predicted=206.898600, expected=648.000000 predicted=246.476764, expected=932.000000 predicted=465.102335, expected=228.000000 predicted=548.758846, expected=56.000000 predicted=482.317349, expected=112.000000 predicted=165.118183, expected=132.000000 predicted=319.570590, expected=92.000000 predicted=292.026158, expected=56.000000 predicted=105.811735, expected=136.000000 predicted=97.726719, expected=1312.000000 predicted=574.269030, expected=152.000000 predicted=363.992331, expected=208.000000 predicted=430.709424, expected=156.000000 predicted=240.740994, expected=112.000000 predicted=286.877692, expected=136.000000 predicted=373.182513, expected=60.000000 predicted=117.906163, expected=76.000000 predicted=111.823721, expected=272.000000 predicted=153.640833, expected=100.000000 predicted=130.276120, expected=104.000000 predicted=133.505820, expected=64.000000 predicted=93.114362, expected=80.000000 predicted=102.850436, expected=108.000000 predicted=114.091110, expected=80.000000 predicted=89.150436, expected=92.000000 predicted=90.408486, expected=88.000000 predicted=84.506620, expected=100.000000 predicted=93.065913, expected=48.000000 predicted=79.297116, expected=148.000000 predicted=101.178188, expected=84.000000 predicted=91.509780, expected=108.000000 predicted=103.610977, expected=152.000000 predicted=112.516825, expected=112.000000 predicted=112.514259, expected=96.000000 predicted=115.885441, expected=64.000000 predicted=92.300018, expected=88.000000 predicted=95.928255, expected=128.000000 predicted=107.261584, expected=188.000000 predicted=129.636257, expected=92.000000 predicted=114.034019, expected=92.000000 predicted=108.736304, expected=92.000000 predicted=101.750563, expected=96.000000 predicted=108.167821, expected=124.000000 predicted=115.143423, expected=92.000000 predicted=98.638859, expected=112.000000 predicted=104.659611, expected=152.000000 predicted=117.347419, expected=132.000000 predicted=123.705754, expected=124.000000 predicted=126.538267, expected=68.000000 predicted=104.112308, expected=80.000000 predicted=101.476879, expected=64.000000 predicted=90.254976, expected=88.000000 predicted=90.028687, expected=116.000000 predicted=94.115401, expected=200.000000 predicted=123.927475, expected=72.000000 predicted=105.452546, expected=120.000000 predicted=115.223320, expected=92.000000 predicted=102.678835, expected=60.000000 predicted=100.501476, expected=132.000000 predicted=112.293237, expected=120.000000 predicted=102.657281, expected=84.000000 predicted=103.747159, expected=28.000000 predicted=74.467775, expected=64.000000 predicted=71.518893, expected=136.000000 predicted=96.215934, expected=68.000000 predicted=85.507319, expected=60.000000 predicted=75.659781, expected=92.000000 predicted=72.995361, expected=72.000000 predicted=78.972888, expected=104.000000 predicted=92.837557, expected=76.000000 predicted=78.583342, expected=100.000000 predicted=88.276896, expected=56.000000 Test MSE: 9633.472
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579])] predicted=57.253765, expected=120.000000 predicted=74.864053, expected=48.000000 predicted=52.049429, expected=52.000000 predicted=49.184046, expected=68.000000 predicted=71.870906, expected=40.000000 predicted=55.670264, expected=88.000000 predicted=97.555349, expected=128.000000 predicted=82.748177, expected=84.000000 predicted=66.715586, expected=60.000000 predicted=71.477222, expected=52.000000 predicted=55.552745, expected=48.000000 predicted=68.217355, expected=52.000000 predicted=83.826605, expected=76.000000 predicted=75.247194, expected=120.000000 predicted=84.427756, expected=128.000000 predicted=86.271615, expected=64.000000 predicted=61.861646, expected=56.000000 predicted=65.933374, expected=92.000000 predicted=86.306534, expected=28.000000 predicted=69.224457, expected=72.000000 predicted=97.353396, expected=88.000000 predicted=72.480203, expected=64.000000 predicted=58.246620, expected=68.000000 predicted=80.209175, expected=84.000000 predicted=59.496682, expected=36.000000 predicted=54.556069, expected=72.000000 predicted=80.554691, expected=36.000000 predicted=49.660525, expected=112.000000 predicted=86.266296, expected=128.000000 predicted=96.793533, expected=16.000000 predicted=32.674651, expected=28.000000 predicted=62.647333, expected=36.000000 predicted=40.559727, expected=48.000000 predicted=70.917795, expected=52.000000 predicted=79.393633, expected=80.000000 predicted=47.796202, expected=104.000000 predicted=63.954791, expected=80.000000 predicted=59.222786, expected=32.000000 predicted=47.852370, expected=28.000000 predicted=48.389348, expected=52.000000 predicted=64.154880, expected=40.000000 predicted=63.985737, expected=100.000000 predicted=83.275550, expected=112.000000 predicted=67.500808, expected=104.000000 predicted=67.792610, expected=68.000000 predicted=66.801654, expected=96.000000 predicted=75.826293, expected=44.000000 predicted=72.063976, expected=56.000000 predicted=84.326917, expected=108.000000 predicted=100.193963, expected=108.000000 predicted=81.906266, expected=60.000000 predicted=78.016225, expected=72.000000 predicted=66.875587, expected=60.000000 predicted=61.165611, expected=52.000000 predicted=77.481062, expected=60.000000 predicted=80.646183, expected=56.000000 predicted=57.256692, expected=92.000000 predicted=78.713072, expected=64.000000 predicted=60.257039, expected=48.000000 predicted=54.217134, expected=56.000000 predicted=60.929194, expected=44.000000 predicted=50.300602, expected=52.000000 predicted=68.690072, expected=88.000000 predicted=72.260013, expected=28.000000 predicted=37.932051, expected=48.000000 predicted=56.177338, expected=88.000000 predicted=64.413098, expected=48.000000 predicted=47.212503, expected=72.000000 predicted=79.132162, expected=48.000000 predicted=41.456036, expected=84.000000 predicted=66.643422, expected=88.000000 predicted=82.438322, expected=60.000000 predicted=56.145688, expected=72.000000 predicted=74.488982, expected=72.000000 predicted=61.967352, expected=88.000000 predicted=83.291742, expected=56.000000 predicted=70.749373, expected=124.000000 predicted=92.150502, expected=116.000000 predicted=89.343098, expected=84.000000 predicted=80.785007, expected=52.000000 predicted=77.169999, expected=68.000000 predicted=68.739046, expected=36.000000 predicted=76.193769, expected=36.000000 predicted=73.077143, expected=84.000000 predicted=78.873804, expected=80.000000 predicted=60.800004, expected=32.000000 predicted=51.008843, expected=68.000000 predicted=58.001396, expected=64.000000 predicted=49.969011, expected=40.000000 predicted=59.828310, expected=60.000000 predicted=69.411874, expected=112.000000 predicted=69.647439, expected=108.000000 predicted=81.790770, expected=52.000000 predicted=62.075133, expected=28.000000 predicted=46.259936, expected=56.000000 predicted=61.652607, expected=60.000000 predicted=77.410924, expected=80.000000 predicted=85.825975, expected=72.000000 predicted=60.918634, expected=120.000000 predicted=75.476185, expected=68.000000 predicted=62.632617, expected=60.000000 predicted=66.973010, expected=80.000000 predicted=81.919787, expected=24.000000 predicted=48.829559, expected=68.000000 predicted=91.192459, expected=120.000000 predicted=86.952984, expected=68.000000 predicted=60.309391, expected=64.000000 predicted=76.600143, expected=56.000000 predicted=47.955751, expected=68.000000 predicted=68.168491, expected=20.000000 predicted=66.177562, expected=68.000000 predicted=68.520358, expected=100.000000 predicted=75.145297, expected=72.000000 predicted=60.677034, expected=120.000000 predicted=94.295525, expected=44.000000 predicted=38.637054, expected=76.000000 predicted=78.246886, expected=56.000000 predicted=76.177394, expected=48.000000 predicted=60.813347, expected=84.000000 predicted=95.450524, expected=76.000000 predicted=58.502134, expected=88.000000 predicted=80.195424, expected=40.000000 predicted=51.831777, expected=52.000000 predicted=56.297647, expected=40.000000 predicted=60.636793, expected=72.000000 predicted=70.315903, expected=96.000000 predicted=83.878409, expected=92.000000 predicted=65.067407, expected=68.000000 predicted=63.792664, expected=60.000000 predicted=57.388677, expected=76.000000 predicted=75.049736, expected=52.000000 predicted=71.378776, expected=52.000000 predicted=71.267208, expected=84.000000 predicted=73.988646, expected=80.000000 predicted=66.975041, expected=48.000000 predicted=62.591285, expected=84.000000 predicted=71.073132, expected=52.000000 predicted=52.722179, expected=76.000000 predicted=78.914441, expected=76.000000 predicted=75.088079, expected=92.000000 predicted=70.266811, expected=116.000000 predicted=96.142269, expected=52.000000 predicted=56.553762, expected=64.000000 predicted=76.500652, expected=52.000000 predicted=65.644299, expected=56.000000 predicted=71.933303, expected=72.000000 predicted=87.023295, expected=68.000000 predicted=59.085088, expected=92.000000 predicted=76.344974, expected=44.000000 predicted=50.492748, expected=40.000000 predicted=53.935544, expected=48.000000 predicted=60.098057, expected=32.000000 predicted=48.419034, expected=44.000000 predicted=63.501880, expected=128.000000 predicted=79.635322, expected=112.000000 predicted=69.765469, expected=64.000000 predicted=61.692355, expected=64.000000 predicted=59.595713, expected=60.000000 predicted=57.728197, expected=36.000000 predicted=78.095258, expected=60.000000 predicted=81.685181, expected=48.000000 predicted=53.588164, expected=132.000000 predicted=92.180854, expected=104.000000 predicted=76.240157, expected=36.000000 predicted=45.744033, expected=32.000000 predicted=56.789960, expected=68.000000 predicted=60.269751, expected=84.000000 predicted=95.517819, expected=128.000000 predicted=106.016547, expected=88.000000 predicted=63.452954, expected=88.000000 predicted=69.155444, expected=44.000000 predicted=62.731013, expected=32.000000 predicted=63.246809, expected=80.000000 predicted=97.248093, expected=80.000000 predicted=76.132835, expected=68.000000 predicted=74.476380, expected=68.000000 predicted=59.567723, expected=48.000000 predicted=45.459694, expected=36.000000 predicted=59.261867, expected=40.000000 predicted=58.948679, expected=64.000000 predicted=62.248712, expected=68.000000 predicted=62.835035, expected=72.000000 predicted=59.034718, expected=124.000000 predicted=79.105769, expected=68.000000 predicted=55.661535, expected=36.000000 predicted=58.329135, expected=40.000000 predicted=59.446143, expected=52.000000 predicted=60.640901, expected=48.000000 predicted=77.225192, expected=92.000000 predicted=75.274984, expected=120.000000 predicted=74.088781, expected=76.000000 predicted=60.040148, expected=52.000000 predicted=60.635395, expected=52.000000 predicted=57.144724, expected=8.000000 predicted=50.731798, expected=40.000000 predicted=75.570349, expected=104.000000 predicted=80.519801, expected=68.000000 predicted=54.045491, expected=100.000000 predicted=77.198646, expected=84.000000 predicted=51.224516, expected=60.000000 predicted=56.502490, expected=60.000000 predicted=82.508412, expected=56.000000 predicted=63.165958, expected=120.000000 predicted=103.426791, expected=96.000000 predicted=83.874593, expected=64.000000 predicted=67.032883, expected=56.000000 predicted=64.817639, expected=68.000000 predicted=65.246687, expected=40.000000 predicted=75.500052, expected=52.000000 predicted=72.095180, expected=48.000000 predicted=54.519611, expected=108.000000 predicted=78.228566, expected=76.000000 predicted=67.162015, expected=48.000000 predicted=50.378582, expected=68.000000 predicted=64.513882, expected=28.000000 predicted=40.898032, expected=64.000000 predicted=82.349397, expected=96.000000 predicted=79.061985, expected=148.000000 predicted=92.485172, expected=40.000000 predicted=55.714144, expected=48.000000 predicted=53.139085, expected=60.000000 predicted=65.049184, expected=44.000000 predicted=66.547000, expected=48.000000 predicted=89.851292, expected=72.000000 predicted=55.506393, expected=96.000000 predicted=68.673958, expected=88.000000 predicted=71.916019, expected=56.000000 predicted=55.182159, expected=44.000000 predicted=53.030915, expected=36.000000 predicted=56.050773, expected=72.000000 predicted=79.002542, expected=104.000000 predicted=87.209706, expected=104.000000 predicted=76.571318, expected=32.000000 predicted=44.537128, expected=68.000000 predicted=61.576530, expected=56.000000 predicted=62.987911, expected=28.000000 predicted=63.668352, expected=44.000000 predicted=71.026604, expected=36.000000 predicted=34.741424, expected=80.000000 predicted=69.164041, expected=60.000000 predicted=53.847826, expected=52.000000 predicted=43.901963, expected=48.000000 predicted=48.901665, expected=32.000000 predicted=37.491814, expected=48.000000 predicted=61.577084, expected=84.000000 predicted=67.164671, expected=84.000000 predicted=63.824487, expected=32.000000 predicted=43.282243, expected=84.000000 predicted=63.532122, expected=36.000000 predicted=42.578940, expected=36.000000 predicted=60.960441, expected=60.000000 predicted=68.405515, expected=48.000000 predicted=39.882381, expected=44.000000 predicted=61.043871, expected=92.000000 predicted=63.019846, expected=64.000000 predicted=48.882885, expected=52.000000 predicted=58.592623, expected=88.000000 predicted=69.403400, expected=124.000000 predicted=81.144505, expected=72.000000 predicted=79.313827, expected=108.000000 predicted=90.762530, expected=56.000000 predicted=58.932166, expected=40.000000 predicted=69.278408, expected=40.000000 predicted=79.742591, expected=20.000000 predicted=45.798720, expected=12.000000 predicted=55.412727, expected=52.000000 predicted=50.090419, expected=60.000000 predicted=44.537111, expected=68.000000 predicted=51.515216, expected=108.000000 predicted=64.011153, expected=80.000000 predicted=49.282410, expected=4.000000 predicted=36.558518, expected=12.000000 predicted=44.088600, expected=52.000000 predicted=56.335615, expected=64.000000 predicted=73.783612, expected=16.000000 predicted=43.934028, expected=36.000000 predicted=26.912634, expected=36.000000 predicted=25.659798, expected=48.000000 predicted=46.999736, expected=100.000000 predicted=75.358863, expected=52.000000 predicted=34.740757, expected=28.000000 predicted=39.347256, expected=48.000000 predicted=46.586455, expected=32.000000 predicted=39.534896, expected=68.000000 predicted=77.181500, expected=64.000000 predicted=54.083183, expected=60.000000 predicted=46.211425, expected=72.000000 predicted=60.796358, expected=92.000000 predicted=63.148484, expected=36.000000 predicted=52.926223, expected=48.000000 predicted=60.739382, expected=44.000000 predicted=52.184214, expected=88.000000 predicted=75.683444, expected=92.000000 predicted=83.716309, expected=72.000000 predicted=56.882945, expected=48.000000 predicted=53.958079, expected=76.000000 predicted=64.382267, expected=40.000000 predicted=61.660993, expected=40.000000 predicted=65.520106, expected=112.000000 predicted=86.973900, expected=92.000000 predicted=65.242949, expected=68.000000 predicted=73.446549, expected=52.000000 predicted=53.799755, expected=100.000000 predicted=73.407289, expected=44.000000 predicted=72.756604, expected=48.000000 predicted=71.820507, expected=64.000000 predicted=65.473367, expected=124.000000 predicted=83.645110, expected=44.000000 predicted=66.935596, expected=32.000000 predicted=48.293036, expected=68.000000 predicted=61.375562, expected=72.000000 predicted=63.453624, expected=60.000000 predicted=84.377101, expected=92.000000 predicted=69.243037, expected=96.000000 predicted=64.694653, expected=56.000000 predicted=63.956988, expected=44.000000 predicted=63.456002, expected=60.000000 predicted=62.355349, expected=24.000000 predicted=55.000761, expected=36.000000 predicted=63.633790, expected=80.000000 predicted=63.836153, expected=48.000000 predicted=42.760472, expected=32.000000 predicted=48.129176, expected=48.000000 predicted=40.348047, expected=40.000000 predicted=37.944816, expected=20.000000 predicted=47.497626, expected=40.000000 predicted=44.024071, expected=88.000000 predicted=56.056288, expected=80.000000 predicted=58.530171, expected=12.000000 predicted=31.145422, expected=56.000000 predicted=47.100908, expected=56.000000 predicted=46.158624, expected=68.000000 predicted=71.758478, expected=36.000000 predicted=55.880049, expected=40.000000 predicted=32.903940, expected=104.000000 predicted=76.470587, expected=32.000000 predicted=40.774765, expected=40.000000 predicted=58.504465, expected=40.000000 predicted=41.256732, expected=32.000000 predicted=36.450911, expected=64.000000 predicted=76.285249, expected=132.000000 predicted=76.262177, expected=96.000000 predicted=64.399003, expected=48.000000 predicted=53.335760, expected=68.000000 predicted=61.032232, expected=64.000000 predicted=64.585287, expected=40.000000 predicted=80.263256, expected=64.000000 predicted=77.622533, expected=40.000000 predicted=44.005839, expected=64.000000 predicted=64.803457, expected=20.000000 predicted=41.211186, expected=20.000000 predicted=34.393934, expected=40.000000 predicted=49.220591, expected=96.000000 predicted=61.783617, expected=28.000000 predicted=40.970990, expected=76.000000 predicted=54.323896, expected=80.000000 predicted=50.793003, expected=36.000000 predicted=40.643701, expected=48.000000 predicted=72.691039, expected=40.000000 predicted=37.100049, expected=28.000000 predicted=49.927511, expected=48.000000 predicted=60.235356, expected=68.000000 predicted=49.262309, expected=24.000000 predicted=35.261732, expected=16.000000 predicted=33.120329, expected=8.000000 predicted=21.325084, expected=24.000000 predicted=33.382457, expected=16.000000 predicted=35.543191, expected=28.000000 predicted=24.778936, expected=44.000000 predicted=28.397286, expected=92.000000 predicted=47.354928, expected=64.000000 predicted=42.268613, expected=32.000000 predicted=31.949456, expected=28.000000 predicted=35.762952, expected=16.000000 predicted=31.946035, expected=56.000000 predicted=66.952273, expected=64.000000 predicted=56.277341, expected=20.000000 predicted=27.185646, expected=32.000000 predicted=35.496656, expected=24.000000 predicted=22.628009, expected=32.000000 predicted=41.244001, expected=60.000000 predicted=56.145387, expected=56.000000 predicted=36.510007, expected=48.000000 predicted=41.389048, expected=56.000000 predicted=43.334563, expected=52.000000 predicted=43.649414, expected=40.000000 predicted=49.926476, expected=28.000000 predicted=43.217898, expected=36.000000 predicted=42.468451, expected=76.000000 predicted=61.317146, expected=40.000000 predicted=42.386546, expected=52.000000 predicted=48.954496, expected=44.000000 predicted=38.610128, expected=12.000000 predicted=27.312252, expected=20.000000 predicted=47.205398, expected=28.000000 predicted=32.214596, expected=48.000000 predicted=44.706641, expected=44.000000 predicted=40.144595, expected=88.000000 predicted=50.143662, expected=28.000000 predicted=25.900001, expected=52.000000 predicted=46.457324, expected=52.000000 predicted=49.632611, expected=16.000000 predicted=31.545604, expected=52.000000 predicted=66.931631, expected=116.000000 predicted=66.847479, expected=64.000000 predicted=53.340340, expected=36.000000 predicted=51.314197, expected=36.000000 predicted=35.827547, expected=52.000000 predicted=51.922059, expected=16.000000 predicted=58.731303, expected=16.000000 predicted=40.442476, expected=40.000000 predicted=36.893206, expected=28.000000 predicted=28.762995, expected=28.000000 predicted=37.947785, expected=36.000000 predicted=27.233367, expected=28.000000 predicted=22.892142, expected=52.000000 predicted=44.318753, expected=56.000000 predicted=40.177717, expected=64.000000 predicted=46.031097, expected=40.000000 predicted=39.980060, expected=32.000000 predicted=35.275049, expected=32.000000 predicted=42.837685, expected=36.000000 predicted=43.961914, expected=52.000000 predicted=53.547498, expected=56.000000 predicted=45.690917, expected=64.000000 predicted=48.065417, expected=28.000000 predicted=33.041856, expected=12.000000 predicted=29.793846, expected=16.000000 predicted=34.848632, expected=28.000000 predicted=37.853355, expected=28.000000 Test MSE: 681.511
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456])] predicted=15.382940, expected=12.000000 predicted=14.177859, expected=16.000000 predicted=12.125373, expected=12.000000 predicted=10.084329, expected=12.000000 predicted=10.617136, expected=24.000000 predicted=17.286835, expected=8.000000 predicted=11.645887, expected=12.000000 predicted=13.372249, expected=16.000000 predicted=14.517745, expected=20.000000 predicted=16.978486, expected=8.000000 predicted=12.827683, expected=16.000000 predicted=13.530793, expected=12.000000 predicted=13.354874, expected=16.000000 predicted=15.534294, expected=16.000000 predicted=15.203089, expected=16.000000 predicted=13.933193, expected=20.000000 predicted=16.959376, expected=16.000000 predicted=15.389488, expected=20.000000 predicted=17.883902, expected=4.000000 predicted=11.700097, expected=12.000000 predicted=14.535081, expected=24.000000 predicted=19.357841, expected=12.000000 predicted=13.909332, expected=12.000000 predicted=13.140249, expected=16.000000 predicted=13.205484, expected=20.000000 predicted=17.366770, expected=12.000000 predicted=15.109775, expected=8.000000 predicted=11.307914, expected=12.000000 predicted=13.187663, expected=8.000000 predicted=12.094561, expected=12.000000 predicted=12.900516, expected=12.000000 predicted=11.013536, expected=24.000000 predicted=15.635184, expected=4.000000 predicted=8.747030, expected=20.000000 predicted=14.774571, expected=8.000000 predicted=11.506984, expected=16.000000 predicted=14.934944, expected=16.000000 predicted=15.531955, expected=20.000000 predicted=14.936045, expected=8.000000 predicted=12.521353, expected=4.000000 predicted=9.259929, expected=12.000000 predicted=13.471202, expected=8.000000 predicted=11.406295, expected=8.000000 predicted=10.211833, expected=16.000000 predicted=10.969920, expected=16.000000 predicted=11.483529, expected=12.000000 predicted=11.418452, expected=4.000000 predicted=7.964506, expected=20.000000 predicted=14.947068, expected=16.000000 predicted=14.925780, expected=16.000000 predicted=14.329362, expected=44.000000 predicted=25.041866, expected=20.000000 predicted=17.487649, expected=4.000000 predicted=14.243571, expected=16.000000 predicted=18.470211, expected=8.000000 predicted=16.643899, expected=4.000000 predicted=15.813052, expected=8.000000 predicted=10.348753, expected=20.000000 predicted=12.911272, expected=20.000000 predicted=14.748031, expected=4.000000 predicted=7.294631, expected=24.000000 predicted=15.535944, expected=12.000000 predicted=13.271070, expected=52.000000 predicted=30.965272, expected=24.000000 predicted=21.065573, expected=44.000000 predicted=28.477811, expected=8.000000 predicted=20.567457, expected=12.000000 predicted=21.023361, expected=20.000000 predicted=28.550498, expected=28.000000 predicted=25.803776, expected=36.000000 predicted=29.181304, expected=36.000000 predicted=24.317927, expected=8.000000 predicted=16.544918, expected=8.000000 predicted=18.253578, expected=8.000000 predicted=19.472216, expected=8.000000 predicted=18.096450, expected=12.000000 predicted=15.405159, expected=16.000000 predicted=11.436323, expected=28.000000 predicted=16.800288, expected=20.000000 predicted=15.153140, expected=20.000000 predicted=16.308643, expected=20.000000 predicted=18.555725, expected=4.000000 predicted=13.919753, expected=4.000000 predicted=14.012727, expected=8.000000 predicted=12.975755, expected=8.000000 predicted=11.585774, expected=4.000000 predicted=7.797435, expected=12.000000 predicted=7.813064, expected=8.000000 predicted=7.156246, expected=20.000000 predicted=12.596667, expected=12.000000 predicted=10.284172, expected=12.000000 predicted=10.334107, expected=32.000000 predicted=20.262872, expected=20.000000 predicted=17.071934, expected=12.000000 predicted=15.452122, expected=12.000000 predicted=14.539665, expected=4.000000 predicted=12.560685, expected=8.000000 predicted=15.089062, expected=4.000000 predicted=9.558784, expected=8.000000 predicted=8.640788, expected=4.000000 predicted=6.290488, expected=24.000000 predicted=12.858970, expected=8.000000 predicted=8.331404, expected=8.000000 predicted=7.661404, expected=12.000000 predicted=10.620004, expected=8.000000 predicted=9.807368, expected=12.000000 predicted=13.110865, expected=8.000000 predicted=8.659557, expected=12.000000 predicted=10.397625, expected=8.000000 predicted=9.487227, expected=20.000000 predicted=13.622718, expected=16.000000 predicted=13.342969, expected=12.000000 predicted=11.506871, expected=8.000000 predicted=10.813292, expected=12.000000 predicted=12.427694, expected=4.000000 predicted=10.730661, expected=20.000000 predicted=14.962050, expected=16.000000 predicted=13.104147, expected=4.000000 predicted=7.864765, expected=4.000000 predicted=7.990033, expected=4.000000 predicted=7.566647, expected=8.000000 predicted=10.659214, expected=12.000000 predicted=9.953095, expected=44.000000 predicted=20.949814, expected=8.000000 predicted=9.554653, expected=20.000000 predicted=14.441533, expected=4.000000 predicted=11.700168, expected=16.000000 predicted=17.643838, expected=12.000000 predicted=18.906647, expected=20.000000 predicted=14.821318, expected=40.000000 predicted=24.717289, expected=20.000000 predicted=16.850371, expected=16.000000 predicted=17.476018, expected=4.000000 predicted=13.655389, expected=12.000000 predicted=18.233765, expected=4.000000 predicted=15.843988, expected=12.000000 predicted=12.707353, expected=12.000000 predicted=11.173720, expected=8.000000 predicted=7.830617, expected=4.000000 predicted=7.223433, expected=12.000000 predicted=9.362018, expected=16.000000 predicted=12.694887, expected=12.000000 predicted=10.858841, expected=16.000000 predicted=11.744922, expected=4.000000 predicted=7.826247, expected=36.000000 predicted=21.618884, expected=20.000000 predicted=18.065156, expected=24.000000 predicted=18.449005, expected=20.000000 predicted=18.809519, expected=16.000000 predicted=17.643999, expected=24.000000 predicted=24.962290, expected=20.000000 predicted=20.723953, expected=8.000000 predicted=15.834397, expected=8.000000 predicted=13.957637, expected=8.000000 predicted=13.261250, expected=4.000000 predicted=11.452274, expected=12.000000 predicted=11.663694, expected=12.000000 predicted=9.673332, expected=36.000000 predicted=19.278784, expected=12.000000 predicted=12.088618, expected=16.000000 predicted=13.143956, expected=12.000000 predicted=14.842324, expected=16.000000 predicted=17.342669, expected=36.000000 predicted=27.210503, expected=8.000000 predicted=13.413351, expected=32.000000 predicted=21.920367, expected=16.000000 predicted=18.360321, expected=16.000000 predicted=19.107351, expected=20.000000 predicted=21.976094, expected=12.000000 predicted=15.714493, expected=12.000000 predicted=17.440751, expected=20.000000 predicted=17.344679, expected=8.000000 predicted=13.231079, expected=12.000000 predicted=13.605001, expected=24.000000 predicted=17.249917, expected=4.000000 predicted=10.849558, expected=4.000000 predicted=9.706214, expected=8.000000 predicted=9.569879, expected=20.000000 predicted=15.351538, expected=12.000000 predicted=12.860689, expected=24.000000 predicted=13.792994, expected=4.000000 predicted=8.544535, expected=24.000000 predicted=16.891667, expected=12.000000 predicted=15.607094, expected=16.000000 predicted=15.172151, expected=48.000000 predicted=28.681908, expected=24.000000 predicted=20.687493, expected=20.000000 predicted=21.072518, expected=16.000000 predicted=19.146940, expected=20.000000 predicted=23.671920, expected=8.000000 predicted=21.449698, expected=24.000000 predicted=20.757277, expected=28.000000 predicted=22.189555, expected=24.000000 predicted=20.529006, expected=24.000000 predicted=20.880959, expected=12.000000 predicted=16.453466, expected=12.000000 predicted=18.778497, expected=16.000000 predicted=19.863820, expected=36.000000 predicted=26.033424, expected=44.000000 predicted=29.471140, expected=24.000000 predicted=21.396602, expected=12.000000 predicted=17.786555, expected=16.000000 predicted=21.962034, expected=8.000000 predicted=22.008097, expected=20.000000 predicted=23.461500, expected=20.000000 predicted=18.524428, expected=24.000000 predicted=18.083681, expected=20.000000 predicted=17.641103, expected=24.000000 predicted=19.260629, expected=16.000000 predicted=19.194442, expected=24.000000 predicted=21.989296, expected=20.000000 predicted=21.385767, expected=24.000000 predicted=21.987844, expected=28.000000 predicted=24.088867, expected=32.000000 predicted=25.457841, expected=32.000000 predicted=27.486464, expected=8.000000 predicted=18.486429, expected=36.000000 predicted=28.903556, expected=8.000000 predicted=21.119837, expected=4.000000 predicted=16.662304, expected=56.000000 predicted=33.538932, expected=44.000000 predicted=30.588118, expected=32.000000 predicted=29.084710, expected=24.000000 predicted=22.265417, expected=52.000000 predicted=38.046392, expected=40.000000 predicted=43.338698, expected=28.000000 predicted=34.134673, expected=56.000000 predicted=42.172412, expected=48.000000 predicted=42.301629, expected=44.000000 predicted=44.696098, expected=4.000000 predicted=26.761348, expected=68.000000 predicted=48.176967, expected=76.000000 predicted=58.869429, expected=4.000000 predicted=29.953531, expected=12.000000 predicted=28.452862, expected=32.000000 predicted=33.137570, expected=12.000000 predicted=33.318352, expected=32.000000 predicted=33.531604, expected=12.000000 predicted=14.066181, expected=16.000000 predicted=18.244113, expected=16.000000 predicted=19.986147, expected=16.000000 predicted=17.122182, expected=28.000000 predicted=23.096051, expected=8.000000 predicted=13.037963, expected=12.000000 predicted=14.921843, expected=16.000000 predicted=16.285710, expected=8.000000 predicted=13.517639, expected=8.000000 predicted=13.023430, expected=12.000000 predicted=10.956673, expected=4.000000 predicted=8.718837, expected=4.000000 predicted=8.051861, expected=12.000000 predicted=9.248322, expected=24.000000 predicted=14.142573, expected=12.000000 predicted=10.744552, expected=12.000000 predicted=10.257014, expected=24.000000 predicted=16.292448, expected=20.000000 predicted=17.697705, expected=8.000000 predicted=14.465282, expected=8.000000 predicted=12.208459, expected=16.000000 predicted=15.523894, expected=32.000000 predicted=22.621779, expected=24.000000 predicted=18.846376, expected=16.000000 predicted=15.222494, expected=8.000000 predicted=13.871701, expected=4.000000 predicted=14.128108, expected=20.000000 predicted=20.278634, expected=12.000000 predicted=14.311422, expected=8.000000 predicted=10.423077, expected=16.000000 predicted=12.097597, expected=20.000000 predicted=14.596938, expected=4.000000 predicted=10.946301, expected=16.000000 predicted=13.491702, expected=16.000000 predicted=13.753446, expected=8.000000 predicted=12.176487, expected=20.000000 predicted=15.897108, expected=20.000000 predicted=14.682510, expected=4.000000 predicted=11.161962, expected=20.000000 predicted=16.254525, expected=16.000000 predicted=14.594621, expected=8.000000 predicted=13.376389, expected=8.000000 predicted=11.795442, expected=8.000000 predicted=9.845549, expected=28.000000 predicted=19.123888, expected=16.000000 predicted=13.962311, expected=8.000000 predicted=10.382109, expected=8.000000 predicted=10.921258, expected=16.000000 predicted=14.920558, expected=24.000000 predicted=19.713548, expected=24.000000 predicted=17.451803, expected=12.000000 predicted=12.955572, expected=20.000000 predicted=17.296202, expected=8.000000 predicted=14.954638, expected=4.000000 predicted=13.565606, expected=8.000000 predicted=12.743203, expected=16.000000 predicted=13.228365, expected=8.000000 predicted=10.407399, expected=8.000000 predicted=8.087888, expected=16.000000 predicted=11.103789, expected=8.000000 predicted=9.711613, expected=4.000000 predicted=8.746159, expected=16.000000 predicted=11.608200, expected=12.000000 predicted=10.848163, expected=4.000000 predicted=8.585336, expected=8.000000 predicted=8.344384, expected=28.000000 predicted=16.040595, expected=16.000000 predicted=14.065667, expected=20.000000 predicted=15.150079, expected=16.000000 predicted=14.033664, expected=12.000000 predicted=15.047270, expected=28.000000 predicted=23.061166, expected=12.000000 predicted=15.503842, expected=20.000000 predicted=18.690366, expected=24.000000 predicted=19.626608, expected=4.000000 predicted=12.977101, expected=24.000000 predicted=21.095045, expected=20.000000 predicted=17.580380, expected=12.000000 predicted=16.233482, expected=20.000000 predicted=18.169986, expected=4.000000 predicted=10.682803, expected=4.000000 predicted=12.749774, expected=12.000000 predicted=13.025725, expected=8.000000 predicted=10.054197, expected=8.000000 predicted=9.626641, expected=4.000000 predicted=5.464868, expected=20.000000 predicted=12.042700, expected=4.000000 predicted=7.673007, expected=24.000000 predicted=14.407617, expected=12.000000 predicted=10.897632, expected=12.000000 predicted=11.945106, expected=4.000000 predicted=10.589928, expected=8.000000 predicted=10.167309, expected=4.000000 predicted=10.238325, expected=4.000000 predicted=7.112882, expected=16.000000 predicted=10.437584, expected=4.000000 predicted=5.435085, expected=12.000000 predicted=8.875273, expected=8.000000 predicted=7.324045, expected=4.000000 predicted=6.863552, expected=12.000000 predicted=10.518173, expected=8.000000 predicted=7.699964, expected=20.000000 predicted=13.177789, expected=8.000000 predicted=8.651436, expected=4.000000 predicted=7.457474, expected=16.000000 predicted=12.706438, expected=4.000000 predicted=8.542140, expected=4.000000 predicted=8.835751, expected=4.000000 predicted=5.992277, expected=4.000000 predicted=5.816962, expected=8.000000 predicted=7.752862, expected=12.000000 predicted=7.229503, expected=12.000000 predicted=7.918593, expected=12.000000 predicted=8.735544, expected=8.000000 predicted=8.288930, expected=24.000000 predicted=15.382670, expected=4.000000 predicted=9.490089, expected=4.000000 predicted=9.117698, expected=12.000000 predicted=11.230595, expected=8.000000 predicted=9.937540, expected=8.000000 predicted=10.384938, expected=20.000000 predicted=11.453417, expected=20.000000 predicted=13.176920, expected=16.000000 predicted=13.794552, expected=16.000000 predicted=13.995020, expected=16.000000 predicted=15.467457, expected=8.000000 predicted=14.375347, expected=20.000000 predicted=17.648669, expected=44.000000 predicted=25.971269, expected=12.000000 predicted=16.082022, expected=4.000000 predicted=13.203262, expected=20.000000 predicted=18.254885, expected=4.000000 predicted=15.265669, expected=12.000000 predicted=17.690298, expected=20.000000 predicted=13.714003, expected=8.000000 predicted=9.870121, expected=8.000000 predicted=11.362465, expected=12.000000 predicted=10.508006, expected=16.000000 predicted=13.857369, expected=8.000000 predicted=11.302069, expected=16.000000 predicted=12.174727, expected=16.000000 predicted=12.943601, expected=8.000000 predicted=11.371052, expected=12.000000 predicted=12.686449, expected=12.000000 predicted=11.783328, expected=16.000000 predicted=14.442312, expected=8.000000 predicted=10.931145, expected=16.000000 predicted=12.789589, expected=24.000000 predicted=16.712440, expected=24.000000 predicted=17.897151, expected=8.000000 predicted=13.158167, expected=20.000000 predicted=16.986707, expected=16.000000 predicted=17.484295, expected=12.000000 predicted=16.872936, expected=4.000000 predicted=12.006263, expected=12.000000 predicted=12.246086, expected=8.000000 predicted=11.827600, expected=8.000000 predicted=10.133370, expected=4.000000 predicted=7.066511, expected=8.000000 predicted=7.484398, expected=12.000000 predicted=9.814102, expected=4.000000 predicted=6.319380, expected=8.000000 predicted=7.478262, expected=4.000000 Test MSE: 104.482
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241])] predicted=25.942899, expected=16.000000 predicted=24.652889, expected=12.000000 predicted=25.307832, expected=20.000000 predicted=23.384819, expected=8.000000 predicted=16.175087, expected=16.000000 predicted=20.702924, expected=20.000000 predicted=16.759318, expected=76.000000 predicted=35.396462, expected=28.000000 predicted=21.116683, expected=16.000000 predicted=23.028957, expected=8.000000 predicted=23.844073, expected=20.000000 predicted=18.721986, expected=32.000000 predicted=42.780376, expected=28.000000 predicted=23.841204, expected=32.000000 predicted=25.001199, expected=16.000000 predicted=16.633441, expected=36.000000 predicted=28.752876, expected=28.000000 predicted=27.831430, expected=12.000000 predicted=21.295071, expected=28.000000 predicted=31.484529, expected=16.000000 predicted=16.033596, expected=28.000000 predicted=28.823066, expected=20.000000 predicted=23.465177, expected=40.000000 predicted=24.757972, expected=20.000000 predicted=23.703662, expected=16.000000 predicted=19.904077, expected=4.000000 predicted=20.095459, expected=44.000000 predicted=27.884718, expected=40.000000 predicted=30.967594, expected=20.000000 predicted=20.872824, expected=20.000000 predicted=25.861693, expected=24.000000 predicted=17.676986, expected=20.000000 predicted=28.140374, expected=24.000000 predicted=29.523533, expected=44.000000 predicted=29.303471, expected=48.000000 predicted=30.142108, expected=20.000000 predicted=25.081681, expected=32.000000 predicted=32.493158, expected=32.000000 predicted=29.044586, expected=4.000000 predicted=23.646591, expected=24.000000 predicted=36.209725, expected=32.000000 predicted=23.039088, expected=48.000000 predicted=32.279744, expected=28.000000 predicted=29.669922, expected=24.000000 predicted=21.391310, expected=24.000000 predicted=27.995240, expected=8.000000 predicted=20.772106, expected=16.000000 predicted=30.274084, expected=24.000000 predicted=23.020752, expected=52.000000 predicted=30.610779, expected=24.000000 predicted=22.385797, expected=16.000000 predicted=19.677536, expected=32.000000 predicted=28.423541, expected=8.000000 predicted=15.497735, expected=20.000000 predicted=33.497672, expected=20.000000 predicted=21.382220, expected=28.000000 predicted=19.144818, expected=36.000000 predicted=30.487207, expected=24.000000 predicted=17.737300, expected=20.000000 predicted=23.597017, expected=32.000000 predicted=27.195235, expected=12.000000 predicted=19.694782, expected=40.000000 predicted=35.347896, expected=44.000000 predicted=30.256040, expected=32.000000 predicted=25.388972, expected=20.000000 predicted=31.236591, expected=8.000000 predicted=17.418637, expected=8.000000 predicted=24.358443, expected=36.000000 predicted=32.917206, expected=36.000000 predicted=26.152280, expected=44.000000 predicted=29.513488, expected=20.000000 predicted=19.997355, expected=16.000000 predicted=19.679003, expected=32.000000 predicted=33.647939, expected=28.000000 predicted=27.243573, expected=32.000000 predicted=34.479093, expected=52.000000 predicted=34.648913, expected=16.000000 predicted=18.798456, expected=36.000000 predicted=37.173639, expected=40.000000 predicted=33.659046, expected=36.000000 predicted=30.946628, expected=24.000000 predicted=38.705436, expected=72.000000 predicted=42.565155, expected=28.000000 predicted=30.051327, expected=32.000000 predicted=40.189041, expected=28.000000 predicted=37.650918, expected=36.000000 predicted=28.663402, expected=16.000000 predicted=40.701057, expected=48.000000 predicted=36.665349, expected=56.000000 predicted=38.542061, expected=36.000000 predicted=31.274841, expected=32.000000 predicted=40.125281, expected=20.000000 predicted=25.183046, expected=16.000000 predicted=32.319830, expected=12.000000 predicted=32.054071, expected=12.000000 predicted=22.163442, expected=40.000000 predicted=30.174837, expected=12.000000 predicted=14.122234, expected=12.000000 predicted=17.846892, expected=36.000000 predicted=24.890061, expected=16.000000 predicted=11.895391, expected=20.000000 predicted=29.206068, expected=36.000000 predicted=24.705336, expected=56.000000 predicted=28.666947, expected=56.000000 predicted=41.157534, expected=48.000000 predicted=36.115750, expected=28.000000 predicted=32.806075, expected=28.000000 predicted=37.419463, expected=44.000000 predicted=46.565935, expected=16.000000 predicted=33.020813, expected=28.000000 predicted=38.311606, expected=24.000000 predicted=26.868023, expected=28.000000 predicted=25.728331, expected=32.000000 predicted=35.145464, expected=16.000000 predicted=18.286976, expected=80.000000 predicted=48.148143, expected=68.000000 predicted=38.853765, expected=84.000000 predicted=54.656706, expected=24.000000 predicted=41.443711, expected=40.000000 predicted=41.034131, expected=16.000000 predicted=49.397276, expected=28.000000 predicted=42.379889, expected=28.000000 predicted=48.970540, expected=68.000000 predicted=39.155502, expected=56.000000 predicted=42.953681, expected=28.000000 predicted=29.069697, expected=36.000000 predicted=41.160855, expected=36.000000 predicted=33.554760, expected=32.000000 predicted=44.561775, expected=24.000000 predicted=39.259352, expected=36.000000 predicted=32.505107, expected=64.000000 predicted=44.102664, expected=32.000000 predicted=32.401056, expected=56.000000 predicted=46.728576, expected=36.000000 predicted=34.838452, expected=36.000000 predicted=37.371728, expected=24.000000 predicted=45.094927, expected=32.000000 predicted=32.346651, expected=100.000000 predicted=65.652751, expected=64.000000 predicted=43.243504, expected=20.000000 predicted=39.094642, expected=40.000000 predicted=47.278458, expected=52.000000 predicted=40.181355, expected=24.000000 predicted=52.343770, expected=60.000000 predicted=59.245885, expected=60.000000 predicted=38.926496, expected=24.000000 predicted=33.977712, expected=8.000000 predicted=39.435782, expected=16.000000 predicted=25.360144, expected=32.000000 predicted=36.939857, expected=56.000000 predicted=45.761544, expected=56.000000 predicted=35.897441, expected=32.000000 predicted=26.543723, expected=12.000000 predicted=25.509369, expected=12.000000 predicted=27.589457, expected=56.000000 predicted=46.850398, expected=20.000000 predicted=29.942386, expected=60.000000 predicted=43.839546, expected=84.000000 predicted=45.712528, expected=12.000000 predicted=17.599301, expected=32.000000 predicted=53.970825, expected=40.000000 predicted=33.841685, expected=24.000000 predicted=35.275934, expected=8.000000 predicted=44.684498, expected=72.000000 predicted=39.541050, expected=72.000000 predicted=40.909710, expected=44.000000 predicted=41.710123, expected=32.000000 predicted=41.405761, expected=20.000000 predicted=24.533339, expected=20.000000 predicted=43.478593, expected=16.000000 predicted=39.118924, expected=24.000000 predicted=30.222002, expected=40.000000 predicted=31.365703, expected=16.000000 predicted=17.993598, expected=4.000000 predicted=17.723663, expected=24.000000 predicted=22.350335, expected=4.000000 predicted=11.516640, expected=16.000000 predicted=24.831469, expected=36.000000 predicted=23.109955, expected=24.000000 predicted=11.956095, expected=28.000000 predicted=26.839198, expected=24.000000 predicted=18.155564, expected=20.000000 predicted=19.598253, expected=20.000000 predicted=27.595835, expected=20.000000 predicted=21.721919, expected=40.000000 predicted=30.410636, expected=44.000000 predicted=30.114281, expected=24.000000 predicted=24.027958, expected=16.000000 predicted=24.844267, expected=16.000000 predicted=21.817793, expected=8.000000 predicted=22.194320, expected=12.000000 predicted=24.923340, expected=36.000000 predicted=25.402207, expected=48.000000 predicted=25.941463, expected=32.000000 predicted=24.107687, expected=52.000000 predicted=34.205655, expected=28.000000 predicted=24.426855, expected=16.000000 predicted=30.011373, expected=16.000000 predicted=34.371372, expected=32.000000 predicted=28.556010, expected=44.000000 predicted=39.643839, expected=8.000000 predicted=19.269320, expected=32.000000 predicted=28.771847, expected=8.000000 predicted=14.623520, expected=4.000000 predicted=18.038565, expected=20.000000 predicted=29.507393, expected=36.000000 predicted=16.913007, expected=40.000000 predicted=30.001750, expected=28.000000 predicted=20.982878, expected=20.000000 predicted=18.942148, expected=20.000000 predicted=23.371195, expected=16.000000 predicted=24.909664, expected=28.000000 predicted=30.405160, expected=56.000000 predicted=35.981651, expected=36.000000 predicted=25.972589, expected=20.000000 predicted=26.347033, expected=28.000000 predicted=28.571552, expected=24.000000 predicted=25.361461, expected=8.000000 predicted=29.682697, expected=12.000000 predicted=24.880966, expected=52.000000 predicted=30.805490, expected=52.000000 predicted=31.560559, expected=40.000000 predicted=32.691996, expected=48.000000 predicted=35.298540, expected=36.000000 predicted=28.767788, expected=24.000000 predicted=39.275882, expected=20.000000 predicted=37.596900, expected=28.000000 predicted=32.440609, expected=40.000000 predicted=38.162254, expected=24.000000 predicted=28.209871, expected=24.000000 predicted=27.087175, expected=28.000000 predicted=25.974671, expected=8.000000 predicted=18.582133, expected=12.000000 predicted=26.327075, expected=32.000000 predicted=25.338133, expected=56.000000 predicted=32.038232, expected=20.000000 predicted=23.304701, expected=12.000000 predicted=19.716800, expected=20.000000 predicted=21.542499, expected=20.000000 predicted=21.997748, expected=12.000000 predicted=29.432243, expected=32.000000 predicted=25.056287, expected=56.000000 predicted=29.358732, expected=20.000000 predicted=19.762755, expected=36.000000 predicted=33.683469, expected=32.000000 predicted=25.595292, expected=16.000000 predicted=23.850919, expected=56.000000 predicted=51.737073, expected=32.000000 predicted=24.180000, expected=52.000000 predicted=42.782919, expected=8.000000 predicted=26.154250, expected=4.000000 predicted=17.922373, expected=20.000000 predicted=35.977082, expected=40.000000 predicted=27.137553, expected=48.000000 predicted=40.651599, expected=48.000000 predicted=29.102000, expected=24.000000 predicted=21.703772, expected=56.000000 predicted=41.200612, expected=24.000000 predicted=31.904720, expected=24.000000 predicted=37.232160, expected=52.000000 predicted=48.034632, expected=36.000000 predicted=27.102132, expected=16.000000 predicted=37.101189, expected=12.000000 predicted=25.028236, expected=16.000000 predicted=20.648704, expected=8.000000 predicted=25.212593, expected=8.000000 predicted=19.951615, expected=20.000000 predicted=16.467563, expected=40.000000 predicted=21.308575, expected=20.000000 predicted=16.762927, expected=20.000000 predicted=18.839264, expected=4.000000 predicted=11.834561, expected=20.000000 predicted=19.635720, expected=4.000000 predicted=18.801680, expected=16.000000 predicted=16.517084, expected=24.000000 predicted=19.537138, expected=28.000000 predicted=14.143436, expected=16.000000 predicted=18.771994, expected=12.000000 predicted=12.731457, expected=4.000000 predicted=12.679838, expected=12.000000 predicted=16.618063, expected=44.000000 predicted=28.982238, expected=32.000000 predicted=19.449257, expected=16.000000 predicted=18.173541, expected=28.000000 predicted=22.309806, expected=16.000000 predicted=15.451869, expected=24.000000 predicted=30.958057, expected=36.000000 predicted=31.113105, expected=24.000000 predicted=19.493366, expected=24.000000 predicted=27.504112, expected=28.000000 predicted=24.030907, expected=16.000000 predicted=20.413070, expected=16.000000 predicted=26.132840, expected=16.000000 predicted=20.272942, expected=28.000000 predicted=23.224125, expected=40.000000 predicted=29.486979, expected=28.000000 predicted=21.916443, expected=8.000000 predicted=17.828042, expected=4.000000 predicted=16.081059, expected=20.000000 predicted=21.938458, expected=40.000000 predicted=30.988220, expected=16.000000 predicted=19.146508, expected=24.000000 predicted=20.500294, expected=12.000000 predicted=12.727122, expected=16.000000 predicted=18.082276, expected=12.000000 predicted=23.874549, expected=32.000000 predicted=21.413010, expected=24.000000 predicted=21.185948, expected=36.000000 predicted=23.849582, expected=44.000000 predicted=29.792283, expected=28.000000 predicted=22.141896, expected=20.000000 predicted=29.958689, expected=8.000000 predicted=20.723095, expected=24.000000 predicted=28.167382, expected=44.000000 predicted=36.184069, expected=24.000000 predicted=22.999553, expected=28.000000 predicted=27.423270, expected=36.000000 predicted=25.086667, expected=8.000000 predicted=17.568692, expected=28.000000 predicted=35.724637, expected=32.000000 predicted=25.953267, expected=44.000000 predicted=31.197815, expected=24.000000 predicted=30.222217, expected=20.000000 predicted=20.327541, expected=28.000000 predicted=29.503943, expected=8.000000 predicted=19.571337, expected=48.000000 predicted=41.106100, expected=20.000000 predicted=20.153821, expected=8.000000 predicted=17.830542, expected=4.000000 predicted=20.979120, expected=24.000000 predicted=14.747560, expected=16.000000 predicted=24.839606, expected=16.000000 predicted=17.212408, expected=28.000000 predicted=18.836241, expected=60.000000 predicted=27.929406, expected=28.000000 predicted=24.521251, expected=12.000000 predicted=22.416629, expected=24.000000 predicted=26.482195, expected=12.000000 predicted=18.620466, expected=20.000000 predicted=34.476026, expected=52.000000 predicted=34.778979, expected=40.000000 predicted=22.799846, expected=32.000000 predicted=30.726674, expected=12.000000 predicted=20.798542, expected=16.000000 predicted=22.215333, expected=8.000000 predicted=27.337501, expected=12.000000 predicted=22.642461, expected=24.000000 predicted=24.009066, expected=28.000000 predicted=17.230914, expected=12.000000 predicted=14.999503, expected=20.000000 predicted=17.472875, expected=28.000000 predicted=19.727209, expected=12.000000 predicted=16.913581, expected=12.000000 predicted=21.413680, expected=8.000000 predicted=12.234931, expected=112.000000 predicted=53.143829, expected=96.000000 predicted=48.037959, expected=108.000000 predicted=62.906990, expected=48.000000 predicted=49.925130, expected=52.000000 predicted=47.396241, expected=40.000000 predicted=75.352087, expected=36.000000 predicted=59.891926, expected=32.000000 predicted=63.331125, expected=52.000000 predicted=46.900849, expected=40.000000 predicted=42.628177, expected=20.000000 predicted=32.686680, expected=28.000000 predicted=35.682901, expected=40.000000 predicted=33.891063, expected=44.000000 predicted=41.701354, expected=16.000000 predicted=29.296697, expected=40.000000 predicted=33.846190, expected=12.000000 predicted=21.357634, expected=24.000000 predicted=30.498003, expected=36.000000 predicted=36.800541, expected=24.000000 predicted=18.782393, expected=28.000000 predicted=33.526541, expected=12.000000 predicted=16.212376, expected=16.000000 predicted=21.018555, expected=20.000000 predicted=25.600248, expected=16.000000 predicted=17.916387, expected=24.000000 predicted=24.222510, expected=16.000000 predicted=14.886960, expected=36.000000 predicted=24.979051, expected=36.000000 predicted=26.292871, expected=28.000000 predicted=23.186411, expected=28.000000 predicted=29.019329, expected=8.000000 predicted=16.283138, expected=24.000000 predicted=29.189179, expected=24.000000 predicted=26.430909, expected=48.000000 predicted=32.862431, expected=16.000000 predicted=22.478398, expected=12.000000 predicted=16.713760, expected=12.000000 predicted=21.205241, expected=4.000000 predicted=12.544482, expected=24.000000 predicted=29.847958, expected=28.000000 predicted=18.561919, expected=32.000000 predicted=20.483973, expected=44.000000 predicted=28.676899, expected=52.000000 predicted=29.450805, expected=32.000000 predicted=30.710573, expected=20.000000 predicted=30.008832, expected=40.000000 predicted=37.491657, expected=28.000000 predicted=32.362292, expected=24.000000 predicted=35.653200, expected=12.000000 predicted=24.735645, expected=8.000000 predicted=16.123634, expected=20.000000 predicted=26.419054, expected=28.000000 predicted=23.221364, expected=12.000000 predicted=16.766164, expected=32.000000 predicted=23.411356, expected=36.000000 predicted=21.833351, expected=24.000000 predicted=21.876798, expected=12.000000 predicted=23.618536, expected=12.000000 predicted=16.096023, expected=12.000000 predicted=19.997831, expected=8.000000 predicted=18.634420, expected=28.000000 predicted=22.783617, expected=24.000000 predicted=16.079796, expected=12.000000 predicted=13.577308, expected=24.000000 predicted=20.641714, expected=28.000000 predicted=17.900099, expected=8.000000 predicted=17.333021, expected=20.000000 predicted=23.365440, expected=56.000000 predicted=30.785464, expected=24.000000 predicted=20.904608, expected=20.000000 predicted=28.376857, expected=16.000000 predicted=19.114139, expected=12.000000 predicted=16.126160, expected=16.000000 Test MSE: 269.429
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999])] predicted=54.819277, expected=40.000000 predicted=51.398113, expected=40.000000 predicted=43.570072, expected=76.000000 predicted=52.567973, expected=76.000000 predicted=56.342432, expected=76.000000 predicted=71.227790, expected=56.000000 predicted=57.825199, expected=64.000000 predicted=58.987202, expected=48.000000 predicted=61.984437, expected=44.000000 predicted=56.889805, expected=60.000000 predicted=59.244924, expected=60.000000 predicted=56.730446, expected=80.000000 predicted=65.735525, expected=36.000000 predicted=51.537406, expected=12.000000 predicted=36.443216, expected=20.000000 predicted=35.458011, expected=28.000000 predicted=36.225925, expected=28.000000 predicted=38.915890, expected=64.000000 predicted=40.305186, expected=56.000000 predicted=39.814819, expected=36.000000 predicted=37.068169, expected=52.000000 predicted=42.042425, expected=28.000000 predicted=36.972429, expected=76.000000 predicted=57.361606, expected=100.000000 predicted=70.735275, expected=48.000000 predicted=56.612586, expected=112.000000 predicted=75.498993, expected=36.000000 predicted=56.680312, expected=4.000000 predicted=47.240584, expected=120.000000 predicted=77.132973, expected=52.000000 predicted=63.331740, expected=68.000000 predicted=76.467889, expected=68.000000 predicted=54.447881, expected=20.000000 predicted=40.394815, expected=44.000000 predicted=61.797373, expected=40.000000 predicted=44.506462, expected=52.000000 predicted=52.860682, expected=148.000000 predicted=82.504092, expected=100.000000 predicted=77.806894, expected=104.000000 predicted=85.939863, expected=52.000000 predicted=66.017419, expected=12.000000 predicted=53.754504, expected=36.000000 predicted=68.146654, expected=48.000000 predicted=60.588431, expected=56.000000 predicted=63.585378, expected=52.000000 predicted=47.923706, expected=28.000000 predicted=32.117964, expected=52.000000 predicted=42.318497, expected=52.000000 predicted=48.691462, expected=96.000000 predicted=67.423920, expected=36.000000 predicted=52.900865, expected=8.000000 predicted=31.724423, expected=4.000000 predicted=25.325030, expected=4.000000 predicted=25.771346, expected=12.000000 predicted=32.450176, expected=16.000000 predicted=17.439707, expected=40.000000 predicted=19.991627, expected=28.000000 predicted=20.232216, expected=68.000000 predicted=34.835869, expected=68.000000 predicted=44.752546, expected=32.000000 predicted=39.225904, expected=16.000000 predicted=31.162721, expected=68.000000 predicted=43.835480, expected=72.000000 predicted=63.774846, expected=44.000000 predicted=55.811879, expected=48.000000 predicted=42.321064, expected=72.000000 predicted=50.247634, expected=32.000000 predicted=54.040019, expected=52.000000 predicted=53.747636, expected=32.000000 predicted=40.717029, expected=32.000000 predicted=41.361772, expected=48.000000 predicted=47.217341, expected=4.000000 predicted=27.025329, expected=44.000000 predicted=36.474397, expected=68.000000 predicted=43.858101, expected=140.000000 predicted=79.400988, expected=64.000000 predicted=69.099151, expected=100.000000 predicted=67.038951, expected=92.000000 predicted=78.081910, expected=44.000000 predicted=74.298112, expected=68.000000 predicted=82.750581, expected=48.000000 predicted=60.859968, expected=284.000000 predicted=147.669293, expected=128.000000 predicted=135.448271, expected=80.000000 predicted=97.365607, expected=88.000000 predicted=87.164189, expected=68.000000 predicted=96.982863, expected=88.000000 predicted=134.669779, expected=48.000000 predicted=79.310818, expected=28.000000 predicted=56.676855, expected=64.000000 predicted=61.263271, expected=40.000000 predicted=55.253308, expected=108.000000 predicted=75.761937, expected=72.000000 predicted=65.226480, expected=44.000000 predicted=54.653707, expected=36.000000 predicted=49.023597, expected=36.000000 predicted=48.002550, expected=64.000000 predicted=64.853017, expected=40.000000 predicted=50.738812, expected=52.000000 predicted=46.138486, expected=104.000000 predicted=63.805027, expected=24.000000 predicted=50.534314, expected=44.000000 predicted=49.169596, expected=36.000000 predicted=41.132648, expected=52.000000 predicted=53.988970, expected=52.000000 predicted=56.377925, expected=60.000000 predicted=47.327426, expected=16.000000 predicted=37.132891, expected=56.000000 predicted=43.434714, expected=44.000000 predicted=46.639251, expected=116.000000 predicted=72.201161, expected=72.000000 predicted=67.666125, expected=84.000000 predicted=65.452720, expected=52.000000 predicted=62.064443, expected=100.000000 predicted=78.482515, expected=104.000000 predicted=95.998644, expected=20.000000 predicted=64.042803, expected=40.000000 predicted=54.161107, expected=52.000000 predicted=55.163610, expected=24.000000 predicted=56.096185, expected=64.000000 predicted=55.578721, expected=24.000000 predicted=34.177763, expected=28.000000 predicted=35.607821, expected=4.000000 predicted=24.463970, expected=4.000000 predicted=18.504293, expected=4.000000 predicted=18.559859, expected=4.000000 predicted=10.525737, expected=4.000000 predicted=7.995371, expected=4.000000 predicted=3.439685, expected=4.000000 predicted=3.440809, expected=4.000000 predicted=3.441930, expected=4.000000 predicted=3.443028, expected=20.000000 predicted=8.958806, expected=8.000000 predicted=8.090569, expected=16.000000 predicted=9.876860, expected=24.000000 predicted=13.771665, expected=40.000000 predicted=23.412606, expected=88.000000 predicted=45.887829, expected=20.000000 predicted=32.657745, expected=28.000000 predicted=29.149782, expected=120.000000 predicted=61.619751, expected=44.000000 predicted=61.658434, expected=28.000000 predicted=50.776539, expected=20.000000 predicted=28.814693, expected=44.000000 predicted=44.697096, expected=52.000000 predicted=57.195096, expected=44.000000 predicted=41.995308, expected=28.000000 predicted=32.815602, expected=16.000000 predicted=26.933530, expected=12.000000 predicted=26.650545, expected=28.000000 predicted=29.817596, expected=36.000000 predicted=31.115238, expected=48.000000 predicted=33.721093, expected=76.000000 predicted=44.605010, expected=16.000000 predicted=32.270408, expected=32.000000 predicted=33.467891, expected=52.000000 predicted=41.712502, expected=16.000000 predicted=38.356737, expected=36.000000 predicted=37.866413, expected=12.000000 predicted=21.798760, expected=24.000000 predicted=27.494936, expected=24.000000 predicted=26.816609, expected=88.000000 predicted=45.240678, expected=36.000000 predicted=40.847522, expected=44.000000 predicted=37.077497, expected=12.000000 predicted=27.450778, expected=16.000000 predicted=29.760883, expected=16.000000 predicted=32.542921, expected=36.000000 predicted=29.785303, expected=24.000000 predicted=26.949588, expected=48.000000 predicted=29.318850, expected=16.000000 predicted=23.554218, expected=8.000000 predicted=18.991388, expected=48.000000 predicted=31.135568, expected=12.000000 predicted=25.594369, expected=24.000000 predicted=26.375255, expected=8.000000 predicted=14.292008, expected=52.000000 predicted=29.658374, expected=8.000000 predicted=25.111019, expected=28.000000 predicted=21.502248, expected=12.000000 predicted=17.932700, expected=20.000000 predicted=20.219399, expected=12.000000 predicted=20.905152, expected=64.000000 predicted=31.205258, expected=24.000000 predicted=29.503408, expected=32.000000 predicted=26.756232, expected=28.000000 predicted=26.122085, expected=20.000000 predicted=26.793894, expected=28.000000 predicted=32.575670, expected=44.000000 predicted=32.001190, expected=20.000000 predicted=28.552680, expected=8.000000 predicted=19.781798, expected=44.000000 predicted=27.433777, expected=16.000000 Test MSE: 1056.084
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716])] predicted=110.654735, expected=92.000000 predicted=185.116235, expected=136.000000 predicted=113.994466, expected=224.000000 predicted=168.750695, expected=108.000000 predicted=75.070242, expected=60.000000 predicted=92.819102, expected=68.000000 predicted=89.303608, expected=56.000000 predicted=67.752434, expected=212.000000 predicted=238.710327, expected=240.000000 predicted=166.089237, expected=324.000000 predicted=206.675597, expected=188.000000 predicted=127.537005, expected=156.000000 predicted=113.192964, expected=116.000000 predicted=164.812323, expected=76.000000 predicted=128.467707, expected=148.000000 predicted=248.769540, expected=148.000000 predicted=154.460704, expected=180.000000 predicted=171.721315, expected=180.000000 predicted=157.643016, expected=112.000000 predicted=82.241351, expected=120.000000 predicted=144.993979, expected=124.000000 predicted=129.658525, expected=68.000000 predicted=105.425343, expected=176.000000 predicted=201.477481, expected=308.000000 predicted=215.220305, expected=112.000000 predicted=75.079431, expected=76.000000 predicted=138.218249, expected=128.000000 predicted=110.396952, expected=116.000000 predicted=100.937646, expected=64.000000 predicted=187.094776, expected=164.000000 predicted=164.228097, expected=288.000000 predicted=182.070367, expected=144.000000 predicted=103.433892, expected=116.000000 predicted=149.186870, expected=92.000000 predicted=81.809152, expected=100.000000 predicted=104.671719, expected=52.000000 predicted=164.029894, expected=260.000000 predicted=231.708748, expected=292.000000 predicted=189.533372, expected=152.000000 predicted=103.413374, expected=112.000000 predicted=148.084143, expected=184.000000 predicted=116.265025, expected=84.000000 predicted=126.342430, expected=80.000000 predicted=199.457895, expected=188.000000 predicted=191.897767, expected=308.000000 predicted=196.769930, expected=168.000000 predicted=156.751702, expected=132.000000 predicted=138.265591, expected=96.000000 predicted=90.239496, expected=92.000000 predicted=111.810849, expected=80.000000 predicted=192.613352, expected=164.000000 predicted=174.134907, expected=208.000000 predicted=168.777874, expected=68.000000 predicted=61.126448, expected=176.000000 predicted=176.294276, expected=80.000000 predicted=51.398712, expected=120.000000 predicted=136.659384, expected=128.000000 predicted=184.340299, expected=180.000000 predicted=110.750436, expected=160.000000 predicted=172.075865, expected=180.000000 predicted=135.500428, expected=100.000000 predicted=103.456806, expected=132.000000 predicted=135.559544, expected=84.000000 predicted=122.245741, expected=88.000000 predicted=116.219238, expected=152.000000 predicted=180.233374, expected=252.000000 predicted=174.146194, expected=172.000000 predicted=138.860544, expected=112.000000 predicted=111.067418, expected=208.000000 predicted=172.838032, expected=136.000000 predicted=104.444674, expected=160.000000 predicted=215.295257, expected=272.000000 predicted=248.280214, expected=308.000000 predicted=189.426616, expected=132.000000 predicted=156.946815, expected=104.000000 predicted=148.831508, expected=108.000000 predicted=126.266220, expected=100.000000 predicted=153.671734, expected=68.000000 predicted=189.812722, expected=144.000000 predicted=151.962398, expected=236.000000 predicted=172.024648, expected=104.000000 predicted=79.232774, expected=96.000000 predicted=126.236961, expected=140.000000 predicted=112.630496, expected=140.000000 predicted=111.388540, expected=100.000000 predicted=170.629811, expected=240.000000 predicted=200.813003, expected=188.000000 predicted=117.583886, expected=96.000000 predicted=110.989837, expected=76.000000 predicted=133.963672, expected=68.000000 predicted=62.829871, expected=84.000000 predicted=151.897056, expected=80.000000 predicted=132.987758, expected=164.000000 predicted=141.591360, expected=152.000000 predicted=107.129921, expected=68.000000 predicted=60.006858, expected=104.000000 predicted=117.918434, expected=120.000000 predicted=87.034431, expected=80.000000 predicted=104.170703, expected=116.000000 predicted=152.788499, expected=312.000000 predicted=210.741609, expected=292.000000 predicted=172.713803, expected=148.000000 predicted=134.323116, expected=148.000000 predicted=153.335465, expected=140.000000 predicted=103.879120, expected=48.000000 predicted=146.348112, expected=52.000000 predicted=187.658422, expected=148.000000 predicted=153.635241, expected=120.000000 predicted=107.367706, expected=212.000000 predicted=201.976443, expected=100.000000 predicted=63.563317, expected=144.000000 predicted=107.854183, expected=100.000000 predicted=123.644045, expected=264.000000 predicted=196.046763, expected=332.000000 predicted=278.249545, expected=292.000000 predicted=184.359571, expected=164.000000 predicted=171.660941, expected=144.000000 predicted=128.650329, expected=92.000000 predicted=154.713485, expected=84.000000 predicted=191.361494, expected=104.000000 predicted=201.674994, expected=140.000000 predicted=146.984898, expected=244.000000 predicted=207.961693, expected=176.000000 predicted=121.473083, expected=176.000000 predicted=145.720727, expected=120.000000 predicted=114.391272, expected=148.000000 predicted=135.029850, expected=108.000000 predicted=168.122021, expected=192.000000 predicted=190.796142, expected=328.000000 predicted=269.346170, expected=180.000000 predicted=115.141402, expected=176.000000 predicted=196.461973, expected=252.000000 predicted=198.772770, expected=160.000000 predicted=125.477818, expected=128.000000 predicted=242.575791, expected=252.000000 predicted=242.000186, expected=368.000000 predicted=257.102918, expected=192.000000 predicted=195.314378, expected=180.000000 predicted=210.969841, expected=128.000000 predicted=122.708193, expected=128.000000 predicted=158.357498, expected=104.000000 predicted=237.094962, expected=168.000000 predicted=182.440441, expected=240.000000 predicted=215.896239, expected=144.000000 predicted=116.329512, expected=120.000000 predicted=143.707059, expected=216.000000 predicted=177.165980, expected=68.000000 predicted=68.425001, expected=100.000000 predicted=192.885286, expected=288.000000 predicted=246.304972, expected=272.000000 predicted=150.882269, expected=176.000000 predicted=208.480179, expected=148.000000 predicted=138.743037, expected=168.000000 predicted=119.994976, expected=84.000000 predicted=156.049334, expected=212.000000 predicted=268.082612, expected=116.000000 predicted=121.890376, expected=352.000000 predicted=280.542344, expected=44.000000 predicted=70.954190, expected=80.000000 predicted=97.241945, expected=164.000000 predicted=223.288911, expected=164.000000 predicted=71.945640, expected=168.000000 predicted=286.665696, expected=368.000000 predicted=241.106423, expected=500.000000 predicted=288.090457, expected=148.000000 predicted=111.944825, expected=224.000000 predicted=270.300894, expected=196.000000 predicted=162.911474, expected=108.000000 predicted=169.843671, expected=208.000000 predicted=402.934251, expected=232.000000 predicted=171.607299, expected=224.000000 predicted=214.363812, expected=160.000000 predicted=191.785995, expected=92.000000 predicted=94.449401, expected=132.000000 predicted=173.250824, expected=32.000000 predicted=102.049903, expected=116.000000 predicted=181.640755, expected=168.000000 predicted=166.940690, expected=320.000000 predicted=207.824657, expected=148.000000 predicted=128.817490, expected=140.000000 predicted=109.983678, expected=104.000000 predicted=117.362613, expected=96.000000 predicted=97.761480, expected=84.000000 predicted=205.485984, expected=192.000000 predicted=177.628704, expected=236.000000 predicted=184.936348, expected=92.000000 predicted=81.421564, expected=116.000000 predicted=139.187462, expected=100.000000 predicted=80.984902, expected=40.000000 predicted=85.594481, expected=60.000000 predicted=163.896514, expected=156.000000 predicted=126.299185, expected=132.000000 predicted=105.891215, expected=200.000000 predicted=171.286014, expected=256.000000 predicted=162.490797, expected=188.000000 predicted=106.917129, expected=108.000000 predicted=141.876371, expected=92.000000 predicted=116.522585, expected=188.000000 predicted=188.095593, expected=296.000000 predicted=271.826348, expected=128.000000 predicted=135.981105, expected=104.000000 predicted=137.311468, expected=160.000000 predicted=136.871801, expected=68.000000 predicted=78.764309, expected=48.000000 predicted=183.091589, expected=164.000000 predicted=165.558403, expected=212.000000 predicted=136.359151, expected=112.000000 predicted=127.686393, expected=128.000000 predicted=129.159047, expected=116.000000 predicted=74.891544, expected=68.000000 predicted=93.023658, expected=52.000000 predicted=139.359379, expected=176.000000 predicted=154.288740, expected=260.000000 predicted=186.825994, expected=76.000000 predicted=73.461950, expected=92.000000 predicted=120.830309, expected=60.000000 predicted=46.720577, expected=104.000000 predicted=114.663493, expected=56.000000 predicted=157.674126, expected=204.000000 predicted=157.530732, expected=224.000000 predicted=154.861754, expected=208.000000 predicted=128.845425, expected=108.000000 predicted=121.712009, expected=156.000000 predicted=113.723425, expected=140.000000 predicted=156.666126, expected=44.000000 predicted=110.026741, expected=196.000000 predicted=238.858674, expected=260.000000 predicted=169.564469, expected=184.000000 predicted=149.772942, expected=104.000000 predicted=150.249505, expected=88.000000 predicted=67.829421, expected=104.000000 predicted=132.654712, expected=88.000000 predicted=160.013376, expected=164.000000 predicted=186.187732, expected=188.000000 predicted=145.224489, expected=136.000000 predicted=104.329900, expected=84.000000 predicted=105.230388, expected=116.000000 predicted=106.380141, expected=104.000000 predicted=116.958292, expected=96.000000 predicted=137.240124, expected=132.000000 predicted=145.388834, expected=236.000000 predicted=165.763409, expected=136.000000 predicted=106.773256, expected=156.000000 predicted=151.585949, expected=84.000000 predicted=88.417470, expected=104.000000 predicted=104.987096, expected=148.000000 predicted=199.348360, expected=216.000000 predicted=169.161702, expected=156.000000 predicted=152.384436, expected=128.000000 predicted=116.432041, expected=120.000000 predicted=117.934398, expected=68.000000 predicted=87.020437, expected=124.000000 predicted=178.109325, expected=316.000000 predicted=252.172207, expected=168.000000 predicted=110.275089, expected=132.000000 predicted=154.622563, expected=232.000000 predicted=183.737152, expected=88.000000 predicted=45.448732, expected=68.000000 predicted=207.726133, expected=216.000000 predicted=219.873813, expected=404.000000 predicted=250.109360, expected=100.000000 predicted=127.360794, expected=124.000000 predicted=167.376462, expected=84.000000 predicted=74.912574, expected=108.000000 predicted=110.168465, expected=48.000000 predicted=235.200563, expected=204.000000 predicted=167.746765, expected=284.000000 predicted=203.891511, expected=108.000000 predicted=65.659972, expected=132.000000 predicted=168.513972, expected=88.000000 predicted=55.697086, expected=72.000000 predicted=108.073250, expected=56.000000 predicted=179.470978, expected=152.000000 predicted=132.700484, expected=260.000000 predicted=199.773374, expected=68.000000 predicted=49.820543, expected=88.000000 predicted=118.583018, expected=128.000000 predicted=96.643776, expected=60.000000 predicted=59.334437, expected=64.000000 predicted=182.300729, expected=176.000000 predicted=135.749857, expected=240.000000 predicted=149.573726, expected=196.000000 predicted=161.502098, expected=224.000000 predicted=169.506132, expected=104.000000 predicted=69.376620, expected=64.000000 predicted=115.281354, expected=76.000000 predicted=162.141437, expected=80.000000 predicted=114.134087, expected=136.000000 predicted=186.036777, expected=108.000000 predicted=101.927762, expected=140.000000 predicted=110.441863, expected=176.000000 predicted=134.501272, expected=108.000000 predicted=77.260719, expected=60.000000 predicted=105.371713, expected=180.000000 predicted=161.596406, expected=176.000000 predicted=132.517494, expected=184.000000 predicted=183.176579, expected=88.000000 predicted=106.920062, expected=124.000000 predicted=96.860074, expected=88.000000 predicted=122.714832, expected=120.000000 predicted=140.080127, expected=160.000000 predicted=182.224849, expected=172.000000 predicted=122.072605, expected=120.000000 predicted=123.534827, expected=140.000000 predicted=125.249544, expected=100.000000 predicted=100.349646, expected=60.000000 predicted=99.912780, expected=100.000000 predicted=146.666313, expected=188.000000 predicted=151.155173, expected=240.000000 predicted=186.820968, expected=140.000000 predicted=116.916165, expected=140.000000 predicted=122.031868, expected=136.000000 predicted=115.562375, expected=72.000000 predicted=103.663935, expected=100.000000 predicted=182.336842, expected=204.000000 predicted=177.455839, expected=228.000000 predicted=170.004825, expected=76.000000 predicted=99.027198, expected=96.000000 predicted=114.037734, expected=76.000000 predicted=73.931031, expected=76.000000 predicted=116.550529, expected=80.000000 predicted=163.596022, expected=180.000000 predicted=134.654096, expected=200.000000 predicted=143.457468, expected=76.000000 predicted=65.249153, expected=108.000000 predicted=121.624197, expected=132.000000 predicted=97.265536, expected=92.000000 predicted=109.756905, expected=88.000000 predicted=158.669102, expected=88.000000 predicted=81.759485, expected=236.000000 predicted=181.127068, expected=80.000000 predicted=77.254409, expected=56.000000 predicted=90.747282, expected=116.000000 predicted=125.656555, expected=68.000000 predicted=33.604601, expected=104.000000 predicted=184.232573, expected=108.000000 predicted=99.128503, expected=164.000000 predicted=107.057418, expected=48.000000 predicted=71.957849, expected=44.000000 predicted=65.754383, expected=72.000000 predicted=93.399536, expected=76.000000 predicted=68.209320, expected=128.000000 predicted=157.386546, expected=304.000000 predicted=196.867599, expected=484.000000 predicted=275.641600, expected=132.000000 predicted=63.551041, expected=172.000000 predicted=190.788008, expected=148.000000 predicted=132.903604, expected=76.000000 predicted=120.105092, expected=92.000000 predicted=317.210360, expected=128.000000 predicted=122.570576, expected=200.000000 predicted=181.744181, expected=104.000000 predicted=116.789067, expected=80.000000 predicted=91.040196, expected=76.000000 predicted=89.080909, expected=68.000000 predicted=76.656768, expected=120.000000 predicted=165.848364, expected=164.000000 predicted=134.769077, expected=900.000000 predicted=579.937474, expected=1752.000000 predicted=1103.931934, expected=1112.000000 predicted=517.960032, expected=1244.000000 predicted=1016.993927, expected=316.000000 predicted=130.045625, expected=128.000000 predicted=317.810939, expected=20.000000 predicted=797.538481, expected=184.000000 predicted=443.940222, expected=132.000000 predicted=609.645872, expected=164.000000 predicted=237.122516, expected=164.000000 predicted=173.595409, expected=44.000000 predicted=6.920923, expected=136.000000 predicted=171.882359, expected=144.000000 predicted=126.890235, expected=232.000000 predicted=208.447614, expected=96.000000 predicted=125.514857, expected=104.000000 predicted=85.756402, expected=156.000000 predicted=152.879515, expected=68.000000 predicted=64.000692, expected=68.000000 predicted=143.392425, expected=172.000000 predicted=152.973998, expected=128.000000 predicted=98.575200, expected=124.000000 predicted=149.827259, expected=92.000000 predicted=88.532793, expected=144.000000 predicted=108.721879, expected=80.000000 predicted=106.086283, expected=68.000000 predicted=89.786563, expected=156.000000 predicted=156.283008, expected=240.000000 predicted=180.301186, expected=124.000000 predicted=127.727063, expected=40.000000 predicted=65.517905, expected=128.000000 predicted=110.940800, expected=1392.000000 predicted=1048.336062, expected=80.000000 predicted=65.427714, expected=172.000000 predicted=278.744611, expected=200.000000 predicted=233.411648, expected=128.000000 predicted=-119.819793, expected=96.000000 predicted=668.695192, expected=92.000000 predicted=85.401100, expected=72.000000 predicted=97.664157, expected=104.000000 predicted=136.667934, expected=92.000000 predicted=102.428359, expected=196.000000 predicted=160.547435, expected=72.000000 predicted=77.732700, expected=208.000000 predicted=167.107739, expected=128.000000 predicted=118.768728, expected=68.000000 predicted=70.885852, expected=88.000000 predicted=140.289825, expected=192.000000 predicted=134.241197, expected=164.000000 predicted=172.491081, expected=96.000000 predicted=116.407864, expected=48.000000 predicted=65.419828, expected=80.000000 predicted=75.544567, expected=92.000000 predicted=117.371666, expected=80.000000 predicted=107.200961, expected=120.000000 predicted=116.352375, expected=172.000000 predicted=126.104526, expected=100.000000 predicted=91.018404, expected=60.000000 predicted=80.210884, expected=76.000000 predicted=79.051094, expected=56.000000 predicted=67.226172, expected=92.000000 predicted=119.115112, expected=144.000000 predicted=128.235383, expected=100.000000 predicted=82.835775, expected=80.000000 predicted=86.247779, expected=84.000000 predicted=76.434248, expected=68.000000 predicted=69.275997, expected=44.000000 predicted=78.708788, expected=96.000000 predicted=97.898239, expected=124.000000 predicted=103.207787, expected=188.000000 predicted=150.370939, expected=64.000000 predicted=69.592162, expected=524.000000 predicted=361.840508, expected=1144.000000 predicted=771.594677, expected=64.000000 Test MSE: 22943.499
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727])] predicted=238.137659, expected=176.000000 predicted=158.413953, expected=228.000000 predicted=216.735479, expected=168.000000 predicted=143.336112, expected=140.000000 predicted=121.756147, expected=100.000000 predicted=112.963638, expected=80.000000 predicted=118.509580, expected=204.000000 predicted=219.412214, expected=276.000000 predicted=215.746394, expected=308.000000 predicted=229.896806, expected=168.000000 predicted=141.205681, expected=180.000000 predicted=151.539835, expected=200.000000 predicted=198.868573, expected=104.000000 predicted=163.333458, expected=112.000000 predicted=214.090257, expected=260.000000 predicted=222.611023, expected=192.000000 predicted=161.758482, expected=200.000000 predicted=213.635101, expected=132.000000 predicted=126.271618, expected=140.000000 predicted=124.250586, expected=180.000000 predicted=217.315690, expected=64.000000 predicted=107.359918, expected=308.000000 predicted=281.752830, expected=356.000000 predicted=234.696448, expected=204.000000 predicted=161.343624, expected=136.000000 predicted=191.229588, expected=188.000000 predicted=134.453920, expected=100.000000 predicted=169.952522, expected=160.000000 predicted=258.200182, expected=240.000000 predicted=224.711026, expected=360.000000 predicted=249.643456, expected=136.000000 predicted=149.323738, expected=148.000000 predicted=155.264237, expected=132.000000 predicted=145.372024, expected=88.000000 predicted=134.560797, expected=200.000000 predicted=286.885074, expected=220.000000 predicted=169.643827, expected=384.000000 predicted=281.738140, expected=200.000000 predicted=158.959357, expected=104.000000 predicted=112.465723, expected=176.000000 predicted=206.361086, expected=148.000000 predicted=151.955335, expected=144.000000 predicted=253.034630, expected=212.000000 predicted=216.349560, expected=380.000000 predicted=251.525563, expected=236.000000 predicted=190.575096, expected=152.000000 predicted=170.086695, expected=280.000000 predicted=239.526162, expected=88.000000 predicted=107.451086, expected=104.000000 predicted=247.439587, expected=240.000000 predicted=247.870489, expected=268.000000 predicted=185.946256, expected=216.000000 predicted=250.441925, expected=156.000000 predicted=139.031556, expected=84.000000 predicted=93.437280, expected=56.000000 predicted=137.988159, expected=176.000000 predicted=218.787973, expected=208.000000 predicted=196.523633, expected=220.000000 predicted=191.216157, expected=140.000000 predicted=121.300827, expected=152.000000 predicted=116.231081, expected=128.000000 predicted=145.587895, expected=108.000000 predicted=148.216433, expected=100.000000 predicted=157.537256, expected=124.000000 predicted=129.754460, expected=336.000000 predicted=257.049921, expected=124.000000 predicted=99.523599, expected=104.000000 predicted=132.151261, expected=180.000000 predicted=158.172476, expected=136.000000 predicted=100.185823, expected=152.000000 predicted=244.594896, expected=244.000000 predicted=195.959754, expected=320.000000 predicted=211.819740, expected=196.000000 predicted=182.259396, expected=112.000000 predicted=140.360049, expected=120.000000 predicted=143.095266, expected=160.000000 predicted=185.103366, expected=108.000000 predicted=194.270093, expected=200.000000 predicted=209.457871, expected=276.000000 predicted=197.295074, expected=204.000000 predicted=153.906552, expected=192.000000 predicted=194.261385, expected=128.000000 predicted=119.668059, expected=140.000000 predicted=165.802837, expected=168.000000 predicted=215.313197, expected=260.000000 predicted=230.782956, expected=348.000000 predicted=275.315802, expected=156.000000 predicted=132.651475, expected=152.000000 predicted=173.252816, expected=124.000000 predicted=142.948985, expected=84.000000 predicted=148.157361, expected=100.000000 predicted=219.240223, expected=236.000000 predicted=199.712525, expected=276.000000 predicted=206.747325, expected=196.000000 predicted=162.583031, expected=176.000000 predicted=152.096496, expected=144.000000 predicted=122.429688, expected=164.000000 predicted=192.580644, expected=188.000000 predicted=226.027052, expected=256.000000 predicted=227.575481, expected=376.000000 predicted=286.910324, expected=216.000000 predicted=169.768467, expected=212.000000 predicted=212.875330, expected=124.000000 predicted=153.472347, expected=220.000000 predicted=232.579721, expected=188.000000 predicted=264.612407, expected=196.000000 predicted=203.880352, expected=168.000000 predicted=194.644865, expected=220.000000 predicted=176.402822, expected=160.000000 predicted=180.929836, expected=164.000000 predicted=179.222971, expected=172.000000 predicted=185.789937, expected=364.000000 predicted=275.307083, expected=564.000000 predicted=402.343040, expected=404.000000 predicted=275.601776, expected=272.000000 predicted=252.429806, expected=92.000000 predicted=138.769679, expected=164.000000 predicted=254.396135, expected=88.000000 predicted=282.353723, expected=156.000000 predicted=266.557284, expected=196.000000 predicted=233.398385, expected=348.000000 predicted=230.722100, expected=216.000000 predicted=183.256366, expected=144.000000 predicted=132.291510, expected=200.000000 predicted=196.718815, expected=208.000000 predicted=181.884728, expected=200.000000 predicted=263.632377, expected=312.000000 predicted=281.126291, expected=296.000000 predicted=217.280384, expected=256.000000 predicted=232.953486, expected=176.000000 predicted=199.185984, expected=276.000000 predicted=247.994677, expected=212.000000 predicted=240.759687, expected=116.000000 predicted=194.542007, expected=320.000000 predicted=316.458330, expected=352.000000 predicted=246.919695, expected=320.000000 predicted=295.851710, expected=168.000000 predicted=204.095205, expected=172.000000 predicted=157.202395, expected=152.000000 predicted=218.699761, expected=124.000000 predicted=214.228227, expected=248.000000 predicted=291.165377, expected=376.000000 predicted=275.940256, expected=264.000000 predicted=208.603519, expected=160.000000 predicted=175.521050, expected=232.000000 predicted=200.566152, expected=156.000000 predicted=172.283108, expected=96.000000 predicted=221.040429, expected=300.000000 predicted=304.837974, expected=336.000000 predicted=231.261552, expected=268.000000 predicted=248.602118, expected=132.000000 predicted=161.824989, expected=184.000000 predicted=154.540020, expected=196.000000 predicted=228.540462, expected=120.000000 predicted=203.560232, expected=404.000000 predicted=370.686413, expected=368.000000 predicted=233.185625, expected=156.000000 predicted=163.714538, expected=104.000000 predicted=186.371852, expected=232.000000 predicted=175.801923, expected=216.000000 predicted=270.359814, expected=288.000000 predicted=333.453489, expected=508.000000 predicted=365.340750, expected=724.000000 predicted=438.289164, expected=340.000000 predicted=264.704544, expected=224.000000 predicted=270.846213, expected=200.000000 predicted=249.539953, expected=104.000000 predicted=238.215173, expected=232.000000 predicted=472.814655, expected=288.000000 predicted=302.012516, expected=240.000000 predicted=222.436325, expected=252.000000 predicted=249.294927, expected=120.000000 predicted=103.827725, expected=208.000000 predicted=229.268984, expected=100.000000 predicted=168.514174, expected=148.000000 predicted=191.397815, expected=236.000000 predicted=251.182356, expected=404.000000 predicted=269.607888, expected=184.000000 predicted=179.532489, expected=164.000000 predicted=163.671986, expected=196.000000 predicted=182.993523, expected=116.000000 predicted=137.748387, expected=128.000000 predicted=264.119680, expected=208.000000 predicted=201.181555, expected=240.000000 predicted=193.829353, expected=140.000000 predicted=162.809985, expected=92.000000 predicted=115.690075, expected=96.000000 predicted=111.338003, expected=96.000000 predicted=134.069440, expected=108.000000 predicted=165.962665, expected=172.000000 predicted=161.758334, expected=220.000000 predicted=160.543723, expected=192.000000 predicted=146.826278, expected=288.000000 predicted=217.115638, expected=164.000000 predicted=125.865313, expected=200.000000 predicted=198.689890, expected=80.000000 predicted=138.275737, expected=220.000000 predicted=211.115120, expected=288.000000 predicted=283.647700, expected=220.000000 predicted=178.983864, expected=144.000000 predicted=188.188652, expected=88.000000 predicted=87.230455, expected=84.000000 predicted=138.428795, expected=140.000000 predicted=202.519668, expected=224.000000 predicted=219.237680, expected=356.000000 predicted=265.257004, expected=152.000000 predicted=109.320619, expected=112.000000 predicted=123.083737, expected=160.000000 predicted=159.522664, expected=100.000000 predicted=125.743890, expected=72.000000 predicted=205.669007, expected=272.000000 predicted=234.608763, expected=336.000000 predicted=215.863006, expected=220.000000 predicted=187.354877, expected=168.000000 predicted=164.199485, expected=136.000000 predicted=105.495901, expected=92.000000 predicted=158.795459, expected=60.000000 predicted=182.585377, expected=152.000000 predicted=187.197493, expected=188.000000 predicted=169.690898, expected=172.000000 predicted=153.520720, expected=184.000000 predicted=154.976494, expected=168.000000 predicted=117.615022, expected=88.000000 predicted=110.882844, expected=56.000000 predicted=120.046092, expected=284.000000 predicted=245.058577, expected=260.000000 predicted=198.724727, expected=188.000000 predicted=183.884724, expected=176.000000 predicted=161.926348, expected=100.000000 predicted=65.230342, expected=84.000000 predicted=172.514288, expected=108.000000 predicted=176.941717, expected=136.000000 predicted=151.854097, expected=256.000000 predicted=226.580994, expected=136.000000 predicted=106.753620, expected=116.000000 predicted=115.529616, expected=88.000000 predicted=102.333369, expected=176.000000 predicted=150.447564, expected=88.000000 predicted=151.968738, expected=212.000000 predicted=192.419125, expected=188.000000 predicted=150.476092, expected=128.000000 predicted=101.840718, expected=100.000000 predicted=149.847226, expected=64.000000 predicted=66.897990, expected=24.000000 predicted=102.911342, expected=124.000000 predicted=159.275194, expected=164.000000 predicted=138.457855, expected=132.000000 predicted=113.235815, expected=112.000000 predicted=102.787341, expected=144.000000 predicted=92.785832, expected=96.000000 predicted=98.387998, expected=220.000000 predicted=205.586994, expected=224.000000 predicted=175.106678, expected=268.000000 predicted=199.000744, expected=292.000000 predicted=236.303640, expected=196.000000 predicted=142.148380, expected=156.000000 predicted=194.218744, expected=140.000000 predicted=177.232116, expected=232.000000 predicted=244.128662, expected=304.000000 predicted=294.568590, expected=212.000000 predicted=196.810709, expected=168.000000 predicted=177.972503, expected=148.000000 predicted=147.286041, expected=100.000000 predicted=146.339148, expected=80.000000 predicted=180.696252, expected=208.000000 predicted=216.461409, expected=244.000000 predicted=197.871676, expected=192.000000 predicted=170.273866, expected=124.000000 predicted=125.994243, expected=148.000000 predicted=121.749581, expected=132.000000 predicted=155.325624, expected=104.000000 predicted=162.418129, expected=184.000000 predicted=197.735598, expected=284.000000 predicted=208.903737, expected=200.000000 predicted=164.595107, expected=144.000000 predicted=152.808530, expected=148.000000 predicted=136.378239, expected=168.000000 predicted=163.801157, expected=92.000000 predicted=169.512218, expected=156.000000 predicted=187.845292, expected=324.000000 predicted=247.442179, expected=236.000000 predicted=172.858828, expected=148.000000 predicted=172.073802, expected=116.000000 predicted=120.139507, expected=88.000000 predicted=103.441585, expected=192.000000 predicted=253.460946, expected=132.000000 predicted=165.451300, expected=160.000000 predicted=162.532773, expected=104.000000 predicted=111.738329, expected=144.000000 predicted=118.026245, expected=176.000000 predicted=184.056032, expected=104.000000 predicted=105.190171, expected=172.000000 predicted=182.040601, expected=112.000000 predicted=98.868787, expected=280.000000 predicted=227.891859, expected=248.000000 predicted=206.916062, expected=168.000000 predicted=135.462311, expected=112.000000 predicted=157.119039, expected=104.000000 predicted=101.813815, expected=132.000000 predicted=192.451856, expected=220.000000 predicted=232.120103, expected=340.000000 predicted=264.621524, expected=176.000000 predicted=133.719484, expected=156.000000 predicted=154.749496, expected=160.000000 predicted=152.334670, expected=88.000000 predicted=124.988763, expected=140.000000 predicted=240.739560, expected=264.000000 predicted=225.963720, expected=356.000000 predicted=257.387301, expected=168.000000 predicted=156.371458, expected=120.000000 predicted=129.520365, expected=188.000000 predicted=173.282027, expected=108.000000 predicted=147.996440, expected=132.000000 predicted=243.155440, expected=232.000000 predicted=211.571869, expected=308.000000 predicted=212.070546, expected=168.000000 predicted=169.988175, expected=112.000000 predicted=128.268590, expected=124.000000 predicted=132.407761, expected=140.000000 predicted=165.385891, expected=88.000000 predicted=181.465865, expected=164.000000 predicted=177.222435, expected=268.000000 predicted=197.419136, expected=208.000000 predicted=155.558632, expected=116.000000 predicted=137.173508, expected=164.000000 predicted=145.303213, expected=128.000000 predicted=127.087156, expected=96.000000 predicted=169.048614, expected=248.000000 predicted=247.214599, expected=208.000000 predicted=146.387447, expected=168.000000 predicted=169.823552, expected=148.000000 predicted=153.853766, expected=152.000000 predicted=119.625825, expected=108.000000 predicted=164.857829, expected=64.000000 predicted=128.795156, expected=156.000000 predicted=169.697542, expected=164.000000 predicted=144.320038, expected=120.000000 predicted=131.069821, expected=124.000000 predicted=129.882917, expected=108.000000 predicted=83.529045, expected=108.000000 predicted=126.645278, expected=148.000000 predicted=158.362083, expected=264.000000 predicted=201.335716, expected=388.000000 predicted=269.744949, expected=184.000000 predicted=134.445047, expected=124.000000 predicted=142.436762, expected=184.000000 predicted=177.741534, expected=152.000000 predicted=172.336011, expected=124.000000 predicted=245.612901, expected=240.000000 predicted=230.036801, expected=288.000000 predicted=202.405977, expected=144.000000 predicted=151.209138, expected=72.000000 predicted=127.780189, expected=128.000000 predicted=132.007806, expected=100.000000 predicted=139.930766, expected=136.000000 predicted=208.077183, expected=232.000000 predicted=201.437791, expected=980.000000 predicted=615.397689, expected=904.000000 predicted=508.813043, expected=784.000000 predicted=521.942710, expected=532.000000 predicted=412.010960, expected=176.000000 predicted=142.173719, expected=116.000000 predicted=488.413233, expected=124.000000 predicted=422.399222, expected=360.000000 predicted=536.929513, expected=104.000000 predicted=253.914238, expected=72.000000 predicted=140.399721, expected=120.000000 predicted=132.100743, expected=88.000000 predicted=65.377762, expected=112.000000 predicted=223.006399, expected=136.000000 predicted=126.874287, expected=280.000000 predicted=203.093184, expected=188.000000 predicted=149.208706, expected=200.000000 predicted=169.467936, expected=212.000000 predicted=179.376666, expected=156.000000 predicted=131.068482, expected=124.000000 predicted=191.728663, expected=232.000000 predicted=222.423986, expected=220.000000 predicted=197.877721, expected=176.000000 predicted=191.900560, expected=120.000000 predicted=142.366465, expected=96.000000 predicted=102.000177, expected=92.000000 predicted=142.929879, expected=68.000000 predicted=122.369476, expected=200.000000 predicted=201.269977, expected=192.000000 predicted=153.836308, expected=168.000000 predicted=141.973496, expected=148.000000 predicted=136.991214, expected=92.000000 predicted=73.059762, expected=108.000000 predicted=146.435643, expected=96.000000 predicted=128.714033, expected=156.000000 predicted=162.493867, expected=220.000000 predicted=194.937238, expected=124.000000 predicted=101.206860, expected=152.000000 predicted=150.526985, expected=132.000000 predicted=113.210438, expected=76.000000 predicted=95.989729, expected=176.000000 predicted=208.666141, expected=204.000000 predicted=162.747444, expected=220.000000 predicted=192.944191, expected=176.000000 predicted=165.424730, expected=144.000000 predicted=116.858542, expected=128.000000 predicted=146.151931, expected=148.000000 predicted=167.053735, expected=108.000000 predicted=146.356313, expected=208.000000 predicted=205.522362, expected=296.000000 predicted=236.098908, expected=116.000000 predicted=102.718497, expected=144.000000 predicted=172.159660, expected=96.000000 predicted=91.013877, expected=96.000000 predicted=127.340594, expected=88.000000 predicted=176.134156, expected=164.000000 predicted=145.806221, expected=152.000000 predicted=144.319916, expected=116.000000 predicted=108.752731, expected=68.000000 predicted=83.491983, expected=196.000000 predicted=159.783844, expected=84.000000 predicted=95.228809, expected=96.000000 predicted=128.806962, expected=144.000000 predicted=142.260809, expected=208.000000 predicted=140.608323, expected=184.000000 predicted=189.897145, expected=96.000000 predicted=92.591131, expected=96.000000 predicted=103.810878, expected=76.000000 predicted=93.482091, expected=132.000000 predicted=160.894925, expected=168.000000 predicted=175.269721, expected=188.000000 predicted=151.204431, expected=120.000000 predicted=110.956987, expected=96.000000 predicted=92.262946, expected=112.000000 predicted=119.853909, expected=72.000000 Test MSE: 7490.321
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937])] predicted=31.028332, expected=60.000000 predicted=37.477282, expected=36.000000 predicted=41.785225, expected=48.000000 predicted=43.554186, expected=32.000000 predicted=43.848630, expected=24.000000 predicted=41.656042, expected=32.000000 predicted=38.648648, expected=48.000000 predicted=36.341114, expected=32.000000 predicted=35.873248, expected=20.000000 predicted=31.769558, expected=40.000000 predicted=33.080105, expected=48.000000 predicted=36.007697, expected=24.000000 predicted=35.135743, expected=52.000000 predicted=38.073802, expected=72.000000 predicted=43.071616, expected=28.000000 predicted=43.021703, expected=48.000000 predicted=47.906917, expected=64.000000 predicted=47.417723, expected=28.000000 predicted=46.566035, expected=20.000000 predicted=44.596810, expected=32.000000 predicted=35.669134, expected=76.000000 predicted=44.546758, expected=52.000000 predicted=45.544050, expected=16.000000 predicted=38.379977, expected=28.000000 predicted=38.199133, expected=68.000000 predicted=44.206108, expected=20.000000 predicted=40.781547, expected=16.000000 predicted=35.405011, expected=28.000000 predicted=29.448403, expected=60.000000 predicted=35.408377, expected=24.000000 predicted=35.182387, expected=48.000000 predicted=35.532709, expected=44.000000 predicted=36.714377, expected=28.000000 predicted=37.255747, expected=16.000000 predicted=37.227556, expected=20.000000 predicted=29.015015, expected=32.000000 predicted=30.416629, expected=16.000000 predicted=24.977408, expected=8.000000 predicted=20.288251, expected=28.000000 predicted=20.589684, expected=24.000000 predicted=20.040378, expected=12.000000 predicted=19.980191, expected=20.000000 predicted=19.103479, expected=20.000000 predicted=17.887264, expected=52.000000 predicted=27.059763, expected=24.000000 predicted=24.911118, expected=36.000000 predicted=29.195708, expected=28.000000 predicted=30.209174, expected=16.000000 predicted=27.831729, expected=20.000000 predicted=29.600519, expected=48.000000 predicted=28.830809, expected=36.000000 predicted=29.986384, expected=20.000000 predicted=28.834621, expected=28.000000 predicted=29.157489, expected=36.000000 predicted=30.300081, expected=32.000000 predicted=32.748154, expected=28.000000 predicted=30.641495, expected=36.000000 predicted=30.569392, expected=36.000000 predicted=32.341182, expected=16.000000 predicted=30.006202, expected=28.000000 predicted=30.111886, expected=56.000000 predicted=33.644715, expected=20.000000 predicted=30.202914, expected=40.000000 predicted=35.286805, expected=48.000000 predicted=34.959447, expected=36.000000 predicted=36.569623, expected=24.000000 predicted=38.337279, expected=24.000000 predicted=31.789320, expected=28.000000 predicted=32.230822, expected=16.000000 predicted=28.156218, expected=40.000000 predicted=29.101748, expected=40.000000 predicted=28.491978, expected=48.000000 predicted=33.568620, expected=28.000000 predicted=33.966314, expected=16.000000 predicted=31.051981, expected=28.000000 predicted=33.209099, expected=36.000000 predicted=31.403200, expected=60.000000 predicted=37.086832, expected=68.000000 predicted=41.077944, expected=44.000000 predicted=42.663605, expected=12.000000 predicted=41.264320, expected=16.000000 predicted=38.372659, expected=24.000000 predicted=35.020689, expected=32.000000 predicted=31.892998, expected=52.000000 predicted=31.905699, expected=32.000000 predicted=28.004407, expected=32.000000 predicted=32.363451, expected=52.000000 predicted=38.311595, expected=24.000000 predicted=35.146641, expected=24.000000 predicted=36.798186, expected=12.000000 predicted=28.358418, expected=40.000000 predicted=30.371862, expected=32.000000 predicted=30.260391, expected=56.000000 predicted=33.165571, expected=44.000000 predicted=35.529401, expected=20.000000 predicted=33.195995, expected=32.000000 predicted=38.270302, expected=32.000000 predicted=34.288373, expected=44.000000 predicted=38.169450, expected=12.000000 predicted=30.018035, expected=48.000000 predicted=33.120342, expected=8.000000 predicted=27.053409, expected=52.000000 predicted=34.113977, expected=28.000000 predicted=31.758244, expected=20.000000 predicted=27.108359, expected=68.000000 predicted=40.569949, expected=64.000000 predicted=38.660154, expected=48.000000 predicted=47.990244, expected=20.000000 predicted=42.020904, expected=28.000000 predicted=40.189680, expected=32.000000 predicted=41.711694, expected=12.000000 predicted=32.175249, expected=20.000000 predicted=27.425901, expected=20.000000 predicted=21.288463, expected=12.000000 predicted=19.599426, expected=16.000000 predicted=19.168743, expected=32.000000 predicted=19.064077, expected=36.000000 predicted=22.927388, expected=32.000000 predicted=25.588068, expected=44.000000 predicted=30.255225, expected=76.000000 predicted=41.320849, expected=48.000000 predicted=44.401177, expected=88.000000 predicted=58.159710, expected=48.000000 predicted=55.254911, expected=32.000000 predicted=54.982956, expected=28.000000 predicted=52.779483, expected=72.000000 predicted=51.755921, expected=72.000000 predicted=56.871653, expected=48.000000 predicted=50.963748, expected=16.000000 predicted=44.798792, expected=32.000000 predicted=43.569207, expected=24.000000 predicted=41.068116, expected=12.000000 predicted=32.232353, expected=44.000000 predicted=31.404268, expected=32.000000 predicted=25.647668, expected=32.000000 predicted=30.164834, expected=32.000000 predicted=30.476811, expected=52.000000 predicted=34.413804, expected=24.000000 predicted=34.990663, expected=36.000000 predicted=35.756430, expected=60.000000 predicted=40.615432, expected=40.000000 predicted=39.209308, expected=36.000000 predicted=42.761286, expected=28.000000 predicted=37.008121, expected=44.000000 predicted=40.005910, expected=16.000000 predicted=35.558488, expected=32.000000 predicted=33.316336, expected=104.000000 predicted=47.259292, expected=60.000000 predicted=45.820487, expected=20.000000 predicted=47.664758, expected=8.000000 predicted=39.973449, expected=16.000000 predicted=35.563888, expected=48.000000 predicted=42.728057, expected=24.000000 predicted=28.523976, expected=20.000000 predicted=23.902147, expected=48.000000 predicted=29.418569, expected=28.000000 predicted=28.508887, expected=20.000000 predicted=31.702587, expected=36.000000 predicted=30.613566, expected=8.000000 predicted=23.734076, expected=24.000000 predicted=28.173138, expected=32.000000 predicted=24.917459, expected=48.000000 predicted=28.484658, expected=24.000000 predicted=28.898251, expected=24.000000 predicted=27.283907, expected=36.000000 predicted=31.668588, expected=28.000000 predicted=30.475844, expected=28.000000 predicted=31.870508, expected=40.000000 predicted=30.966581, expected=36.000000 predicted=31.568527, expected=28.000000 predicted=32.744713, expected=52.000000 predicted=37.088118, expected=36.000000 predicted=35.566509, expected=24.000000 predicted=35.771788, expected=12.000000 predicted=30.794705, expected=60.000000 predicted=36.505767, expected=36.000000 predicted=35.069764, expected=16.000000 predicted=30.778872, expected=20.000000 predicted=29.264409, expected=40.000000 predicted=29.545154, expected=36.000000 predicted=34.032811, expected=20.000000 predicted=28.181797, expected=28.000000 predicted=27.734323, expected=36.000000 predicted=29.605567, expected=52.000000 predicted=36.016861, expected=64.000000 predicted=41.306923, expected=60.000000 predicted=44.628727, expected=12.000000 predicted=40.317893, expected=8.000000 predicted=37.828873, expected=56.000000 predicted=42.662970, expected=36.000000 predicted=36.350309, expected=32.000000 predicted=35.617089, expected=28.000000 predicted=29.904477, expected=56.000000 predicted=36.348950, expected=12.000000 predicted=34.118370, expected=20.000000 predicted=31.516127, expected=20.000000 predicted=27.657353, expected=36.000000 predicted=27.563804, expected=24.000000 predicted=28.132098, expected=20.000000 predicted=22.212146, expected=32.000000 predicted=26.344160, expected=52.000000 predicted=31.272280, expected=32.000000 predicted=32.113908, expected=52.000000 predicted=37.872573, expected=72.000000 predicted=45.233612, expected=24.000000 predicted=41.104780, expected=24.000000 predicted=44.020195, expected=40.000000 predicted=40.527851, expected=36.000000 predicted=38.646026, expected=24.000000 predicted=36.784598, expected=20.000000 predicted=28.250849, expected=76.000000 predicted=39.411628, expected=36.000000 predicted=36.181847, expected=36.000000 predicted=39.833847, expected=40.000000 predicted=40.351362, expected=328.000000 predicted=105.179139, expected=20.000000 predicted=79.066888, expected=40.000000 predicted=96.531121, expected=40.000000 predicted=102.020753, expected=16.000000 predicted=64.190209, expected=36.000000 predicted=89.247459, expected=40.000000 predicted=31.491094, expected=36.000000 predicted=33.816746, expected=12.000000 predicted=30.269316, expected=12.000000 predicted=25.213833, expected=56.000000 predicted=32.813572, expected=44.000000 predicted=31.671238, expected=16.000000 predicted=29.564226, expected=12.000000 predicted=27.276997, expected=28.000000 predicted=27.060575, expected=36.000000 predicted=30.522236, expected=32.000000 predicted=28.096596, expected=48.000000 predicted=30.668776, expected=32.000000 predicted=31.164378, expected=16.000000 predicted=31.507257, expected=24.000000 predicted=31.989439, expected=24.000000 predicted=27.853670, expected=24.000000 predicted=27.240462, expected=32.000000 predicted=26.155569, expected=28.000000 predicted=24.562452, expected=28.000000 predicted=26.925108, expected=16.000000 predicted=25.124328, expected=20.000000 predicted=24.506715, expected=60.000000 predicted=32.103787, expected=44.000000 predicted=31.659626, expected=40.000000 predicted=36.048936, expected=36.000000 predicted=37.724249, expected=28.000000 predicted=36.579279, expected=16.000000 predicted=36.297121, expected=24.000000 predicted=31.044938, expected=44.000000 predicted=31.427724, expected=28.000000 predicted=28.299436, expected=28.000000 predicted=29.069206, expected=16.000000 predicted=26.085561, expected=44.000000 predicted=30.936820, expected=24.000000 predicted=29.517657, expected=40.000000 predicted=30.842934, expected=64.000000 predicted=38.298020, expected=68.000000 predicted=42.590995, expected=24.000000 predicted=43.832381, expected=12.000000 predicted=39.330516, expected=36.000000 predicted=40.492320, expected=24.000000 predicted=34.493088, expected=28.000000 predicted=32.169347, expected=28.000000 predicted=26.418302, expected=52.000000 predicted=30.642873, expected=16.000000 predicted=29.383230, expected=32.000000 predicted=31.315934, expected=32.000000 predicted=31.699896, expected=20.000000 predicted=27.746379, expected=32.000000 predicted=32.117615, expected=40.000000 predicted=28.755119, expected=44.000000 predicted=33.330091, expected=56.000000 predicted=39.080154, expected=24.000000 predicted=35.229359, expected=24.000000 predicted=37.049752, expected=28.000000 predicted=35.777900, expected=28.000000 predicted=32.059246, expected=72.000000 predicted=41.056784, expected=60.000000 predicted=39.501503, expected=56.000000 predicted=46.030594, expected=56.000000 predicted=52.267964, expected=36.000000 predicted=49.451198, expected=40.000000 predicted=53.117151, expected=20.000000 predicted=42.897551, expected=40.000000 predicted=41.043541, expected=36.000000 predicted=37.559925, expected=28.000000 predicted=32.429033, expected=28.000000 predicted=32.962374, expected=36.000000 predicted=31.204423, expected=24.000000 predicted=30.991422, expected=84.000000 predicted=42.670629, expected=36.000000 predicted=37.797208, expected=32.000000 predicted=40.770110, expected=28.000000 predicted=41.558481, expected=44.000000 predicted=39.019249, expected=24.000000 predicted=40.233582, expected=24.000000 predicted=31.420119, expected=20.000000 predicted=28.657902, expected=40.000000 predicted=29.736651, expected=12.000000 predicted=26.023410, expected=40.000000 predicted=28.216987, expected=56.000000 predicted=33.430487, expected=60.000000 predicted=37.874252, expected=44.000000 predicted=43.718443, expected=40.000000 predicted=42.743643, expected=64.000000 predicted=51.572452, expected=28.000000 predicted=46.013645, expected=40.000000 predicted=46.800765, expected=24.000000 predicted=39.441397, expected=20.000000 predicted=33.676776, expected=24.000000 predicted=33.511715, expected=32.000000 predicted=27.292217, expected=28.000000 predicted=27.817250, expected=52.000000 predicted=31.860914, expected=16.000000 predicted=27.548531, expected=16.000000 predicted=28.093971, expected=52.000000 predicted=34.630986, expected=24.000000 predicted=28.160512, expected=36.000000 predicted=34.335760, expected=12.000000 predicted=26.094429, expected=20.000000 predicted=25.411319, expected=20.000000 predicted=27.168236, expected=32.000000 predicted=23.427194, expected=40.000000 predicted=27.793974, expected=4.000000 predicted=20.080199, expected=16.000000 predicted=23.090943, expected=40.000000 predicted=25.824343, expected=44.000000 predicted=28.158514, expected=28.000000 predicted=29.571397, expected=40.000000 predicted=30.784510, expected=36.000000 predicted=33.656527, expected=24.000000 predicted=34.118200, expected=48.000000 predicted=38.338371, expected=60.000000 predicted=39.678814, expected=60.000000 predicted=45.171994, expected=40.000000 predicted=45.673569, expected=48.000000 predicted=47.626629, expected=20.000000 predicted=43.844169, expected=40.000000 predicted=44.339981, expected=52.000000 predicted=43.718083, expected=36.000000 predicted=37.774535, expected=24.000000 predicted=37.516082, expected=16.000000 predicted=30.806839, expected=24.000000 predicted=30.790116, expected=80.000000 predicted=40.823751, expected=16.000000 predicted=29.975292, expected=28.000000 predicted=33.672921, expected=32.000000 predicted=34.055842, expected=56.000000 predicted=37.219936, expected=68.000000 predicted=48.426218, expected=44.000000 predicted=40.792123, expected=44.000000 predicted=46.960016, expected=72.000000 predicted=54.146356, expected=36.000000 predicted=50.478297, expected=52.000000 predicted=54.045507, expected=68.000000 predicted=54.143485, expected=36.000000 predicted=48.449708, expected=20.000000 predicted=47.640328, expected=52.000000 predicted=45.305410, expected=72.000000 predicted=48.977032, expected=8.000000 predicted=39.749803, expected=52.000000 predicted=44.326427, expected=56.000000 predicted=42.922497, expected=40.000000 predicted=43.599855, expected=44.000000 predicted=48.249074, expected=20.000000 predicted=35.318393, expected=36.000000 predicted=41.094260, expected=12.000000 predicted=32.897471, expected=72.000000 predicted=39.155846, expected=12.000000 predicted=30.511819, expected=28.000000 predicted=30.882029, expected=16.000000 predicted=30.528541, expected=32.000000 predicted=26.234179, expected=24.000000 predicted=30.901582, expected=24.000000 predicted=22.426322, expected=68.000000 predicted=34.777051, expected=52.000000 predicted=35.297011, expected=32.000000 predicted=39.153856, expected=28.000000 predicted=39.843886, expected=36.000000 predicted=38.791815, expected=32.000000 predicted=39.786392, expected=28.000000 predicted=34.402247, expected=20.000000 predicted=29.248877, expected=48.000000 predicted=32.911931, expected=28.000000 predicted=30.783599, expected=44.000000 predicted=34.395922, expected=60.000000 predicted=40.033710, expected=60.000000 predicted=43.013438, expected=36.000000 predicted=46.443228, expected=40.000000 predicted=45.734064, expected=28.000000 predicted=43.308512, expected=28.000000 predicted=40.452392, expected=40.000000 predicted=39.006127, expected=56.000000 predicted=38.229321, expected=12.000000 predicted=32.447569, expected=28.000000 predicted=33.651066, expected=32.000000 predicted=32.490995, expected=40.000000 predicted=32.917248, expected=40.000000 predicted=35.839594, expected=28.000000 predicted=30.018429, expected=36.000000 predicted=34.800733, expected=12.000000 predicted=29.825711, expected=52.000000 predicted=35.876268, expected=24.000000 predicted=30.730514, expected=48.000000 predicted=34.091303, expected=16.000000 predicted=31.623007, expected=52.000000 predicted=34.447139, expected=44.000000 predicted=39.767203, expected=32.000000 predicted=34.644414, expected=44.000000 predicted=41.717832, expected=40.000000 predicted=37.165923, expected=24.000000 predicted=38.192283, expected=32.000000 predicted=36.800822, expected=12.000000 predicted=29.024511, expected=20.000000 predicted=28.022469, expected=12.000000 predicted=22.757397, expected=12.000000 predicted=17.538719, expected=44.000000 predicted=23.656965, expected=32.000000 predicted=21.354120, expected=36.000000 predicted=27.205492, expected=20.000000 predicted=26.924079, expected=20.000000 predicted=26.598203, expected=24.000000 Test MSE: 544.381
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299])] predicted=60.627673, expected=24.000000 predicted=61.640463, expected=20.000000 predicted=47.495986, expected=16.000000 predicted=31.501791, expected=32.000000 predicted=31.301738, expected=36.000000 predicted=29.694952, expected=32.000000 predicted=26.921083, expected=40.000000 predicted=33.188241, expected=56.000000 predicted=38.971809, expected=40.000000 predicted=39.068167, expected=52.000000 predicted=45.302393, expected=36.000000 predicted=44.211182, expected=112.000000 predicted=61.291723, expected=80.000000 predicted=67.641846, expected=60.000000 predicted=61.055919, expected=64.000000 predicted=78.260790, expected=84.000000 predicted=70.180437, expected=16.000000 predicted=59.138995, expected=36.000000 predicted=54.235258, expected=92.000000 predicted=66.066442, expected=104.000000 predicted=60.818773, expected=44.000000 predicted=63.233405, expected=40.000000 predicted=62.558716, expected=24.000000 predicted=53.714453, expected=60.000000 predicted=52.750339, expected=68.000000 predicted=58.963625, expected=88.000000 predicted=56.408326, expected=68.000000 predicted=64.025608, expected=84.000000 predicted=68.453398, expected=64.000000 predicted=73.522278, expected=60.000000 predicted=66.969563, expected=56.000000 predicted=71.134079, expected=48.000000 predicted=58.054278, expected=72.000000 predicted=65.838061, expected=88.000000 predicted=68.304941, expected=48.000000 predicted=57.917333, expected=28.000000 predicted=55.449670, expected=60.000000 predicted=61.060127, expected=36.000000 predicted=46.726835, expected=24.000000 predicted=41.821863, expected=60.000000 predicted=51.394473, expected=76.000000 predicted=47.663841, expected=20.000000 predicted=39.577912, expected=76.000000 predicted=59.321963, expected=56.000000 predicted=53.216742, expected=32.000000 predicted=41.679440, expected=36.000000 predicted=57.983596, expected=40.000000 predicted=38.377924, expected=32.000000 predicted=41.024684, expected=16.000000 predicted=33.793344, expected=36.000000 predicted=33.607943, expected=12.000000 predicted=24.564560, expected=24.000000 predicted=24.748852, expected=32.000000 predicted=29.813205, expected=20.000000 predicted=18.561714, expected=68.000000 predicted=40.495042, expected=60.000000 predicted=39.802042, expected=64.000000 predicted=45.952098, expected=80.000000 predicted=65.567476, expected=44.000000 predicted=51.140331, expected=52.000000 predicted=61.143943, expected=64.000000 predicted=63.301738, expected=60.000000 predicted=55.322781, expected=24.000000 predicted=51.325517, expected=52.000000 predicted=51.770339, expected=76.000000 predicted=57.150890, expected=44.000000 predicted=46.685330, expected=60.000000 predicted=59.601009, expected=84.000000 predicted=63.380219, expected=12.000000 predicted=42.169511, expected=40.000000 predicted=55.858110, expected=52.000000 predicted=50.910924, expected=40.000000 predicted=36.397072, expected=44.000000 predicted=52.293658, expected=44.000000 predicted=39.809726, expected=60.000000 predicted=46.970107, expected=60.000000 predicted=52.453311, expected=60.000000 predicted=52.856902, expected=36.000000 predicted=50.424548, expected=80.000000 predicted=60.412217, expected=28.000000 predicted=49.223180, expected=32.000000 predicted=44.836812, expected=60.000000 predicted=57.246084, expected=72.000000 predicted=45.604132, expected=56.000000 predicted=57.585213, expected=72.000000 predicted=60.314186, expected=64.000000 predicted=60.166551, expected=44.000000 predicted=56.404337, expected=100.000000 predicted=76.223948, expected=60.000000 predicted=62.341454, expected=80.000000 predicted=70.729414, expected=92.000000 predicted=83.416191, expected=48.000000 predicted=60.503767, expected=44.000000 predicted=72.075998, expected=100.000000 predicted=75.247521, expected=84.000000 predicted=68.961998, expected=48.000000 predicted=68.996792, expected=32.000000 predicted=63.342550, expected=52.000000 predicted=54.910684, expected=48.000000 predicted=54.683012, expected=88.000000 predicted=63.514768, expected=68.000000 predicted=59.758066, expected=140.000000 predicted=81.571713, expected=120.000000 predicted=96.027359, expected=88.000000 predicted=88.453644, expected=72.000000 predicted=102.199639, expected=36.000000 predicted=71.966491, expected=92.000000 predicted=90.179875, expected=24.000000 predicted=62.071587, expected=44.000000 predicted=54.156413, expected=72.000000 predicted=65.871250, expected=76.000000 predicted=50.545630, expected=44.000000 predicted=61.986375, expected=60.000000 predicted=57.792317, expected=88.000000 predicted=67.093868, expected=48.000000 predicted=57.776007, expected=72.000000 predicted=70.380682, expected=76.000000 predicted=68.623193, expected=52.000000 predicted=58.227351, expected=112.000000 predicted=85.765078, expected=88.000000 predicted=75.791496, expected=60.000000 predicted=73.127520, expected=32.000000 predicted=71.529537, expected=8.000000 predicted=43.653552, expected=36.000000 predicted=49.278966, expected=80.000000 predicted=53.971465, expected=64.000000 predicted=48.934229, expected=64.000000 predicted=55.563218, expected=68.000000 predicted=59.104556, expected=92.000000 predicted=68.609639, expected=92.000000 predicted=80.506952, expected=44.000000 predicted=66.664809, expected=72.000000 predicted=75.123838, expected=104.000000 predicted=81.453374, expected=72.000000 predicted=72.924069, expected=76.000000 predicted=82.910626, expected=100.000000 predicted=84.155864, expected=80.000000 predicted=78.307176, expected=104.000000 predicted=94.909527, expected=112.000000 predicted=96.768588, expected=44.000000 predicted=75.674100, expected=76.000000 predicted=89.080817, expected=148.000000 predicted=101.746084, expected=92.000000 predicted=86.532934, expected=44.000000 predicted=88.515528, expected=40.000000 predicted=75.253098, expected=68.000000 predicted=67.211942, expected=48.000000 predicted=64.797255, expected=40.000000 predicted=54.833722, expected=52.000000 predicted=52.782040, expected=80.000000 predicted=55.972895, expected=44.000000 predicted=52.225594, expected=28.000000 predicted=48.059613, expected=52.000000 predicted=52.936786, expected=16.000000 predicted=33.163662, expected=64.000000 predicted=51.707986, expected=16.000000 predicted=34.158480, expected=52.000000 predicted=37.740243, expected=60.000000 predicted=51.394041, expected=60.000000 predicted=41.004035, expected=40.000000 predicted=53.049649, expected=8.000000 predicted=33.989782, expected=40.000000 predicted=43.142594, expected=36.000000 predicted=36.008919, expected=24.000000 predicted=30.090447, expected=52.000000 predicted=41.765051, expected=8.000000 predicted=22.132146, expected=40.000000 predicted=34.980705, expected=16.000000 predicted=28.811161, expected=36.000000 predicted=26.012097, expected=60.000000 predicted=43.427122, expected=32.000000 predicted=28.622156, expected=32.000000 predicted=39.306554, expected=60.000000 predicted=44.902426, expected=24.000000 predicted=33.401396, expected=20.000000 predicted=37.000473, expected=52.000000 predicted=41.887415, expected=52.000000 predicted=36.525916, expected=72.000000 predicted=52.428454, expected=92.000000 predicted=62.853434, expected=36.000000 predicted=49.973918, expected=80.000000 predicted=71.101687, expected=44.000000 predicted=58.892939, expected=76.000000 predicted=63.593546, expected=68.000000 predicted=70.948692, expected=84.000000 predicted=64.239857, expected=116.000000 predicted=88.635548, expected=84.000000 predicted=78.478092, expected=92.000000 predicted=91.336142, expected=64.000000 predicted=83.461879, expected=64.000000 predicted=77.260509, expected=68.000000 predicted=79.594164, expected=56.000000 predicted=65.411584, expected=60.000000 predicted=66.779721, expected=40.000000 predicted=55.365120, expected=116.000000 predicted=74.955767, expected=48.000000 predicted=61.345861, expected=64.000000 predicted=65.095485, expected=32.000000 predicted=62.187285, expected=56.000000 predicted=50.907091, expected=16.000000 predicted=50.438514, expected=56.000000 predicted=43.922889, expected=32.000000 predicted=42.991429, expected=32.000000 predicted=32.726237, expected=32.000000 predicted=41.025942, expected=520.000000 predicted=176.639286, expected=32.000000 predicted=121.354210, expected=36.000000 predicted=133.490488, expected=52.000000 predicted=198.754040, expected=24.000000 predicted=61.519283, expected=4.000000 predicted=176.485207, expected=80.000000 predicted=41.928972, expected=24.000000 predicted=31.956477, expected=44.000000 predicted=41.059844, expected=24.000000 predicted=37.532060, expected=52.000000 predicted=31.088718, expected=16.000000 predicted=42.710716, expected=68.000000 predicted=38.445172, expected=76.000000 predicted=51.317331, expected=44.000000 predicted=43.290052, expected=40.000000 predicted=54.767319, expected=40.000000 predicted=43.234737, expected=48.000000 predicted=49.835156, expected=16.000000 predicted=43.689606, expected=52.000000 predicted=41.644714, expected=64.000000 predicted=44.791955, expected=48.000000 predicted=43.054499, expected=56.000000 predicted=52.924836, expected=44.000000 predicted=44.513174, expected=28.000000 predicted=45.499062, expected=52.000000 predicted=50.530319, expected=40.000000 predicted=42.652179, expected=36.000000 predicted=42.576307, expected=32.000000 predicted=40.595027, expected=16.000000 predicted=30.159224, expected=28.000000 predicted=34.159012, expected=8.000000 predicted=24.812625, expected=60.000000 predicted=32.062520, expected=44.000000 predicted=33.606822, expected=68.000000 predicted=38.924190, expected=44.000000 predicted=46.489470, expected=52.000000 predicted=42.580207, expected=28.000000 predicted=49.805215, expected=16.000000 predicted=36.967428, expected=40.000000 predicted=43.008712, expected=36.000000 predicted=33.720861, expected=56.000000 predicted=41.003179, expected=64.000000 predicted=44.304440, expected=44.000000 predicted=41.338158, expected=32.000000 predicted=45.986547, expected=16.000000 predicted=37.930188, expected=52.000000 predicted=42.853109, expected=32.000000 predicted=39.714041, expected=28.000000 predicted=34.176882, expected=32.000000 predicted=34.962847, expected=28.000000 predicted=27.298214, expected=44.000000 predicted=37.982054, expected=32.000000 predicted=33.073455, expected=28.000000 predicted=31.538856, expected=24.000000 predicted=31.775627, expected=32.000000 predicted=29.547973, expected=28.000000 predicted=31.598194, expected=24.000000 predicted=27.902582, expected=32.000000 predicted=29.070482, expected=64.000000 predicted=35.732164, expected=32.000000 predicted=35.228798, expected=28.000000 predicted=35.621355, expected=52.000000 predicted=40.647227, expected=8.000000 predicted=29.434975, expected=12.000000 predicted=33.589288, expected=8.000000 predicted=22.836831, expected=12.000000 predicted=15.066892, expected=8.000000 predicted=19.091524, expected=20.000000 predicted=11.645125, expected=20.000000 predicted=14.329060, expected=16.000000 predicted=13.918365, expected=16.000000 predicted=16.413811, expected=24.000000 predicted=17.008289, expected=12.000000 predicted=17.233823, expected=28.000000 predicted=20.563477, expected=56.000000 predicted=28.254009, expected=32.000000 predicted=27.427842, expected=24.000000 predicted=31.387781, expected=8.000000 predicted=25.154671, expected=24.000000 predicted=24.757116, expected=16.000000 predicted=26.577837, expected=16.000000 predicted=19.588329, expected=8.000000 predicted=17.207425, expected=16.000000 predicted=13.198326, expected=16.000000 predicted=16.367829, expected=12.000000 predicted=13.501997, expected=20.000000 predicted=16.184854, expected=20.000000 predicted=15.104337, expected=20.000000 predicted=17.507452, expected=4.000000 predicted=15.102235, expected=20.000000 predicted=15.823434, expected=32.000000 predicted=20.097234, expected=8.000000 predicted=15.863363, expected=12.000000 predicted=18.036415, expected=12.000000 predicted=13.551607, expected=12.000000 predicted=13.430952, expected=12.000000 predicted=16.316270, expected=16.000000 predicted=12.071616, expected=28.000000 predicted=16.449698, expected=4.000000 predicted=13.189681, expected=8.000000 predicted=13.405176, expected=12.000000 predicted=13.151204, expected=4.000000 predicted=9.061502, expected=20.000000 predicted=15.288460, expected=16.000000 predicted=10.898733, expected=16.000000 predicted=12.545575, expected=8.000000 predicted=13.694755, expected=20.000000 predicted=13.196790, expected=12.000000 predicted=15.123194, expected=8.000000 predicted=12.640039, expected=20.000000 predicted=15.641099, expected=32.000000 predicted=16.602872, expected=20.000000 predicted=19.340622, expected=28.000000 predicted=22.020938, expected=136.000000 predicted=49.027914, expected=180.000000 predicted=81.201750, expected=184.000000 predicted=115.552171, expected=76.000000 predicted=108.360670, expected=68.000000 predicted=100.261742, expected=80.000000 predicted=110.333140, expected=88.000000 predicted=103.280940, expected=24.000000 predicted=84.960789, expected=56.000000 predicted=64.921375, expected=36.000000 predicted=53.551400, expected=32.000000 predicted=45.132261, expected=32.000000 predicted=48.548985, expected=40.000000 predicted=33.554451, expected=44.000000 predicted=41.749685, expected=44.000000 predicted=39.578778, expected=28.000000 predicted=36.158734, expected=48.000000 predicted=40.276119, expected=4.000000 predicted=29.580149, expected=28.000000 predicted=30.779854, expected=32.000000 predicted=32.256013, expected=8.000000 predicted=18.509334, expected=8.000000 predicted=23.668561, expected=12.000000 predicted=12.764140, expected=36.000000 predicted=20.977954, expected=16.000000 predicted=20.276273, expected=28.000000 predicted=20.385879, expected=16.000000 predicted=19.919170, expected=32.000000 predicted=21.889636, expected=16.000000 predicted=24.799690, expected=12.000000 predicted=17.459404, expected=8.000000 predicted=18.380239, expected=28.000000 predicted=17.655585, expected=24.000000 predicted=21.472959, expected=16.000000 predicted=17.731719, expected=12.000000 predicted=17.485429, expected=16.000000 predicted=15.253970, expected=12.000000 predicted=16.642147, expected=72.000000 predicted=32.673396, expected=8.000000 predicted=21.924658, expected=24.000000 predicted=24.539371, expected=16.000000 predicted=26.279162, expected=28.000000 predicted=18.728331, expected=24.000000 predicted=33.066165, expected=24.000000 predicted=19.953488, expected=16.000000 predicted=22.394089, expected=20.000000 predicted=19.984564, expected=12.000000 predicted=19.424502, expected=44.000000 predicted=25.802885, expected=12.000000 predicted=21.042773, expected=28.000000 predicted=22.608963, expected=20.000000 predicted=24.398549, expected=8.000000 predicted=14.859336, expected=16.000000 predicted=23.232034, expected=12.000000 predicted=13.552542, expected=12.000000 predicted=15.189524, expected=16.000000 predicted=15.483116, expected=20.000000 predicted=14.164115, expected=52.000000 predicted=26.333155, expected=36.000000 predicted=27.402158, expected=16.000000 predicted=24.900741, expected=12.000000 predicted=24.665152, expected=24.000000 predicted=22.391832, expected=8.000000 predicted=21.737145, expected=24.000000 predicted=21.661325, expected=20.000000 predicted=18.609674, expected=12.000000 predicted=14.528151, expected=8.000000 predicted=16.724627, expected=12.000000 predicted=12.071450, expected=20.000000 predicted=16.161697, expected=16.000000 predicted=15.326248, expected=16.000000 predicted=15.051995, expected=8.000000 predicted=12.761353, expected=28.000000 Test MSE: 1345.473
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271])] predicted=63.526128, expected=112.000000 predicted=72.704891, expected=64.000000 predicted=79.385656, expected=32.000000 predicted=73.643501, expected=44.000000 predicted=71.283300, expected=48.000000 predicted=61.350907, expected=72.000000 predicted=64.457192, expected=52.000000 predicted=53.866766, expected=100.000000 predicted=58.678171, expected=80.000000 predicted=68.806955, expected=84.000000 predicted=71.593344, expected=48.000000 predicted=71.989134, expected=128.000000 predicted=81.369826, expected=72.000000 predicted=89.415210, expected=48.000000 predicted=72.412529, expected=268.000000 predicted=113.425939, expected=72.000000 predicted=112.839265, expected=76.000000 predicted=106.598160, expected=80.000000 predicted=100.852234, expected=48.000000 predicted=93.415004, expected=44.000000 predicted=103.097482, expected=24.000000 predicted=54.996955, expected=52.000000 predicted=52.653682, expected=88.000000 predicted=58.988886, expected=48.000000 predicted=52.827416, expected=36.000000 predicted=47.444088, expected=68.000000 predicted=51.491958, expected=24.000000 predicted=51.864072, expected=60.000000 predicted=53.728869, expected=104.000000 predicted=59.613665, expected=84.000000 predicted=65.483676, expected=60.000000 predicted=67.468100, expected=60.000000 predicted=62.796854, expected=48.000000 predicted=66.949832, expected=88.000000 predicted=74.738679, expected=128.000000 predicted=82.482240, expected=80.000000 predicted=79.847212, expected=68.000000 predicted=76.925093, expected=52.000000 predicted=73.747962, expected=40.000000 predicted=72.911716, expected=88.000000 predicted=77.635565, expected=96.000000 predicted=74.313179, expected=48.000000 predicted=66.061973, expected=80.000000 predicted=65.911898, expected=72.000000 predicted=69.892930, expected=28.000000 predicted=67.386563, expected=20.000000 predicted=55.063174, expected=120.000000 predicted=62.134858, expected=32.000000 predicted=61.976964, expected=28.000000 predicted=48.891739, expected=112.000000 predicted=56.799579, expected=40.000000 predicted=57.567125, expected=28.000000 predicted=61.671606, expected=52.000000 predicted=46.781704, expected=52.000000 predicted=49.769914, expected=48.000000 predicted=58.400914, expected=80.000000 predicted=51.290309, expected=120.000000 predicted=65.625080, expected=56.000000 predicted=69.266174, expected=48.000000 predicted=65.272690, expected=32.000000 predicted=59.873789, expected=52.000000 predicted=62.593100, expected=36.000000 predicted=59.633788, expected=24.000000 predicted=40.774063, expected=80.000000 predicted=46.718547, expected=84.000000 predicted=53.554912, expected=36.000000 predicted=52.983262, expected=40.000000 predicted=48.369517, expected=84.000000 predicted=56.280687, expected=88.000000 predicted=70.886382, expected=60.000000 predicted=67.686138, expected=140.000000 predicted=76.698582, expected=72.000000 predicted=80.292441, expected=76.000000 predicted=85.778194, expected=16.000000 predicted=72.743005, expected=56.000000 predicted=64.637203, expected=40.000000 predicted=68.629664, expected=52.000000 predicted=52.111198, expected=52.000000 predicted=51.334172, expected=72.000000 predicted=47.719106, expected=72.000000 predicted=59.388558, expected=56.000000 predicted=57.160642, expected=52.000000 predicted=58.462762, expected=48.000000 predicted=56.916654, expected=32.000000 predicted=53.976081, expected=52.000000 predicted=52.075627, expected=92.000000 predicted=57.753060, expected=56.000000 predicted=57.188670, expected=60.000000 predicted=57.043951, expected=44.000000 predicted=53.963955, expected=76.000000 predicted=61.960209, expected=68.000000 predicted=68.402081, expected=52.000000 predicted=59.133725, expected=40.000000 predicted=55.823597, expected=56.000000 predicted=54.081285, expected=84.000000 predicted=64.453989, expected=64.000000 predicted=62.633957, expected=24.000000 predicted=52.118933, expected=48.000000 predicted=50.303132, expected=72.000000 predicted=57.801986, expected=48.000000 predicted=58.095809, expected=64.000000 predicted=55.091655, expected=36.000000 predicted=47.161503, expected=44.000000 predicted=50.121737, expected=40.000000 predicted=50.914214, expected=32.000000 predicted=42.780806, expected=64.000000 predicted=48.317512, expected=44.000000 predicted=43.834870, expected=44.000000 predicted=44.650782, expected=40.000000 predicted=43.746819, expected=48.000000 predicted=44.116520, expected=40.000000 predicted=47.277819, expected=52.000000 predicted=44.894846, expected=84.000000 predicted=53.344252, expected=68.000000 predicted=56.769656, expected=68.000000 predicted=60.719812, expected=72.000000 predicted=63.707170, expected=12.000000 predicted=55.831201, expected=24.000000 predicted=52.049259, expected=52.000000 predicted=48.972008, expected=160.000000 predicted=71.073908, expected=80.000000 predicted=72.791866, expected=68.000000 predicted=63.692844, expected=36.000000 predicted=65.086336, expected=80.000000 predicted=74.848009, expected=56.000000 predicted=83.735659, expected=60.000000 predicted=63.489434, expected=56.000000 predicted=60.244299, expected=84.000000 predicted=61.436438, expected=44.000000 predicted=64.032070, expected=72.000000 predicted=61.482150, expected=88.000000 predicted=69.097172, expected=60.000000 predicted=66.504740, expected=208.000000 predicted=99.651760, expected=80.000000 predicted=94.316877, expected=60.000000 predicted=90.187960, expected=40.000000 predicted=85.747389, expected=32.000000 predicted=72.397755, expected=48.000000 predicted=82.524043, expected=80.000000 predicted=59.797528, expected=48.000000 predicted=53.219544, expected=108.000000 predicted=61.506096, expected=108.000000 predicted=73.468190, expected=44.000000 predicted=70.362259, expected=44.000000 predicted=69.096084, expected=36.000000 predicted=59.634454, expected=72.000000 predicted=69.891873, expected=92.000000 predicted=71.929203, expected=92.000000 predicted=66.013387, expected=116.000000 predicted=77.867664, expected=24.000000 predicted=67.415065, expected=32.000000 predicted=65.143913, expected=72.000000 predicted=71.105736, expected=64.000000 predicted=68.774251, expected=104.000000 predicted=75.608545, expected=60.000000 predicted=58.929283, expected=60.000000 predicted=61.797849, expected=40.000000 predicted=64.349074, expected=56.000000 predicted=62.078136, expected=60.000000 predicted=66.094342, expected=40.000000 predicted=52.531728, expected=84.000000 predicted=58.455010, expected=84.000000 predicted=62.509783, expected=72.000000 predicted=66.774589, expected=60.000000 predicted=65.731138, expected=64.000000 predicted=64.446561, expected=40.000000 predicted=66.083221, expected=16.000000 predicted=53.594374, expected=48.000000 predicted=49.676091, expected=44.000000 predicted=46.620511, expected=68.000000 predicted=49.985826, expected=120.000000 predicted=61.617395, expected=24.000000 predicted=51.205917, expected=32.000000 predicted=51.063293, expected=20.000000 predicted=46.494220, expected=116.000000 predicted=66.755914, expected=56.000000 predicted=68.937608, expected=92.000000 predicted=56.432949, expected=40.000000 predicted=57.128089, expected=68.000000 predicted=60.068260, expected=68.000000 predicted=76.624213, expected=20.000000 predicted=54.494672, expected=88.000000 predicted=64.742146, expected=64.000000 predicted=59.159972, expected=36.000000 predicted=56.585144, expected=60.000000 predicted=55.970737, expected=72.000000 predicted=55.461002, expected=72.000000 predicted=68.226751, expected=40.000000 predicted=56.969270, expected=56.000000 predicted=53.437418, expected=84.000000 predicted=65.261733, expected=52.000000 predicted=63.729565, expected=48.000000 predicted=58.210634, expected=76.000000 predicted=58.738781, expected=52.000000 predicted=61.057637, expected=148.000000 predicted=81.962021, expected=108.000000 predicted=84.635494, expected=88.000000 predicted=84.535191, expected=68.000000 predicted=86.566367, expected=56.000000 predicted=80.592514, expected=64.000000 predicted=89.893818, expected=52.000000 predicted=73.361589, expected=36.000000 predicted=60.040443, expected=64.000000 predicted=57.071690, expected=84.000000 predicted=61.870886, expected=108.000000 predicted=72.461565, expected=40.000000 predicted=63.014175, expected=24.000000 predicted=52.692318, expected=56.000000 predicted=60.430646, expected=108.000000 predicted=74.765880, expected=92.000000 predicted=77.929153, expected=32.000000 predicted=55.455216, expected=52.000000 predicted=55.495023, expected=16.000000 predicted=55.615293, expected=12.000000 predicted=51.033693, expected=100.000000 predicted=56.981719, expected=24.000000 predicted=40.807325, expected=68.000000 predicted=45.919223, expected=32.000000 predicted=40.083242, expected=32.000000 predicted=40.747763, expected=32.000000 predicted=49.674938, expected=84.000000 predicted=46.812934, expected=60.000000 predicted=55.233324, expected=52.000000 predicted=47.564274, expected=20.000000 predicted=42.881856, expected=68.000000 predicted=51.065551, expected=32.000000 predicted=54.720720, expected=72.000000 predicted=52.126199, expected=36.000000 predicted=47.420139, expected=8.000000 predicted=34.632452, expected=40.000000 predicted=42.620312, expected=80.000000 predicted=47.345863, expected=84.000000 predicted=58.959974, expected=52.000000 predicted=49.661079, expected=28.000000 predicted=42.903425, expected=60.000000 predicted=55.201682, expected=76.000000 predicted=66.561230, expected=124.000000 predicted=76.772403, expected=72.000000 predicted=69.476341, expected=36.000000 predicted=59.263147, expected=40.000000 predicted=63.537625, expected=92.000000 predicted=75.530396, expected=52.000000 predicted=73.875047, expected=36.000000 predicted=53.192353, expected=84.000000 predicted=56.552080, expected=108.000000 predicted=71.472108, expected=80.000000 predicted=77.764935, expected=52.000000 predicted=65.256964, expected=36.000000 predicted=60.667844, expected=108.000000 predicted=80.647177, expected=44.000000 predicted=73.868375, expected=52.000000 predicted=60.578383, expected=56.000000 predicted=57.551622, expected=52.000000 predicted=56.490485, expected=76.000000 predicted=68.147802, expected=48.000000 predicted=54.168278, expected=36.000000 predicted=51.116129, expected=36.000000 predicted=49.463213, expected=32.000000 predicted=46.003292, expected=56.000000 predicted=49.714667, expected=64.000000 predicted=47.614468, expected=76.000000 predicted=51.371253, expected=48.000000 predicted=50.873276, expected=48.000000 predicted=51.294373, expected=40.000000 predicted=54.170550, expected=80.000000 predicted=61.212026, expected=64.000000 predicted=61.919634, expected=36.000000 predicted=50.553693, expected=72.000000 predicted=56.376713, expected=44.000000 predicted=55.254141, expected=40.000000 predicted=55.591000, expected=4.000000 predicted=41.251407, expected=40.000000 predicted=38.291828, expected=68.000000 predicted=49.278389, expected=48.000000 predicted=42.245626, expected=92.000000 predicted=50.690419, expected=48.000000 predicted=48.146087, expected=40.000000 predicted=52.555232, expected=64.000000 predicted=60.393154, expected=88.000000 predicted=65.351269, expected=32.000000 predicted=61.053642, expected=40.000000 predicted=49.113443, expected=72.000000 predicted=56.533784, expected=40.000000 predicted=56.356414, expected=36.000000 predicted=51.464214, expected=48.000000 predicted=43.957243, expected=68.000000 predicted=51.823297, expected=60.000000 predicted=56.068449, expected=92.000000 predicted=58.734272, expected=48.000000 predicted=57.216777, expected=36.000000 predicted=55.047845, expected=48.000000 predicted=58.087751, expected=32.000000 predicted=52.017311, expected=56.000000 predicted=54.443005, expected=36.000000 predicted=43.049172, expected=60.000000 predicted=44.820093, expected=52.000000 predicted=48.299688, expected=48.000000 predicted=46.266259, expected=48.000000 predicted=50.001331, expected=44.000000 predicted=46.977451, expected=28.000000 predicted=45.901750, expected=44.000000 predicted=44.046625, expected=52.000000 predicted=45.333972, expected=68.000000 predicted=49.276111, expected=80.000000 predicted=54.687799, expected=44.000000 predicted=50.689855, expected=56.000000 predicted=55.340251, expected=84.000000 predicted=65.218194, expected=88.000000 predicted=72.273532, expected=100.000000 predicted=77.691673, expected=116.000000 predicted=82.194820, expected=76.000000 predicted=84.397277, expected=68.000000 predicted=85.606212, expected=44.000000 predicted=79.002025, expected=44.000000 predicted=73.194233, expected=44.000000 predicted=66.692466, expected=44.000000 predicted=53.984561, expected=80.000000 predicted=57.153435, expected=68.000000 predicted=55.698230, expected=16.000000 predicted=45.771012, expected=68.000000 predicted=52.355334, expected=36.000000 predicted=51.602467, expected=68.000000 predicted=57.873111, expected=52.000000 predicted=53.133941, expected=76.000000 predicted=52.024593, expected=36.000000 predicted=55.701462, expected=16.000000 predicted=42.800165, expected=36.000000 predicted=46.905991, expected=32.000000 predicted=41.891950, expected=4.000000 predicted=33.377912, expected=20.000000 predicted=23.397025, expected=20.000000 predicted=21.218599, expected=52.000000 predicted=30.051463, expected=76.000000 predicted=38.491208, expected=56.000000 predicted=38.290331, expected=52.000000 predicted=44.274279, expected=36.000000 predicted=45.477770, expected=32.000000 predicted=48.596188, expected=132.000000 predicted=70.676818, expected=60.000000 predicted=64.021151, expected=56.000000 predicted=58.319115, expected=72.000000 predicted=62.841182, expected=72.000000 predicted=69.221201, expected=44.000000 predicted=74.017244, expected=32.000000 predicted=53.264289, expected=76.000000 predicted=59.658072, expected=56.000000 predicted=60.564731, expected=36.000000 predicted=51.905192, expected=44.000000 predicted=46.705943, expected=56.000000 predicted=49.691742, expected=48.000000 predicted=54.026573, expected=36.000000 predicted=45.471386, expected=64.000000 predicted=47.750314, expected=28.000000 predicted=45.067813, expected=28.000000 predicted=41.791825, expected=76.000000 predicted=49.156649, expected=52.000000 predicted=48.409738, expected=24.000000 predicted=44.049682, expected=72.000000 predicted=46.861453, expected=120.000000 predicted=66.268066, expected=56.000000 predicted=67.560479, expected=20.000000 predicted=52.321742, expected=28.000000 predicted=48.621718, expected=92.000000 predicted=67.947627, expected=24.000000 predicted=58.661810, expected=56.000000 predicted=45.917990, expected=72.000000 predicted=49.956329, expected=108.000000 predicted=65.333149, expected=48.000000 predicted=67.328868, expected=40.000000 predicted=53.336852, expected=72.000000 predicted=66.271112, expected=40.000000 predicted=62.153028, expected=68.000000 predicted=64.905452, expected=132.000000 predicted=72.139381, expected=44.000000 predicted=63.577072, expected=80.000000 predicted=71.737347, expected=36.000000 predicted=63.592715, expected=52.000000 predicted=66.086774, expected=72.000000 predicted=73.750305, expected=56.000000 predicted=56.203343, expected=60.000000 predicted=60.274676, expected=32.000000 predicted=48.952683, expected=60.000000 predicted=54.968952, expected=16.000000 predicted=48.399214, expected=28.000000 predicted=40.558902, expected=32.000000 predicted=39.014758, expected=64.000000 predicted=40.392813, expected=104.000000 predicted=56.525575, expected=32.000000 predicted=43.839829, expected=28.000000 predicted=43.599543, expected=36.000000 predicted=47.361670, expected=60.000000 predicted=55.323757, expected=32.000000 predicted=50.718568, expected=80.000000 predicted=46.326164, expected=64.000000 predicted=50.998917, expected=48.000000 predicted=51.402459, expected=80.000000 predicted=62.074646, expected=120.000000 predicted=73.456732, expected=96.000000 predicted=83.318516, expected=28.000000 predicted=67.725515, expected=60.000000 predicted=68.667313, expected=100.000000 predicted=83.328870, expected=40.000000 predicted=73.927476, expected=44.000000 predicted=60.770162, expected=96.000000 predicted=63.025666, expected=92.000000 predicted=73.537182, expected=48.000000 predicted=69.479846, expected=52.000000 predicted=59.743405, expected=60.000000 predicted=64.015851, expected=56.000000 predicted=67.736082, expected=40.000000 predicted=58.160399, expected=32.000000 predicted=46.432910, expected=32.000000 predicted=44.419105, expected=88.000000 predicted=55.019169, expected=76.000000 predicted=56.698807, expected=92.000000 predicted=61.422337, expected=68.000000 predicted=63.886587, expected=36.000000 predicted=60.415710, expected=44.000000 predicted=66.166450, expected=60.000000 predicted=63.343886, expected=44.000000 predicted=57.996360, expected=28.000000 predicted=45.819152, expected=88.000000 predicted=52.714478, expected=20.000000 predicted=45.417379, expected=68.000000 predicted=52.010507, expected=52.000000 predicted=51.168203, expected=60.000000 predicted=51.115790, expected=24.000000 Test MSE: 940.423
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965])] predicted=24.948062, expected=4.000000 predicted=16.675403, expected=24.000000 predicted=18.417010, expected=16.000000 predicted=18.487701, expected=16.000000 predicted=17.439073, expected=20.000000 predicted=21.999228, expected=16.000000 predicted=15.386553, expected=8.000000 predicted=15.298854, expected=12.000000 predicted=14.141357, expected=20.000000 predicted=16.307088, expected=28.000000 predicted=19.352739, expected=20.000000 predicted=17.789664, expected=40.000000 predicted=23.818264, expected=28.000000 predicted=25.278824, expected=16.000000 predicted=22.780666, expected=24.000000 predicted=25.865606, expected=24.000000 predicted=25.014149, expected=32.000000 predicted=28.552426, expected=20.000000 predicted=23.715870, expected=28.000000 predicted=23.957326, expected=48.000000 predicted=32.853406, expected=20.000000 predicted=27.089125, expected=8.000000 predicted=22.359529, expected=12.000000 predicted=21.009087, expected=12.000000 predicted=19.886735, expected=4.000000 predicted=16.113709, expected=32.000000 predicted=17.936473, expected=44.000000 predicted=23.402413, expected=24.000000 predicted=21.097976, expected=12.000000 predicted=18.907089, expected=8.000000 predicted=17.554279, expected=28.000000 predicted=25.580196, expected=8.000000 predicted=19.777446, expected=8.000000 predicted=13.174524, expected=36.000000 predicted=20.499110, expected=52.000000 predicted=28.096510, expected=12.000000 predicted=21.736594, expected=24.000000 predicted=22.337907, expected=12.000000 predicted=21.872903, expected=12.000000 predicted=21.921406, expected=20.000000 predicted=23.667201, expected=8.000000 predicted=13.156363, expected=48.000000 predicted=25.596026, expected=16.000000 predicted=19.273795, expected=16.000000 predicted=17.626687, expected=28.000000 predicted=24.402795, expected=28.000000 predicted=23.672845, expected=16.000000 predicted=24.630852, expected=20.000000 predicted=20.281974, expected=36.000000 predicted=25.997662, expected=12.000000 predicted=21.489110, expected=20.000000 predicted=21.454230, expected=16.000000 predicted=19.688323, expected=24.000000 predicted=21.194286, expected=24.000000 predicted=23.334505, expected=24.000000 predicted=20.148962, expected=24.000000 predicted=22.372560, expected=12.000000 predicted=18.831485, expected=20.000000 predicted=21.020845, expected=12.000000 predicted=18.461828, expected=16.000000 predicted=17.497679, expected=36.000000 predicted=23.357075, expected=24.000000 predicted=20.438304, expected=28.000000 predicted=23.140662, expected=12.000000 predicted=19.636879, expected=24.000000 predicted=22.607218, expected=20.000000 predicted=24.298377, expected=40.000000 predicted=26.952401, expected=20.000000 predicted=24.033268, expected=32.000000 predicted=24.670943, expected=60.000000 predicted=37.936823, expected=24.000000 predicted=30.554253, expected=40.000000 predicted=36.241187, expected=40.000000 predicted=36.957431, expected=24.000000 predicted=33.623146, expected=52.000000 predicted=42.995131, expected=12.000000 predicted=28.934833, expected=44.000000 predicted=35.830356, expected=24.000000 predicted=32.791805, expected=16.000000 predicted=25.478579, expected=36.000000 predicted=32.471599, expected=16.000000 predicted=23.211331, expected=12.000000 predicted=22.696741, expected=20.000000 predicted=20.756152, expected=28.000000 predicted=22.302342, expected=28.000000 predicted=24.619696, expected=20.000000 predicted=20.371775, expected=8.000000 predicted=17.061499, expected=20.000000 predicted=20.330113, expected=24.000000 predicted=22.257356, expected=28.000000 predicted=22.584842, expected=20.000000 predicted=20.066175, expected=28.000000 predicted=21.798237, expected=4.000000 predicted=18.114784, expected=24.000000 predicted=21.264587, expected=8.000000 predicted=17.854772, expected=20.000000 predicted=17.226322, expected=44.000000 predicted=25.648706, expected=28.000000 predicted=22.161427, expected=24.000000 predicted=24.080371, expected=24.000000 predicted=24.036684, expected=40.000000 predicted=31.283461, expected=20.000000 predicted=29.171576, expected=16.000000 predicted=23.390158, expected=32.000000 predicted=27.032691, expected=36.000000 predicted=29.406679, expected=32.000000 predicted=30.068725, expected=8.000000 predicted=21.208423, expected=48.000000 predicted=31.004666, expected=20.000000 predicted=28.868617, expected=24.000000 predicted=26.665420, expected=48.000000 predicted=33.323008, expected=28.000000 predicted=28.738077, expected=16.000000 predicted=28.557294, expected=20.000000 predicted=24.887956, expected=8.000000 predicted=21.452622, expected=8.000000 predicted=19.768992, expected=44.000000 predicted=24.701404, expected=48.000000 predicted=28.117405, expected=16.000000 predicted=22.412174, expected=32.000000 predicted=25.963728, expected=28.000000 predicted=28.591171, expected=48.000000 predicted=37.928089, expected=8.000000 predicted=27.667504, expected=48.000000 predicted=31.400770, expected=40.000000 predicted=35.929837, expected=20.000000 predicted=29.380492, expected=24.000000 predicted=30.996048, expected=28.000000 predicted=27.288983, expected=16.000000 predicted=27.813507, expected=12.000000 predicted=22.018672, expected=20.000000 predicted=19.974815, expected=40.000000 predicted=25.947265, expected=20.000000 predicted=22.661163, expected=4.000000 predicted=16.000422, expected=12.000000 predicted=16.929796, expected=12.000000 predicted=17.022950, expected=12.000000 predicted=16.519081, expected=20.000000 predicted=14.689757, expected=28.000000 predicted=16.447545, expected=36.000000 predicted=22.345147, expected=24.000000 predicted=22.136445, expected=24.000000 predicted=23.464602, expected=12.000000 predicted=22.041627, expected=40.000000 predicted=29.045942, expected=28.000000 predicted=28.206994, expected=40.000000 predicted=29.320891, expected=20.000000 predicted=26.658863, expected=20.000000 predicted=24.541207, expected=20.000000 predicted=27.431314, expected=16.000000 predicted=22.611320, expected=12.000000 predicted=20.451983, expected=28.000000 predicted=20.665791, expected=28.000000 predicted=22.010868, expected=28.000000 predicted=22.764728, expected=16.000000 predicted=20.465965, expected=12.000000 predicted=18.722928, expected=8.000000 predicted=18.334581, expected=36.000000 predicted=23.747652, expected=20.000000 predicted=20.712125, expected=24.000000 predicted=19.476257, expected=48.000000 predicted=28.370563, expected=20.000000 predicted=24.481565, expected=16.000000 predicted=25.474442, expected=4.000000 predicted=19.318046, expected=20.000000 predicted=21.221096, expected=8.000000 predicted=18.894590, expected=16.000000 predicted=14.110674, expected=24.000000 predicted=16.573725, expected=12.000000 predicted=13.188510, expected=8.000000 predicted=13.662785, expected=8.000000 predicted=11.737699, expected=24.000000 predicted=16.569450, expected=28.000000 predicted=19.510312, expected=24.000000 predicted=18.185262, expected=16.000000 predicted=17.364143, expected=12.000000 predicted=17.049688, expected=12.000000 predicted=18.217816, expected=8.000000 predicted=15.591905, expected=16.000000 predicted=15.113139, expected=44.000000 predicted=22.305415, expected=44.000000 predicted=26.161654, expected=16.000000 predicted=21.547942, expected=12.000000 predicted=20.629054, expected=12.000000 predicted=21.708866, expected=24.000000 predicted=25.713600, expected=28.000000 predicted=24.683015, expected=16.000000 predicted=17.510758, expected=36.000000 predicted=23.281802, expected=8.000000 predicted=18.568823, expected=20.000000 predicted=21.063723, expected=24.000000 predicted=23.131532, expected=20.000000 predicted=20.056444, expected=20.000000 predicted=21.781867, expected=52.000000 predicted=27.936742, expected=40.000000 predicted=31.141911, expected=36.000000 predicted=31.980875, expected=12.000000 predicted=26.837699, expected=24.000000 predicted=28.563098, expected=12.000000 predicted=27.827222, expected=24.000000 predicted=24.750421, expected=20.000000 predicted=22.238343, expected=28.000000 predicted=20.656772, expected=12.000000 predicted=19.142896, expected=4.000000 predicted=13.856638, expected=4.000000 predicted=13.828572, expected=28.000000 predicted=18.083520, expected=32.000000 predicted=21.219412, expected=44.000000 predicted=24.169357, expected=28.000000 predicted=23.565230, expected=20.000000 predicted=23.403397, expected=8.000000 predicted=23.529343, expected=32.000000 predicted=28.090384, expected=4.000000 predicted=21.061946, expected=28.000000 predicted=20.934390, expected=20.000000 predicted=19.932294, expected=24.000000 predicted=18.790836, expected=28.000000 predicted=24.535481, expected=12.000000 predicted=17.170014, expected=12.000000 predicted=19.232069, expected=12.000000 predicted=17.172160, expected=28.000000 predicted=20.893333, expected=16.000000 predicted=18.527723, expected=24.000000 predicted=17.800247, expected=24.000000 predicted=20.139183, expected=12.000000 predicted=17.451324, expected=20.000000 predicted=20.767717, expected=36.000000 predicted=24.300894, expected=16.000000 predicted=21.222772, expected=20.000000 predicted=20.830793, expected=16.000000 predicted=19.211069, expected=28.000000 predicted=23.075359, expected=8.000000 predicted=19.678721, expected=16.000000 predicted=16.451722, expected=16.000000 predicted=17.660414, expected=24.000000 predicted=18.580761, expected=20.000000 predicted=19.673290, expected=44.000000 predicted=24.315320, expected=8.000000 predicted=19.421532, expected=24.000000 predicted=21.469598, expected=20.000000 predicted=23.691398, expected=12.000000 predicted=18.998973, expected=16.000000 predicted=21.293411, expected=24.000000 predicted=17.939866, expected=24.000000 predicted=20.952579, expected=16.000000 predicted=18.294952, expected=8.000000 predicted=14.815381, expected=20.000000 predicted=18.046015, expected=12.000000 predicted=16.988060, expected=32.000000 predicted=20.856975, expected=32.000000 predicted=22.446879, expected=16.000000 predicted=18.385005, expected=4.000000 predicted=16.643884, expected=12.000000 predicted=16.399869, expected=8.000000 predicted=16.640599, expected=64.000000 predicted=29.988895, expected=28.000000 predicted=23.998643, expected=20.000000 predicted=19.657974, expected=12.000000 predicted=21.846430, expected=12.000000 predicted=20.513981, expected=28.000000 predicted=29.907290, expected=28.000000 predicted=23.184836, expected=24.000000 predicted=20.994764, expected=40.000000 predicted=25.921583, expected=8.000000 predicted=20.405812, expected=4.000000 predicted=18.468248, expected=12.000000 predicted=18.962039, expected=16.000000 predicted=17.574147, expected=28.000000 predicted=21.173841, expected=52.000000 predicted=24.928047, expected=24.000000 predicted=21.976447, expected=20.000000 predicted=22.612622, expected=8.000000 predicted=21.376636, expected=12.000000 predicted=21.847534, expected=16.000000 predicted=23.405249, expected=16.000000 predicted=16.580126, expected=20.000000 predicted=16.452450, expected=20.000000 predicted=15.683714, expected=24.000000 predicted=18.548012, expected=12.000000 predicted=16.885267, expected=24.000000 predicted=19.546416, expected=28.000000 predicted=22.798311, expected=20.000000 predicted=20.931670, expected=16.000000 predicted=19.903929, expected=8.000000 predicted=15.751937, expected=36.000000 predicted=24.390314, expected=24.000000 predicted=23.507369, expected=16.000000 predicted=18.704537, expected=52.000000 predicted=29.269554, expected=16.000000 predicted=23.345949, expected=20.000000 predicted=25.631539, expected=20.000000 predicted=24.248701, expected=20.000000 predicted=22.585950, expected=12.000000 predicted=23.525983, expected=12.000000 predicted=15.587814, expected=44.000000 predicted=25.151771, expected=24.000000 predicted=22.910469, expected=32.000000 predicted=24.407959, expected=28.000000 predicted=25.258290, expected=16.000000 predicted=23.069496, expected=24.000000 predicted=28.222176, expected=4.000000 predicted=18.783485, expected=20.000000 predicted=20.738667, expected=16.000000 predicted=18.846945, expected=44.000000 predicted=24.047072, expected=16.000000 predicted=20.934692, expected=20.000000 predicted=17.925683, expected=16.000000 predicted=21.186534, expected=4.000000 predicted=16.266369, expected=28.000000 predicted=23.737491, expected=40.000000 predicted=24.283784, expected=12.000000 predicted=18.794884, expected=4.000000 predicted=14.219321, expected=12.000000 predicted=14.930712, expected=8.000000 predicted=16.716402, expected=16.000000 predicted=17.087099, expected=8.000000 predicted=9.989995, expected=28.000000 predicted=14.338121, expected=28.000000 predicted=18.798189, expected=8.000000 predicted=13.889932, expected=20.000000 predicted=17.711844, expected=32.000000 predicted=22.057163, expected=16.000000 predicted=21.569750, expected=24.000000 predicted=21.848516, expected=16.000000 predicted=18.226087, expected=12.000000 predicted=18.356918, expected=4.000000 predicted=16.070176, expected=16.000000 predicted=14.758771, expected=28.000000 predicted=19.428470, expected=4.000000 predicted=12.098833, expected=4.000000 predicted=9.507903, expected=12.000000 predicted=11.042130, expected=28.000000 predicted=17.618666, expected=24.000000 predicted=18.980640, expected=16.000000 predicted=13.898852, expected=20.000000 predicted=16.707563, expected=4.000000 predicted=14.791367, expected=28.000000 predicted=21.509756, expected=28.000000 predicted=22.269426, expected=28.000000 predicted=21.348280, expected=40.000000 predicted=26.955544, expected=8.000000 predicted=19.120895, expected=20.000000 predicted=23.818798, expected=8.000000 predicted=20.556562, expected=16.000000 predicted=19.536671, expected=32.000000 predicted=24.177354, expected=36.000000 predicted=22.166563, expected=8.000000 predicted=17.896353, expected=20.000000 predicted=18.407617, expected=8.000000 predicted=18.145247, expected=12.000000 predicted=18.699722, expected=16.000000 predicted=18.127640, expected=40.000000 predicted=20.508735, expected=60.000000 predicted=32.034197, expected=24.000000 predicted=25.026156, expected=20.000000 predicted=24.827350, expected=28.000000 predicted=29.778098, expected=24.000000 predicted=32.046934, expected=24.000000 predicted=31.120949, expected=24.000000 predicted=24.008697, expected=12.000000 predicted=20.097077, expected=24.000000 predicted=23.019552, expected=8.000000 predicted=18.056018, expected=4.000000 predicted=14.039042, expected=20.000000 predicted=16.762214, expected=44.000000 predicted=22.994765, expected=36.000000 predicted=25.508960, expected=20.000000 predicted=20.117653, expected=28.000000 predicted=23.878833, expected=20.000000 predicted=26.302201, expected=28.000000 predicted=30.007935, expected=12.000000 predicted=22.991350, expected=24.000000 predicted=21.780369, expected=36.000000 predicted=27.298286, expected=8.000000 predicted=19.061900, expected=24.000000 predicted=22.060417, expected=20.000000 predicted=20.436358, expected=32.000000 predicted=25.226572, expected=28.000000 predicted=26.315735, expected=28.000000 predicted=22.846102, expected=20.000000 predicted=24.304304, expected=16.000000 predicted=22.135693, expected=16.000000 predicted=22.651510, expected=16.000000 predicted=20.415783, expected=12.000000 predicted=17.652243, expected=8.000000 predicted=13.752964, expected=24.000000 predicted=16.820431, expected=40.000000 predicted=23.123365, expected=56.000000 predicted=30.941765, expected=24.000000 predicted=25.761453, expected=16.000000 predicted=23.449231, expected=12.000000 predicted=25.415244, expected=16.000000 predicted=26.354617, expected=32.000000 predicted=29.544994, expected=32.000000 predicted=24.295082, expected=32.000000 predicted=24.156760, expected=40.000000 predicted=28.424996, expected=32.000000 predicted=29.990775, expected=36.000000 predicted=33.975510, expected=28.000000 predicted=32.401141, expected=40.000000 predicted=35.274894, expected=24.000000 predicted=32.484635, expected=48.000000 predicted=36.443986, expected=28.000000 predicted=33.784451, expected=24.000000 predicted=29.605695, expected=20.000000 predicted=29.453874, expected=12.000000 predicted=23.300169, expected=36.000000 predicted=30.819948, expected=32.000000 predicted=27.431376, expected=24.000000 predicted=24.199578, expected=16.000000 predicted=21.449290, expected=12.000000 predicted=19.328712, expected=36.000000 predicted=28.610044, expected=24.000000 predicted=25.242061, expected=36.000000 predicted=26.128739, expected=40.000000 predicted=29.054632, expected=48.000000 predicted=34.029418, expected=44.000000 predicted=39.080716, expected=16.000000 predicted=30.279789, expected=40.000000 predicted=37.062386, expected=20.000000 predicted=33.330751, expected=16.000000 predicted=28.680898, expected=52.000000 predicted=35.887686, expected=36.000000 predicted=31.135543, expected=32.000000 predicted=32.458996, expected=20.000000 predicted=26.723153, expected=24.000000 predicted=27.791658, expected=32.000000 Test MSE: 152.726
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582])] predicted=21.004156, expected=8.000000 predicted=16.790981, expected=8.000000 predicted=13.200543, expected=4.000000 predicted=13.493262, expected=12.000000 predicted=11.636409, expected=28.000000 predicted=18.806304, expected=8.000000 predicted=10.507279, expected=8.000000 predicted=9.336328, expected=28.000000 predicted=17.332405, expected=12.000000 predicted=14.653911, expected=20.000000 predicted=19.009967, expected=12.000000 predicted=13.477938, expected=8.000000 predicted=11.336878, expected=28.000000 predicted=21.932681, expected=28.000000 predicted=20.784481, expected=16.000000 predicted=18.159724, expected=24.000000 predicted=19.614977, expected=8.000000 predicted=14.353504, expected=4.000000 predicted=14.376807, expected=32.000000 predicted=23.424953, expected=16.000000 predicted=17.133688, expected=8.000000 predicted=14.013968, expected=4.000000 predicted=8.949673, expected=12.000000 predicted=10.905349, expected=24.000000 predicted=20.350937, expected=4.000000 predicted=10.103098, expected=12.000000 predicted=10.194761, expected=4.000000 predicted=7.698427, expected=8.000000 predicted=9.588223, expected=8.000000 predicted=11.097054, expected=12.000000 predicted=8.561161, expected=20.000000 predicted=13.607452, expected=32.000000 predicted=18.336012, expected=12.000000 predicted=13.971491, expected=16.000000 predicted=14.911371, expected=20.000000 predicted=18.290948, expected=16.000000 predicted=18.370342, expected=4.000000 predicted=14.679735, expected=24.000000 predicted=16.982709, expected=28.000000 predicted=21.086887, expected=36.000000 predicted=25.604183, expected=16.000000 predicted=19.265802, expected=12.000000 predicted=15.184319, expected=8.000000 predicted=17.147004, expected=16.000000 predicted=18.972624, expected=16.000000 predicted=19.321166, expected=16.000000 predicted=14.766056, expected=8.000000 predicted=11.242597, expected=16.000000 predicted=13.148873, expected=16.000000 predicted=15.364163, expected=8.000000 predicted=11.977048, expected=4.000000 predicted=9.500192, expected=20.000000 predicted=13.614710, expected=4.000000 predicted=10.064416, expected=16.000000 predicted=12.704161, expected=8.000000 predicted=9.610310, expected=20.000000 predicted=12.859575, expected=12.000000 predicted=14.217387, expected=8.000000 predicted=9.120646, expected=20.000000 predicted=15.865238, expected=4.000000 predicted=9.457227, expected=12.000000 predicted=12.737997, expected=12.000000 predicted=11.829265, expected=12.000000 predicted=10.934178, expected=24.000000 predicted=17.567890, expected=32.000000 predicted=19.588251, expected=28.000000 predicted=21.746315, expected=16.000000 predicted=18.324587, expected=24.000000 predicted=21.430484, expected=16.000000 predicted=21.390059, expected=20.000000 predicted=22.583446, expected=20.000000 predicted=21.456226, expected=36.000000 predicted=25.242880, expected=20.000000 predicted=22.663999, expected=12.000000 predicted=17.133040, expected=28.000000 predicted=23.657075, expected=24.000000 predicted=23.364404, expected=16.000000 predicted=22.183159, expected=20.000000 predicted=19.887934, expected=28.000000 predicted=22.119532, expected=24.000000 predicted=24.216969, expected=8.000000 predicted=16.958679, expected=28.000000 predicted=21.772607, expected=12.000000 predicted=18.114204, expected=16.000000 predicted=18.759571, expected=36.000000 predicted=25.643359, expected=20.000000 predicted=18.994293, expected=12.000000 predicted=18.860563, expected=20.000000 predicted=18.461975, expected=16.000000 predicted=18.232146, expected=8.000000 predicted=17.538984, expected=8.000000 predicted=12.774930, expected=20.000000 predicted=15.232412, expected=32.000000 predicted=22.041142, expected=24.000000 predicted=19.932526, expected=36.000000 predicted=24.066529, expected=20.000000 predicted=20.980674, expected=24.000000 predicted=24.192575, expected=20.000000 predicted=25.095518, expected=28.000000 predicted=25.549440, expected=16.000000 predicted=23.416623, expected=12.000000 predicted=17.296148, expected=12.000000 predicted=17.184825, expected=8.000000 predicted=13.821543, expected=20.000000 predicted=18.317101, expected=16.000000 predicted=15.099136, expected=20.000000 predicted=15.794680, expected=8.000000 predicted=12.273085, expected=16.000000 predicted=13.772688, expected=12.000000 predicted=15.056340, expected=16.000000 predicted=14.898701, expected=4.000000 predicted=11.221952, expected=8.000000 predicted=9.073503, expected=4.000000 predicted=8.965640, expected=16.000000 predicted=11.564358, expected=24.000000 predicted=16.310687, expected=8.000000 predicted=9.389841, expected=12.000000 predicted=11.229981, expected=24.000000 predicted=16.101356, expected=8.000000 predicted=13.410810, expected=12.000000 predicted=14.679441, expected=36.000000 predicted=21.203622, expected=24.000000 predicted=20.215908, expected=12.000000 predicted=17.877123, expected=24.000000 predicted=19.207953, expected=8.000000 predicted=15.020157, expected=12.000000 predicted=18.751375, expected=24.000000 predicted=20.115849, expected=20.000000 predicted=17.074714, expected=24.000000 predicted=21.020684, expected=40.000000 predicted=25.275042, expected=8.000000 predicted=16.797476, expected=16.000000 predicted=19.957017, expected=20.000000 predicted=20.622641, expected=24.000000 predicted=22.397511, expected=28.000000 predicted=26.799837, expected=36.000000 predicted=24.401091, expected=20.000000 predicted=22.189819, expected=16.000000 predicted=20.903192, expected=20.000000 predicted=22.523504, expected=24.000000 predicted=24.213739, expected=24.000000 predicted=25.337114, expected=24.000000 predicted=22.051838, expected=4.000000 predicted=14.158010, expected=20.000000 predicted=18.949058, expected=28.000000 predicted=23.237743, expected=8.000000 predicted=16.096642, expected=24.000000 predicted=20.362187, expected=24.000000 predicted=17.923668, expected=12.000000 predicted=17.289777, expected=20.000000 predicted=20.635983, expected=24.000000 predicted=18.604008, expected=20.000000 predicted=20.956825, expected=24.000000 predicted=22.172296, expected=28.000000 predicted=22.003160, expected=40.000000 predicted=29.267419, expected=32.000000 predicted=29.118550, expected=12.000000 predicted=21.339376, expected=16.000000 predicted=21.997090, expected=4.000000 predicted=17.113354, expected=8.000000 predicted=17.794043, expected=12.000000 predicted=15.691550, expected=40.000000 predicted=21.913404, expected=20.000000 predicted=18.549360, expected=16.000000 predicted=14.800776, expected=12.000000 predicted=14.808490, expected=20.000000 predicted=18.166441, expected=32.000000 predicted=28.188103, expected=20.000000 predicted=20.393097, expected=8.000000 predicted=14.868033, expected=8.000000 predicted=13.152357, expected=8.000000 predicted=13.737504, expected=16.000000 predicted=17.545622, expected=16.000000 predicted=14.787966, expected=16.000000 predicted=12.695802, expected=16.000000 predicted=13.458389, expected=20.000000 predicted=15.630086, expected=16.000000 predicted=16.443845, expected=4.000000 predicted=11.673239, expected=24.000000 predicted=17.921569, expected=8.000000 predicted=13.133755, expected=12.000000 predicted=13.923309, expected=8.000000 predicted=11.505131, expected=24.000000 predicted=14.683299, expected=32.000000 predicted=23.233367, expected=8.000000 predicted=12.638177, expected=8.000000 predicted=12.531313, expected=28.000000 predicted=19.218733, expected=20.000000 predicted=20.512880, expected=28.000000 predicted=24.358875, expected=16.000000 predicted=16.478001, expected=20.000000 predicted=18.109667, expected=20.000000 predicted=22.219094, expected=16.000000 predicted=18.698845, expected=12.000000 predicted=17.907465, expected=16.000000 predicted=16.185203, expected=24.000000 predicted=19.883375, expected=4.000000 predicted=12.862168, expected=8.000000 predicted=11.838013, expected=8.000000 predicted=10.723599, expected=4.000000 predicted=9.119210, expected=12.000000 predicted=12.259430, expected=8.000000 predicted=7.147159, expected=16.000000 predicted=10.949032, expected=16.000000 predicted=12.030267, expected=4.000000 predicted=7.543517, expected=4.000000 predicted=8.329340, expected=16.000000 predicted=11.579260, expected=20.000000 predicted=15.191158, expected=8.000000 predicted=11.180483, expected=4.000000 predicted=7.068376, expected=8.000000 predicted=8.425816, expected=20.000000 predicted=14.949577, expected=20.000000 predicted=16.224681, expected=28.000000 predicted=17.777721, expected=24.000000 predicted=17.865868, expected=12.000000 predicted=15.391129, expected=8.000000 predicted=15.558398, expected=8.000000 predicted=14.259545, expected=12.000000 predicted=15.720244, expected=20.000000 predicted=16.986763, expected=20.000000 predicted=15.246551, expected=24.000000 predicted=16.999607, expected=24.000000 predicted=18.609840, expected=24.000000 predicted=20.541210, expected=12.000000 predicted=18.100520, expected=16.000000 predicted=18.536600, expected=28.000000 predicted=23.496152, expected=28.000000 predicted=24.099357, expected=4.000000 predicted=15.293260, expected=12.000000 predicted=14.394138, expected=4.000000 predicted=11.964718, expected=4.000000 predicted=12.034129, expected=12.000000 predicted=13.252944, expected=20.000000 predicted=11.708672, expected=12.000000 predicted=11.445295, expected=16.000000 predicted=11.736924, expected=24.000000 predicted=16.043932, expected=20.000000 predicted=17.463262, expected=12.000000 predicted=16.185681, expected=72.000000 predicted=37.291285, expected=28.000000 predicted=27.957307, expected=60.000000 predicted=40.782703, expected=16.000000 predicted=29.693271, expected=12.000000 predicted=22.831090, expected=12.000000 predicted=32.279456, expected=36.000000 predicted=28.874165, expected=40.000000 predicted=37.453180, expected=20.000000 predicted=21.506549, expected=16.000000 predicted=19.035425, expected=16.000000 predicted=19.466334, expected=4.000000 predicted=18.479213, expected=4.000000 predicted=15.608231, expected=24.000000 predicted=17.368412, expected=24.000000 predicted=17.992176, expected=16.000000 predicted=15.474420, expected=8.000000 predicted=10.532931, expected=20.000000 predicted=15.064235, expected=16.000000 predicted=18.393529, expected=12.000000 predicted=15.781658, expected=20.000000 predicted=16.685586, expected=12.000000 predicted=13.145206, expected=24.000000 predicted=19.260807, expected=16.000000 predicted=16.811369, expected=12.000000 predicted=14.053343, expected=8.000000 predicted=13.784167, expected=8.000000 predicted=11.274515, expected=36.000000 predicted=23.266700, expected=16.000000 predicted=16.912025, expected=24.000000 predicted=18.054470, expected=8.000000 predicted=13.557802, expected=4.000000 predicted=10.831260, expected=8.000000 predicted=16.114681, expected=8.000000 predicted=10.862157, expected=4.000000 predicted=9.685333, expected=16.000000 predicted=10.047883, expected=16.000000 predicted=10.836083, expected=32.000000 predicted=18.310762, expected=12.000000 predicted=13.810547, expected=8.000000 predicted=10.785390, expected=16.000000 predicted=16.138814, expected=16.000000 predicted=16.359867, expected=12.000000 predicted=16.966834, expected=20.000000 predicted=15.307816, expected=4.000000 predicted=9.859742, expected=12.000000 predicted=12.683828, expected=8.000000 predicted=11.559758, expected=20.000000 predicted=14.286474, expected=20.000000 predicted=16.916842, expected=8.000000 predicted=9.904225, expected=12.000000 predicted=12.410120, expected=8.000000 predicted=10.728546, expected=16.000000 predicted=15.028106, expected=16.000000 predicted=15.181954, expected=16.000000 predicted=12.982783, expected=4.000000 predicted=9.823996, expected=4.000000 predicted=7.951003, expected=16.000000 predicted=13.430895, expected=20.000000 predicted=15.400487, expected=16.000000 predicted=14.233521, expected=16.000000 predicted=12.426754, expected=4.000000 predicted=9.091474, expected=4.000000 predicted=10.150583, expected=16.000000 predicted=14.374103, expected=24.000000 predicted=16.926375, expected=16.000000 predicted=14.765901, expected=20.000000 predicted=14.183156, expected=28.000000 predicted=19.066151, expected=24.000000 predicted=21.606347, expected=20.000000 predicted=21.647873, expected=12.000000 predicted=17.114736, expected=12.000000 predicted=16.963333, expected=8.000000 predicted=15.944204, expected=24.000000 predicted=19.398407, expected=8.000000 predicted=13.631251, expected=12.000000 predicted=11.847408, expected=16.000000 predicted=14.009083, expected=8.000000 predicted=10.740315, expected=8.000000 predicted=12.569464, expected=32.000000 predicted=18.104684, expected=16.000000 predicted=15.829675, expected=16.000000 predicted=15.641262, expected=12.000000 predicted=13.488484, expected=16.000000 predicted=14.952076, expected=16.000000 predicted=19.362775, expected=24.000000 predicted=18.563126, expected=16.000000 predicted=16.697365, expected=32.000000 predicted=21.608382, expected=24.000000 predicted=21.954987, expected=28.000000 predicted=23.401290, expected=16.000000 predicted=21.647016, expected=8.000000 predicted=15.982985, expected=16.000000 predicted=20.450072, expected=32.000000 predicted=24.314686, expected=20.000000 predicted=21.628127, expected=12.000000 predicted=15.440540, expected=12.000000 predicted=13.965450, expected=20.000000 predicted=18.440642, expected=20.000000 predicted=21.352136, expected=20.000000 predicted=18.445981, expected=8.000000 predicted=12.906864, expected=16.000000 predicted=15.005158, expected=8.000000 predicted=14.073786, expected=16.000000 predicted=15.321624, expected=24.000000 predicted=18.615999, expected=20.000000 predicted=15.862864, expected=12.000000 predicted=14.852195, expected=24.000000 predicted=17.671621, expected=12.000000 predicted=16.357804, expected=16.000000 predicted=17.782892, expected=16.000000 predicted=17.073583, expected=20.000000 predicted=16.807482, expected=12.000000 predicted=16.514618, expected=20.000000 predicted=16.263297, expected=28.000000 predicted=21.120519, expected=24.000000 predicted=20.788751, expected=16.000000 predicted=18.884895, expected=12.000000 predicted=15.678015, expected=12.000000 predicted=16.711908, expected=16.000000 predicted=18.622385, expected=24.000000 predicted=20.133643, expected=28.000000 predicted=20.782522, expected=8.000000 predicted=13.830665, expected=16.000000 predicted=15.623280, expected=20.000000 predicted=18.827101, expected=24.000000 predicted=21.566963, expected=16.000000 predicted=19.405772, expected=12.000000 predicted=13.577969, expected=20.000000 predicted=18.118450, expected=20.000000 predicted=19.331170, expected=16.000000 predicted=18.201045, expected=20.000000 predicted=17.811136, expected=4.000000 predicted=11.837158, expected=8.000000 predicted=12.931668, expected=12.000000 predicted=13.898276, expected=8.000000 predicted=10.959032, expected=16.000000 predicted=13.646227, expected=16.000000 predicted=11.481663, expected=20.000000 predicted=14.420626, expected=20.000000 predicted=16.360366, expected=24.000000 predicted=17.930354, expected=28.000000 predicted=22.240377, expected=20.000000 predicted=20.397165, expected=24.000000 predicted=22.455426, expected=8.000000 predicted=17.173887, expected=16.000000 predicted=18.761922, expected=20.000000 predicted=20.844690, expected=24.000000 predicted=20.302483, expected=16.000000 predicted=18.451715, expected=8.000000 predicted=12.082898, expected=8.000000 predicted=13.066752, expected=20.000000 predicted=17.477034, expected=8.000000 predicted=13.927990, expected=24.000000 predicted=16.618107, expected=8.000000 predicted=11.355194, expected=16.000000 predicted=13.090157, expected=12.000000 predicted=14.966539, expected=20.000000 predicted=14.922119, expected=20.000000 predicted=18.855571, expected=20.000000 predicted=16.003721, expected=8.000000 predicted=13.849600, expected=24.000000 predicted=17.972669, expected=24.000000 predicted=21.185074, expected=4.000000 predicted=13.557332, expected=20.000000 predicted=17.444700, expected=12.000000 predicted=13.872351, expected=20.000000 predicted=18.475246, expected=16.000000 predicted=17.413628, expected=20.000000 predicted=14.889110, expected=28.000000 predicted=21.939399, expected=16.000000 Test MSE: 79.378
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947])] predicted=6.543489, expected=4.000000 predicted=5.634108, expected=8.000000 predicted=6.775214, expected=4.000000 predicted=5.602755, expected=16.000000 predicted=8.629323, expected=4.000000 predicted=6.510906, expected=16.000000 predicted=9.271614, expected=4.000000 predicted=7.800811, expected=4.000000 predicted=7.863820, expected=4.000000 predicted=7.857156, expected=4.000000 predicted=5.856108, expected=4.000000 predicted=5.935480, expected=4.000000 predicted=3.861440, expected=12.000000 predicted=5.687261, expected=4.000000 predicted=4.747122, expected=4.000000 predicted=5.199855, expected=4.000000 predicted=5.141619, expected=8.000000 predicted=6.104366, expected=8.000000 predicted=6.599599, expected=40.000000 predicted=13.192704, expected=8.000000 predicted=10.074368, expected=4.000000 predicted=11.616586, expected=4.000000 predicted=11.654131, expected=4.000000 predicted=11.189360, expected=8.000000 predicted=11.725178, expected=4.000000 predicted=5.001384, expected=16.000000 predicted=7.270687, expected=8.000000 predicted=6.747895, expected=4.000000 predicted=6.969330, expected=4.000000 predicted=7.136596, expected=8.000000 predicted=7.409367, expected=4.000000 predicted=7.057803, expected=4.000000 predicted=5.225213, expected=4.000000 predicted=4.503171, expected=8.000000 predicted=5.443386, expected=4.000000 predicted=5.004072, expected=4.000000 predicted=4.531311, expected=8.000000 predicted=5.418049, expected=8.000000 predicted=5.887498, expected=8.000000 predicted=6.583899, expected=8.000000 predicted=6.527796, expected=8.000000 predicted=7.191594, expected=4.000000 predicted=6.971892, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=6.528346, expected=4.000000 predicted=5.863020, expected=4.000000 predicted=5.225270, expected=4.000000 predicted=4.562101, expected=8.000000 predicted=4.782452, expected=4.000000 predicted=4.311877, expected=4.000000 predicted=4.533687, expected=8.000000 predicted=5.420539, expected=4.000000 predicted=4.975532, expected=4.000000 predicted=5.229039, expected=4.000000 predicted=4.506738, expected=8.000000 predicted=5.446571, expected=4.000000 predicted=5.007490, expected=12.000000 predicted=6.362585, expected=4.000000 predicted=5.395780, expected=4.000000 predicted=5.863293, expected=4.000000 predicted=5.841108, expected=8.000000 predicted=6.109385, expected=8.000000 predicted=6.618160, expected=8.000000 predicted=5.892781, expected=8.000000 predicted=6.531116, expected=16.000000 predicted=9.022507, expected=4.000000 predicted=7.864663, expected=4.000000 predicted=7.862624, expected=4.000000 predicted=7.144271, expected=4.000000 predicted=6.554193, expected=8.000000 predicted=6.871537, expected=4.000000 predicted=4.316163, expected=8.000000 predicted=5.450677, expected=4.000000 predicted=4.954616, expected=4.000000 predicted=5.200075, expected=4.000000 predicted=5.205305, expected=8.000000 predicted=5.449226, expected=8.000000 predicted=5.925888, expected=12.000000 predicted=6.809744, expected=12.000000 predicted=7.893180, expected=16.000000 predicted=10.136941, expected=4.000000 predicted=9.168884, expected=16.000000 predicted=11.900933, expected=8.000000 predicted=10.753763, expected=4.000000 predicted=9.688892, expected=16.000000 predicted=11.273175, expected=28.000000 predicted=13.310172, expected=12.000000 predicted=13.107831, expected=4.000000 predicted=11.361027, expected=12.000000 predicted=12.857075, expected=12.000000 predicted=13.920482, expected=4.000000 predicted=11.586913, expected=16.000000 predicted=10.627610, expected=4.000000 predicted=7.797224, expected=4.000000 predicted=8.589421, expected=8.000000 predicted=8.103940, expected=16.000000 predicted=9.031373, expected=4.000000 predicted=7.963071, expected=8.000000 predicted=7.429467, expected=4.000000 predicted=6.897801, expected=8.000000 predicted=8.126019, expected=8.000000 predicted=7.970998, expected=16.000000 predicted=8.377905, expected=16.000000 predicted=9.948394, expected=4.000000 predicted=8.491784, expected=8.000000 predicted=10.066916, expected=12.000000 predicted=10.739239, expected=8.000000 predicted=10.409070, expected=12.000000 predicted=10.218942, expected=12.000000 predicted=9.188224, expected=4.000000 predicted=8.744880, expected=8.000000 predicted=9.463787, expected=16.000000 predicted=10.352663, expected=20.000000 predicted=12.232744, expected=20.000000 predicted=13.332905, expected=8.000000 predicted=11.783585, expected=12.000000 predicted=14.040622, expected=16.000000 predicted=15.461795, expected=8.000000 predicted=13.515321, expected=4.000000 predicted=11.054750, expected=8.000000 predicted=9.396671, expected=12.000000 predicted=10.160022, expected=16.000000 predicted=10.925923, expected=12.000000 predicted=9.697024, expected=4.000000 predicted=8.688947, expected=8.000000 predicted=10.064719, expected=8.000000 predicted=9.889574, expected=4.000000 predicted=8.398147, expected=4.000000 predicted=6.586149, expected=12.000000 predicted=7.011625, expected=16.000000 predicted=8.863570, expected=8.000000 predicted=8.138748, expected=4.000000 predicted=7.595530, expected=4.000000 predicted=7.784952, expected=8.000000 predicted=8.812801, expected=4.000000 predicted=7.074181, expected=12.000000 predicted=7.081467, expected=8.000000 predicted=6.314042, expected=4.000000 predicted=6.304470, expected=4.000000 predicted=6.530097, expected=20.000000 predicted=9.504110, expected=8.000000 predicted=8.600848, expected=8.000000 predicted=8.594866, expected=4.000000 predicted=7.555553, expected=4.000000 predicted=7.815138, expected=12.000000 predicted=9.820932, expected=16.000000 predicted=8.862796, expected=4.000000 predicted=7.216643, expected=4.000000 predicted=7.159353, expected=4.000000 predicted=7.127123, expected=4.000000 predicted=7.262395, expected=12.000000 predicted=7.826990, expected=12.000000 predicted=6.585027, expected=8.000000 predicted=6.993712, expected=16.000000 predicted=9.678026, expected=8.000000 predicted=9.365035, expected=12.000000 predicted=11.504683, expected=4.000000 predicted=9.406699, expected=20.000000 predicted=12.185867, expected=8.000000 predicted=10.601984, expected=28.000000 predicted=14.452520, expected=24.000000 predicted=15.733533, expected=8.000000 predicted=14.222614, expected=4.000000 predicted=14.958455, expected=12.000000 predicted=14.232143, expected=12.000000 predicted=14.756132, expected=4.000000 predicted=10.258868, expected=8.000000 predicted=8.116259, expected=4.000000 predicted=6.917361, expected=4.000000 predicted=7.264181, expected=4.000000 predicted=5.938039, expected=4.000000 predicted=4.540665, expected=20.000000 predicted=8.262243, expected=8.000000 predicted=6.551563, expected=12.000000 predicted=8.801270, expected=8.000000 predicted=8.910438, expected=16.000000 predicted=11.656473, expected=8.000000 predicted=11.535572, expected=20.000000 predicted=12.622292, expected=8.000000 predicted=11.218597, expected=4.000000 predicted=10.270152, expected=12.000000 predicted=11.723317, expected=16.000000 predicted=11.473461, expected=8.000000 predicted=10.911830, expected=4.000000 predicted=8.300021, expected=16.000000 predicted=10.538355, expected=20.000000 predicted=12.874899, expected=8.000000 predicted=11.292948, expected=8.000000 predicted=10.530701, expected=8.000000 predicted=10.450282, expected=12.000000 predicted=12.185557, expected=4.000000 predicted=9.532760, expected=16.000000 predicted=9.960218, expected=8.000000 predicted=8.767161, expected=8.000000 predicted=9.228005, expected=8.000000 predicted=9.256515, expected=4.000000 predicted=7.589725, expected=20.000000 predicted=11.617901, expected=20.000000 predicted=11.300211, expected=16.000000 predicted=12.378290, expected=12.000000 predicted=12.962008, expected=20.000000 predicted=15.609419, expected=8.000000 predicted=15.238151, expected=12.000000 predicted=14.864134, expected=4.000000 predicted=11.429709, expected=8.000000 predicted=10.781479, expected=16.000000 predicted=11.837444, expected=12.000000 predicted=9.702448, expected=8.000000 predicted=9.714528, expected=4.000000 predicted=8.241800, expected=8.000000 predicted=9.421883, expected=8.000000 predicted=9.305705, expected=8.000000 predicted=7.962090, expected=4.000000 predicted=6.338562, expected=8.000000 predicted=6.768088, expected=8.000000 predicted=7.248794, expected=12.000000 predicted=8.176719, expected=4.000000 predicted=6.776574, expected=8.000000 predicted=7.426837, expected=12.000000 predicted=8.814677, expected=4.000000 predicted=7.432036, expected=12.000000 predicted=9.096512, expected=24.000000 predicted=11.297550, expected=8.000000 predicted=10.315741, expected=20.000000 predicted=13.997319, expected=8.000000 predicted=11.760904, expected=12.000000 predicted=14.114171, expected=12.000000 predicted=14.015898, expected=20.000000 predicted=13.702847, expected=8.000000 predicted=12.648908, expected=4.000000 predicted=10.270603, expected=4.000000 predicted=9.855487, expected=8.000000 predicted=9.469342, expected=4.000000 predicted=7.798723, expected=4.000000 predicted=5.256208, expected=8.000000 predicted=5.459156, expected=8.000000 predicted=5.899550, expected=16.000000 predicted=8.444841, expected=4.000000 predicted=6.519978, expected=8.000000 predicted=8.084417, expected=4.000000 predicted=7.634030, expected=4.000000 predicted=7.206968, expected=12.000000 predicted=8.482952, expected=8.000000 predicted=6.341686, expected=4.000000 predicted=6.354492, expected=12.000000 predicted=7.679900, expected=4.000000 predicted=6.724639, expected=8.000000 predicted=8.185752, expected=4.000000 predicted=6.334166, expected=12.000000 predicted=7.684656, expected=16.000000 predicted=9.574122, expected=12.000000 predicted=9.014519, expected=8.000000 predicted=9.662875, expected=16.000000 predicted=11.643951, expected=40.000000 predicted=18.782449, expected=4.000000 predicted=13.884704, expected=16.000000 predicted=16.585755, expected=4.000000 predicted=13.751594, expected=12.000000 predicted=15.666607, expected=4.000000 predicted=13.064305, expected=4.000000 predicted=7.158684, expected=4.000000 predicted=7.295077, expected=8.000000 predicted=6.108334, expected=4.000000 predicted=5.738286, expected=4.000000 predicted=4.554446, expected=8.000000 predicted=5.464757, expected=8.000000 predicted=5.905673, expected=8.000000 predicted=6.610949, expected=8.000000 predicted=6.567645, expected=8.000000 predicted=7.216136, expected=8.000000 predicted=7.913042, expected=4.000000 predicted=6.999604, expected=4.000000 predicted=6.553723, expected=16.000000 predicted=8.637707, expected=4.000000 predicted=6.581645, expected=8.000000 predicted=7.479530, expected=8.000000 predicted=7.217846, expected=4.000000 predicted=6.948715, expected=4.000000 predicted=7.302063, expected=4.000000 predicted=5.201069, expected=8.000000 predicted=6.157731, expected=4.000000 predicted=5.042492, expected=4.000000 predicted=4.557138, expected=4.000000 predicted=4.553269, expected=4.000000 predicted=4.548672, expected=4.000000 predicted=4.596899, expected=4.000000 predicted=3.900315, expected=12.000000 predicted=5.725600, expected=8.000000 predicted=5.705093, expected=16.000000 predicted=8.400696, expected=4.000000 predicted=7.204834, expected=4.000000 predicted=7.820225, expected=8.000000 predicted=8.814639, expected=4.000000 predicted=6.990836, expected=8.000000 predicted=7.559920, expected=4.000000 predicted=5.000788, expected=4.000000 predicted=5.207396, expected=4.000000 predicted=5.249668, expected=8.000000 predicted=5.463265, expected=4.000000 predicted=5.044859, expected=4.000000 predicted=4.558406, expected=8.000000 predicted=5.466841, expected=8.000000 predicted=5.910476, expected=8.000000 predicted=6.614351, expected=12.000000 predicted=7.484097, expected=4.000000 predicted=6.754464, expected=12.000000 predicted=9.037618, expected=8.000000 predicted=8.359498, expected=8.000000 predicted=8.569994, expected=4.000000 predicted=7.704317, expected=4.000000 predicted=6.509856, expected=16.000000 predicted=9.331607, expected=16.000000 predicted=9.326912, expected=8.000000 predicted=8.819811, expected=8.000000 predicted=9.189116, expected=8.000000 predicted=9.826668, expected=8.000000 predicted=10.608914, expected=8.000000 predicted=9.308541, expected=20.000000 predicted=10.655138, expected=4.000000 predicted=8.345661, expected=8.000000 predicted=9.439564, expected=12.000000 predicted=10.129265, expected=8.000000 predicted=9.660842, expected=4.000000 predicted=9.107832, expected=4.000000 predicted=6.515712, expected=8.000000 predicted=7.463858, expected=4.000000 predicted=6.392413, expected=4.000000 predicted=5.257934, expected=4.000000 predicted=4.557470, expected=16.000000 predicted=7.288778, expected=8.000000 predicted=6.850900, expected=4.000000 predicted=6.321920, expected=12.000000 predicted=8.347037, expected=8.000000 predicted=8.307420, expected=8.000000 predicted=9.314869, expected=8.000000 predicted=7.923507, expected=8.000000 predicted=7.871641, expected=12.000000 predicted=9.525740, expected=16.000000 predicted=10.188365, expected=4.000000 predicted=8.556371, expected=4.000000 predicted=8.532315, expected=4.000000 predicted=7.860523, expected=4.000000 predicted=7.244565, expected=4.000000 predicted=5.993204, expected=8.000000 predicted=4.818489, expected=4.000000 predicted=4.351454, expected=4.000000 predicted=4.563935, expected=8.000000 predicted=5.471695, expected=4.000000 predicted=4.999973, expected=4.000000 predicted=5.260715, expected=4.000000 predicted=4.559474, expected=4.000000 predicted=4.554857, expected=8.000000 predicted=5.515135, expected=4.000000 predicted=4.352083, expected=8.000000 predicted=5.477035, expected=4.000000 predicted=5.005498, expected=4.000000 predicted=5.213521, expected=4.000000 predicted=5.256136, expected=4.000000 Test MSE: 30.726
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627])] predicted=86.380517, expected=56.000000 predicted=83.472412, expected=112.000000 predicted=92.125621, expected=120.000000 predicted=97.761188, expected=56.000000 predicted=81.291639, expected=32.000000 predicted=57.647511, expected=52.000000 predicted=61.038043, expected=72.000000 predicted=78.252579, expected=112.000000 predicted=91.118521, expected=120.000000 predicted=83.408486, expected=128.000000 predicted=88.532728, expected=88.000000 predicted=87.446443, expected=92.000000 predicted=93.756789, expected=108.000000 predicted=107.243714, expected=68.000000 predicted=96.522690, expected=52.000000 predicted=86.805053, expected=72.000000 predicted=77.415252, expected=68.000000 predicted=76.310826, expected=44.000000 predicted=69.932591, expected=84.000000 predicted=68.987550, expected=80.000000 predicted=67.190437, expected=64.000000 predicted=69.262075, expected=84.000000 predicted=73.294036, expected=120.000000 predicted=82.436053, expected=124.000000 predicted=100.240026, expected=64.000000 predicted=83.996385, expected=76.000000 predicted=80.677647, expected=76.000000 predicted=83.824103, expected=80.000000 predicted=91.920225, expected=72.000000 predicted=87.010985, expected=80.000000 predicted=73.961966, expected=96.000000 predicted=82.951839, expected=108.000000 predicted=89.686193, expected=80.000000 predicted=84.780371, expected=104.000000 predicted=90.289074, expected=48.000000 predicted=75.825506, expected=76.000000 predicted=83.585857, expected=96.000000 predicted=90.397137, expected=120.000000 predicted=94.275121, expected=92.000000 predicted=94.618712, expected=44.000000 predicted=66.321941, expected=80.000000 predicted=80.051932, expected=116.000000 predicted=96.315309, expected=104.000000 predicted=101.175946, expected=100.000000 predicted=93.948720, expected=116.000000 predicted=90.551030, expected=52.000000 predicted=82.263326, expected=80.000000 predicted=93.718045, expected=104.000000 predicted=95.649817, expected=52.000000 predicted=79.764749, expected=64.000000 predicted=81.330320, expected=88.000000 predicted=71.611917, expected=76.000000 predicted=77.400629, expected=40.000000 predicted=70.033141, expected=56.000000 predicted=58.337027, expected=60.000000 predicted=61.541281, expected=52.000000 predicted=63.850099, expected=24.000000 predicted=49.210779, expected=128.000000 predicted=71.186773, expected=52.000000 predicted=59.734364, expected=80.000000 predicted=69.840875, expected=52.000000 predicted=59.714011, expected=44.000000 predicted=50.691242, expected=68.000000 predicted=78.801639, expected=48.000000 predicted=53.871864, expected=132.000000 predicted=86.072056, expected=68.000000 predicted=67.761420, expected=40.000000 predicted=58.308165, expected=68.000000 predicted=67.677645, expected=108.000000 predicted=77.529446, expected=52.000000 predicted=82.535219, expected=60.000000 predicted=65.790966, expected=100.000000 predicted=71.294913, expected=108.000000 predicted=85.698239, expected=76.000000 predicted=87.952514, expected=40.000000 predicted=62.565400, expected=68.000000 predicted=69.508825, expected=92.000000 predicted=84.691386, expected=80.000000 predicted=83.246186, expected=108.000000 predicted=85.114864, expected=124.000000 predicted=87.397095, expected=72.000000 predicted=83.854683, expected=104.000000 predicted=97.804413, expected=48.000000 predicted=77.694232, expected=84.000000 predicted=90.303966, expected=56.000000 predicted=81.899263, expected=64.000000 predicted=69.091655, expected=84.000000 predicted=80.342026, expected=76.000000 predicted=67.047153, expected=56.000000 predicted=69.755634, expected=56.000000 predicted=61.367771, expected=96.000000 predicted=75.007939, expected=24.000000 predicted=59.485243, expected=52.000000 predicted=60.556972, expected=64.000000 predicted=57.602569, expected=52.000000 predicted=55.398969, expected=36.000000 predicted=57.398044, expected=48.000000 predicted=42.277251, expected=56.000000 predicted=51.606865, expected=72.000000 predicted=60.003363, expected=116.000000 predicted=74.073655, expected=104.000000 predicted=75.259231, expected=84.000000 predicted=77.708792, expected=68.000000 predicted=75.678641, expected=72.000000 predicted=79.117973, expected=48.000000 predicted=78.547904, expected=60.000000 predicted=73.796050, expected=100.000000 predicted=79.537226, expected=56.000000 predicted=65.575651, expected=60.000000 predicted=66.428393, expected=80.000000 predicted=66.287873, expected=52.000000 predicted=62.481029, expected=60.000000 predicted=71.476893, expected=76.000000 predicted=64.802720, expected=80.000000 predicted=69.276150, expected=108.000000 predicted=84.755911, expected=32.000000 predicted=58.522092, expected=36.000000 predicted=57.331294, expected=88.000000 predicted=72.534653, expected=16.000000 predicted=52.705102, expected=72.000000 predicted=69.974501, expected=56.000000 predicted=47.629401, expected=72.000000 predicted=57.017763, expected=84.000000 predicted=73.279475, expected=60.000000 predicted=53.771077, expected=68.000000 predicted=69.201614, expected=60.000000 predicted=62.851361, expected=32.000000 predicted=56.890114, expected=52.000000 predicted=60.467824, expected=140.000000 predicted=81.918884, expected=40.000000 predicted=62.411316, expected=100.000000 predicted=77.133149, expected=92.000000 predicted=71.209140, expected=88.000000 predicted=80.940705, expected=56.000000 predicted=89.056374, expected=88.000000 predicted=72.467396, expected=184.000000 predicted=118.052705, expected=64.000000 predicted=91.043626, expected=40.000000 predicted=79.847707, expected=72.000000 predicted=74.221261, expected=68.000000 predicted=79.276281, expected=72.000000 predicted=96.482028, expected=68.000000 predicted=65.342101, expected=100.000000 predicted=71.923407, expected=76.000000 predicted=75.768462, expected=36.000000 predicted=63.254539, expected=76.000000 predicted=71.510187, expected=68.000000 predicted=67.991314, expected=56.000000 predicted=70.948455, expected=140.000000 predicted=89.327167, expected=136.000000 predicted=89.343321, expected=52.000000 predicted=81.695512, expected=64.000000 predicted=79.445982, expected=80.000000 predicted=77.998939, expected=84.000000 predicted=96.566527, expected=48.000000 predicted=80.625181, expected=92.000000 predicted=72.146991, expected=80.000000 predicted=73.202604, expected=40.000000 predicted=66.121215, expected=32.000000 predicted=59.448641, expected=60.000000 predicted=55.170362, expected=68.000000 predicted=66.444295, expected=68.000000 predicted=64.256875, expected=132.000000 predicted=77.856839, expected=88.000000 predicted=71.903906, expected=92.000000 predicted=84.779613, expected=52.000000 predicted=74.130571, expected=56.000000 predicted=72.151776, expected=84.000000 predicted=89.692481, expected=92.000000 predicted=81.478969, expected=100.000000 predicted=87.072797, expected=112.000000 predicted=85.569627, expected=64.000000 predicted=76.351677, expected=48.000000 predicted=75.729290, expected=40.000000 predicted=68.492531, expected=68.000000 predicted=73.348951, expected=72.000000 predicted=74.796140, expected=92.000000 predicted=71.132945, expected=88.000000 predicted=70.385543, expected=84.000000 predicted=71.723314, expected=44.000000 predicted=66.948463, expected=92.000000 predicted=79.694533, expected=56.000000 predicted=72.864970, expected=44.000000 predicted=66.173068, expected=56.000000 predicted=64.004749, expected=88.000000 predicted=64.280986, expected=64.000000 predicted=70.559591, expected=20.000000 predicted=48.349974, expected=96.000000 predicted=65.540803, expected=28.000000 predicted=49.792049, expected=60.000000 predicted=64.931356, expected=44.000000 predicted=51.703100, expected=64.000000 predicted=48.569471, expected=88.000000 predicted=74.056757, expected=128.000000 predicted=76.035623, expected=48.000000 predicted=66.995667, expected=76.000000 predicted=71.235062, expected=44.000000 predicted=64.406301, expected=88.000000 predicted=80.322596, expected=100.000000 predicted=92.481106, expected=28.000000 predicted=54.855749, expected=44.000000 predicted=61.636917, expected=48.000000 predicted=51.611002, expected=40.000000 predicted=57.420111, expected=60.000000 predicted=62.226476, expected=88.000000 predicted=55.531821, expected=88.000000 predicted=65.362062, expected=72.000000 predicted=66.107187, expected=36.000000 predicted=54.531225, expected=96.000000 predicted=74.914326, expected=52.000000 predicted=69.060117, expected=76.000000 predicted=74.784612, expected=100.000000 predicted=78.013756, expected=88.000000 predicted=71.665947, expected=92.000000 predicted=88.967204, expected=56.000000 predicted=68.968215, expected=64.000000 predicted=74.754455, expected=76.000000 predicted=80.429769, expected=40.000000 predicted=65.362473, expected=48.000000 predicted=63.966943, expected=88.000000 predicted=65.454040, expected=40.000000 predicted=55.778929, expected=64.000000 predicted=63.942731, expected=80.000000 predicted=60.394713, expected=20.000000 predicted=47.455008, expected=72.000000 predicted=67.509332, expected=60.000000 predicted=52.740183, expected=128.000000 predicted=82.232661, expected=80.000000 predicted=77.618883, expected=48.000000 predicted=58.275577, expected=88.000000 predicted=79.008590, expected=108.000000 predicted=84.407721, expected=48.000000 predicted=83.700938, expected=64.000000 predicted=72.925863, expected=64.000000 predicted=63.574052, expected=68.000000 predicted=73.436229, expected=68.000000 predicted=75.533669, expected=84.000000 predicted=67.179244, expected=76.000000 predicted=71.019662, expected=48.000000 predicted=63.655487, expected=88.000000 predicted=74.375721, expected=84.000000 predicted=74.677956, expected=108.000000 predicted=88.166205, expected=64.000000 predicted=75.871721, expected=128.000000 predicted=89.761250, expected=28.000000 predicted=72.612958, expected=104.000000 predicted=88.758990, expected=72.000000 predicted=84.342406, expected=88.000000 predicted=79.123460, expected=104.000000 predicted=97.796205, expected=112.000000 predicted=81.692906, expected=56.000000 predicted=86.177153, expected=84.000000 predicted=83.089402, expected=144.000000 predicted=104.066656, expected=140.000000 predicted=113.578655, expected=52.000000 predicted=93.990768, expected=132.000000 predicted=100.983422, expected=60.000000 predicted=88.589451, expected=88.000000 predicted=105.330779, expected=112.000000 predicted=106.732815, expected=116.000000 predicted=90.678688, expected=64.000000 predicted=96.959144, expected=60.000000 predicted=75.101059, expected=48.000000 predicted=73.574378, expected=56.000000 predicted=75.425192, expected=36.000000 predicted=65.344939, expected=120.000000 predicted=74.529328, expected=64.000000 predicted=64.384610, expected=52.000000 predicted=59.980197, expected=108.000000 predicted=77.047343, expected=68.000000 predicted=65.801269, expected=56.000000 predicted=81.629669, expected=36.000000 predicted=58.261680, expected=76.000000 predicted=63.380687, expected=84.000000 predicted=78.828209, expected=64.000000 predicted=65.693961, expected=80.000000 predicted=68.459465, expected=56.000000 predicted=59.016107, expected=44.000000 predicted=63.560329, expected=36.000000 predicted=58.516815, expected=76.000000 predicted=61.717527, expected=76.000000 predicted=66.958314, expected=88.000000 predicted=67.994330, expected=64.000000 predicted=62.347765, expected=96.000000 predicted=71.594585, expected=64.000000 predicted=74.401972, expected=116.000000 predicted=88.895841, expected=68.000000 predicted=81.392919, expected=28.000000 predicted=62.717465, expected=72.000000 predicted=75.837772, expected=52.000000 predicted=60.741031, expected=80.000000 predicted=78.666612, expected=36.000000 predicted=54.933423, expected=52.000000 predicted=48.801933, expected=68.000000 predicted=62.549661, expected=104.000000 predicted=70.277707, expected=68.000000 predicted=71.575628, expected=108.000000 predicted=75.281537, expected=116.000000 predicted=87.249435, expected=52.000000 predicted=77.311379, expected=64.000000 predicted=84.417493, expected=80.000000 predicted=76.684693, expected=88.000000 predicted=87.417581, expected=52.000000 predicted=78.039287, expected=60.000000 predicted=62.878362, expected=76.000000 predicted=69.067536, expected=36.000000 predicted=61.029686, expected=36.000000 predicted=58.252454, expected=72.000000 predicted=56.783458, expected=104.000000 predicted=70.369447, expected=52.000000 predicted=64.493919, expected=76.000000 predicted=63.005174, expected=84.000000 predicted=67.388783, expected=52.000000 predicted=68.103334, expected=44.000000 predicted=69.710788, expected=100.000000 predicted=70.544065, expected=128.000000 predicted=88.599350, expected=76.000000 predicted=82.616371, expected=20.000000 predicted=59.765616, expected=48.000000 predicted=59.639014, expected=48.000000 predicted=66.333622, expected=68.000000 predicted=73.784155, expected=68.000000 predicted=61.637692, expected=96.000000 predicted=60.545615, expected=60.000000 predicted=62.192819, expected=80.000000 predicted=69.213315, expected=56.000000 predicted=67.584610, expected=44.000000 predicted=61.752129, expected=28.000000 predicted=58.950169, expected=64.000000 predicted=56.046366, expected=92.000000 predicted=69.248537, expected=76.000000 predicted=63.651369, expected=48.000000 predicted=56.318703, expected=48.000000 predicted=52.220440, expected=60.000000 predicted=61.889613, expected=12.000000 predicted=51.497894, expected=76.000000 predicted=61.080387, expected=68.000000 predicted=53.897473, expected=60.000000 predicted=54.701202, expected=28.000000 predicted=49.409748, expected=88.000000 predicted=54.022602, expected=64.000000 predicted=64.967063, expected=56.000000 predicted=61.434035, expected=144.000000 predicted=86.696438, expected=108.000000 predicted=78.211631, expected=56.000000 predicted=83.038306, expected=48.000000 predicted=72.044475, expected=60.000000 predicted=67.731894, expected=52.000000 predicted=80.707995, expected=24.000000 predicted=58.562859, expected=72.000000 predicted=56.450157, expected=48.000000 predicted=48.639096, expected=40.000000 predicted=49.411283, expected=32.000000 predicted=43.993132, expected=72.000000 predicted=47.629643, expected=56.000000 predicted=56.395389, expected=40.000000 predicted=47.287563, expected=108.000000 predicted=66.258224, expected=112.000000 predicted=72.154389, expected=116.000000 predicted=91.021979, expected=72.000000 predicted=80.379878, expected=76.000000 predicted=77.593330, expected=72.000000 predicted=89.078801, expected=36.000000 predicted=74.109273, expected=128.000000 predicted=97.103109, expected=68.000000 predicted=72.753741, expected=24.000000 predicted=61.349832, expected=32.000000 predicted=56.882212, expected=96.000000 predicted=61.980047, expected=56.000000 predicted=73.025363, expected=72.000000 predicted=64.815852, expected=76.000000 predicted=58.707470, expected=112.000000 predicted=74.312552, expected=92.000000 predicted=88.630839, expected=72.000000 predicted=76.121850, expected=88.000000 predicted=84.552849, expected=44.000000 predicted=70.733985, expected=64.000000 predicted=79.833626, expected=96.000000 predicted=81.620189, expected=32.000000 predicted=58.893935, expected=44.000000 predicted=63.268317, expected=68.000000 predicted=56.787979, expected=48.000000 predicted=54.914807, expected=48.000000 predicted=61.542995, expected=44.000000 predicted=44.494547, expected=80.000000 predicted=57.690907, expected=92.000000 predicted=69.985127, expected=72.000000 predicted=64.581322, expected=44.000000 predicted=58.894491, expected=64.000000 predicted=61.796280, expected=64.000000 predicted=67.834956, expected=64.000000 predicted=69.263935, expected=64.000000 predicted=64.669885, expected=92.000000 predicted=67.639365, expected=48.000000 predicted=62.082127, expected=44.000000 predicted=59.682380, expected=48.000000 predicted=57.476542, expected=36.000000 predicted=50.326370, expected=68.000000 predicted=63.571225, expected=52.000000 predicted=49.486474, expected=40.000000 predicted=46.230265, expected=68.000000 predicted=55.289249, expected=72.000000 predicted=55.258171, expected=108.000000 predicted=76.856223, expected=28.000000 predicted=54.661165, expected=80.000000 predicted=65.938717, expected=76.000000 predicted=71.018087, expected=68.000000 predicted=69.545309, expected=68.000000 predicted=77.957808, expected=40.000000 predicted=50.780008, expected=44.000000 predicted=60.646459, expected=20.000000 predicted=48.059104, expected=68.000000 predicted=55.702320, expected=68.000000 predicted=56.609022, expected=72.000000 predicted=55.083983, expected=60.000000 predicted=56.660695, expected=28.000000 predicted=42.860520, expected=100.000000 predicted=72.531451, expected=44.000000 predicted=57.991847, expected=52.000000 predicted=60.484468, expected=104.000000 predicted=72.636510, expected=64.000000 predicted=58.147420, expected=60.000000 predicted=74.674275, expected=80.000000 predicted=67.012039, expected=60.000000 predicted=63.716643, expected=32.000000 predicted=65.366633, expected=80.000000 predicted=66.033210, expected=92.000000 predicted=69.497363, expected=76.000000 predicted=73.404375, expected=52.000000 predicted=64.204881, expected=16.000000 predicted=45.400777, expected=56.000000 predicted=61.440993, expected=60.000000 Test MSE: 811.163
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289])] predicted=43.738490, expected=64.000000 predicted=50.577718, expected=36.000000 predicted=49.157662, expected=56.000000 predicted=55.318294, expected=52.000000 predicted=53.064151, expected=72.000000 predicted=56.768786, expected=60.000000 predicted=57.071034, expected=40.000000 predicted=46.663102, expected=52.000000 predicted=55.632630, expected=72.000000 predicted=61.529460, expected=20.000000 predicted=45.694139, expected=44.000000 predicted=49.486037, expected=88.000000 predicted=61.036070, expected=24.000000 predicted=41.322976, expected=36.000000 predicted=47.791589, expected=56.000000 predicted=45.996903, expected=48.000000 predicted=47.956256, expected=68.000000 predicted=60.355396, expected=44.000000 predicted=41.363110, expected=80.000000 predicted=59.038185, expected=100.000000 predicted=72.066582, expected=52.000000 predicted=57.231670, expected=36.000000 predicted=57.493688, expected=24.000000 predicted=49.474755, expected=16.000000 predicted=48.855002, expected=32.000000 predicted=49.122459, expected=36.000000 predicted=35.707137, expected=96.000000 predicted=52.531716, expected=36.000000 predicted=33.078099, expected=32.000000 predicted=34.999605, expected=24.000000 predicted=38.462048, expected=48.000000 predicted=46.806697, expected=64.000000 predicted=58.684238, expected=100.000000 predicted=59.028329, expected=84.000000 predicted=58.104623, expected=72.000000 predicted=59.765148, expected=56.000000 predicted=64.401609, expected=76.000000 predicted=75.828499, expected=52.000000 predicted=71.638263, expected=44.000000 predicted=61.871508, expected=56.000000 predicted=61.272516, expected=84.000000 predicted=66.768866, expected=52.000000 predicted=58.533038, expected=48.000000 predicted=52.986449, expected=64.000000 predicted=58.885788, expected=52.000000 predicted=57.118040, expected=32.000000 predicted=52.840214, expected=24.000000 predicted=41.858123, expected=52.000000 predicted=49.031742, expected=80.000000 predicted=59.340799, expected=36.000000 predicted=41.225842, expected=112.000000 predicted=66.821327, expected=28.000000 predicted=42.544251, expected=68.000000 predicted=62.979125, expected=84.000000 predicted=74.375432, expected=48.000000 predicted=54.813255, expected=44.000000 predicted=64.984828, expected=60.000000 predicted=54.522049, expected=48.000000 predicted=57.508765, expected=44.000000 predicted=55.493054, expected=36.000000 predicted=44.457527, expected=68.000000 predicted=54.400047, expected=88.000000 predicted=64.230270, expected=64.000000 predicted=55.637341, expected=44.000000 predicted=51.401826, expected=72.000000 predicted=62.778761, expected=64.000000 predicted=66.451391, expected=68.000000 predicted=68.996103, expected=68.000000 predicted=64.034523, expected=80.000000 predicted=66.540470, expected=32.000000 predicted=56.368633, expected=36.000000 predicted=54.785120, expected=92.000000 predicted=72.651183, expected=100.000000 predicted=74.095876, expected=36.000000 predicted=54.575512, expected=56.000000 predicted=55.921024, expected=56.000000 predicted=59.819742, expected=80.000000 predicted=75.601936, expected=52.000000 predicted=63.495671, expected=32.000000 predicted=44.940218, expected=28.000000 predicted=47.673524, expected=52.000000 predicted=53.142844, expected=40.000000 predicted=48.967595, expected=92.000000 predicted=59.392803, expected=68.000000 predicted=50.758410, expected=52.000000 predicted=49.333470, expected=32.000000 predicted=50.401263, expected=20.000000 predicted=44.000088, expected=56.000000 predicted=61.053876, expected=76.000000 predicted=58.480605, expected=72.000000 predicted=53.598982, expected=24.000000 predicted=37.015852, expected=36.000000 predicted=42.984218, expected=48.000000 predicted=53.787429, expected=88.000000 predicted=67.179271, expected=52.000000 predicted=52.149123, expected=68.000000 predicted=51.650080, expected=28.000000 predicted=45.068527, expected=76.000000 predicted=64.148962, expected=24.000000 predicted=52.085596, expected=24.000000 predicted=41.336197, expected=84.000000 predicted=62.918766, expected=56.000000 predicted=45.884014, expected=60.000000 predicted=55.925870, expected=32.000000 predicted=39.984001, expected=40.000000 predicted=45.571486, expected=72.000000 predicted=65.402853, expected=48.000000 predicted=49.623770, expected=32.000000 predicted=44.053006, expected=96.000000 predicted=62.247815, expected=64.000000 predicted=55.778176, expected=64.000000 predicted=62.226038, expected=44.000000 predicted=53.515896, expected=40.000000 predicted=51.304639, expected=68.000000 predicted=69.492343, expected=52.000000 predicted=54.860335, expected=76.000000 predicted=61.728323, expected=24.000000 predicted=42.309463, expected=72.000000 predicted=58.795024, expected=48.000000 predicted=56.136542, expected=52.000000 predicted=52.773833, expected=80.000000 predicted=65.650690, expected=52.000000 predicted=49.233015, expected=64.000000 predicted=62.680340, expected=48.000000 predicted=54.195291, expected=76.000000 predicted=64.853329, expected=52.000000 predicted=61.021316, expected=100.000000 predicted=71.598255, expected=116.000000 predicted=82.328423, expected=44.000000 predicted=59.819363, expected=92.000000 predicted=83.333263, expected=60.000000 predicted=71.818315, expected=64.000000 predicted=79.111690, expected=80.000000 predicted=81.910124, expected=32.000000 predicted=52.965524, expected=80.000000 predicted=74.585068, expected=28.000000 predicted=50.998571, expected=72.000000 predicted=63.687479, expected=64.000000 predicted=62.124777, expected=116.000000 predicted=72.268005, expected=64.000000 predicted=67.071187, expected=24.000000 predicted=48.296742, expected=52.000000 predicted=66.211760, expected=36.000000 predicted=57.517926, expected=56.000000 predicted=64.414554, expected=48.000000 predicted=47.896165, expected=84.000000 predicted=54.301015, expected=44.000000 predicted=49.241075, expected=52.000000 predicted=50.699496, expected=32.000000 predicted=49.144617, expected=48.000000 predicted=51.742813, expected=64.000000 predicted=59.840756, expected=68.000000 predicted=53.167677, expected=84.000000 predicted=61.429309, expected=60.000000 predicted=54.812207, expected=16.000000 predicted=46.184042, expected=84.000000 predicted=70.303712, expected=88.000000 predicted=72.160632, expected=84.000000 predicted=71.411107, expected=96.000000 predicted=73.073633, expected=72.000000 predicted=65.941928, expected=104.000000 predicted=91.582263, expected=56.000000 predicted=77.405103, expected=52.000000 predicted=73.242837, expected=24.000000 predicted=62.570181, expected=124.000000 predicted=86.607853, expected=52.000000 predicted=66.927627, expected=48.000000 predicted=53.971681, expected=48.000000 predicted=56.426462, expected=56.000000 predicted=56.610822, expected=76.000000 predicted=75.309242, expected=32.000000 predicted=46.146215, expected=60.000000 predicted=54.342772, expected=68.000000 predicted=59.060790, expected=100.000000 predicted=71.266784, expected=60.000000 predicted=62.915200, expected=48.000000 predicted=54.468785, expected=64.000000 predicted=67.288059, expected=60.000000 predicted=66.754957, expected=72.000000 predicted=71.294823, expected=56.000000 predicted=58.232832, expected=88.000000 predicted=67.953416, expected=52.000000 predicted=61.527517, expected=64.000000 predicted=64.324728, expected=52.000000 predicted=62.906512, expected=28.000000 predicted=51.162402, expected=80.000000 predicted=68.961086, expected=76.000000 predicted=61.493926, expected=28.000000 predicted=47.414132, expected=48.000000 predicted=51.444823, expected=44.000000 predicted=49.077651, expected=44.000000 predicted=54.588165, expected=56.000000 predicted=53.019820, expected=128.000000 predicted=69.564819, expected=72.000000 predicted=61.063344, expected=84.000000 predicted=68.420062, expected=60.000000 predicted=68.255973, expected=68.000000 predicted=75.421823, expected=76.000000 predicted=86.026207, expected=68.000000 predicted=70.601772, expected=44.000000 predicted=63.056353, expected=44.000000 predicted=57.582273, expected=76.000000 predicted=67.850864, expected=80.000000 predicted=68.677224, expected=56.000000 predicted=58.592433, expected=60.000000 predicted=57.841622, expected=32.000000 predicted=51.918763, expected=72.000000 predicted=67.735688, expected=80.000000 predicted=68.709881, expected=40.000000 predicted=50.936508, expected=88.000000 predicted=67.049492, expected=44.000000 predicted=53.351518, expected=84.000000 predicted=71.867508, expected=20.000000 predicted=52.723130, expected=56.000000 predicted=55.061418, expected=56.000000 predicted=61.993085, expected=76.000000 predicted=58.727982, expected=60.000000 predicted=59.546618, expected=56.000000 predicted=50.051334, expected=36.000000 predicted=52.601918, expected=32.000000 predicted=50.034932, expected=64.000000 predicted=59.905641, expected=76.000000 predicted=58.973625, expected=88.000000 predicted=62.169424, expected=40.000000 predicted=47.995257, expected=44.000000 predicted=52.259084, expected=52.000000 predicted=61.681424, expected=52.000000 predicted=60.131367, expected=52.000000 predicted=56.851084, expected=68.000000 predicted=53.275366, expected=48.000000 predicted=50.039456, expected=64.000000 predicted=56.855012, expected=44.000000 predicted=52.167715, expected=96.000000 predicted=68.407863, expected=44.000000 predicted=56.782809, expected=120.000000 predicted=76.484932, expected=72.000000 predicted=71.263819, expected=180.000000 predicted=103.244946, expected=124.000000 predicted=106.914309, expected=136.000000 predicted=106.134052, expected=128.000000 predicted=126.671164, expected=200.000000 predicted=146.343851, expected=104.000000 predicted=139.448831, expected=84.000000 predicted=117.382454, expected=68.000000 predicted=115.928911, expected=84.000000 predicted=110.821256, expected=132.000000 predicted=126.720813, expected=196.000000 predicted=127.307392, expected=84.000000 predicted=95.114199, expected=104.000000 predicted=102.276263, expected=104.000000 predicted=116.139107, expected=56.000000 predicted=104.239169, expected=104.000000 predicted=118.142894, expected=68.000000 predicted=84.268637, expected=84.000000 predicted=87.040889, expected=36.000000 predicted=70.814078, expected=76.000000 predicted=70.910191, expected=72.000000 predicted=78.109116, expected=64.000000 predicted=64.942954, expected=68.000000 predicted=68.236650, expected=56.000000 predicted=58.330772, expected=52.000000 predicted=63.306867, expected=96.000000 predicted=75.004025, expected=56.000000 predicted=62.807464, expected=44.000000 predicted=57.021367, expected=40.000000 predicted=55.046361, expected=68.000000 predicted=62.022270, expected=48.000000 predicted=60.330056, expected=56.000000 predicted=51.959873, expected=64.000000 predicted=54.874638, expected=68.000000 predicted=57.414769, expected=52.000000 predicted=57.887617, expected=60.000000 predicted=57.140801, expected=36.000000 predicted=52.383016, expected=84.000000 predicted=66.197506, expected=80.000000 predicted=67.593925, expected=48.000000 predicted=54.224397, expected=100.000000 predicted=73.545462, expected=88.000000 predicted=72.793834, expected=48.000000 predicted=67.957743, expected=92.000000 predicted=80.108191, expected=24.000000 predicted=57.477986, expected=80.000000 predicted=76.293499, expected=72.000000 predicted=72.256982, expected=16.000000 predicted=45.210085, expected=52.000000 predicted=58.918929, expected=64.000000 predicted=53.555011, expected=72.000000 predicted=63.212134, expected=24.000000 predicted=45.072163, expected=44.000000 predicted=42.092366, expected=76.000000 predicted=61.254450, expected=68.000000 predicted=59.949357, expected=64.000000 predicted=58.336156, expected=52.000000 predicted=50.604605, expected=64.000000 predicted=60.737834, expected=40.000000 predicted=58.477181, expected=56.000000 predicted=58.169088, expected=56.000000 predicted=56.998288, expected=80.000000 predicted=61.457624, expected=36.000000 predicted=51.281173, expected=24.000000 predicted=42.163131, expected=72.000000 predicted=59.995260, expected=44.000000 predicted=51.456088, expected=72.000000 predicted=58.736225, expected=72.000000 predicted=54.990107, expected=64.000000 predicted=54.772841, expected=56.000000 predicted=62.085378, expected=88.000000 predicted=68.771952, expected=52.000000 predicted=64.635792, expected=32.000000 predicted=55.074294, expected=92.000000 predicted=71.258256, expected=68.000000 predicted=65.073645, expected=60.000000 predicted=64.162802, expected=36.000000 predicted=51.979422, expected=60.000000 predicted=57.264164, expected=68.000000 predicted=68.627786, expected=36.000000 predicted=51.177365, expected=44.000000 predicted=49.822662, expected=72.000000 predicted=56.235945, expected=84.000000 predicted=64.882127, expected=28.000000 predicted=48.866604, expected=60.000000 predicted=53.279062, expected=56.000000 predicted=57.841302, expected=28.000000 predicted=50.554101, expected=60.000000 predicted=57.341969, expected=48.000000 predicted=45.847637, expected=60.000000 predicted=53.425636, expected=56.000000 predicted=52.236464, expected=48.000000 predicted=46.985706, expected=16.000000 predicted=42.817208, expected=52.000000 predicted=49.073221, expected=40.000000 predicted=46.787851, expected=36.000000 predicted=40.608775, expected=56.000000 predicted=44.705776, expected=56.000000 predicted=42.516849, expected=48.000000 predicted=47.243956, expected=60.000000 predicted=50.118600, expected=36.000000 predicted=44.895822, expected=48.000000 predicted=50.648259, expected=60.000000 predicted=54.207226, expected=72.000000 predicted=56.491049, expected=64.000000 predicted=57.118439, expected=48.000000 predicted=50.553043, expected=48.000000 predicted=54.507281, expected=16.000000 predicted=46.124093, expected=32.000000 predicted=47.320975, expected=44.000000 predicted=45.937735, expected=76.000000 predicted=50.310158, expected=20.000000 predicted=34.383344, expected=20.000000 predicted=28.870848, expected=44.000000 predicted=41.830603, expected=96.000000 predicted=59.247649, expected=76.000000 predicted=58.716493, expected=36.000000 predicted=39.841946, expected=60.000000 predicted=53.637490, expected=28.000000 predicted=51.820793, expected=52.000000 predicted=60.937741, expected=16.000000 predicted=42.627405, expected=20.000000 predicted=32.408280, expected=72.000000 predicted=50.604253, expected=72.000000 predicted=46.778598, expected=36.000000 predicted=40.268193, expected=28.000000 predicted=35.194450, expected=16.000000 predicted=35.921810, expected=28.000000 predicted=43.750938, expected=32.000000 predicted=38.746463, expected=56.000000 predicted=37.033742, expected=56.000000 predicted=37.929725, expected=52.000000 predicted=38.351320, expected=44.000000 predicted=42.237222, expected=32.000000 predicted=41.611293, expected=28.000000 predicted=43.172853, expected=48.000000 predicted=46.454889, expected=84.000000 predicted=55.663405, expected=72.000000 predicted=52.657533, expected=36.000000 predicted=42.782257, expected=48.000000 predicted=49.877921, expected=28.000000 predicted=49.240235, expected=32.000000 predicted=50.395514, expected=60.000000 predicted=52.204864, expected=48.000000 predicted=42.027552, expected=24.000000 predicted=35.921510, expected=28.000000 predicted=34.493028, expected=36.000000 predicted=38.496389, expected=36.000000 predicted=40.330691, expected=64.000000 predicted=44.553799, expected=8.000000 predicted=25.636925, expected=56.000000 predicted=40.221034, expected=40.000000 predicted=40.876451, expected=108.000000 predicted=60.423647, expected=56.000000 predicted=54.400804, expected=12.000000 predicted=33.148851, expected=32.000000 predicted=49.921842, expected=60.000000 predicted=55.548746, expected=36.000000 predicted=52.551157, expected=32.000000 predicted=36.798603, expected=24.000000 predicted=29.605073, expected=12.000000 predicted=29.365212, expected=40.000000 predicted=38.596772, expected=52.000000 predicted=36.968992, expected=16.000000 predicted=24.943890, expected=64.000000 predicted=38.811329, expected=28.000000 predicted=32.035142, expected=44.000000 predicted=40.023629, expected=48.000000 predicted=44.609459, expected=24.000000 predicted=32.293371, expected=24.000000 predicted=38.063791, expected=12.000000 predicted=27.423626, expected=96.000000 predicted=53.325049, expected=28.000000 predicted=35.927055, expected=16.000000 predicted=25.661712, expected=20.000000 predicted=31.507503, expected=20.000000 predicted=30.120678, expected=36.000000 predicted=41.784919, expected=24.000000 predicted=23.655396, expected=68.000000 predicted=35.744550, expected=36.000000 predicted=32.044360, expected=28.000000 predicted=30.646402, expected=28.000000 predicted=35.745383, expected=12.000000 predicted=29.047128, expected=48.000000 predicted=42.410854, expected=24.000000 predicted=28.839706, expected=20.000000 predicted=24.123457, expected=56.000000 predicted=36.236070, expected=44.000000 predicted=33.735335, expected=12.000000 predicted=29.036798, expected=40.000000 predicted=33.682826, expected=20.000000 predicted=29.961240, expected=16.000000 Test MSE: 615.044
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031])] predicted=16.741911, expected=8.000000 predicted=13.513390, expected=16.000000 predicted=13.979718, expected=16.000000 predicted=12.958139, expected=4.000000 predicted=8.633667, expected=16.000000 predicted=10.600546, expected=12.000000 predicted=11.730770, expected=8.000000 predicted=11.159025, expected=4.000000 predicted=10.200973, expected=68.000000 predicted=21.935571, expected=20.000000 predicted=21.488706, expected=52.000000 predicted=26.924796, expected=40.000000 predicted=34.626614, expected=4.000000 predicted=23.951498, expected=20.000000 predicted=36.222555, expected=16.000000 predicted=23.196803, expected=16.000000 predicted=24.821232, expected=36.000000 predicted=25.654198, expected=8.000000 predicted=15.078774, expected=20.000000 predicted=18.782768, expected=20.000000 predicted=19.593275, expected=12.000000 predicted=16.866265, expected=24.000000 predicted=21.856617, expected=24.000000 predicted=17.813998, expected=16.000000 predicted=18.931968, expected=16.000000 predicted=18.580658, expected=44.000000 predicted=23.491837, expected=32.000000 predicted=26.955291, expected=4.000000 predicted=21.081660, expected=16.000000 predicted=20.328242, expected=16.000000 predicted=19.605721, expected=68.000000 predicted=34.009899, expected=8.000000 predicted=24.941096, expected=8.000000 predicted=16.535045, expected=12.000000 predicted=21.683881, expected=12.000000 predicted=18.097429, expected=16.000000 predicted=23.767189, expected=28.000000 predicted=14.765206, expected=12.000000 predicted=14.015573, expected=8.000000 predicted=13.538367, expected=16.000000 predicted=15.233425, expected=4.000000 predicted=12.924336, expected=24.000000 predicted=16.602586, expected=8.000000 predicted=12.129944, expected=24.000000 predicted=13.558481, expected=8.000000 predicted=14.398100, expected=12.000000 predicted=11.603621, expected=32.000000 predicted=19.889926, expected=20.000000 predicted=16.779296, expected=16.000000 predicted=18.586849, expected=12.000000 predicted=15.894545, expected=4.000000 predicted=14.276788, expected=24.000000 predicted=19.184714, expected=20.000000 predicted=16.835044, expected=32.000000 predicted=18.570423, expected=12.000000 predicted=17.031762, expected=8.000000 predicted=14.354967, expected=12.000000 predicted=18.083072, expected=20.000000 predicted=17.399077, expected=48.000000 predicted=24.876894, expected=16.000000 predicted=18.898661, expected=20.000000 predicted=18.779947, expected=4.000000 predicted=18.735558, expected=4.000000 predicted=16.830746, expected=12.000000 predicted=19.445818, expected=36.000000 predicted=16.998808, expected=8.000000 predicted=14.332359, expected=28.000000 predicted=14.455797, expected=12.000000 predicted=16.010635, expected=8.000000 predicted=15.188328, expected=12.000000 predicted=18.719709, expected=48.000000 predicted=20.305686, expected=24.000000 predicted=23.359020, expected=28.000000 predicted=20.613605, expected=28.000000 predicted=24.002022, expected=8.000000 predicted=21.645763, expected=20.000000 predicted=27.258988, expected=28.000000 predicted=23.531504, expected=28.000000 predicted=23.991929, expected=8.000000 predicted=19.835940, expected=4.000000 predicted=13.752181, expected=20.000000 predicted=18.365703, expected=8.000000 predicted=16.531962, expected=36.000000 predicted=19.351785, expected=36.000000 predicted=19.777000, expected=48.000000 predicted=24.862778, expected=8.000000 predicted=24.414945, expected=12.000000 predicted=20.597053, expected=12.000000 predicted=25.829500, expected=16.000000 predicted=22.389864, expected=12.000000 predicted=20.692008, expected=40.000000 predicted=17.617953, expected=8.000000 predicted=16.117250, expected=28.000000 predicted=18.020789, expected=12.000000 predicted=19.409233, expected=20.000000 predicted=17.889484, expected=24.000000 predicted=24.733156, expected=8.000000 predicted=14.748112, expected=8.000000 predicted=16.631781, expected=20.000000 predicted=15.363565, expected=8.000000 predicted=14.700736, expected=8.000000 predicted=12.974493, expected=8.000000 predicted=9.663654, expected=28.000000 predicted=13.720398, expected=8.000000 predicted=14.083698, expected=44.000000 predicted=17.720337, expected=48.000000 predicted=25.953242, expected=16.000000 predicted=22.318596, expected=12.000000 predicted=24.533782, expected=8.000000 predicted=19.495004, expected=20.000000 predicted=25.799419, expected=12.000000 predicted=22.036595, expected=16.000000 predicted=13.957348, expected=36.000000 predicted=18.778923, expected=8.000000 predicted=15.307847, expected=16.000000 predicted=17.120690, expected=8.000000 predicted=15.249319, expected=4.000000 predicted=12.984779, expected=28.000000 predicted=19.698226, expected=4.000000 predicted=10.883113, expected=20.000000 predicted=13.258359, expected=12.000000 predicted=12.772678, expected=8.000000 predicted=10.705971, expected=8.000000 predicted=14.297786, expected=20.000000 predicted=11.622145, expected=20.000000 predicted=15.958111, expected=24.000000 predicted=15.678598, expected=4.000000 predicted=12.612244, expected=12.000000 predicted=12.913834, expected=4.000000 predicted=13.918847, expected=12.000000 predicted=12.769802, expected=32.000000 predicted=17.467077, expected=28.000000 predicted=15.772587, expected=4.000000 predicted=13.735075, expected=24.000000 predicted=15.740236, expected=36.000000 predicted=23.204093, expected=16.000000 predicted=23.627066, expected=12.000000 predicted=19.738993, expected=20.000000 predicted=17.155010, expected=24.000000 predicted=22.275478, expected=20.000000 predicted=22.743302, expected=36.000000 predicted=22.006640, expected=24.000000 predicted=22.059409, expected=12.000000 predicted=20.919496, expected=56.000000 predicted=30.364812, expected=108.000000 predicted=48.247081, expected=4.000000 predicted=36.473063, expected=20.000000 predicted=34.260300, expected=24.000000 predicted=35.651205, expected=28.000000 predicted=39.181490, expected=8.000000 predicted=39.210738, expected=8.000000 predicted=13.398988, expected=8.000000 predicted=15.749948, expected=48.000000 predicted=23.062527, expected=16.000000 predicted=19.898566, expected=20.000000 predicted=16.491391, expected=8.000000 predicted=17.570783, expected=36.000000 predicted=21.435235, expected=24.000000 predicted=27.656433, expected=8.000000 predicted=16.484836, expected=12.000000 predicted=18.498561, expected=24.000000 predicted=18.110329, expected=16.000000 predicted=20.404535, expected=12.000000 predicted=16.094325, expected=8.000000 predicted=12.758258, expected=8.000000 predicted=12.442153, expected=4.000000 predicted=12.100363, expected=16.000000 predicted=11.384339, expected=12.000000 predicted=10.312761, expected=12.000000 predicted=9.538058, expected=20.000000 predicted=12.719025, expected=12.000000 predicted=11.625026, expected=24.000000 predicted=16.498407, expected=16.000000 predicted=15.950291, expected=36.000000 predicted=20.280228, expected=8.000000 predicted=18.822535, expected=16.000000 predicted=17.077930, expected=20.000000 predicted=21.379911, expected=28.000000 predicted=19.883412, expected=24.000000 predicted=23.470958, expected=36.000000 predicted=21.992178, expected=8.000000 predicted=20.457031, expected=28.000000 predicted=23.495559, expected=8.000000 predicted=22.186787, expected=36.000000 predicted=23.044823, expected=4.000000 predicted=21.251954, expected=12.000000 predicted=13.423054, expected=8.000000 predicted=17.855788, expected=12.000000 predicted=11.412588, expected=16.000000 predicted=16.866036, expected=4.000000 predicted=8.131122, expected=28.000000 predicted=14.295910, expected=16.000000 predicted=14.129134, expected=12.000000 predicted=13.195701, expected=4.000000 predicted=13.585838, expected=4.000000 predicted=9.629264, expected=8.000000 predicted=12.872741, expected=20.000000 predicted=11.582902, expected=16.000000 predicted=11.138593, expected=8.000000 predicted=9.043747, expected=48.000000 predicted=19.149883, expected=16.000000 predicted=18.445766, expected=16.000000 predicted=18.938848, expected=8.000000 predicted=19.293813, expected=12.000000 predicted=15.526032, expected=24.000000 predicted=23.247514, expected=4.000000 predicted=12.461937, expected=8.000000 predicted=11.557099, expected=8.000000 predicted=10.871539, expected=16.000000 predicted=11.568217, expected=4.000000 predicted=11.169843, expected=12.000000 predicted=8.202687, expected=4.000000 predicted=8.636357, expected=4.000000 predicted=6.956893, expected=8.000000 predicted=8.841082, expected=8.000000 predicted=6.244222, expected=16.000000 predicted=9.315587, expected=4.000000 predicted=6.869462, expected=4.000000 predicted=6.410668, expected=4.000000 predicted=7.426382, expected=4.000000 predicted=6.062629, expected=4.000000 predicted=6.430366, expected=16.000000 predicted=6.537428, expected=4.000000 predicted=5.661247, expected=8.000000 predicted=6.098180, expected=16.000000 predicted=9.397729, expected=44.000000 predicted=16.479823, expected=16.000000 predicted=17.266545, expected=16.000000 predicted=15.582062, expected=12.000000 predicted=18.624313, expected=12.000000 predicted=17.507435, expected=8.000000 predicted=19.077715, expected=20.000000 predicted=14.398912, expected=12.000000 predicted=13.511053, expected=4.000000 predicted=10.208092, expected=8.000000 predicted=10.858342, expected=4.000000 predicted=8.582095, expected=16.000000 predicted=11.349677, expected=8.000000 predicted=9.052665, expected=8.000000 predicted=7.143541, expected=8.000000 predicted=8.947884, expected=12.000000 predicted=8.795720, expected=4.000000 predicted=9.291118, expected=8.000000 predicted=7.714196, expected=4.000000 predicted=7.277841, expected=8.000000 predicted=6.945413, expected=8.000000 predicted=7.847700, expected=4.000000 predicted=5.344480, expected=20.000000 predicted=9.542116, expected=4.000000 predicted=7.479725, expected=4.000000 predicted=6.950339, expected=4.000000 predicted=7.751805, expected=8.000000 predicted=6.524294, expected=8.000000 predicted=8.804493, expected=4.000000 predicted=4.908348, expected=8.000000 predicted=5.967015, expected=24.000000 predicted=10.187789, expected=24.000000 predicted=13.172924, expected=4.000000 predicted=10.712340, expected=12.000000 predicted=12.171096, expected=16.000000 predicted=14.658669, expected=24.000000 predicted=17.567520, expected=8.000000 predicted=14.895156, expected=20.000000 predicted=13.512970, expected=12.000000 predicted=15.397655, expected=12.000000 predicted=14.188208, expected=16.000000 predicted=16.454036, expected=192.000000 predicted=53.558856, expected=12.000000 predicted=42.000705, expected=4.000000 predicted=33.927821, expected=4.000000 predicted=49.825341, expected=16.000000 predicted=34.360155, expected=12.000000 predicted=57.051258, expected=12.000000 predicted=9.838271, expected=4.000000 predicted=8.330277, expected=8.000000 predicted=8.621074, expected=4.000000 predicted=9.522770, expected=4.000000 predicted=6.938533, expected=4.000000 predicted=6.391929, expected=12.000000 predicted=6.056518, expected=4.000000 predicted=5.841958, expected=4.000000 predicted=4.781350, expected=16.000000 predicted=8.104261, expected=4.000000 predicted=6.432206, expected=4.000000 predicted=6.976844, expected=8.000000 predicted=7.162498, expected=4.000000 predicted=5.758601, expected=8.000000 predicted=7.787186, expected=4.000000 predicted=5.228829, expected=4.000000 predicted=4.771901, expected=12.000000 predicted=7.277734, expected=12.000000 predicted=7.174760, expected=8.000000 predicted=7.643966, expected=4.000000 predicted=6.965477, expected=12.000000 predicted=8.587567, expected=8.000000 predicted=9.281184, expected=4.000000 predicted=7.520343, expected=24.000000 predicted=11.168384, expected=4.000000 predicted=8.365218, expected=4.000000 predicted=8.379097, expected=16.000000 Test MSE: 294.854
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687])] predicted=31.070560, expected=16.000000 predicted=29.090830, expected=16.000000 predicted=21.144633, expected=48.000000 predicted=29.656786, expected=24.000000 predicted=29.579596, expected=20.000000 predicted=28.490925, expected=24.000000 predicted=23.615222, expected=16.000000 predicted=22.677983, expected=16.000000 predicted=24.291928, expected=28.000000 predicted=21.900812, expected=8.000000 predicted=17.911708, expected=16.000000 predicted=17.300673, expected=16.000000 predicted=16.330577, expected=28.000000 predicted=19.392228, expected=24.000000 predicted=21.657999, expected=36.000000 predicted=22.610694, expected=40.000000 predicted=28.523311, expected=16.000000 predicted=25.511829, expected=24.000000 predicted=26.510048, expected=20.000000 predicted=25.190504, expected=16.000000 predicted=24.210537, expected=12.000000 predicted=20.808669, expected=16.000000 predicted=16.482250, expected=16.000000 predicted=17.345747, expected=12.000000 predicted=15.129353, expected=24.000000 predicted=16.706227, expected=4.000000 predicted=13.155764, expected=4.000000 predicted=10.917850, expected=16.000000 predicted=12.482177, expected=24.000000 predicted=15.194010, expected=28.000000 predicted=19.293554, expected=16.000000 predicted=15.653361, expected=20.000000 predicted=17.137683, expected=16.000000 predicted=19.041925, expected=12.000000 predicted=18.230106, expected=20.000000 predicted=18.852570, expected=8.000000 predicted=14.584822, expected=28.000000 predicted=18.164004, expected=8.000000 predicted=15.264668, expected=40.000000 predicted=20.667516, expected=20.000000 predicted=22.073010, expected=8.000000 predicted=16.580079, expected=24.000000 predicted=20.972336, expected=20.000000 predicted=19.321444, expected=4.000000 predicted=18.640545, expected=8.000000 predicted=12.708995, expected=20.000000 predicted=13.711188, expected=4.000000 predicted=13.124921, expected=28.000000 predicted=15.481830, expected=28.000000 predicted=17.171535, expected=8.000000 predicted=15.320775, expected=20.000000 predicted=17.641188, expected=40.000000 predicted=22.310645, expected=40.000000 predicted=30.014354, expected=32.000000 predicted=29.681139, expected=44.000000 predicted=31.213738, expected=36.000000 predicted=34.992028, expected=36.000000 predicted=37.718797, expected=40.000000 predicted=38.258007, expected=40.000000 predicted=37.949898, expected=36.000000 predicted=38.778954, expected=56.000000 predicted=42.132670, expected=32.000000 predicted=39.864766, expected=24.000000 predicted=35.866345, expected=4.000000 predicted=27.853259, expected=12.000000 predicted=23.475755, expected=20.000000 predicted=24.794015, expected=24.000000 predicted=20.766873, expected=28.000000 predicted=20.884327, expected=56.000000 predicted=27.719233, expected=20.000000 predicted=27.131252, expected=20.000000 predicted=25.811824, expected=8.000000 predicted=22.503640, expected=20.000000 predicted=22.916369, expected=12.000000 predicted=23.164499, expected=36.000000 predicted=21.158980, expected=28.000000 predicted=23.023079, expected=40.000000 predicted=25.584679, expected=8.000000 predicted=22.779235, expected=16.000000 predicted=19.878242, expected=48.000000 predicted=31.301049, expected=28.000000 predicted=29.447616, expected=4.000000 predicted=22.886444, expected=32.000000 predicted=21.502634, expected=20.000000 predicted=23.353685, expected=32.000000 predicted=28.939069, expected=32.000000 predicted=26.716782, expected=28.000000 predicted=24.079677, expected=72.000000 predicted=40.409928, expected=28.000000 predicted=36.174423, expected=12.000000 predicted=30.625440, expected=64.000000 predicted=39.977967, expected=24.000000 predicted=36.644039, expected=12.000000 predicted=34.785718, expected=16.000000 predicted=23.661058, expected=12.000000 predicted=19.603827, expected=4.000000 predicted=21.447133, expected=8.000000 predicted=11.967781, expected=16.000000 predicted=11.452453, expected=16.000000 predicted=12.992636, expected=24.000000 predicted=15.102551, expected=24.000000 predicted=16.511679, expected=24.000000 predicted=19.210737, expected=28.000000 predicted=22.677485, expected=20.000000 predicted=22.173058, expected=32.000000 predicted=25.816217, expected=32.000000 predicted=27.513967, expected=28.000000 predicted=27.637467, expected=12.000000 predicted=23.914822, expected=52.000000 predicted=30.468054, expected=44.000000 predicted=35.755154, expected=16.000000 predicted=30.196165, expected=16.000000 predicted=25.933051, expected=28.000000 predicted=25.322815, expected=44.000000 predicted=35.131915, expected=32.000000 predicted=32.289527, expected=56.000000 predicted=34.895996, expected=24.000000 predicted=32.519974, expected=12.000000 predicted=29.012381, expected=8.000000 predicted=25.744406, expected=20.000000 predicted=22.948355, expected=12.000000 predicted=22.370778, expected=8.000000 predicted=13.689711, expected=8.000000 predicted=10.592847, expected=12.000000 predicted=10.635185, expected=32.000000 predicted=17.702526, expected=40.000000 predicted=22.406353, expected=12.000000 predicted=18.845837, expected=28.000000 predicted=21.675244, expected=28.000000 predicted=24.586076, expected=4.000000 predicted=21.604154, expected=76.000000 predicted=36.487514, expected=16.000000 predicted=27.880056, expected=24.000000 predicted=28.747655, expected=4.000000 predicted=22.300085, expected=52.000000 predicted=27.761070, expected=32.000000 predicted=37.698602, expected=52.000000 predicted=32.401321, expected=36.000000 predicted=35.009547, expected=28.000000 predicted=31.134242, expected=16.000000 predicted=33.892070, expected=44.000000 predicted=33.880372, expected=24.000000 predicted=33.978828, expected=20.000000 predicted=27.300513, expected=28.000000 predicted=26.600811, expected=32.000000 predicted=26.708865, expected=24.000000 predicted=29.404378, expected=20.000000 predicted=24.072298, expected=24.000000 predicted=23.777819, expected=24.000000 predicted=24.975224, expected=40.000000 predicted=29.070243, expected=20.000000 predicted=25.660938, expected=60.000000 predicted=33.642612, expected=84.000000 predicted=48.109004, expected=28.000000 predicted=42.696051, expected=32.000000 predicted=42.101161, expected=36.000000 predicted=39.410907, expected=20.000000 predicted=39.764774, expected=40.000000 predicted=41.975115, expected=68.000000 predicted=40.871837, expected=40.000000 predicted=40.984649, expected=60.000000 predicted=46.261876, expected=24.000000 predicted=39.015629, expected=36.000000 predicted=41.327106, expected=20.000000 predicted=39.886815, expected=40.000000 predicted=35.607028, expected=36.000000 predicted=38.311448, expected=88.000000 predicted=45.592660, expected=8.000000 predicted=38.316193, expected=20.000000 predicted=30.179335, expected=52.000000 predicted=40.258707, expected=12.000000 predicted=32.750999, expected=8.000000 predicted=33.037934, expected=40.000000 predicted=22.716975, expected=48.000000 predicted=31.022935, expected=8.000000 predicted=29.613095, expected=16.000000 predicted=20.421322, expected=32.000000 predicted=23.221225, expected=16.000000 predicted=25.667353, expected=36.000000 predicted=29.277934, expected=24.000000 predicted=21.965716, expected=16.000000 predicted=21.695080, expected=28.000000 predicted=25.894177, expected=16.000000 predicted=20.904807, expected=24.000000 predicted=24.545707, expected=16.000000 predicted=20.546332, expected=44.000000 predicted=25.152037, expected=52.000000 predicted=33.736272, expected=32.000000 predicted=31.424973, expected=16.000000 predicted=29.151352, expected=16.000000 predicted=25.130958, expected=16.000000 predicted=26.962561, expected=24.000000 predicted=26.926595, expected=28.000000 predicted=23.811494, expected=12.000000 predicted=18.252076, expected=20.000000 predicted=18.870347, expected=20.000000 predicted=19.286514, expected=20.000000 predicted=20.502765, expected=28.000000 predicted=22.914385, expected=20.000000 predicted=19.735761, expected=4.000000 predicted=16.985240, expected=52.000000 predicted=26.011953, expected=12.000000 predicted=22.313009, expected=8.000000 predicted=19.825501, expected=24.000000 predicted=19.985697, expected=36.000000 predicted=21.419085, expected=44.000000 predicted=33.950479, expected=44.000000 predicted=30.431136, expected=24.000000 predicted=28.578160, expected=20.000000 predicted=29.317441, expected=24.000000 predicted=30.001198, expected=48.000000 predicted=35.525356, expected=20.000000 predicted=31.029637, expected=36.000000 predicted=29.282321, expected=24.000000 predicted=27.677819, expected=20.000000 predicted=26.373911, expected=8.000000 predicted=25.355426, expected=80.000000 predicted=34.547122, expected=12.000000 predicted=31.226390, expected=24.000000 predicted=27.391691, expected=40.000000 predicted=30.821198, expected=44.000000 predicted=31.529379, expected=20.000000 predicted=40.177241, expected=12.000000 predicted=22.731666, expected=24.000000 predicted=25.217873, expected=32.000000 predicted=28.777927, expected=16.000000 predicted=25.718950, expected=48.000000 predicted=27.637603, expected=20.000000 predicted=24.633450, expected=8.000000 predicted=22.484526, expected=20.000000 predicted=23.676083, expected=16.000000 predicted=18.753731, expected=16.000000 predicted=22.685355, expected=16.000000 predicted=16.601539, expected=16.000000 predicted=14.545527, expected=32.000000 predicted=20.680763, expected=44.000000 predicted=25.679989, expected=20.000000 predicted=24.280268, expected=64.000000 predicted=34.593440, expected=44.000000 predicted=37.134618, expected=56.000000 predicted=44.259969, expected=28.000000 predicted=42.912744, expected=44.000000 predicted=39.398964, expected=28.000000 predicted=43.590020, expected=48.000000 predicted=40.884334, expected=32.000000 predicted=40.740501, expected=44.000000 predicted=36.807291, expected=20.000000 predicted=35.657777, expected=28.000000 predicted=30.918685, expected=32.000000 predicted=34.502243, expected=28.000000 predicted=29.803297, expected=36.000000 predicted=33.230320, expected=36.000000 predicted=30.230448, expected=36.000000 predicted=32.887367, expected=24.000000 predicted=31.534007, expected=12.000000 predicted=26.146166, expected=16.000000 predicted=24.854704, expected=24.000000 predicted=24.271962, expected=12.000000 predicted=20.807798, expected=32.000000 predicted=21.619978, expected=48.000000 predicted=26.422558, expected=40.000000 predicted=30.272108, expected=20.000000 predicted=29.447988, expected=4.000000 predicted=21.712389, expected=4.000000 predicted=20.421004, expected=8.000000 predicted=19.326178, expected=32.000000 predicted=20.769206, expected=52.000000 predicted=25.274535, expected=16.000000 predicted=20.088394, expected=16.000000 predicted=19.599360, expected=24.000000 predicted=22.097239, expected=4.000000 predicted=20.841994, expected=60.000000 predicted=33.751277, expected=40.000000 predicted=29.326581, expected=28.000000 predicted=28.573466, expected=12.000000 predicted=26.605958, expected=16.000000 predicted=20.954794, expected=24.000000 predicted=30.813451, expected=20.000000 predicted=24.268800, expected=12.000000 predicted=19.030428, expected=40.000000 predicted=21.848862, expected=24.000000 predicted=22.959905, expected=36.000000 predicted=27.278245, expected=20.000000 predicted=25.209782, expected=12.000000 predicted=20.572263, expected=20.000000 predicted=25.231238, expected=24.000000 predicted=22.148041, expected=20.000000 predicted=23.220237, expected=44.000000 predicted=25.781842, expected=36.000000 predicted=27.064196, expected=16.000000 predicted=25.450413, expected=4.000000 predicted=21.168778, expected=20.000000 predicted=20.565439, expected=28.000000 predicted=26.103769, expected=44.000000 predicted=28.719585, expected=28.000000 predicted=25.018073, expected=20.000000 predicted=21.916874, expected=16.000000 predicted=23.641392, expected=56.000000 predicted=33.223047, expected=44.000000 predicted=38.018350, expected=24.000000 predicted=31.242215, expected=36.000000 predicted=32.032219, expected=64.000000 predicted=39.784005, expected=24.000000 predicted=41.539369, expected=12.000000 predicted=32.376306, expected=12.000000 predicted=25.103850, expected=12.000000 predicted=23.321520, expected=12.000000 predicted=24.452453, expected=36.000000 predicted=20.732366, expected=28.000000 predicted=20.211109, expected=24.000000 predicted=20.995877, expected=8.000000 predicted=18.206085, expected=24.000000 predicted=19.998724, expected=12.000000 predicted=21.775528, expected=12.000000 predicted=17.584519, expected=32.000000 predicted=20.928251, expected=28.000000 predicted=19.625496, expected=20.000000 predicted=22.122166, expected=20.000000 predicted=20.074933, expected=20.000000 predicted=20.184333, expected=12.000000 predicted=21.250097, expected=24.000000 predicted=21.359342, expected=24.000000 predicted=20.588659, expected=8.000000 predicted=17.058281, expected=16.000000 predicted=17.189735, expected=24.000000 predicted=17.703139, expected=16.000000 predicted=18.755387, expected=24.000000 predicted=20.172864, expected=52.000000 predicted=25.783523, expected=24.000000 predicted=25.972773, expected=4.000000 predicted=21.925474, expected=16.000000 predicted=20.260422, expected=36.000000 predicted=25.301937, expected=16.000000 predicted=26.566776, expected=20.000000 predicted=20.490222, expected=24.000000 predicted=18.585574, expected=12.000000 predicted=18.430727, expected=8.000000 predicted=19.332892, expected=16.000000 predicted=15.396458, expected=12.000000 predicted=14.829141, expected=8.000000 predicted=13.614346, expected=20.000000 predicted=13.494874, expected=24.000000 predicted=15.231688, expected=24.000000 predicted=18.515200, expected=28.000000 predicted=20.450094, expected=8.000000 predicted=16.542073, expected=4.000000 predicted=15.695300, expected=28.000000 predicted=19.944260, expected=20.000000 predicted=19.086444, expected=28.000000 predicted=21.834357, expected=16.000000 predicted=17.268223, expected=16.000000 predicted=16.326676, expected=12.000000 predicted=19.521156, expected=20.000000 predicted=18.167520, expected=8.000000 predicted=16.726889, expected=8.000000 predicted=12.520026, expected=20.000000 predicted=14.713695, expected=32.000000 predicted=18.011343, expected=32.000000 predicted=22.520473, expected=20.000000 predicted=19.871585, expected=40.000000 predicted=25.606500, expected=12.000000 predicted=23.810871, expected=8.000000 predicted=21.886846, expected=40.000000 predicted=27.320170, expected=20.000000 predicted=22.243575, expected=4.000000 predicted=20.947857, expected=28.000000 predicted=19.133493, expected=40.000000 predicted=23.023508, expected=12.000000 predicted=24.777540, expected=32.000000 predicted=24.320141, expected=32.000000 predicted=23.459531, expected=16.000000 predicted=24.918519, expected=20.000000 predicted=26.544145, expected=36.000000 predicted=24.131356, expected=28.000000 predicted=27.784676, expected=12.000000 predicted=23.925238, expected=16.000000 predicted=19.929848, expected=28.000000 predicted=22.485979, expected=8.000000 predicted=20.804629, expected=4.000000 predicted=15.682774, expected=4.000000 predicted=10.399149, expected=4.000000 predicted=8.963141, expected=4.000000 predicted=9.674588, expected=20.000000 predicted=8.954527, expected=28.000000 predicted=12.754963, expected=28.000000 predicted=16.371627, expected=24.000000 predicted=18.597943, expected=36.000000 predicted=23.339104, expected=24.000000 predicted=25.838488, expected=28.000000 predicted=27.907461, expected=36.000000 predicted=30.249235, expected=12.000000 predicted=24.244391, expected=8.000000 predicted=22.759822, expected=24.000000 predicted=21.466068, expected=24.000000 predicted=21.849830, expected=24.000000 predicted=23.705025, expected=20.000000 predicted=18.999495, expected=28.000000 predicted=20.691843, expected=24.000000 predicted=24.032283, expected=12.000000 predicted=20.842591, expected=28.000000 predicted=23.262979, expected=32.000000 predicted=24.354231, expected=8.000000 predicted=20.967912, expected=28.000000 predicted=23.192392, expected=16.000000 predicted=18.812086, expected=20.000000 predicted=21.540458, expected=12.000000 predicted=20.204662, expected=4.000000 predicted=11.762111, expected=16.000000 predicted=16.623059, expected=12.000000 predicted=12.909501, expected=8.000000 predicted=12.205090, expected=20.000000 predicted=13.290623, expected=36.000000 predicted=17.414348, expected=20.000000 predicted=19.496890, expected=20.000000 predicted=19.573976, expected=4.000000 predicted=15.127464, expected=28.000000 Test MSE: 210.693
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364])] predicted=46.016195, expected=48.000000 predicted=47.400624, expected=40.000000 predicted=49.655374, expected=40.000000 predicted=53.286538, expected=68.000000 predicted=52.772150, expected=132.000000 predicted=76.504790, expected=60.000000 predicted=61.053392, expected=92.000000 predicted=73.555143, expected=80.000000 predicted=72.569142, expected=36.000000 predicted=64.419507, expected=52.000000 predicted=82.543186, expected=52.000000 predicted=57.142435, expected=52.000000 predicted=63.292217, expected=28.000000 predicted=51.510244, expected=64.000000 predicted=48.761393, expected=84.000000 predicted=60.516641, expected=52.000000 predicted=54.255903, expected=56.000000 predicted=57.824987, expected=52.000000 predicted=49.584166, expected=88.000000 predicted=69.169576, expected=44.000000 predicted=62.711811, expected=36.000000 predicted=51.017643, expected=48.000000 predicted=53.291660, expected=28.000000 predicted=42.436931, expected=56.000000 predicted=58.225765, expected=40.000000 predicted=41.838966, expected=88.000000 predicted=55.499377, expected=100.000000 predicted=68.159890, expected=48.000000 predicted=52.750930, expected=80.000000 predicted=71.645617, expected=40.000000 predicted=54.438602, expected=84.000000 predicted=76.758591, expected=32.000000 predicted=63.863892, expected=48.000000 predicted=51.683764, expected=52.000000 predicted=59.388550, expected=84.000000 predicted=57.863048, expected=60.000000 predicted=65.423627, expected=72.000000 predicted=57.812634, expected=76.000000 predicted=65.699210, expected=204.000000 predicted=109.293599, expected=112.000000 predicted=104.057760, expected=128.000000 predicted=108.904198, expected=64.000000 predicted=98.538669, expected=88.000000 predicted=94.588671, expected=88.000000 predicted=123.075727, expected=116.000000 predicted=102.455479, expected=136.000000 predicted=117.073395, expected=80.000000 predicted=88.423043, expected=4.000000 predicted=67.954288, expected=32.000000 predicted=66.003474, expected=40.000000 predicted=65.934998, expected=72.000000 predicted=74.187865, expected=40.000000 predicted=51.682920, expected=60.000000 predicted=39.881586, expected=36.000000 predicted=42.988429, expected=16.000000 predicted=34.888143, expected=40.000000 predicted=47.629141, expected=4.000000 predicted=25.943172, expected=60.000000 predicted=44.212106, expected=56.000000 predicted=42.008104, expected=56.000000 predicted=38.686380, expected=64.000000 predicted=52.061328, expected=48.000000 predicted=40.892967, expected=64.000000 predicted=59.512075, expected=12.000000 predicted=42.385786, expected=44.000000 predicted=46.413472, expected=36.000000 predicted=45.983406, expected=60.000000 predicted=46.712448, expected=60.000000 predicted=54.084931, expected=80.000000 predicted=50.521407, expected=48.000000 predicted=53.135601, expected=44.000000 predicted=48.565754, expected=48.000000 predicted=55.044547, expected=56.000000 predicted=55.302248, expected=68.000000 predicted=63.787718, expected=44.000000 predicted=49.845995, expected=48.000000 predicted=49.222512, expected=40.000000 predicted=47.739301, expected=28.000000 predicted=42.930854, expected=72.000000 predicted=57.658335, expected=56.000000 predicted=50.077676, expected=80.000000 predicted=59.301681, expected=52.000000 predicted=53.935894, expected=60.000000 predicted=52.651220, expected=80.000000 predicted=71.212292, expected=52.000000 predicted=59.408635, expected=56.000000 predicted=64.137680, expected=100.000000 predicted=72.364692, expected=152.000000 predicted=96.878304, expected=128.000000 predicted=103.800485, expected=68.000000 predicted=82.142177, expected=140.000000 predicted=107.722706, expected=144.000000 predicted=123.821770, expected=68.000000 predicted=109.445748, expected=72.000000 predicted=101.870516, expected=108.000000 predicted=96.043641, expected=116.000000 predicted=111.429984, expected=112.000000 predicted=112.438255, expected=88.000000 predicted=90.944170, expected=64.000000 predicted=83.253801, expected=100.000000 predicted=99.252518, expected=112.000000 predicted=103.483231, expected=132.000000 predicted=110.086720, expected=72.000000 predicted=90.261862, expected=88.000000 predicted=89.112270, expected=48.000000 predicted=83.092437, expected=44.000000 predicted=74.211822, expected=28.000000 predicted=67.347823, expected=16.000000 predicted=41.231275, expected=60.000000 predicted=55.234970, expected=48.000000 predicted=43.323970, expected=52.000000 predicted=44.373904, expected=68.000000 predicted=50.895305, expected=48.000000 predicted=44.038347, expected=36.000000 predicted=49.041080, expected=56.000000 predicted=52.253616, expected=40.000000 predicted=46.862106, expected=28.000000 predicted=43.754522, expected=8.000000 predicted=30.650621, expected=8.000000 predicted=23.094650, expected=8.000000 predicted=23.224716, expected=28.000000 predicted=23.614261, expected=72.000000 predicted=38.414508, expected=56.000000 predicted=35.282218, expected=64.000000 predicted=43.412787, expected=24.000000 predicted=34.529975, expected=52.000000 predicted=45.640244, expected=48.000000 predicted=54.199612, expected=44.000000 predicted=46.530886, expected=68.000000 predicted=57.801360, expected=92.000000 predicted=60.903649, expected=120.000000 predicted=82.847938, expected=116.000000 predicted=89.381698, expected=104.000000 predicted=90.404388, expected=140.000000 predicted=112.547608, expected=84.000000 predicted=100.847207, expected=140.000000 predicted=122.648806, expected=196.000000 predicted=148.621015, expected=100.000000 predicted=117.844991, expected=48.000000 predicted=104.472957, expected=40.000000 predicted=81.177356, expected=8.000000 predicted=64.753778, expected=20.000000 predicted=66.132342, expected=32.000000 predicted=44.025899, expected=44.000000 predicted=36.796193, expected=28.000000 predicted=31.400114, expected=28.000000 predicted=25.425107, expected=40.000000 predicted=33.028139, expected=24.000000 predicted=29.277657, expected=8.000000 predicted=23.889219, expected=24.000000 predicted=24.607996, expected=40.000000 predicted=30.259456, expected=52.000000 predicted=39.190885, expected=68.000000 predicted=46.759637, expected=56.000000 predicted=43.945762, expected=44.000000 predicted=44.389636, expected=36.000000 predicted=43.884775, expected=36.000000 predicted=43.500669, expected=28.000000 predicted=41.105183, expected=44.000000 predicted=42.856140, expected=52.000000 predicted=44.532377, expected=16.000000 predicted=29.694007, expected=20.000000 predicted=29.008641, expected=16.000000 predicted=23.818661, expected=20.000000 predicted=25.291101, expected=20.000000 predicted=26.279814, expected=12.000000 predicted=15.303109, expected=36.000000 predicted=25.380785, expected=36.000000 predicted=26.914085, expected=40.000000 predicted=31.066546, expected=40.000000 predicted=33.850619, expected=24.000000 predicted=26.736064, expected=24.000000 predicted=30.265559, expected=40.000000 predicted=35.416028, expected=52.000000 predicted=41.623197, expected=32.000000 predicted=35.898477, expected=28.000000 predicted=31.184254, expected=36.000000 predicted=33.802859, expected=16.000000 predicted=27.829966, expected=36.000000 predicted=35.865869, expected=48.000000 predicted=37.723586, expected=36.000000 predicted=33.642675, expected=4.000000 predicted=23.197263, expected=40.000000 predicted=30.533767, expected=52.000000 predicted=40.172738, expected=40.000000 predicted=39.153338, expected=56.000000 predicted=45.744209, expected=48.000000 predicted=38.774133, expected=88.000000 predicted=63.030491, expected=44.000000 predicted=52.883341, expected=40.000000 predicted=46.929278, expected=12.000000 predicted=37.727309, expected=40.000000 predicted=40.238910, expected=24.000000 predicted=40.930837, expected=36.000000 predicted=33.998748, expected=52.000000 predicted=41.875763, expected=44.000000 predicted=35.015658, expected=32.000000 predicted=37.396394, expected=24.000000 predicted=30.449490, expected=24.000000 predicted=30.447732, expected=40.000000 predicted=38.145821, expected=32.000000 predicted=33.854721, expected=52.000000 predicted=39.915416, expected=20.000000 predicted=28.432731, expected=24.000000 predicted=27.646393, expected=52.000000 predicted=41.902865, expected=12.000000 predicted=24.864481, expected=56.000000 predicted=44.195189, expected=24.000000 predicted=29.123443, expected=44.000000 predicted=35.102811, expected=16.000000 predicted=32.372332, expected=24.000000 predicted=23.507518, expected=44.000000 predicted=40.234391, expected=24.000000 predicted=26.571787, expected=16.000000 predicted=26.546962, expected=44.000000 predicted=31.504290, expected=56.000000 predicted=39.670326, expected=36.000000 predicted=38.444833, expected=32.000000 predicted=33.913473, expected=12.000000 predicted=23.891545, expected=16.000000 predicted=26.672235, expected=16.000000 predicted=26.472112, expected=8.000000 predicted=17.011316, expected=32.000000 predicted=24.609669, expected=40.000000 predicted=26.242737, expected=20.000000 predicted=21.473964, expected=60.000000 predicted=38.324670, expected=36.000000 predicted=31.925491, expected=24.000000 predicted=31.108142, expected=116.000000 predicted=69.574361, expected=32.000000 predicted=41.727543, expected=48.000000 predicted=52.815305, expected=60.000000 predicted=54.125377, expected=56.000000 predicted=49.276857, expected=24.000000 predicted=54.637927, expected=36.000000 predicted=38.623705, expected=36.000000 predicted=40.176024, expected=44.000000 predicted=43.830467, expected=28.000000 predicted=37.538139, expected=60.000000 predicted=42.843157, expected=16.000000 predicted=31.248970, expected=48.000000 predicted=40.051014, expected=44.000000 predicted=42.480894, expected=56.000000 predicted=43.545039, expected=48.000000 predicted=49.945584, expected=72.000000 predicted=51.222916, expected=60.000000 predicted=56.850178, expected=88.000000 predicted=67.723002, expected=52.000000 predicted=60.797793, expected=72.000000 predicted=64.545251, expected=32.000000 predicted=55.332015, expected=64.000000 predicted=58.930046, expected=32.000000 predicted=53.656747, expected=24.000000 predicted=37.760761, expected=32.000000 predicted=42.661922, expected=44.000000 predicted=36.988267, expected=64.000000 predicted=52.375661, expected=44.000000 predicted=42.374042, expected=24.000000 predicted=33.431535, expected=48.000000 predicted=42.273934, expected=24.000000 predicted=35.263482, expected=28.000000 predicted=37.219072, expected=104.000000 predicted=62.989806, expected=68.000000 predicted=54.199336, expected=36.000000 predicted=49.204632, expected=44.000000 predicted=46.799999, expected=36.000000 predicted=41.173039, expected=32.000000 predicted=51.154081, expected=28.000000 predicted=39.901578, expected=36.000000 predicted=34.677591, expected=40.000000 predicted=37.989707, expected=52.000000 predicted=41.941015, expected=28.000000 predicted=34.331166, expected=44.000000 predicted=38.438878, expected=16.000000 predicted=30.093758, expected=56.000000 predicted=42.457739, expected=36.000000 predicted=40.718519, expected=28.000000 predicted=31.416334, expected=36.000000 predicted=37.889617, expected=32.000000 predicted=29.963342, expected=60.000000 predicted=48.310229, expected=44.000000 predicted=41.855144, expected=20.000000 predicted=31.243463, expected=60.000000 predicted=46.333374, expected=64.000000 predicted=49.622705, expected=56.000000 predicted=54.211046, expected=44.000000 predicted=48.610957, expected=32.000000 predicted=38.202642, expected=24.000000 predicted=39.789650, expected=64.000000 predicted=52.500397, expected=68.000000 predicted=55.461221, expected=44.000000 predicted=46.928439, expected=44.000000 predicted=45.299717, expected=44.000000 predicted=43.061385, expected=28.000000 predicted=42.896130, expected=24.000000 predicted=38.929846, expected=16.000000 predicted=28.311289, expected=44.000000 predicted=36.211879, expected=48.000000 predicted=39.819472, expected=68.000000 predicted=46.971360, expected=36.000000 predicted=39.214442, expected=48.000000 predicted=41.437132, expected=44.000000 predicted=46.374956, expected=44.000000 predicted=45.375614, expected=48.000000 predicted=50.788034, expected=56.000000 predicted=47.765626, expected=44.000000 predicted=46.957341, expected=28.000000 predicted=39.322828, expected=28.000000 predicted=36.784912, expected=28.000000 predicted=34.993421, expected=40.000000 predicted=39.331709, expected=48.000000 predicted=41.011455, expected=20.000000 predicted=28.847963, expected=88.000000 predicted=53.906130, expected=24.000000 predicted=36.835533, expected=28.000000 predicted=36.348223, expected=12.000000 predicted=31.536108, expected=28.000000 predicted=25.907357, expected=28.000000 predicted=38.941552, expected=40.000000 predicted=30.124386, expected=32.000000 predicted=30.612226, expected=36.000000 predicted=29.496234, expected=16.000000 predicted=26.068734, expected=28.000000 predicted=27.925895, expected=40.000000 predicted=34.989279, expected=12.000000 predicted=23.336778, expected=40.000000 predicted=32.776882, expected=24.000000 predicted=25.152064, expected=16.000000 predicted=22.754594, expected=44.000000 predicted=35.144143, expected=36.000000 predicted=28.817749, expected=56.000000 predicted=42.908934, expected=76.000000 predicted=52.009112, expected=88.000000 predicted=60.593696, expected=40.000000 predicted=53.122614, expected=44.000000 predicted=50.048902, expected=36.000000 predicted=48.783782, expected=8.000000 predicted=36.778053, expected=28.000000 predicted=40.795815, expected=36.000000 predicted=33.005639, expected=60.000000 predicted=43.607713, expected=32.000000 predicted=36.014357, expected=44.000000 predicted=34.706854, expected=56.000000 predicted=45.360018, expected=16.000000 predicted=32.394705, expected=36.000000 predicted=40.903842, expected=28.000000 predicted=32.119904, expected=56.000000 predicted=43.204071, expected=112.000000 predicted=71.748650, expected=40.000000 predicted=45.831408, expected=48.000000 predicted=50.905864, expected=32.000000 predicted=43.100232, expected=32.000000 predicted=43.291860, expected=40.000000 predicted=54.095003, expected=32.000000 predicted=35.606401, expected=40.000000 predicted=39.325116, expected=16.000000 predicted=27.588231, expected=40.000000 predicted=33.934168, expected=12.000000 predicted=26.061953, expected=28.000000 predicted=27.053670, expected=64.000000 predicted=43.500529, expected=76.000000 predicted=48.866373, expected=44.000000 predicted=46.927192, expected=32.000000 predicted=36.893195, expected=52.000000 predicted=46.054421, expected=40.000000 predicted=48.084877, expected=48.000000 predicted=51.404113, expected=44.000000 predicted=44.347737, expected=28.000000 predicted=35.554751, expected=56.000000 predicted=48.218582, expected=28.000000 predicted=37.145901, expected=56.000000 predicted=46.872615, expected=24.000000 predicted=36.639745, expected=20.000000 predicted=28.513169, expected=4.000000 predicted=25.414296, expected=52.000000 predicted=33.918922, expected=60.000000 predicted=46.624213, expected=40.000000 predicted=36.294478, expected=32.000000 predicted=34.016446, expected=16.000000 predicted=24.310598, expected=16.000000 predicted=29.685196, expected=32.000000 predicted=34.287814, expected=56.000000 predicted=39.990334, expected=48.000000 predicted=39.459418, expected=28.000000 predicted=30.897567, expected=24.000000 predicted=28.720727, expected=24.000000 predicted=30.011615, expected=28.000000 predicted=33.947506, expected=44.000000 predicted=37.748421, expected=32.000000 predicted=31.281187, expected=28.000000 predicted=29.060577, expected=128.000000 predicted=68.511027, expected=64.000000 predicted=58.027550, expected=24.000000 predicted=45.621909, expected=28.000000 predicted=41.744354, expected=28.000000 predicted=36.269883, expected=60.000000 predicted=63.473119, expected=40.000000 predicted=44.511593, expected=24.000000 predicted=30.509963, expected=24.000000 predicted=30.165031, expected=16.000000 predicted=25.274606, expected=32.000000 predicted=34.381718, expected=28.000000 predicted=29.149413, expected=44.000000 predicted=32.441247, expected=32.000000 predicted=30.649589, expected=24.000000 predicted=26.303521, expected=52.000000 predicted=39.646859, expected=24.000000 predicted=30.717990, expected=28.000000 predicted=33.003904, expected=48.000000 predicted=38.317028, expected=40.000000 predicted=35.727212, expected=16.000000 predicted=31.738531, expected=32.000000 predicted=30.182425, expected=32.000000 predicted=31.178470, expected=36.000000 predicted=35.774719, expected=32.000000 predicted=33.243124, expected=52.000000 predicted=36.923138, expected=56.000000 predicted=44.642345, expected=40.000000 predicted=40.802649, expected=36.000000 predicted=39.928596, expected=28.000000 predicted=35.267705, expected=8.000000 Test MSE: 607.468
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531])] predicted=144.123813, expected=128.000000 predicted=107.663082, expected=244.000000 predicted=150.295177, expected=120.000000 predicted=127.131596, expected=68.000000 predicted=143.575664, expected=48.000000 predicted=111.609559, expected=68.000000 predicted=104.928215, expected=76.000000 predicted=125.556262, expected=52.000000 predicted=77.273460, expected=140.000000 predicted=85.736484, expected=144.000000 predicted=89.205105, expected=140.000000 predicted=102.282543, expected=76.000000 predicted=96.873083, expected=88.000000 predicted=93.416182, expected=48.000000 predicted=102.391517, expected=116.000000 predicted=111.209780, expected=88.000000 predicted=101.049858, expected=56.000000 predicted=73.328312, expected=48.000000 predicted=74.501069, expected=68.000000 predicted=64.830614, expected=64.000000 predicted=78.915808, expected=8.000000 predicted=53.207991, expected=116.000000 predicted=69.834785, expected=184.000000 predicted=91.536629, expected=64.000000 predicted=75.082551, expected=36.000000 predicted=73.028350, expected=40.000000 predicted=57.781952, expected=64.000000 predicted=83.164338, expected=188.000000 predicted=128.545937, expected=88.000000 predicted=76.692918, expected=168.000000 predicted=99.050459, expected=56.000000 predicted=84.049948, expected=56.000000 predicted=85.719651, expected=76.000000 predicted=119.048306, expected=120.000000 predicted=94.172561, expected=24.000000 predicted=89.483996, expected=80.000000 predicted=69.417157, expected=164.000000 predicted=94.768124, expected=60.000000 predicted=76.727210, expected=24.000000 predicted=80.190473, expected=148.000000 predicted=85.625370, expected=64.000000 predicted=78.836302, expected=88.000000 predicted=105.284890, expected=116.000000 predicted=87.693020, expected=96.000000 predicted=74.525752, expected=68.000000 predicted=103.106794, expected=32.000000 predicted=68.073214, expected=24.000000 predicted=65.824593, expected=24.000000 predicted=63.993926, expected=40.000000 predicted=54.438231, expected=100.000000 predicted=60.428382, expected=172.000000 predicted=76.708095, expected=132.000000 predicted=79.156132, expected=24.000000 predicted=62.286543, expected=92.000000 predicted=85.840743, expected=40.000000 predicted=83.158844, expected=56.000000 predicted=95.413609, expected=52.000000 predicted=78.560044, expected=8.000000 predicted=32.793571, expected=68.000000 predicted=63.956966, expected=52.000000 predicted=44.881245, expected=12.000000 predicted=37.885504, expected=152.000000 predicted=74.906059, expected=60.000000 predicted=46.748260, expected=52.000000 predicted=64.190252, expected=176.000000 predicted=97.325808, expected=8.000000 predicted=48.261567, expected=68.000000 predicted=98.324961, expected=88.000000 predicted=75.949375, expected=36.000000 predicted=57.279790, expected=20.000000 predicted=82.214120, expected=68.000000 predicted=43.604053, expected=40.000000 predicted=51.780487, expected=16.000000 predicted=48.413202, expected=52.000000 predicted=41.566045, expected=20.000000 predicted=28.572964, expected=12.000000 predicted=37.131260, expected=60.000000 predicted=39.783591, expected=104.000000 predicted=47.124594, expected=36.000000 predicted=45.990121, expected=20.000000 predicted=36.177062, expected=40.000000 predicted=38.485421, expected=92.000000 predicted=62.224354, expected=60.000000 predicted=66.886115, expected=100.000000 predicted=62.081817, expected=96.000000 predicted=64.096476, expected=40.000000 predicted=59.175924, expected=20.000000 predicted=66.165405, expected=76.000000 predicted=65.640172, expected=32.000000 predicted=61.059573, expected=40.000000 predicted=58.089644, expected=40.000000 predicted=41.862246, expected=148.000000 predicted=65.387734, expected=32.000000 predicted=58.342254, expected=88.000000 predicted=63.297946, expected=28.000000 predicted=54.073359, expected=36.000000 predicted=50.501623, expected=28.000000 predicted=73.187710, expected=76.000000 predicted=47.660254, expected=72.000000 predicted=63.951777, expected=160.000000 predicted=75.078093, expected=60.000000 predicted=63.523327, expected=84.000000 predicted=71.628285, expected=28.000000 predicted=72.053185, expected=20.000000 predicted=59.568134, expected=24.000000 predicted=75.854267, expected=36.000000 predicted=42.473973, expected=60.000000 predicted=53.122691, expected=40.000000 predicted=34.198300, expected=104.000000 predicted=52.268805, expected=76.000000 predicted=53.609986, expected=108.000000 predicted=70.377487, expected=76.000000 predicted=75.278923, expected=32.000000 predicted=58.628629, expected=8.000000 predicted=65.142362, expected=76.000000 predicted=66.127443, expected=24.000000 predicted=57.486471, expected=44.000000 predicted=50.105429, expected=16.000000 predicted=31.446085, expected=68.000000 predicted=36.433296, expected=64.000000 predicted=56.817150, expected=44.000000 predicted=39.129071, expected=44.000000 predicted=47.315982, expected=36.000000 predicted=37.332438, expected=104.000000 predicted=68.505607, expected=100.000000 predicted=70.661540, expected=208.000000 predicted=101.759696, expected=32.000000 predicted=71.099634, expected=68.000000 predicted=77.755765, expected=224.000000 predicted=137.691668, expected=8.000000 predicted=83.169408, expected=88.000000 predicted=127.129995, expected=216.000000 predicted=110.122855, expected=180.000000 predicted=119.538242, expected=136.000000 predicted=162.600568, expected=12.000000 predicted=75.533540, expected=44.000000 predicted=96.133728, expected=40.000000 predicted=112.390856, expected=64.000000 predicted=92.835307, expected=72.000000 predicted=78.200658, expected=128.000000 predicted=62.494567, expected=156.000000 predicted=89.378818, expected=276.000000 predicted=135.579447, expected=80.000000 predicted=110.002108, expected=12.000000 predicted=95.784681, expected=4.000000 predicted=95.556734, expected=76.000000 predicted=100.530218, expected=112.000000 predicted=130.442115, expected=24.000000 predicted=52.031235, expected=52.000000 predicted=44.058442, expected=40.000000 predicted=40.038477, expected=20.000000 predicted=49.710194, expected=80.000000 predicted=70.879972, expected=208.000000 predicted=85.772806, expected=176.000000 predicted=101.771296, expected=188.000000 predicted=120.548527, expected=4.000000 predicted=77.431716, expected=216.000000 predicted=145.772122, expected=20.000000 predicted=127.416220, expected=100.000000 predicted=122.142370, expected=80.000000 predicted=119.012031, expected=64.000000 predicted=57.907670, expected=28.000000 predicted=101.859653, expected=44.000000 predicted=46.033893, expected=100.000000 predicted=79.463513, expected=52.000000 predicted=62.226851, expected=56.000000 predicted=59.472535, expected=116.000000 predicted=68.938276, expected=136.000000 predicted=84.479614, expected=52.000000 predicted=83.129167, expected=8.000000 predicted=57.674381, expected=36.000000 predicted=59.072412, expected=76.000000 predicted=76.702530, expected=48.000000 predicted=70.287649, expected=100.000000 predicted=62.831527, expected=112.000000 predicted=62.781578, expected=12.000000 predicted=49.094736, expected=72.000000 predicted=73.301091, expected=24.000000 predicted=51.123901, expected=12.000000 predicted=53.270976, expected=8.000000 predicted=48.767606, expected=296.000000 predicted=97.882229, expected=200.000000 predicted=114.023986, expected=20.000000 predicted=69.454206, expected=28.000000 predicted=75.860278, expected=32.000000 predicted=63.511797, expected=4.000000 predicted=112.551459, expected=32.000000 predicted=77.443030, expected=16.000000 predicted=19.980732, expected=56.000000 predicted=32.536239, expected=160.000000 predicted=68.287688, expected=264.000000 predicted=107.248677, expected=96.000000 predicted=91.070905, expected=176.000000 predicted=122.177915, expected=60.000000 predicted=107.095596, expected=52.000000 predicted=118.155341, expected=244.000000 predicted=190.689376, expected=52.000000 predicted=94.787599, expected=180.000000 predicted=148.898950, expected=12.000000 predicted=80.279878, expected=8.000000 predicted=64.816842, expected=20.000000 predicted=103.464627, expected=92.000000 predicted=60.138875, expected=136.000000 predicted=105.699806, expected=92.000000 predicted=58.797615, expected=20.000000 predicted=46.015472, expected=80.000000 predicted=65.130815, expected=64.000000 predicted=77.757627, expected=76.000000 predicted=86.988925, expected=100.000000 predicted=82.157510, expected=92.000000 predicted=66.169777, expected=88.000000 predicted=84.203069, expected=156.000000 predicted=101.988081, expected=32.000000 predicted=77.202715, expected=28.000000 predicted=75.931591, expected=24.000000 predicted=65.289362, expected=76.000000 predicted=69.428522, expected=44.000000 predicted=74.411536, expected=124.000000 predicted=63.893421, expected=32.000000 predicted=46.842933, expected=44.000000 predicted=48.411469, expected=8.000000 predicted=50.674022, expected=4.000000 predicted=33.057350, expected=96.000000 predicted=72.645215, expected=128.000000 predicted=62.057960, expected=52.000000 predicted=53.799373, expected=12.000000 predicted=37.269030, expected=84.000000 predicted=55.501195, expected=8.000000 predicted=56.818499, expected=104.000000 predicted=83.205233, expected=56.000000 predicted=54.405840, expected=24.000000 predicted=35.930915, expected=84.000000 predicted=70.266196, expected=52.000000 predicted=44.260880, expected=56.000000 predicted=68.820268, expected=64.000000 predicted=58.392874, expected=36.000000 predicted=43.588546, expected=136.000000 predicted=85.549298, expected=28.000000 predicted=54.283285, expected=64.000000 predicted=62.558794, expected=12.000000 predicted=50.880588, expected=20.000000 predicted=39.163129, expected=24.000000 predicted=59.203381, expected=52.000000 predicted=34.572743, expected=64.000000 predicted=48.593108, expected=240.000000 predicted=90.531306, expected=84.000000 predicted=72.364074, expected=44.000000 predicted=67.619159, expected=284.000000 predicted=144.003375, expected=144.000000 predicted=125.703240, expected=132.000000 predicted=169.184457, expected=56.000000 predicted=108.311938, expected=232.000000 predicted=141.120801, expected=116.000000 predicted=174.026856, expected=8.000000 predicted=100.881133, expected=124.000000 predicted=120.360467, expected=132.000000 predicted=100.951084, expected=60.000000 predicted=121.737306, expected=36.000000 predicted=81.303598, expected=96.000000 predicted=67.515297, expected=40.000000 predicted=78.435900, expected=76.000000 predicted=83.760298, expected=192.000000 predicted=99.871510, expected=100.000000 predicted=81.341449, expected=52.000000 predicted=88.979820, expected=68.000000 predicted=78.565182, expected=20.000000 predicted=67.980334, expected=16.000000 predicted=82.879904, expected=40.000000 predicted=55.836006, expected=92.000000 predicted=55.005827, expected=112.000000 predicted=69.744934, expected=40.000000 predicted=46.646713, expected=44.000000 predicted=49.769729, expected=12.000000 predicted=45.037854, expected=28.000000 predicted=53.964971, expected=76.000000 predicted=66.184031, expected=132.000000 predicted=65.940256, expected=56.000000 predicted=56.277733, expected=20.000000 predicted=42.763306, expected=84.000000 predicted=63.337673, expected=84.000000 predicted=74.044855, expected=36.000000 predicted=73.369415, expected=92.000000 predicted=68.491865, expected=4.000000 predicted=37.644392, expected=44.000000 predicted=58.973285, expected=180.000000 predicted=94.791154, expected=24.000000 predicted=49.094333, expected=36.000000 predicted=67.187801, expected=80.000000 predicted=56.161292, expected=208.000000 predicted=102.143614, expected=40.000000 predicted=99.841938, expected=48.000000 predicted=63.981798, expected=16.000000 predicted=57.432171, expected=76.000000 predicted=73.030038, expected=92.000000 predicted=103.426885, expected=224.000000 predicted=100.286854, expected=4.000000 predicted=60.016281, expected=4.000000 predicted=51.386848, expected=64.000000 predicted=76.972605, expected=32.000000 predicted=60.047858, expected=4.000000 predicted=76.650368, expected=40.000000 predicted=25.428167, expected=112.000000 predicted=46.687814, expected=52.000000 predicted=51.984484, expected=40.000000 predicted=45.118721, expected=160.000000 predicted=75.223484, expected=16.000000 predicted=52.042164, expected=24.000000 predicted=69.545586, expected=80.000000 predicted=65.674784, expected=160.000000 predicted=81.941164, expected=84.000000 predicted=99.506598, expected=28.000000 predicted=53.374308, expected=44.000000 predicted=60.014528, expected=20.000000 predicted=59.153667, expected=60.000000 predicted=79.747302, expected=80.000000 predicted=62.833850, expected=160.000000 predicted=75.179347, expected=28.000000 predicted=55.520120, expected=68.000000 predicted=63.030095, expected=156.000000 predicted=99.009938, expected=272.000000 predicted=140.292826, expected=24.000000 predicted=109.086217, expected=64.000000 predicted=89.582872, expected=156.000000 predicted=122.327579, expected=44.000000 predicted=102.222573, expected=8.000000 predicted=114.019009, expected=76.000000 predicted=61.371036, expected=32.000000 predicted=51.956299, expected=56.000000 predicted=76.790685, expected=68.000000 predicted=52.317777, expected=72.000000 predicted=46.239230, expected=52.000000 predicted=61.760085, expected=24.000000 predicted=43.387211, expected=88.000000 predicted=64.750595, expected=76.000000 predicted=64.314355, expected=72.000000 predicted=66.317655, expected=112.000000 predicted=77.366021, expected=60.000000 predicted=60.463397, expected=64.000000 predicted=78.600003, expected=176.000000 predicted=106.327785, expected=100.000000 predicted=89.659301, expected=64.000000 predicted=95.385136, expected=48.000000 predicted=78.687703, expected=132.000000 predicted=94.976256, expected=48.000000 predicted=97.263953, expected=36.000000 predicted=71.274596, expected=72.000000 predicted=70.104247, expected=140.000000 predicted=80.755435, expected=32.000000 predicted=76.573816, expected=32.000000 predicted=56.825361, expected=112.000000 predicted=74.281218, expected=64.000000 predicted=66.653509, expected=72.000000 predicted=87.139940, expected=20.000000 predicted=47.863762, expected=12.000000 predicted=40.486746, expected=60.000000 predicted=66.655116, expected=88.000000 predicted=57.712937, expected=80.000000 predicted=61.864737, expected=44.000000 predicted=46.442790, expected=64.000000 predicted=53.066532, expected=64.000000 predicted=64.104867, expected=20.000000 predicted=56.125670, expected=52.000000 predicted=59.611208, expected=96.000000 predicted=60.614958, expected=108.000000 predicted=71.538557, expected=36.000000 predicted=59.311441, expected=68.000000 predicted=60.136020, expected=32.000000 predicted=56.524840, expected=28.000000 predicted=59.107090, expected=40.000000 predicted=60.383805, expected=84.000000 predicted=50.606486, expected=32.000000 predicted=46.989204, expected=68.000000 predicted=50.114743, expected=24.000000 predicted=39.706509, expected=140.000000 predicted=72.763768, expected=32.000000 predicted=60.306892, expected=88.000000 predicted=63.520951, expected=80.000000 predicted=75.965562, expected=136.000000 predicted=78.436946, expected=68.000000 predicted=96.389350, expected=48.000000 predicted=64.348697, expected=76.000000 predicted=84.807542, expected=56.000000 predicted=70.474681, expected=112.000000 predicted=96.481623, expected=60.000000 predicted=67.910566, expected=60.000000 predicted=64.016008, expected=236.000000 predicted=122.040512, expected=64.000000 predicted=79.693821, expected=8.000000 predicted=83.893332, expected=20.000000 predicted=70.266237, expected=104.000000 predicted=74.730872, expected=132.000000 predicted=120.286900, expected=116.000000 predicted=79.618305, expected=248.000000 predicted=118.064231, expected=300.000000 predicted=157.485050, expected=136.000000 predicted=154.059176, expected=36.000000 predicted=142.729534, expected=104.000000 predicted=144.207200, expected=80.000000 predicted=145.028643, expected=148.000000 predicted=161.274510, expected=52.000000 predicted=93.604946, expected=212.000000 predicted=114.853429, expected=84.000000 predicted=106.231853, expected=76.000000 predicted=96.848069, expected=44.000000 predicted=106.118725, expected=36.000000 predicted=64.631727, expected=220.000000 predicted=147.862250, expected=60.000000 predicted=76.716992, expected=64.000000 predicted=82.009414, expected=12.000000 predicted=64.038047, expected=80.000000 predicted=66.762444, expected=116.000000 predicted=115.298658, expected=20.000000 predicted=49.244469, expected=208.000000 predicted=106.802431, expected=176.000000 predicted=99.087582, expected=36.000000 predicted=87.126322, expected=48.000000 predicted=103.622039, expected=24.000000 predicted=62.487564, expected=100.000000 predicted=111.295745, expected=120.000000 predicted=103.491764, expected=64.000000 predicted=59.361830, expected=72.000000 predicted=71.662760, expected=24.000000 predicted=53.404965, expected=64.000000 predicted=75.213856, expected=140.000000 Test MSE: 3901.901
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606])] predicted=84.321409, expected=56.000000 predicted=63.752504, expected=80.000000 predicted=82.928046, expected=48.000000 predicted=65.870122, expected=108.000000 predicted=108.082394, expected=112.000000 predicted=97.934721, expected=132.000000 predicted=97.853247, expected=92.000000 predicted=88.251959, expected=92.000000 predicted=82.304976, expected=44.000000 predicted=76.452046, expected=52.000000 predicted=80.762579, expected=68.000000 predicted=89.387541, expected=100.000000 predicted=89.780407, expected=80.000000 predicted=79.641908, expected=100.000000 predicted=77.465938, expected=88.000000 predicted=74.636594, expected=72.000000 predicted=74.231249, expected=60.000000 predicted=78.432097, expected=48.000000 predicted=64.552489, expected=132.000000 predicted=110.385031, expected=136.000000 predicted=105.377268, expected=96.000000 predicted=86.611596, expected=60.000000 predicted=69.400317, expected=60.000000 predicted=65.709466, expected=72.000000 predicted=94.845378, expected=60.000000 predicted=86.565814, expected=116.000000 predicted=100.471702, expected=108.000000 predicted=83.448230, expected=76.000000 predicted=72.565887, expected=36.000000 predicted=58.923916, expected=88.000000 predicted=79.863175, expected=40.000000 predicted=69.159776, expected=72.000000 predicted=83.779970, expected=128.000000 predicted=97.196058, expected=140.000000 predicted=91.318885, expected=100.000000 predicted=94.089852, expected=60.000000 predicted=63.550697, expected=104.000000 predicted=95.899605, expected=44.000000 predicted=79.631478, expected=100.000000 predicted=112.058873, expected=64.000000 predicted=76.021185, expected=84.000000 predicted=75.567116, expected=72.000000 predicted=82.347504, expected=72.000000 predicted=63.806002, expected=60.000000 predicted=75.676147, expected=56.000000 predicted=61.626170, expected=100.000000 predicted=88.552250, expected=124.000000 predicted=95.046330, expected=104.000000 predicted=88.192106, expected=64.000000 predicted=68.882886, expected=68.000000 predicted=71.032058, expected=80.000000 predicted=88.210352, expected=44.000000 predicted=75.901486, expected=108.000000 predicted=100.578729, expected=72.000000 predicted=66.682726, expected=92.000000 predicted=81.942304, expected=72.000000 predicted=75.290728, expected=72.000000 predicted=65.239407, expected=64.000000 predicted=81.107374, expected=32.000000 predicted=52.880319, expected=52.000000 predicted=68.122847, expected=76.000000 predicted=69.884346, expected=108.000000 predicted=85.134478, expected=68.000000 predicted=64.560340, expected=64.000000 predicted=56.736683, expected=112.000000 predicted=86.408061, expected=64.000000 predicted=69.433370, expected=100.000000 predicted=100.416008, expected=112.000000 predicted=90.994491, expected=104.000000 predicted=88.042752, expected=112.000000 predicted=109.310636, expected=36.000000 predicted=57.334620, expected=108.000000 predicted=105.538694, expected=40.000000 predicted=70.166118, expected=52.000000 predicted=75.423541, expected=96.000000 predicted=94.404265, expected=108.000000 predicted=75.222805, expected=64.000000 predicted=79.571432, expected=36.000000 predicted=46.958270, expected=44.000000 predicted=53.683642, expected=76.000000 predicted=79.761572, expected=52.000000 predicted=69.291427, expected=124.000000 predicted=91.576018, expected=96.000000 predicted=68.638268, expected=76.000000 predicted=67.715561, expected=80.000000 predicted=80.939925, expected=76.000000 predicted=70.769517, expected=52.000000 predicted=81.354083, expected=68.000000 predicted=78.743172, expected=88.000000 predicted=79.678051, expected=104.000000 predicted=88.717550, expected=56.000000 predicted=65.581509, expected=68.000000 predicted=66.450459, expected=92.000000 predicted=81.139177, expected=52.000000 predicted=67.470435, expected=56.000000 predicted=75.525358, expected=108.000000 predicted=83.016742, expected=100.000000 predicted=82.275747, expected=88.000000 predicted=87.620030, expected=76.000000 predicted=70.634229, expected=44.000000 predicted=57.057535, expected=68.000000 predicted=84.271642, expected=76.000000 predicted=81.546589, expected=80.000000 predicted=79.282167, expected=52.000000 predicted=62.288249, expected=76.000000 predicted=64.989517, expected=56.000000 predicted=61.469069, expected=92.000000 predicted=82.333319, expected=40.000000 predicted=56.959741, expected=84.000000 predicted=71.661084, expected=124.000000 predicted=96.006601, expected=100.000000 predicted=79.979364, expected=48.000000 predicted=70.622695, expected=40.000000 predicted=51.221333, expected=72.000000 predicted=77.480335, expected=52.000000 predicted=76.501185, expected=84.000000 predicted=84.191450, expected=84.000000 predicted=66.457251, expected=88.000000 predicted=68.593665, expected=72.000000 predicted=72.602285, expected=60.000000 predicted=61.683421, expected=56.000000 predicted=69.372417, expected=44.000000 predicted=61.765941, expected=100.000000 predicted=88.675688, expected=112.000000 predicted=87.361688, expected=84.000000 predicted=73.600211, expected=68.000000 predicted=68.208370, expected=76.000000 predicted=68.663426, expected=92.000000 predicted=92.814112, expected=48.000000 predicted=74.046943, expected=68.000000 predicted=75.611528, expected=120.000000 predicted=92.961953, expected=116.000000 predicted=93.420029, expected=72.000000 predicted=81.244990, expected=48.000000 predicted=58.370403, expected=48.000000 predicted=63.264165, expected=40.000000 predicted=72.027337, expected=80.000000 predicted=87.092836, expected=100.000000 predicted=80.277752, expected=112.000000 predicted=80.947477, expected=68.000000 predicted=63.098856, expected=52.000000 predicted=56.496803, expected=64.000000 predicted=73.680130, expected=52.000000 predicted=71.079539, expected=76.000000 predicted=85.239758, expected=124.000000 predicted=92.798708, expected=96.000000 predicted=75.342370, expected=60.000000 predicted=66.899540, expected=72.000000 predicted=70.183767, expected=44.000000 predicted=61.787533, expected=80.000000 predicted=93.614397, expected=60.000000 predicted=71.110992, expected=68.000000 predicted=64.833184, expected=88.000000 predicted=77.851119, expected=84.000000 predicted=67.368243, expected=84.000000 predicted=80.880471, expected=56.000000 predicted=61.590091, expected=88.000000 predicted=80.567873, expected=68.000000 predicted=74.937100, expected=140.000000 predicted=109.759246, expected=100.000000 predicted=89.247629, expected=112.000000 predicted=91.735020, expected=60.000000 predicted=77.451833, expected=76.000000 predicted=79.858776, expected=56.000000 predicted=89.503500, expected=76.000000 predicted=84.282713, expected=92.000000 predicted=93.477438, expected=92.000000 predicted=76.917976, expected=36.000000 predicted=56.842586, expected=56.000000 predicted=61.483264, expected=44.000000 predicted=58.541145, expected=68.000000 predicted=73.882206, expected=52.000000 predicted=64.244549, expected=88.000000 predicted=64.622302, expected=156.000000 predicted=104.323938, expected=76.000000 predicted=64.154584, expected=44.000000 predicted=63.778621, expected=56.000000 predicted=63.127911, expected=52.000000 predicted=68.624610, expected=72.000000 predicted=97.438340, expected=88.000000 predicted=77.215844, expected=88.000000 predicted=68.219993, expected=68.000000 predicted=64.877082, expected=52.000000 predicted=57.462507, expected=48.000000 predicted=61.302357, expected=60.000000 predicted=70.096334, expected=80.000000 predicted=77.786290, expected=112.000000 predicted=86.695170, expected=68.000000 predicted=61.964193, expected=40.000000 predicted=51.240624, expected=108.000000 predicted=87.552296, expected=84.000000 predicted=78.898021, expected=76.000000 predicted=88.145888, expected=56.000000 predicted=64.480543, expected=88.000000 predicted=71.119908, expected=92.000000 predicted=92.996874, expected=40.000000 predicted=60.690318, expected=68.000000 predicted=73.197295, expected=88.000000 predicted=73.300677, expected=36.000000 predicted=58.142805, expected=44.000000 predicted=64.865356, expected=140.000000 predicted=91.742445, expected=144.000000 predicted=101.121547, expected=56.000000 predicted=71.625686, expected=68.000000 predicted=67.127512, expected=64.000000 predicted=63.941944, expected=52.000000 predicted=86.369100, expected=56.000000 predicted=87.009892, expected=128.000000 predicted=91.344400, expected=204.000000 predicted=131.838766, expected=72.000000 predicted=70.769060, expected=44.000000 predicted=65.698594, expected=72.000000 predicted=77.070430, expected=56.000000 predicted=85.054906, expected=84.000000 predicted=121.112036, expected=72.000000 predicted=69.210067, expected=80.000000 predicted=66.208524, expected=56.000000 predicted=64.030200, expected=80.000000 predicted=71.528394, expected=52.000000 predicted=65.066216, expected=36.000000 predicted=54.285525, expected=120.000000 predicted=96.483088, expected=96.000000 predicted=73.332178, expected=148.000000 predicted=112.495923, expected=80.000000 predicted=72.079629, expected=80.000000 predicted=73.167850, expected=216.000000 predicted=164.201367, expected=52.000000 predicted=73.879526, expected=60.000000 predicted=105.751009, expected=84.000000 predicted=87.235564, expected=104.000000 predicted=93.785106, expected=40.000000 predicted=103.730197, expected=72.000000 predicted=68.556738, expected=124.000000 predicted=92.435042, expected=72.000000 predicted=74.556283, expected=72.000000 predicted=85.930282, expected=108.000000 predicted=81.812926, expected=192.000000 predicted=131.587319, expected=88.000000 predicted=98.950465, expected=168.000000 predicted=131.322549, expected=196.000000 predicted=141.607122, expected=152.000000 predicted=135.827722, expected=120.000000 predicted=152.851328, expected=56.000000 predicted=88.290324, expected=52.000000 predicted=108.031578, expected=76.000000 predicted=118.972156, expected=88.000000 predicted=104.451004, expected=68.000000 predicted=83.749390, expected=96.000000 predicted=79.327349, expected=64.000000 predicted=62.003272, expected=76.000000 predicted=77.651893, expected=80.000000 predicted=81.469811, expected=80.000000 predicted=75.054443, expected=36.000000 predicted=62.682765, expected=76.000000 predicted=72.732043, expected=84.000000 predicted=76.275043, expected=96.000000 predicted=84.277687, expected=88.000000 predicted=82.089537, expected=48.000000 predicted=51.452499, expected=64.000000 predicted=72.829285, expected=52.000000 predicted=65.631168, expected=52.000000 predicted=68.196293, expected=56.000000 predicted=65.958693, expected=108.000000 predicted=78.091829, expected=52.000000 predicted=55.669182, expected=28.000000 predicted=45.565327, expected=48.000000 predicted=53.730480, expected=44.000000 predicted=48.902749, expected=32.000000 predicted=58.294319, expected=88.000000 predicted=67.464096, expected=96.000000 predicted=62.477249, expected=36.000000 predicted=44.119812, expected=52.000000 predicted=55.048045, expected=16.000000 predicted=30.245199, expected=24.000000 predicted=50.641000, expected=40.000000 predicted=56.447765, expected=80.000000 predicted=55.176368, expected=124.000000 predicted=82.451890, expected=72.000000 predicted=50.020548, expected=60.000000 predicted=54.445413, expected=56.000000 predicted=57.159384, expected=44.000000 predicted=61.564586, expected=48.000000 predicted=74.982299, expected=44.000000 predicted=54.132746, expected=60.000000 predicted=57.529183, expected=64.000000 predicted=57.518098, expected=84.000000 predicted=64.750869, expected=56.000000 predicted=53.499168, expected=44.000000 predicted=49.221823, expected=52.000000 predicted=57.209076, expected=60.000000 predicted=60.180904, expected=88.000000 predicted=79.330803, expected=56.000000 predicted=55.191730, expected=80.000000 predicted=66.631043, expected=44.000000 predicted=50.607542, expected=36.000000 predicted=50.750753, expected=64.000000 predicted=70.578551, expected=36.000000 predicted=44.166883, expected=88.000000 predicted=78.270616, expected=72.000000 predicted=57.302462, expected=52.000000 predicted=49.242757, expected=40.000000 predicted=53.291172, expected=40.000000 predicted=43.330766, expected=44.000000 predicted=59.237588, expected=92.000000 predicted=75.880939, expected=80.000000 predicted=63.184314, expected=52.000000 predicted=50.431242, expected=60.000000 predicted=56.491068, expected=88.000000 predicted=69.870358, expected=56.000000 predicted=68.330488, expected=60.000000 predicted=68.616369, expected=120.000000 predicted=87.696313, expected=148.000000 predicted=103.096612, expected=32.000000 predicted=60.183273, expected=40.000000 predicted=61.213842, expected=76.000000 predicted=72.896814, expected=40.000000 predicted=68.911171, expected=64.000000 predicted=90.011542, expected=60.000000 predicted=48.912190, expected=84.000000 predicted=64.580690, expected=52.000000 predicted=60.402800, expected=60.000000 predicted=55.728395, expected=40.000000 predicted=52.084012, expected=48.000000 predicted=54.376784, expected=60.000000 predicted=65.448220, expected=72.000000 predicted=60.513953, expected=68.000000 predicted=62.041125, expected=40.000000 predicted=44.115272, expected=36.000000 predicted=45.828717, expected=48.000000 predicted=53.109520, expected=36.000000 predicted=48.728617, expected=48.000000 predicted=53.259322, expected=40.000000 predicted=39.605757, expected=56.000000 predicted=46.967055, expected=44.000000 predicted=44.490353, expected=44.000000 predicted=42.116247, expected=32.000000 predicted=39.786649, expected=44.000000 predicted=42.908459, expected=76.000000 predicted=62.048801, expected=92.000000 predicted=66.063423, expected=112.000000 predicted=79.161553, expected=72.000000 predicted=59.568274, expected=52.000000 predicted=58.121560, expected=64.000000 predicted=72.636369, expected=64.000000 predicted=73.979364, expected=60.000000 predicted=76.955436, expected=88.000000 predicted=77.683375, expected=136.000000 predicted=94.462652, expected=68.000000 predicted=67.135029, expected=76.000000 predicted=77.894793, expected=88.000000 predicted=79.927616, expected=68.000000 predicted=77.294491, expected=40.000000 predicted=78.796167, expected=72.000000 predicted=71.524063, expected=96.000000 predicted=82.001624, expected=72.000000 predicted=74.568891, expected=72.000000 predicted=71.705865, expected=60.000000 predicted=57.001122, expected=28.000000 predicted=51.183282, expected=52.000000 predicted=69.097342, expected=68.000000 predicted=64.963647, expected=88.000000 predicted=74.448130, expected=56.000000 predicted=56.691158, expected=24.000000 predicted=34.643156, expected=40.000000 predicted=49.406361, expected=32.000000 predicted=46.091697, expected=68.000000 predicted=68.684917, expected=52.000000 predicted=49.199276, expected=80.000000 predicted=56.043909, expected=92.000000 predicted=67.455679, expected=84.000000 predicted=63.733060, expected=72.000000 predicted=72.113375, expected=28.000000 predicted=46.424402, expected=40.000000 predicted=60.587144, expected=76.000000 predicted=76.764024, expected=44.000000 predicted=56.032797, expected=44.000000 predicted=55.109212, expected=68.000000 predicted=52.148477, expected=64.000000 predicted=53.075179, expected=52.000000 predicted=60.194983, expected=56.000000 predicted=52.991199, expected=64.000000 predicted=56.284190, expected=28.000000 predicted=45.885889, expected=52.000000 predicted=57.288716, expected=44.000000 predicted=46.400001, expected=84.000000 predicted=67.602024, expected=56.000000 predicted=55.732340, expected=68.000000 predicted=54.215893, expected=56.000000 predicted=55.755631, expected=84.000000 predicted=67.588993, expected=96.000000 predicted=84.986294, expected=32.000000 predicted=46.779900, expected=76.000000 predicted=75.290301, expected=84.000000 predicted=70.504123, expected=116.000000 predicted=95.647914, expected=72.000000 predicted=79.268189, expected=80.000000 predicted=67.806053, expected=52.000000 predicted=66.641525, expected=88.000000 predicted=85.899030, expected=92.000000 predicted=94.388418, expected=56.000000 predicted=64.287379, expected=80.000000 predicted=80.671090, expected=76.000000 predicted=67.555425, expected=80.000000 predicted=81.239878, expected=48.000000 predicted=66.880490, expected=28.000000 predicted=46.634513, expected=60.000000 predicted=67.251022, expected=60.000000 predicted=61.789866, expected=56.000000 predicted=61.686203, expected=44.000000 predicted=46.944365, expected=96.000000 predicted=66.674372, expected=72.000000 predicted=63.532877, expected=36.000000 predicted=50.173505, expected=88.000000 predicted=75.310332, expected=60.000000 predicted=54.127155, expected=72.000000 predicted=78.750786, expected=84.000000 predicted=76.236816, expected=52.000000 predicted=50.119762, expected=64.000000 predicted=73.916482, expected=68.000000 predicted=64.880119, expected=36.000000 predicted=52.652071, expected=52.000000 predicted=64.526740, expected=44.000000 predicted=47.794423, expected=100.000000 predicted=78.522979, expected=92.000000 predicted=74.654250, expected=56.000000 predicted=52.344974, expected=40.000000 predicted=52.608199, expected=40.000000 predicted=48.267122, expected=28.000000 Test MSE: 841.349
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247])] predicted=241.660686, expected=148.000000 predicted=234.834826, expected=360.000000 predicted=360.346413, expected=608.000000 predicted=403.498670, expected=352.000000 predicted=210.073149, expected=176.000000 predicted=249.861866, expected=136.000000 predicted=173.090214, expected=276.000000 predicted=285.425154, expected=276.000000 predicted=410.118713, expected=412.000000 predicted=395.670956, expected=532.000000 predicted=374.066374, expected=324.000000 predicted=205.544737, expected=288.000000 predicted=319.401454, expected=316.000000 predicted=307.815588, expected=140.000000 predicted=226.807641, expected=184.000000 predicted=376.004045, expected=468.000000 predicted=413.599302, expected=404.000000 predicted=295.053696, expected=364.000000 predicted=363.726506, expected=236.000000 predicted=216.604883, expected=252.000000 predicted=212.579350, expected=456.000000 predicted=468.379088, expected=220.000000 predicted=261.142730, expected=352.000000 predicted=399.033512, expected=344.000000 predicted=298.101323, expected=264.000000 predicted=222.684008, expected=252.000000 predicted=380.798796, expected=100.000000 predicted=144.012440, expected=140.000000 predicted=249.335303, expected=164.000000 predicted=244.939800, expected=368.000000 predicted=310.398509, expected=488.000000 predicted=371.911879, expected=108.000000 predicted=76.682853, expected=256.000000 predicted=270.602910, expected=184.000000 predicted=156.873190, expected=160.000000 predicted=223.354661, expected=132.000000 predicted=329.192670, expected=384.000000 predicted=253.143856, expected=496.000000 predicted=361.230660, expected=316.000000 predicted=234.943137, expected=108.000000 predicted=170.838606, expected=260.000000 predicted=230.824108, expected=136.000000 predicted=206.193128, expected=156.000000 predicted=316.283444, expected=292.000000 predicted=329.137620, expected=420.000000 predicted=245.338997, expected=148.000000 predicted=183.369586, expected=204.000000 predicted=218.724008, expected=224.000000 predicted=192.801633, expected=188.000000 predicted=199.380666, expected=140.000000 predicted=290.639794, expected=332.000000 predicted=258.039072, expected=372.000000 predicted=268.642062, expected=260.000000 predicted=231.677162, expected=320.000000 predicted=296.019771, expected=124.000000 predicted=112.358490, expected=68.000000 predicted=198.001695, expected=204.000000 predicted=304.003432, expected=388.000000 predicted=297.100630, expected=284.000000 predicted=279.656058, expected=240.000000 predicted=212.775741, expected=160.000000 predicted=130.999994, expected=228.000000 predicted=209.511383, expected=124.000000 predicted=235.639064, expected=120.000000 predicted=201.656053, expected=284.000000 predicted=280.403272, expected=308.000000 predicted=207.184174, expected=156.000000 predicted=185.447646, expected=204.000000 predicted=203.050932, expected=208.000000 predicted=156.033591, expected=204.000000 predicted=223.837151, expected=168.000000 predicted=244.050918, expected=248.000000 predicted=210.358666, expected=248.000000 predicted=217.480827, expected=260.000000 predicted=232.705876, expected=108.000000 predicted=155.360246, expected=176.000000 predicted=188.475046, expected=104.000000 predicted=161.573436, expected=132.000000 predicted=178.591543, expected=216.000000 predicted=250.169194, expected=184.000000 predicted=126.896219, expected=112.000000 predicted=148.721376, expected=84.000000 predicted=107.494661, expected=148.000000 predicted=138.577964, expected=212.000000 predicted=202.512217, expected=148.000000 predicted=154.941517, expected=204.000000 predicted=178.202815, expected=316.000000 predicted=209.288090, expected=116.000000 predicted=100.784619, expected=120.000000 predicted=194.866349, expected=140.000000 predicted=152.503055, expected=140.000000 predicted=141.416530, expected=128.000000 predicted=224.236457, expected=104.000000 predicted=111.517007, expected=196.000000 predicted=165.484692, expected=156.000000 predicted=134.788779, expected=112.000000 predicted=125.823577, expected=132.000000 predicted=146.068740, expected=116.000000 predicted=98.866696, expected=184.000000 predicted=190.710252, expected=252.000000 predicted=205.578311, expected=224.000000 predicted=160.356653, expected=152.000000 predicted=150.854499, expected=108.000000 predicted=122.146553, expected=136.000000 predicted=158.225913, expected=140.000000 predicted=182.383017, expected=100.000000 predicted=153.869812, expected=136.000000 predicted=153.735358, expected=188.000000 predicted=147.290760, expected=152.000000 predicted=132.571903, expected=132.000000 predicted=144.304020, expected=144.000000 predicted=129.691248, expected=116.000000 predicted=116.466249, expected=184.000000 predicted=190.732518, expected=156.000000 predicted=146.914709, expected=300.000000 predicted=226.773949, expected=120.000000 predicted=116.323844, expected=112.000000 predicted=128.169211, expected=160.000000 predicted=189.470384, expected=164.000000 predicted=129.744005, expected=92.000000 predicted=192.402508, expected=188.000000 predicted=172.984929, expected=264.000000 predicted=182.865323, expected=140.000000 predicted=128.257899, expected=96.000000 predicted=153.368291, expected=188.000000 predicted=155.023816, expected=112.000000 predicted=117.296659, expected=196.000000 predicted=240.005382, expected=240.000000 predicted=196.283915, expected=404.000000 predicted=249.417204, expected=312.000000 predicted=244.582061, expected=232.000000 predicted=185.032007, expected=312.000000 predicted=285.518127, expected=140.000000 predicted=154.355049, expected=200.000000 predicted=312.346339, expected=384.000000 predicted=361.133491, expected=368.000000 predicted=262.162760, expected=204.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=264.603630, expected=176.000000 predicted=193.665820, expected=196.000000 predicted=192.015280, expected=104.000000 predicted=212.063332, expected=140.000000 predicted=261.784718, expected=252.000000 predicted=232.334123, expected=380.000000 predicted=266.754819, expected=196.000000 predicted=182.386728, expected=92.000000 predicted=125.242227, expected=220.000000 predicted=207.861521, expected=116.000000 predicted=135.094092, expected=196.000000 predicted=293.833791, expected=296.000000 predicted=260.948674, expected=496.000000 predicted=287.797266, expected=108.000000 predicted=136.817463, expected=232.000000 predicted=233.229007, expected=208.000000 predicted=204.743336, expected=128.000000 predicted=155.673504, expected=172.000000 predicted=365.105166, expected=248.000000 predicted=171.826164, expected=432.000000 predicted=329.101391, expected=200.000000 predicted=183.396444, expected=192.000000 predicted=194.803130, expected=256.000000 predicted=235.890302, expected=260.000000 predicted=214.865294, expected=208.000000 predicted=318.910321, expected=324.000000 predicted=283.029904, expected=428.000000 predicted=306.030193, expected=56.000000 predicted=120.132226, expected=240.000000 predicted=312.749215, expected=208.000000 predicted=191.879985, expected=140.000000 predicted=184.284900, expected=336.000000 predicted=425.656244, expected=368.000000 predicted=189.494266, expected=356.000000 predicted=293.216877, expected=188.000000 predicted=217.095271, expected=140.000000 predicted=153.998612, expected=112.000000 predicted=218.272296, expected=112.000000 predicted=217.408490, expected=188.000000 predicted=269.242529, expected=296.000000 predicted=238.770820, expected=552.000000 predicted=357.719053, expected=168.000000 predicted=110.693951, expected=164.000000 predicted=191.597373, expected=152.000000 predicted=189.737400, expected=132.000000 predicted=160.738163, expected=164.000000 predicted=362.425849, expected=360.000000 predicted=270.519463, expected=412.000000 predicted=274.735817, expected=236.000000 predicted=191.040405, expected=96.000000 predicted=146.863596, expected=204.000000 predicted=201.084398, expected=140.000000 predicted=208.548566, expected=124.000000 predicted=258.036956, expected=228.000000 predicted=252.309751, expected=172.000000 predicted=112.432552, expected=228.000000 predicted=225.642843, expected=468.000000 predicted=326.479597, expected=224.000000 predicted=134.727888, expected=176.000000 predicted=235.655847, expected=188.000000 predicted=206.461097, expected=360.000000 predicted=267.459621, expected=596.000000 predicted=527.636077, expected=128.000000 predicted=137.781306, expected=220.000000 predicted=273.468645, expected=112.000000 predicted=153.334200, expected=148.000000 predicted=208.290130, expected=176.000000 predicted=389.909074, expected=340.000000 predicted=227.896318, expected=516.000000 predicted=369.959273, expected=252.000000 predicted=163.922943, expected=208.000000 predicted=224.711191, expected=256.000000 predicted=237.157127, expected=160.000000 predicted=207.192303, expected=144.000000 predicted=329.753513, expected=344.000000 predicted=312.015922, expected=472.000000 predicted=318.909439, expected=236.000000 predicted=227.480212, expected=132.000000 predicted=189.969959, expected=192.000000 predicted=189.772585, expected=176.000000 predicted=220.735256, expected=132.000000 predicted=286.840968, expected=336.000000 predicted=307.275356, expected=416.000000 predicted=258.868943, expected=248.000000 predicted=205.683887, expected=312.000000 predicted=291.027522, expected=160.000000 predicted=138.006613, expected=188.000000 predicted=256.751579, expected=248.000000 predicted=334.295042, expected=320.000000 predicted=264.956753, expected=528.000000 predicted=430.994907, expected=392.000000 predicted=263.009023, expected=184.000000 predicted=202.888250, expected=180.000000 predicted=252.609582, expected=152.000000 predicted=211.354859, expected=152.000000 predicted=314.261948, expected=252.000000 predicted=324.022679, expected=484.000000 predicted=336.440767, expected=308.000000 predicted=219.401956, expected=156.000000 predicted=180.629031, expected=124.000000 predicted=171.434054, expected=152.000000 predicted=179.471630, expected=96.000000 predicted=262.585467, expected=148.000000 predicted=230.913376, expected=248.000000 predicted=204.960079, expected=140.000000 predicted=112.498708, expected=136.000000 predicted=162.171760, expected=68.000000 predicted=86.821181, expected=64.000000 predicted=97.164401, expected=116.000000 predicted=180.877625, expected=148.000000 predicted=132.521651, expected=132.000000 predicted=131.187712, expected=88.000000 predicted=84.101554, expected=212.000000 predicted=152.454426, expected=72.000000 predicted=72.159347, expected=284.000000 predicted=237.542254, expected=532.000000 predicted=340.871528, expected=320.000000 predicted=164.150273, expected=260.000000 predicted=285.610132, expected=356.000000 predicted=249.315508, expected=160.000000 predicted=174.973538, expected=92.000000 predicted=317.561374, expected=304.000000 predicted=332.890579, expected=364.000000 predicted=271.874172, expected=144.000000 predicted=231.334844, expected=192.000000 predicted=226.021976, expected=152.000000 predicted=114.821617, expected=208.000000 predicted=236.345678, expected=144.000000 predicted=248.087878, expected=300.000000 predicted=233.916375, expected=500.000000 predicted=351.278762, expected=236.000000 predicted=161.487900, expected=232.000000 predicted=269.571358, expected=180.000000 predicted=174.361318, expected=100.000000 predicted=166.270217, expected=128.000000 predicted=316.038969, expected=256.000000 predicted=240.977327, expected=420.000000 predicted=317.497543, expected=224.000000 predicted=186.210410, expected=180.000000 predicted=176.756003, expected=288.000000 predicted=231.523639, expected=120.000000 predicted=143.110657, expected=148.000000 predicted=296.014809, expected=144.000000 predicted=186.599188, expected=380.000000 predicted=275.147843, expected=308.000000 predicted=277.579226, expected=152.000000 predicted=142.791886, expected=172.000000 predicted=200.539033, expected=100.000000 predicted=101.846320, expected=180.000000 predicted=269.854367, expected=216.000000 predicted=254.849763, expected=100.000000 predicted=110.649999, expected=136.000000 predicted=175.740966, expected=148.000000 predicted=121.983914, expected=180.000000 predicted=167.967503, expected=120.000000 predicted=164.924487, expected=128.000000 predicted=122.442719, expected=196.000000 predicted=170.747048, expected=348.000000 predicted=245.336120, expected=248.000000 predicted=199.585679, expected=140.000000 predicted=147.209199, expected=272.000000 predicted=232.734268, expected=152.000000 predicted=140.534517, expected=180.000000 predicted=265.286296, expected=300.000000 predicted=288.460747, expected=488.000000 predicted=304.477040, expected=152.000000 predicted=185.003309, expected=204.000000 predicted=232.173128, expected=104.000000 predicted=143.268895, expected=156.000000 predicted=199.018054, expected=180.000000 predicted=329.301842, expected=300.000000 predicted=220.916713, expected=484.000000 predicted=352.993661, expected=268.000000 predicted=168.811605, expected=96.000000 predicted=156.410920, expected=224.000000 predicted=238.730637, expected=164.000000 predicted=185.106710, expected=224.000000 predicted=342.550094, expected=316.000000 predicted=303.951630, expected=372.000000 predicted=227.253329, expected=312.000000 predicted=271.551191, expected=212.000000 predicted=202.075828, expected=112.000000 predicted=175.208136, expected=132.000000 predicted=220.931209, expected=108.000000 predicted=217.971661, expected=376.000000 predicted=348.648190, expected=424.000000 predicted=301.240136, expected=260.000000 predicted=181.820424, expected=140.000000 predicted=176.943958, expected=168.000000 predicted=150.889626, expected=112.000000 predicted=212.572624, expected=180.000000 predicted=294.148887, expected=300.000000 predicted=281.750327, expected=180.000000 predicted=139.730046, expected=24.000000 predicted=108.603204, expected=128.000000 predicted=148.764587, expected=148.000000 predicted=136.084345, expected=228.000000 predicted=250.454692, expected=184.000000 predicted=184.950204, expected=160.000000 predicted=101.128094, expected=264.000000 predicted=212.616451, expected=172.000000 predicted=140.727088, expected=292.000000 predicted=275.122199, expected=212.000000 predicted=192.797352, expected=160.000000 predicted=158.165796, expected=260.000000 predicted=281.892491, expected=544.000000 predicted=357.026444, expected=372.000000 predicted=296.456329, expected=272.000000 predicted=274.004234, expected=172.000000 predicted=197.945876, expected=284.000000 predicted=264.725961, expected=148.000000 predicted=309.687691, expected=148.000000 predicted=260.257817, expected=292.000000 predicted=297.863613, expected=420.000000 predicted=277.027507, expected=124.000000 predicted=180.068117, expected=260.000000 predicted=259.673218, expected=184.000000 predicted=157.297602, expected=120.000000 predicted=176.329932, expected=128.000000 predicted=290.122283, expected=316.000000 predicted=219.332588, expected=360.000000 predicted=289.288767, expected=208.000000 predicted=191.473994, expected=164.000000 predicted=177.800140, expected=192.000000 predicted=167.001158, expected=136.000000 predicted=198.812457, expected=152.000000 predicted=254.330127, expected=340.000000 predicted=284.975943, expected=404.000000 predicted=267.217366, expected=148.000000 predicted=158.378273, expected=100.000000 predicted=162.758104, expected=196.000000 predicted=183.836198, expected=52.000000 predicted=143.983562, expected=160.000000 predicted=294.786727, expected=272.000000 predicted=214.192017, expected=456.000000 predicted=267.387317, expected=300.000000 predicted=241.696184, expected=212.000000 predicted=162.187033, expected=232.000000 predicted=223.404016, expected=156.000000 predicted=184.945370, expected=248.000000 predicted=350.964274, expected=416.000000 predicted=360.136762, expected=268.000000 predicted=211.740409, expected=300.000000 predicted=298.049642, expected=152.000000 predicted=159.323320, expected=216.000000 predicted=231.069410, expected=156.000000 predicted=273.879403, expected=196.000000 predicted=222.309888, expected=308.000000 predicted=311.847291, expected=484.000000 predicted=315.214070, expected=224.000000 predicted=199.850999, expected=176.000000 predicted=205.338323, expected=276.000000 predicted=259.646913, expected=140.000000 predicted=173.462366, expected=132.000000 predicted=313.287171, expected=288.000000 predicted=272.985178, expected=420.000000 predicted=276.957572, expected=152.000000 predicted=191.332713, expected=104.000000 predicted=166.099207, expected=116.000000 predicted=136.338375, expected=176.000000 predicted=198.348848, expected=272.000000 predicted=338.703246, expected=344.000000 predicted=248.357376, expected=416.000000 predicted=271.198423, expected=216.000000 predicted=163.858554, expected=156.000000 predicted=191.029884, expected=224.000000 predicted=259.082186, expected=236.000000 predicted=257.299188, expected=176.000000 predicted=284.056310, expected=468.000000 predicted=374.083839, expected=180.000000 predicted=127.614966, expected=156.000000 predicted=214.846649, expected=204.000000 predicted=251.130671, expected=172.000000 predicted=132.171154, expected=108.000000 predicted=283.385365, expected=232.000000 predicted=222.860249, expected=256.000000 predicted=191.198102, expected=428.000000 predicted=320.867287, expected=256.000000 predicted=207.264801, expected=184.000000 predicted=165.956458, expected=204.000000 predicted=240.489714, expected=152.000000 predicted=175.621223, expected=192.000000 predicted=306.168337, expected=200.000000 predicted=224.952164, expected=264.000000 predicted=222.122394, expected=148.000000 predicted=169.151862, expected=188.000000 predicted=185.083842, expected=120.000000 predicted=152.515760, expected=116.000000 predicted=149.796395, expected=108.000000 predicted=186.839137, expected=284.000000 predicted=217.969153, expected=272.000000 predicted=214.330404, expected=128.000000 predicted=122.210608, expected=124.000000 predicted=152.989518, expected=72.000000 predicted=81.268019, expected=96.000000 Test MSE: 9924.880
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879])] predicted=108.379433, expected=216.000000 predicted=127.774172, expected=152.000000 predicted=116.063309, expected=56.000000 predicted=94.211317, expected=84.000000 predicted=105.193882, expected=76.000000 predicted=123.253193, expected=88.000000 predicted=123.703252, expected=68.000000 predicted=95.743519, expected=100.000000 predicted=80.747692, expected=88.000000 predicted=85.258829, expected=40.000000 predicted=63.576262, expected=56.000000 predicted=75.436741, expected=36.000000 predicted=58.570275, expected=60.000000 predicted=69.023680, expected=136.000000 predicted=94.228682, expected=172.000000 predicted=95.740931, expected=112.000000 predicted=86.142334, expected=116.000000 predicted=97.063354, expected=80.000000 predicted=95.955152, expected=48.000000 predicted=96.966318, expected=40.000000 predicted=98.205135, expected=88.000000 predicted=91.327244, expected=188.000000 predicted=125.816990, expected=96.000000 predicted=81.332118, expected=100.000000 predicted=85.739444, expected=112.000000 predicted=100.932229, expected=20.000000 predicted=69.652319, expected=64.000000 predicted=110.874560, expected=172.000000 predicted=122.596200, expected=56.000000 predicted=69.937205, expected=76.000000 predicted=89.104288, expected=44.000000 predicted=59.942657, expected=48.000000 predicted=63.073244, expected=68.000000 predicted=97.598062, expected=52.000000 predicted=53.490919, expected=108.000000 predicted=81.139808, expected=196.000000 predicted=109.938944, expected=100.000000 predicted=78.391766, expected=56.000000 predicted=79.294258, expected=72.000000 predicted=89.355855, expected=28.000000 predicted=75.801959, expected=20.000000 predicted=86.867181, expected=132.000000 predicted=98.858626, expected=144.000000 predicted=86.291597, expected=148.000000 predicted=98.383297, expected=104.000000 predicted=84.972463, expected=16.000000 predicted=54.321578, expected=52.000000 predicted=99.070100, expected=72.000000 predicted=98.486169, expected=156.000000 predicted=120.998827, expected=176.000000 predicted=119.238104, expected=132.000000 predicted=85.913762, expected=108.000000 predicted=101.415108, expected=24.000000 predicted=77.658744, expected=48.000000 predicted=104.615663, expected=8.000000 predicted=82.782181, expected=8.000000 predicted=56.088285, expected=36.000000 predicted=56.224856, expected=68.000000 predicted=40.115890, expected=40.000000 predicted=36.628527, expected=8.000000 predicted=16.884950, expected=8.000000 predicted=20.159299, expected=8.000000 predicted=24.127118, expected=4.000000 predicted=26.168561, expected=4.000000 predicted=15.847427, expected=32.000000 predicted=17.331249, expected=80.000000 predicted=37.191497, expected=68.000000 predicted=35.245958, expected=36.000000 predicted=27.906907, expected=40.000000 predicted=36.224484, expected=24.000000 predicted=36.756958, expected=28.000000 predicted=47.701666, expected=12.000000 predicted=35.314957, expected=16.000000 predicted=25.080765, expected=16.000000 predicted=25.003244, expected=12.000000 predicted=16.728953, expected=16.000000 predicted=19.230449, expected=20.000000 predicted=16.066206, expected=4.000000 predicted=10.489105, expected=8.000000 predicted=12.383294, expected=12.000000 predicted=12.568805, expected=8.000000 predicted=10.447823, expected=16.000000 predicted=14.882358, expected=4.000000 predicted=5.783293, expected=16.000000 predicted=11.847136, expected=28.000000 predicted=18.388757, expected=8.000000 predicted=8.788574, expected=32.000000 predicted=22.530111, expected=12.000000 predicted=12.171218, expected=32.000000 predicted=23.017133, expected=36.000000 predicted=29.751667, expected=108.000000 predicted=53.332264, expected=84.000000 predicted=54.686567, expected=48.000000 predicted=39.739427, expected=44.000000 predicted=51.966827, expected=56.000000 predicted=55.809450, expected=96.000000 predicted=87.757612, expected=76.000000 predicted=71.632115, expected=52.000000 predicted=54.668273, expected=24.000000 predicted=46.216902, expected=112.000000 predicted=83.101602, expected=4.000000 predicted=46.538840, expected=68.000000 predicted=64.576111, expected=108.000000 predicted=79.119173, expected=64.000000 predicted=47.429403, expected=60.000000 predicted=77.532615, expected=40.000000 predicted=42.574452, expected=64.000000 predicted=66.767475, expected=60.000000 predicted=73.370404, expected=96.000000 predicted=73.456816, expected=92.000000 predicted=73.644582, expected=32.000000 predicted=46.263050, expected=68.000000 predicted=71.174746, expected=116.000000 predicted=87.670729, expected=12.000000 predicted=51.223584, expected=24.000000 predicted=57.643370, expected=164.000000 predicted=97.679447, expected=80.000000 predicted=66.089315, expected=92.000000 predicted=91.253097, expected=84.000000 predicted=70.253675, expected=64.000000 predicted=62.116272, expected=84.000000 predicted=108.819020, expected=80.000000 predicted=80.201965, expected=104.000000 predicted=91.810450, expected=80.000000 predicted=81.626444, expected=56.000000 predicted=67.725687, expected=60.000000 predicted=76.023803, expected=92.000000 predicted=83.975882, expected=36.000000 predicted=64.937535, expected=24.000000 predicted=53.258786, expected=100.000000 predicted=76.794514, expected=96.000000 predicted=71.028835, expected=84.000000 predicted=77.147034, expected=36.000000 predicted=50.185843, expected=40.000000 predicted=49.779890, expected=60.000000 predicted=75.130616, expected=88.000000 predicted=78.628250, expected=76.000000 predicted=70.245325, expected=52.000000 predicted=51.074100, expected=112.000000 predicted=80.223096, expected=84.000000 predicted=74.117613, expected=72.000000 predicted=77.787855, expected=24.000000 predicted=59.388937, expected=64.000000 predicted=65.742887, expected=72.000000 predicted=80.802038, expected=144.000000 predicted=97.450612, expected=32.000000 predicted=53.865533, expected=8.000000 predicted=36.121317, expected=44.000000 predicted=64.400616, expected=80.000000 predicted=68.054367, expected=76.000000 predicted=81.778729, expected=36.000000 predicted=38.555392, expected=28.000000 predicted=34.420332, expected=48.000000 predicted=51.485912, expected=112.000000 predicted=81.762841, expected=20.000000 predicted=42.660904, expected=88.000000 predicted=63.702904, expected=104.000000 predicted=72.646194, expected=92.000000 predicted=69.539951, expected=108.000000 predicted=100.697368, expected=20.000000 predicted=43.940240, expected=28.000000 predicted=65.753484, expected=4.000000 predicted=55.567465, expected=144.000000 predicted=96.620845, expected=84.000000 predicted=74.484708, expected=84.000000 predicted=54.296147, expected=72.000000 predicted=66.782761, expected=124.000000 predicted=79.787707, expected=32.000000 predicted=81.372646, expected=80.000000 predicted=82.421207, expected=28.000000 predicted=63.414707, expected=68.000000 predicted=66.706314, expected=148.000000 predicted=113.428905, expected=120.000000 predicted=74.844591, expected=92.000000 predicted=86.060913, expected=40.000000 predicted=61.371062, expected=20.000000 predicted=62.494170, expected=64.000000 predicted=93.888170, expected=144.000000 predicted=107.940263, expected=60.000000 predicted=64.690674, expected=100.000000 predicted=74.177850, expected=64.000000 predicted=63.483495, expected=76.000000 predicted=75.684144, expected=36.000000 predicted=82.431981, expected=108.000000 predicted=82.563483, expected=52.000000 predicted=71.262539, expected=24.000000 predicted=47.458840, expected=112.000000 predicted=89.730533, expected=176.000000 predicted=99.206405, expected=12.000000 predicted=56.156927, expected=8.000000 predicted=50.813601, expected=96.000000 predicted=79.676388, expected=88.000000 predicted=82.273708, expected=52.000000 predicted=84.694935, expected=80.000000 predicted=58.498409, expected=212.000000 predicted=111.088247, expected=68.000000 predicted=78.028975, expected=60.000000 predicted=83.853189, expected=32.000000 predicted=72.862145, expected=20.000000 predicted=58.419554, expected=60.000000 predicted=103.765213, expected=88.000000 predicted=66.070037, expected=80.000000 predicted=60.769537, expected=36.000000 predicted=42.557102, expected=56.000000 predicted=52.065673, expected=40.000000 predicted=54.703826, expected=12.000000 predicted=45.909486, expected=40.000000 predicted=54.013205, expected=56.000000 predicted=43.746794, expected=16.000000 predicted=31.056061, expected=52.000000 predicted=44.348512, expected=44.000000 predicted=33.928258, expected=76.000000 predicted=52.350939, expected=4.000000 predicted=32.164976, expected=36.000000 predicted=34.604269, expected=8.000000 predicted=33.981290, expected=72.000000 predicted=48.976946, expected=52.000000 predicted=51.431422, expected=32.000000 predicted=23.263123, expected=72.000000 predicted=55.879658, expected=152.000000 predicted=78.357440, expected=64.000000 predicted=62.812608, expected=100.000000 predicted=81.519098, expected=72.000000 predicted=72.795129, expected=28.000000 predicted=59.253147, expected=124.000000 predicted=120.180528, expected=60.000000 predicted=63.907454, expected=168.000000 predicted=115.003158, expected=104.000000 predicted=91.952952, expected=24.000000 predicted=49.425475, expected=88.000000 predicted=109.494855, expected=28.000000 predicted=58.543672, expected=68.000000 predicted=93.867055, expected=36.000000 predicted=63.362605, expected=116.000000 predicted=67.973531, expected=92.000000 predicted=79.785063, expected=24.000000 predicted=38.745371, expected=56.000000 predicted=69.523558, expected=64.000000 predicted=59.933545, expected=88.000000 predicted=83.677796, expected=24.000000 predicted=53.593904, expected=68.000000 predicted=54.298154, expected=64.000000 predicted=62.376718, expected=120.000000 predicted=81.467135, expected=68.000000 predicted=72.361899, expected=52.000000 predicted=52.500452, expected=28.000000 predicted=59.947937, expected=60.000000 predicted=64.694265, expected=48.000000 predicted=69.676413, expected=104.000000 predicted=73.721020, expected=24.000000 predicted=42.146079, expected=144.000000 predicted=83.343133, expected=40.000000 predicted=58.848944, expected=40.000000 predicted=51.428128, expected=96.000000 predicted=95.509496, expected=40.000000 predicted=43.837093, expected=48.000000 predicted=77.818749, expected=40.000000 predicted=48.881578, expected=72.000000 predicted=56.507062, expected=84.000000 predicted=75.389654, expected=48.000000 predicted=47.555197, expected=68.000000 predicted=61.647149, expected=88.000000 predicted=68.824934, expected=64.000000 predicted=66.368554, expected=72.000000 predicted=74.365689, expected=120.000000 predicted=85.106442, expected=60.000000 predicted=67.782961, expected=72.000000 predicted=79.611022, expected=80.000000 predicted=79.270073, expected=216.000000 predicted=128.653139, expected=120.000000 predicted=109.028172, expected=60.000000 predicted=78.047137, expected=92.000000 predicted=106.374125, expected=84.000000 predicted=95.652434, expected=60.000000 predicted=112.422320, expected=144.000000 predicted=116.539897, expected=68.000000 predicted=71.606342, expected=84.000000 predicted=87.017469, expected=56.000000 predicted=80.047619, expected=72.000000 predicted=73.096361, expected=40.000000 predicted=81.268467, expected=92.000000 predicted=75.731000, expected=92.000000 predicted=80.348785, expected=128.000000 predicted=85.972945, expected=60.000000 predicted=72.116283, expected=8.000000 predicted=46.739489, expected=16.000000 predicted=63.628251, expected=80.000000 predicted=76.040761, expected=48.000000 predicted=64.493868, expected=140.000000 predicted=81.501422, expected=92.000000 predicted=59.015741, expected=124.000000 predicted=77.997915, expected=96.000000 predicted=96.112516, expected=60.000000 predicted=72.622625, expected=76.000000 predicted=104.251635, expected=64.000000 predicted=81.125634, expected=128.000000 predicted=108.353195, expected=264.000000 predicted=154.123243, expected=76.000000 predicted=79.941841, expected=8.000000 predicted=71.908968, expected=76.000000 predicted=103.043976, expected=88.000000 predicted=103.314203, expected=56.000000 predicted=114.275832, expected=88.000000 predicted=76.830157, expected=80.000000 predicted=58.173634, expected=72.000000 predicted=73.317147, expected=64.000000 predicted=75.873658, expected=40.000000 predicted=57.169737, expected=44.000000 predicted=65.059620, expected=56.000000 predicted=63.754954, expected=76.000000 predicted=65.505950, expected=144.000000 predicted=89.879786, expected=96.000000 predicted=69.980597, expected=84.000000 predicted=74.440674, expected=60.000000 predicted=76.349487, expected=56.000000 predicted=75.992444, expected=32.000000 predicted=79.930934, expected=100.000000 predicted=86.474730, expected=104.000000 predicted=82.423907, expected=120.000000 predicted=82.989078, expected=76.000000 predicted=74.585620, expected=76.000000 predicted=72.255261, expected=72.000000 predicted=90.190046, expected=40.000000 predicted=73.151106, expected=120.000000 predicted=104.727879, expected=192.000000 predicted=118.666704, expected=96.000000 predicted=84.607625, expected=52.000000 predicted=79.785034, expected=92.000000 predicted=93.010024, expected=24.000000 predicted=77.939335, expected=56.000000 predicted=100.842738, expected=96.000000 predicted=86.140490, expected=60.000000 predicted=54.818351, expected=140.000000 predicted=100.504323, expected=56.000000 predicted=55.154425, expected=92.000000 predicted=79.632121, expected=40.000000 predicted=75.842621, expected=60.000000 predicted=66.427759, expected=48.000000 predicted=82.353095, expected=108.000000 predicted=75.852232, expected=64.000000 predicted=70.531643, expected=96.000000 predicted=69.828847, expected=76.000000 predicted=74.118009, expected=92.000000 predicted=75.518849, expected=40.000000 predicted=74.799173, expected=84.000000 predicted=76.818147, expected=136.000000 predicted=104.965741, expected=60.000000 predicted=68.081256, expected=108.000000 predicted=96.217524, expected=96.000000 predicted=82.200270, expected=72.000000 predicted=81.490110, expected=76.000000 predicted=99.357320, expected=24.000000 predicted=56.230894, expected=132.000000 predicted=105.821806, expected=116.000000 predicted=94.822966, expected=24.000000 predicted=53.258526, expected=128.000000 predicted=102.006660, expected=48.000000 predicted=57.394433, expected=36.000000 predicted=76.331402, expected=84.000000 predicted=91.251073, expected=104.000000 predicted=67.582941, expected=112.000000 predicted=99.023744, expected=40.000000 predicted=56.170728, expected=96.000000 predicted=78.125636, expected=80.000000 predicted=84.905528, expected=76.000000 predicted=83.481132, expected=60.000000 predicted=81.464412, expected=112.000000 predicted=80.365763, expected=92.000000 predicted=88.246733, expected=60.000000 predicted=72.483894, expected=44.000000 predicted=69.027554, expected=112.000000 predicted=87.299200, expected=80.000000 predicted=85.595176, expected=84.000000 predicted=81.141916, expected=16.000000 predicted=52.652579, expected=52.000000 predicted=59.320821, expected=140.000000 predicted=106.427293, expected=76.000000 predicted=69.099739, expected=36.000000 predicted=61.026362, expected=32.000000 predicted=48.594174, expected=96.000000 predicted=76.435779, expected=76.000000 predicted=85.784455, expected=132.000000 predicted=89.225540, expected=152.000000 predicted=94.576623, expected=48.000000 Test MSE: 1738.929
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297])] predicted=25.450501, expected=32.000000 predicted=25.689056, expected=28.000000 predicted=27.768107, expected=4.000000 predicted=22.779238, expected=28.000000 predicted=25.376161, expected=32.000000 predicted=27.582125, expected=36.000000 predicted=28.513110, expected=44.000000 predicted=31.057068, expected=36.000000 predicted=28.375638, expected=12.000000 predicted=27.078904, expected=28.000000 predicted=30.648157, expected=52.000000 predicted=38.777907, expected=32.000000 predicted=34.635230, expected=32.000000 predicted=31.496778, expected=16.000000 predicted=24.848086, expected=24.000000 predicted=29.258478, expected=20.000000 predicted=30.399778, expected=16.000000 predicted=22.722126, expected=24.000000 predicted=23.298420, expected=12.000000 predicted=17.287998, expected=48.000000 predicted=28.038441, expected=16.000000 predicted=21.673138, expected=28.000000 predicted=22.754963, expected=12.000000 predicted=21.887339, expected=16.000000 predicted=19.740025, expected=4.000000 predicted=20.683903, expected=8.000000 predicted=12.917829, expected=16.000000 predicted=15.942080, expected=44.000000 predicted=21.177716, expected=16.000000 predicted=16.929772, expected=16.000000 predicted=14.521504, expected=24.000000 predicted=20.370361, expected=24.000000 predicted=22.978700, expected=8.000000 predicted=21.425605, expected=24.000000 predicted=19.049685, expected=28.000000 predicted=21.999221, expected=32.000000 predicted=24.653126, expected=20.000000 predicted=22.074165, expected=20.000000 predicted=19.889116, expected=16.000000 predicted=22.281085, expected=12.000000 predicted=20.276652, expected=36.000000 predicted=26.035523, expected=28.000000 predicted=23.180542, expected=24.000000 predicted=21.895122, expected=4.000000 predicted=16.583909, expected=8.000000 predicted=15.935967, expected=20.000000 predicted=22.200614, expected=8.000000 predicted=15.363459, expected=16.000000 predicted=14.321926, expected=20.000000 predicted=13.302542, expected=24.000000 predicted=16.476313, expected=28.000000 predicted=20.769370, expected=12.000000 predicted=15.705738, expected=12.000000 predicted=16.797055, expected=20.000000 predicted=19.836730, expected=40.000000 predicted=26.123154, expected=28.000000 predicted=24.532613, expected=24.000000 predicted=21.010925, expected=16.000000 predicted=20.895748, expected=36.000000 predicted=28.293719, expected=32.000000 predicted=31.275746, expected=24.000000 predicted=25.702530, expected=24.000000 predicted=25.250633, expected=24.000000 predicted=24.868134, expected=16.000000 predicted=25.186722, expected=12.000000 predicted=21.021378, expected=20.000000 predicted=20.521878, expected=24.000000 predicted=21.302268, expected=4.000000 predicted=14.806792, expected=36.000000 predicted=21.113044, expected=60.000000 predicted=31.596466, expected=48.000000 predicted=33.163381, expected=56.000000 predicted=39.109378, expected=20.000000 predicted=30.933358, expected=8.000000 predicted=31.606864, expected=28.000000 predicted=38.242675, expected=8.000000 predicted=26.955335, expected=28.000000 predicted=27.802055, expected=20.000000 predicted=19.487293, expected=16.000000 predicted=16.191463, expected=16.000000 predicted=19.385201, expected=12.000000 predicted=15.014034, expected=16.000000 predicted=18.498471, expected=24.000000 predicted=18.939713, expected=32.000000 predicted=21.431820, expected=28.000000 predicted=21.898985, expected=16.000000 predicted=18.973705, expected=24.000000 predicted=22.537890, expected=12.000000 predicted=21.092484, expected=48.000000 predicted=31.023932, expected=20.000000 predicted=24.743157, expected=12.000000 predicted=18.351009, expected=8.000000 predicted=18.671813, expected=4.000000 predicted=14.698451, expected=56.000000 predicted=32.932980, expected=20.000000 predicted=20.727163, expected=8.000000 predicted=13.697840, expected=28.000000 predicted=20.681724, expected=36.000000 predicted=26.470370, expected=16.000000 predicted=27.494769, expected=24.000000 predicted=21.440047, expected=20.000000 predicted=20.785732, expected=24.000000 predicted=24.846594, expected=12.000000 predicted=21.367127, expected=24.000000 predicted=20.160322, expected=28.000000 predicted=23.591512, expected=28.000000 predicted=23.211842, expected=24.000000 predicted=23.157358, expected=12.000000 predicted=18.596551, expected=16.000000 predicted=21.034384, expected=28.000000 predicted=24.519053, expected=28.000000 predicted=24.224367, expected=32.000000 predicted=24.521113, expected=36.000000 predicted=25.889482, expected=16.000000 predicted=23.074866, expected=12.000000 predicted=22.721202, expected=4.000000 predicted=19.105936, expected=16.000000 predicted=20.182721, expected=24.000000 predicted=21.114896, expected=16.000000 predicted=14.786557, expected=12.000000 predicted=12.850581, expected=12.000000 predicted=12.678502, expected=20.000000 predicted=17.399733, expected=8.000000 predicted=14.780484, expected=12.000000 predicted=12.909694, expected=24.000000 predicted=16.334624, expected=20.000000 predicted=16.452863, expected=28.000000 predicted=20.025877, expected=20.000000 predicted=17.838242, expected=20.000000 predicted=19.451161, expected=24.000000 predicted=23.076785, expected=4.000000 predicted=16.594584, expected=36.000000 predicted=24.812848, expected=16.000000 predicted=19.958298, expected=24.000000 predicted=20.406199, expected=8.000000 predicted=17.223498, expected=12.000000 predicted=14.548273, expected=20.000000 predicted=21.231904, expected=16.000000 predicted=16.154549, expected=28.000000 predicted=19.947492, expected=16.000000 predicted=15.774531, expected=24.000000 predicted=19.079601, expected=16.000000 predicted=19.401199, expected=12.000000 predicted=17.041753, expected=12.000000 predicted=17.741705, expected=20.000000 predicted=17.403090, expected=44.000000 predicted=25.841534, expected=44.000000 predicted=27.449830, expected=32.000000 predicted=25.927590, expected=28.000000 predicted=27.412368, expected=16.000000 predicted=27.232247, expected=20.000000 predicted=30.049436, expected=20.000000 predicted=27.374825, expected=24.000000 predicted=24.288337, expected=28.000000 predicted=24.059859, expected=16.000000 predicted=19.224943, expected=24.000000 predicted=21.810108, expected=20.000000 predicted=21.735495, expected=12.000000 predicted=19.215609, expected=24.000000 predicted=21.750162, expected=32.000000 predicted=23.243050, expected=16.000000 predicted=20.394752, expected=28.000000 predicted=22.260128, expected=16.000000 predicted=19.847463, expected=4.000000 predicted=17.122777, expected=32.000000 predicted=24.201768, expected=44.000000 predicted=27.340421, expected=36.000000 predicted=28.070930, expected=28.000000 predicted=24.891585, expected=32.000000 predicted=27.377970, expected=12.000000 predicted=27.613235, expected=28.000000 predicted=30.755283, expected=12.000000 predicted=23.904465, expected=8.000000 predicted=18.153341, expected=36.000000 predicted=25.104761, expected=40.000000 predicted=25.615746, expected=28.000000 predicted=25.413032, expected=4.000000 predicted=16.263812, expected=4.000000 predicted=15.781371, expected=28.000000 predicted=26.385362, expected=24.000000 predicted=24.214820, expected=44.000000 predicted=25.966690, expected=16.000000 predicted=17.374907, expected=16.000000 predicted=18.313293, expected=16.000000 predicted=23.214814, expected=24.000000 predicted=24.140284, expected=4.000000 predicted=19.214173, expected=12.000000 predicted=13.769641, expected=32.000000 predicted=20.462573, expected=36.000000 predicted=23.451111, expected=12.000000 predicted=17.956127, expected=28.000000 predicted=19.718516, expected=24.000000 predicted=23.599990, expected=20.000000 predicted=24.844047, expected=16.000000 predicted=22.365545, expected=28.000000 predicted=21.842684, expected=36.000000 predicted=27.877230, expected=28.000000 predicted=25.413483, expected=8.000000 predicted=18.969359, expected=24.000000 predicted=22.712364, expected=16.000000 predicted=23.212274, expected=44.000000 predicted=30.166005, expected=24.000000 predicted=24.448135, expected=20.000000 predicted=19.799302, expected=8.000000 predicted=20.022823, expected=8.000000 predicted=17.742901, expected=20.000000 predicted=23.194546, expected=16.000000 predicted=17.012003, expected=12.000000 predicted=13.645885, expected=40.000000 predicted=20.568168, expected=36.000000 predicted=23.725863, expected=4.000000 predicted=16.912360, expected=8.000000 predicted=16.173687, expected=16.000000 predicted=19.136024, expected=28.000000 predicted=25.392895, expected=24.000000 predicted=21.419816, expected=24.000000 predicted=16.652778, expected=32.000000 predicted=22.450530, expected=12.000000 predicted=20.021802, expected=16.000000 predicted=21.464580, expected=24.000000 predicted=23.073711, expected=36.000000 predicted=26.577183, expected=28.000000 predicted=25.630454, expected=20.000000 predicted=20.434719, expected=16.000000 predicted=21.162766, expected=4.000000 predicted=18.597669, expected=4.000000 predicted=17.180607, expected=12.000000 predicted=15.378637, expected=16.000000 predicted=13.751107, expected=36.000000 predicted=18.662169, expected=36.000000 predicted=19.939156, expected=36.000000 predicted=23.186607, expected=16.000000 predicted=21.688999, expected=20.000000 predicted=24.118545, expected=16.000000 predicted=26.106930, expected=28.000000 predicted=27.122451, expected=12.000000 predicted=20.972212, expected=48.000000 predicted=27.003988, expected=20.000000 predicted=23.377832, expected=20.000000 predicted=21.213535, expected=20.000000 predicted=24.286786, expected=16.000000 predicted=20.762292, expected=24.000000 predicted=26.778993, expected=28.000000 predicted=22.661866, expected=32.000000 predicted=24.515016, expected=32.000000 predicted=25.822737, expected=12.000000 predicted=20.544928, expected=40.000000 predicted=29.668761, expected=40.000000 predicted=33.109651, expected=24.000000 predicted=28.453898, expected=16.000000 predicted=24.843776, expected=20.000000 predicted=23.404317, expected=24.000000 predicted=28.508858, expected=24.000000 predicted=26.044502, expected=4.000000 predicted=15.985914, expected=12.000000 predicted=15.389848, expected=32.000000 predicted=22.593146, expected=20.000000 predicted=20.073133, expected=12.000000 predicted=15.918486, expected=12.000000 predicted=13.501013, expected=16.000000 predicted=17.011760, expected=16.000000 predicted=19.048956, expected=12.000000 predicted=14.420417, expected=28.000000 predicted=17.821068, expected=16.000000 predicted=16.232985, expected=16.000000 predicted=16.320665, expected=16.000000 predicted=16.984115, expected=20.000000 predicted=17.984613, expected=4.000000 predicted=15.196340, expected=36.000000 predicted=21.041748, expected=20.000000 predicted=19.261947, expected=36.000000 predicted=23.164217, expected=16.000000 predicted=20.682857, expected=24.000000 predicted=20.621790, expected=4.000000 predicted=20.793510, expected=20.000000 predicted=19.813157, expected=40.000000 predicted=28.480830, expected=4.000000 predicted=14.986779, expected=12.000000 predicted=15.649941, expected=12.000000 predicted=14.464147, expected=24.000000 predicted=20.142318, expected=16.000000 predicted=19.582643, expected=52.000000 predicted=24.021805, expected=40.000000 predicted=27.664411, expected=24.000000 predicted=24.384869, expected=4.000000 predicted=21.618348, expected=4.000000 predicted=19.343927, expected=16.000000 predicted=25.770238, expected=16.000000 predicted=19.730955, expected=8.000000 predicted=11.885247, expected=12.000000 predicted=9.443405, expected=12.000000 predicted=10.962564, expected=8.000000 predicted=11.506314, expected=12.000000 predicted=11.743659, expected=24.000000 predicted=14.548985, expected=16.000000 predicted=14.137582, expected=24.000000 predicted=16.572893, expected=16.000000 predicted=15.743451, expected=8.000000 predicted=14.185637, expected=16.000000 predicted=17.744740, expected=12.000000 predicted=15.136712, expected=16.000000 predicted=16.080224, expected=28.000000 predicted=18.356810, expected=68.000000 predicted=31.770655, expected=56.000000 predicted=35.733459, expected=40.000000 predicted=33.232513, expected=72.000000 predicted=48.730897, expected=92.000000 predicted=64.439234, expected=60.000000 predicted=63.395443, expected=144.000000 predicted=88.364355, expected=64.000000 predicted=74.427044, expected=16.000000 predicted=60.491571, expected=12.000000 predicted=56.735559, expected=8.000000 predicted=43.672151, expected=48.000000 predicted=59.293520, expected=24.000000 predicted=31.553732, expected=28.000000 predicted=22.169594, expected=20.000000 predicted=21.442657, expected=8.000000 predicted=18.126321, expected=20.000000 predicted=25.339909, expected=36.000000 predicted=26.399926, expected=84.000000 predicted=44.667060, expected=84.000000 predicted=50.925347, expected=28.000000 predicted=35.047098, expected=72.000000 predicted=53.448172, expected=40.000000 predicted=53.300079, expected=56.000000 predicted=61.242028, expected=96.000000 predicted=72.173588, expected=24.000000 predicted=45.890993, expected=52.000000 predicted=54.384765, expected=28.000000 predicted=44.252564, expected=28.000000 predicted=45.089143, expected=72.000000 predicted=57.614461, expected=20.000000 predicted=34.793572, expected=16.000000 predicted=31.075078, expected=40.000000 predicted=33.523645, expected=84.000000 predicted=53.742161, expected=64.000000 predicted=54.614174, expected=72.000000 predicted=50.438851, expected=24.000000 predicted=40.587622, expected=12.000000 predicted=39.990389, expected=8.000000 predicted=39.041919, expected=8.000000 predicted=30.186636, expected=32.000000 predicted=31.342197, expected=8.000000 predicted=14.942259, expected=8.000000 predicted=10.535850, expected=20.000000 predicted=14.248178, expected=16.000000 predicted=16.168664, expected=12.000000 predicted=15.859965, expected=8.000000 predicted=10.185283, expected=12.000000 predicted=12.220013, expected=20.000000 predicted=16.515853, expected=12.000000 predicted=13.437597, expected=8.000000 predicted=10.528195, expected=20.000000 predicted=14.138026, expected=20.000000 predicted=16.790746, expected=8.000000 predicted=13.408351, expected=16.000000 predicted=13.494866, expected=8.000000 predicted=11.993247, expected=20.000000 predicted=16.844713, expected=12.000000 predicted=13.952016, expected=12.000000 predicted=12.085561, expected=20.000000 predicted=15.555066, expected=16.000000 predicted=14.970868, expected=16.000000 predicted=16.004971, expected=4.000000 predicted=10.727148, expected=20.000000 predicted=15.518674, expected=12.000000 predicted=14.883871, expected=12.000000 predicted=13.201167, expected=12.000000 predicted=12.130496, expected=12.000000 predicted=11.701631, expected=16.000000 predicted=14.793936, expected=4.000000 predicted=9.693720, expected=8.000000 predicted=9.706011, expected=8.000000 predicted=9.678817, expected=8.000000 predicted=9.540329, expected=28.000000 predicted=15.747716, expected=24.000000 predicted=15.619487, expected=20.000000 predicted=15.983099, expected=12.000000 predicted=14.085785, expected=16.000000 predicted=16.817049, expected=4.000000 predicted=15.236901, expected=8.000000 predicted=13.160313, expected=16.000000 predicted=13.954145, expected=8.000000 predicted=10.681863, expected=20.000000 predicted=13.601250, expected=12.000000 predicted=11.003840, expected=12.000000 predicted=12.094269, expected=8.000000 predicted=11.347258, expected=8.000000 predicted=10.469546, expected=12.000000 predicted=12.508099, expected=16.000000 predicted=12.651466, expected=20.000000 predicted=14.315281, expected=16.000000 predicted=13.421146, expected=16.000000 predicted=14.151943, expected=4.000000 predicted=11.347164, expected=36.000000 predicted=21.835586, expected=16.000000 predicted=18.593668, expected=24.000000 predicted=19.225189, expected=20.000000 predicted=18.391952, expected=28.000000 predicted=22.238142, expected=12.000000 predicted=21.016906, expected=4.000000 predicted=13.720547, expected=12.000000 predicted=15.681867, expected=8.000000 predicted=13.864383, expected=16.000000 predicted=14.968117, expected=12.000000 predicted=10.938830, expected=20.000000 predicted=13.202260, expected=32.000000 predicted=19.818815, expected=24.000000 predicted=19.536038, expected=36.000000 predicted=25.101752, expected=16.000000 predicted=20.798913, expected=4.000000 predicted=17.247929, expected=36.000000 predicted=27.165621, expected=12.000000 predicted=21.101360, expected=4.000000 predicted=15.398016, expected=40.000000 predicted=22.086840, expected=24.000000 predicted=21.696621, expected=20.000000 predicted=22.528789, expected=12.000000 predicted=15.272494, expected=12.000000 predicted=16.545131, expected=24.000000 predicted=23.835579, expected=24.000000 Test MSE: 216.529
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929])] predicted=49.512093, expected=72.000000 predicted=55.838567, expected=100.000000 predicted=67.006950, expected=52.000000 predicted=56.980749, expected=32.000000 predicted=45.949894, expected=56.000000 predicted=54.931009, expected=44.000000 predicted=55.464294, expected=44.000000 predicted=57.620530, expected=56.000000 predicted=49.489511, expected=84.000000 predicted=58.942944, expected=44.000000 predicted=50.966266, expected=60.000000 predicted=57.324613, expected=48.000000 predicted=50.357817, expected=60.000000 predicted=59.876084, expected=28.000000 predicted=48.899232, expected=104.000000 predicted=70.104087, expected=60.000000 predicted=56.625497, expected=136.000000 predicted=90.399859, expected=100.000000 predicted=80.977929, expected=160.000000 predicted=109.831374, expected=36.000000 predicted=82.766089, expected=44.000000 predicted=75.833539, expected=56.000000 predicted=82.846900, expected=84.000000 predicted=82.388607, expected=52.000000 predicted=77.972770, expected=84.000000 predicted=64.243077, expected=72.000000 predicted=63.642056, expected=44.000000 predicted=58.618513, expected=48.000000 predicted=62.456613, expected=36.000000 predicted=48.692137, expected=64.000000 predicted=62.624543, expected=36.000000 predicted=48.311402, expected=44.000000 predicted=45.419365, expected=36.000000 predicted=41.697110, expected=52.000000 predicted=45.202012, expected=68.000000 predicted=56.380355, expected=84.000000 predicted=59.752534, expected=56.000000 predicted=55.378673, expected=44.000000 predicted=51.247499, expected=44.000000 predicted=52.719738, expected=68.000000 predicted=62.736197, expected=28.000000 predicted=50.142393, expected=40.000000 predicted=46.766476, expected=36.000000 predicted=40.392315, expected=52.000000 predicted=46.072704, expected=48.000000 predicted=48.783697, expected=44.000000 predicted=40.599650, expected=140.000000 predicted=79.756801, expected=96.000000 predicted=71.868845, expected=92.000000 predicted=82.197084, expected=176.000000 predicted=115.154617, expected=92.000000 predicted=93.965747, expected=52.000000 predicted=100.580206, expected=48.000000 predicted=78.769245, expected=36.000000 predicted=66.854874, expected=40.000000 predicted=75.516772, expected=44.000000 predicted=53.499387, expected=48.000000 predicted=46.248870, expected=52.000000 predicted=47.342242, expected=48.000000 predicted=44.756323, expected=12.000000 predicted=32.202489, expected=28.000000 predicted=35.812317, expected=40.000000 predicted=37.740633, expected=52.000000 predicted=43.937926, expected=64.000000 predicted=49.209072, expected=88.000000 predicted=55.985452, expected=40.000000 predicted=46.268490, expected=28.000000 predicted=44.610091, expected=56.000000 predicted=52.832593, expected=36.000000 predicted=46.858302, expected=60.000000 predicted=59.335261, expected=36.000000 predicted=39.865695, expected=56.000000 predicted=46.909486, expected=60.000000 predicted=53.311331, expected=76.000000 predicted=58.661918, expected=36.000000 predicted=49.954976, expected=24.000000 predicted=40.069149, expected=52.000000 predicted=50.021136, expected=44.000000 predicted=47.027436, expected=84.000000 predicted=65.648189, expected=28.000000 predicted=38.861191, expected=32.000000 predicted=39.550228, expected=68.000000 predicted=54.352751, expected=16.000000 predicted=35.671444, expected=48.000000 predicted=52.512833, expected=44.000000 predicted=37.374219, expected=56.000000 predicted=46.516249, expected=80.000000 predicted=62.062707, expected=36.000000 predicted=40.588070, expected=60.000000 predicted=56.167168, expected=68.000000 predicted=57.096481, expected=28.000000 predicted=47.613800, expected=84.000000 predicted=69.068216, expected=96.000000 predicted=66.872708, expected=32.000000 predicted=55.045350, expected=60.000000 predicted=63.021019, expected=36.000000 predicted=44.001631, expected=32.000000 predicted=53.304254, expected=56.000000 predicted=56.961191, expected=52.000000 predicted=44.709591, expected=68.000000 predicted=57.663026, expected=80.000000 predicted=59.322300, expected=32.000000 predicted=45.563242, expected=28.000000 predicted=46.663134, expected=48.000000 predicted=47.960120, expected=48.000000 predicted=51.051860, expected=76.000000 predicted=62.847870, expected=56.000000 predicted=48.450906, expected=76.000000 predicted=59.441001, expected=64.000000 predicted=59.716133, expected=68.000000 predicted=64.498936, expected=36.000000 predicted=56.064401, expected=64.000000 predicted=61.003160, expected=100.000000 predicted=76.330710, expected=104.000000 predicted=81.699006, expected=88.000000 predicted=80.891547, expected=52.000000 predicted=63.747174, expected=48.000000 predicted=65.818544, expected=28.000000 predicted=59.365865, expected=76.000000 predicted=72.843170, expected=68.000000 predicted=64.536811, expected=84.000000 predicted=67.630212, expected=72.000000 predicted=63.481398, expected=20.000000 predicted=44.035316, expected=72.000000 predicted=67.841512, expected=32.000000 predicted=49.245005, expected=64.000000 predicted=64.364560, expected=116.000000 predicted=76.981845, expected=72.000000 predicted=61.893542, expected=44.000000 predicted=63.240706, expected=52.000000 predicted=54.116759, expected=44.000000 predicted=57.682111, expected=96.000000 predicted=83.670002, expected=44.000000 predicted=55.597540, expected=76.000000 predicted=64.417041, expected=52.000000 predicted=54.730999, expected=52.000000 predicted=57.742293, expected=56.000000 predicted=63.358188, expected=56.000000 predicted=54.582231, expected=40.000000 predicted=53.480826, expected=76.000000 predicted=60.522820, expected=116.000000 predicted=77.727855, expected=108.000000 predicted=84.123730, expected=32.000000 predicted=59.887228, expected=52.000000 predicted=61.325508, expected=44.000000 predicted=60.929091, expected=52.000000 predicted=69.782014, expected=100.000000 predicted=79.445626, expected=68.000000 predicted=57.969677, expected=60.000000 predicted=62.494210, expected=68.000000 predicted=61.776966, expected=56.000000 predicted=62.063031, expected=72.000000 predicted=74.874699, expected=44.000000 predicted=56.556641, expected=92.000000 predicted=72.823799, expected=52.000000 predicted=59.846455, expected=88.000000 predicted=73.678826, expected=36.000000 predicted=55.481604, expected=24.000000 predicted=47.062497, expected=40.000000 predicted=52.873571, expected=20.000000 predicted=37.564854, expected=44.000000 predicted=48.398953, expected=64.000000 predicted=43.998937, expected=68.000000 predicted=49.098800, expected=36.000000 predicted=42.651107, expected=40.000000 predicted=40.549153, expected=40.000000 predicted=44.168298, expected=28.000000 predicted=43.308996, expected=28.000000 predicted=39.685270, expected=72.000000 predicted=48.211015, expected=36.000000 predicted=39.414952, expected=56.000000 predicted=48.029724, expected=72.000000 predicted=50.842810, expected=64.000000 predicted=55.108674, expected=36.000000 predicted=52.817940, expected=60.000000 predicted=52.784604, expected=64.000000 predicted=58.621406, expected=80.000000 predicted=69.749436, expected=44.000000 predicted=54.884930, expected=56.000000 predicted=54.359188, expected=24.000000 predicted=45.078328, expected=64.000000 predicted=59.064876, expected=56.000000 predicted=56.481400, expected=96.000000 predicted=67.619650, expected=104.000000 predicted=75.665166, expected=84.000000 predicted=70.816854, expected=64.000000 predicted=72.340521, expected=100.000000 predicted=83.920363, expected=44.000000 predicted=72.549506, expected=88.000000 predicted=86.647840, expected=60.000000 predicted=68.927444, expected=80.000000 predicted=75.111944, expected=64.000000 predicted=72.733574, expected=36.000000 predicted=53.191950, expected=44.000000 predicted=59.020104, expected=76.000000 predicted=63.165335, expected=60.000000 predicted=63.149422, expected=84.000000 predicted=68.704784, expected=128.000000 predicted=82.257984, expected=88.000000 predicted=79.356043, expected=24.000000 predicted=63.334093, expected=24.000000 predicted=51.921611, expected=32.000000 predicted=54.142076, expected=36.000000 predicted=59.272811, expected=88.000000 predicted=65.676861, expected=100.000000 predicted=62.053834, expected=68.000000 predicted=58.634631, expected=60.000000 predicted=58.423190, expected=64.000000 predicted=61.444447, expected=48.000000 predicted=66.412120, expected=60.000000 predicted=69.291727, expected=44.000000 predicted=54.193696, expected=72.000000 predicted=62.601216, expected=36.000000 predicted=49.678870, expected=48.000000 predicted=50.559249, expected=68.000000 predicted=57.658547, expected=48.000000 predicted=50.786055, expected=32.000000 predicted=48.779044, expected=52.000000 predicted=45.838501, expected=56.000000 predicted=51.169715, expected=28.000000 predicted=45.409843, expected=28.000000 predicted=37.723221, expected=40.000000 predicted=37.011552, expected=20.000000 predicted=34.197433, expected=52.000000 predicted=44.372433, expected=40.000000 predicted=34.590169, expected=56.000000 predicted=43.781883, expected=76.000000 predicted=54.267053, expected=112.000000 predicted=70.367375, expected=20.000000 predicted=48.313851, expected=148.000000 predicted=90.868386, expected=120.000000 predicted=90.661551, expected=80.000000 predicted=92.550699, expected=144.000000 predicted=114.914996, expected=44.000000 predicted=68.598112, expected=40.000000 predicted=89.639534, expected=36.000000 predicted=64.937966, expected=108.000000 predicted=84.533884, expected=72.000000 predicted=84.370185, expected=56.000000 predicted=59.673346, expected=32.000000 predicted=45.665717, expected=52.000000 predicted=52.617270, expected=40.000000 predicted=59.708176, expected=76.000000 predicted=63.632301, expected=100.000000 predicted=70.384187, expected=60.000000 predicted=58.560776, expected=40.000000 predicted=54.559657, expected=40.000000 predicted=48.593507, expected=84.000000 predicted=71.636394, expected=16.000000 predicted=51.867853, expected=68.000000 predicted=58.011895, expected=100.000000 predicted=64.499214, expected=88.000000 predicted=71.635813, expected=48.000000 predicted=66.044070, expected=48.000000 predicted=50.107006, expected=52.000000 predicted=60.854124, expected=32.000000 predicted=58.089617, expected=64.000000 predicted=62.020753, expected=156.000000 predicted=88.823976, expected=64.000000 predicted=67.774862, expected=76.000000 predicted=75.141357, expected=24.000000 predicted=47.054112, expected=28.000000 predicted=55.715557, expected=68.000000 predicted=79.006683, expected=40.000000 predicted=49.953458, expected=64.000000 predicted=59.013744, expected=60.000000 predicted=46.473256, expected=48.000000 predicted=48.201012, expected=60.000000 predicted=58.622434, expected=68.000000 predicted=56.993888, expected=20.000000 predicted=46.210442, expected=52.000000 predicted=52.112025, expected=68.000000 predicted=54.177008, expected=68.000000 predicted=61.784441, expected=60.000000 predicted=59.592269, expected=20.000000 predicted=35.983450, expected=52.000000 predicted=51.522435, expected=20.000000 predicted=41.387804, expected=64.000000 predicted=55.727724, expected=96.000000 predicted=64.351064, expected=120.000000 predicted=75.287888, expected=60.000000 predicted=65.884238, expected=32.000000 predicted=49.237171, expected=72.000000 predicted=68.520436, expected=60.000000 predicted=72.203340, expected=84.000000 predicted=83.604152, expected=44.000000 predicted=54.387406, expected=80.000000 predicted=63.167863, expected=44.000000 predicted=58.245824, expected=36.000000 predicted=53.159846, expected=24.000000 predicted=46.630130, expected=16.000000 predicted=33.464058, expected=104.000000 predicted=68.761511, expected=176.000000 predicted=96.209809, expected=116.000000 predicted=88.385230, expected=28.000000 predicted=55.831854, expected=56.000000 predicted=61.464016, expected=52.000000 predicted=78.022863, expected=24.000000 predicted=76.680143, expected=64.000000 predicted=66.994217, expected=48.000000 predicted=42.755890, expected=64.000000 predicted=57.248267, expected=44.000000 predicted=47.358978, expected=56.000000 predicted=48.360480, expected=44.000000 predicted=51.267043, expected=36.000000 predicted=45.119260, expected=56.000000 predicted=53.051535, expected=60.000000 predicted=51.563880, expected=64.000000 predicted=57.299383, expected=40.000000 predicted=46.147289, expected=52.000000 predicted=49.052311, expected=64.000000 predicted=57.422025, expected=28.000000 predicted=46.294928, expected=32.000000 predicted=44.726208, expected=48.000000 predicted=42.998543, expected=36.000000 predicted=42.768824, expected=56.000000 predicted=50.815584, expected=48.000000 predicted=40.890821, expected=32.000000 predicted=38.234446, expected=80.000000 predicted=57.840581, expected=96.000000 predicted=65.907305, expected=120.000000 predicted=86.305825, expected=120.000000 predicted=89.727872, expected=104.000000 predicted=88.081568, expected=36.000000 predicted=73.238997, expected=48.000000 predicted=75.027225, expected=76.000000 predicted=84.306731, expected=64.000000 predicted=79.237422, expected=52.000000 predicted=66.692746, expected=52.000000 predicted=50.280836, expected=56.000000 predicted=55.396074, expected=16.000000 predicted=44.768853, expected=56.000000 predicted=53.057155, expected=20.000000 predicted=35.396425, expected=56.000000 predicted=49.243882, expected=36.000000 predicted=39.859073, expected=92.000000 predicted=56.627387, expected=64.000000 predicted=57.324615, expected=72.000000 predicted=57.765907, expected=32.000000 predicted=49.092297, expected=32.000000 predicted=44.495909, expected=68.000000 predicted=65.359529, expected=112.000000 predicted=78.853074, expected=84.000000 predicted=74.830143, expected=60.000000 predicted=59.472207, expected=128.000000 predicted=86.404013, expected=64.000000 predicted=76.727053, expected=52.000000 predicted=80.025758, expected=88.000000 predicted=79.739951, expected=60.000000 predicted=68.303414, expected=120.000000 predicted=103.116850, expected=28.000000 predicted=55.758118, expected=36.000000 predicted=55.027672, expected=64.000000 predicted=64.437064, expected=40.000000 predicted=54.166734, expected=48.000000 predicted=63.134185, expected=64.000000 predicted=48.050145, expected=120.000000 predicted=76.331295, expected=48.000000 predicted=60.753134, expected=52.000000 predicted=57.112793, expected=68.000000 predicted=61.291564, expected=28.000000 predicted=53.605438, expected=32.000000 predicted=58.862978, expected=36.000000 predicted=40.282676, expected=76.000000 predicted=57.454811, expected=12.000000 predicted=37.389701, expected=68.000000 predicted=48.190338, expected=56.000000 predicted=45.380546, expected=36.000000 predicted=44.665909, expected=88.000000 predicted=66.931805, expected=88.000000 predicted=60.352952, expected=92.000000 predicted=79.349563, expected=28.000000 predicted=52.666960, expected=76.000000 predicted=65.004289, expected=36.000000 predicted=59.402011, expected=40.000000 predicted=59.285840, expected=72.000000 predicted=64.426896, expected=36.000000 predicted=42.578090, expected=68.000000 predicted=62.030334, expected=72.000000 predicted=55.566909, expected=52.000000 predicted=54.679505, expected=40.000000 predicted=53.536556, expected=28.000000 predicted=40.076016, expected=60.000000 predicted=56.368863, expected=64.000000 predicted=58.489525, expected=56.000000 predicted=53.471435, expected=56.000000 predicted=50.620951, expected=44.000000 predicted=45.634889, expected=44.000000 predicted=51.594301, expected=20.000000 predicted=40.934323, expected=64.000000 predicted=52.749486, expected=36.000000 predicted=42.916784, expected=64.000000 predicted=51.923730, expected=52.000000 predicted=46.899859, expected=20.000000 predicted=34.166776, expected=40.000000 predicted=45.222721, expected=84.000000 predicted=56.363422, expected=64.000000 predicted=59.952888, expected=96.000000 predicted=70.412888, expected=24.000000 predicted=40.713768, expected=100.000000 predicted=73.122234, expected=24.000000 predicted=54.945812, expected=36.000000 predicted=53.820296, expected=48.000000 predicted=54.835579, expected=44.000000 predicted=43.443676, expected=60.000000 predicted=60.784459, expected=68.000000 predicted=49.756430, expected=68.000000 predicted=56.456783, expected=44.000000 predicted=51.439038, expected=28.000000 predicted=43.457969, expected=32.000000 Test MSE: 812.272
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866])] predicted=61.893883, expected=28.000000 predicted=50.826777, expected=52.000000 predicted=62.757143, expected=8.000000 predicted=68.252594, expected=56.000000 predicted=61.100397, expected=140.000000 predicted=84.137712, expected=60.000000 predicted=45.125621, expected=24.000000 predicted=49.210386, expected=52.000000 predicted=45.150228, expected=4.000000 predicted=37.902902, expected=44.000000 predicted=76.478565, expected=52.000000 predicted=48.329233, expected=92.000000 predicted=50.379316, expected=56.000000 predicted=51.791929, expected=76.000000 predicted=46.865401, expected=40.000000 predicted=50.037363, expected=36.000000 predicted=50.081277, expected=44.000000 predicted=64.214532, expected=88.000000 predicted=64.155012, expected=48.000000 predicted=57.474868, expected=76.000000 predicted=57.929000, expected=32.000000 predicted=42.770422, expected=68.000000 predicted=57.264308, expected=16.000000 predicted=53.097679, expected=64.000000 predicted=53.540567, expected=40.000000 predicted=54.218962, expected=92.000000 predicted=56.186031, expected=44.000000 predicted=55.258416, expected=24.000000 predicted=31.312743, expected=44.000000 predicted=55.164516, expected=32.000000 predicted=38.139609, expected=60.000000 predicted=64.285310, expected=76.000000 predicted=53.893507, expected=84.000000 predicted=52.386278, expected=68.000000 predicted=58.241692, expected=32.000000 predicted=43.912562, expected=20.000000 predicted=48.275309, expected=40.000000 predicted=56.054568, expected=16.000000 predicted=45.588147, expected=124.000000 predicted=76.504830, expected=116.000000 predicted=64.583094, expected=92.000000 predicted=59.634558, expected=28.000000 predicted=52.248987, expected=28.000000 predicted=42.175126, expected=28.000000 predicted=73.245939, expected=72.000000 predicted=78.582694, expected=76.000000 predicted=70.400490, expected=120.000000 predicted=66.883867, expected=100.000000 predicted=66.505313, expected=72.000000 predicted=61.546655, expected=88.000000 predicted=85.225761, expected=28.000000 predicted=62.876274, expected=44.000000 predicted=79.987252, expected=132.000000 predicted=100.425629, expected=100.000000 predicted=78.318408, expected=60.000000 predicted=75.466594, expected=32.000000 predicted=48.038291, expected=68.000000 predicted=62.776052, expected=36.000000 predicted=77.165664, expected=16.000000 predicted=55.369712, expected=112.000000 predicted=74.435220, expected=68.000000 predicted=48.371862, expected=52.000000 predicted=59.600861, expected=160.000000 predicted=90.950564, expected=28.000000 predicted=38.469663, expected=28.000000 predicted=75.701173, expected=16.000000 predicted=51.898899, expected=36.000000 predicted=44.465184, expected=84.000000 predicted=95.724545, expected=52.000000 predicted=38.438534, expected=40.000000 predicted=38.557612, expected=24.000000 predicted=30.333282, expected=28.000000 predicted=36.510653, expected=56.000000 predicted=60.110766, expected=44.000000 predicted=43.650345, expected=56.000000 predicted=45.289600, expected=72.000000 predicted=47.429033, expected=40.000000 predicted=39.462167, expected=40.000000 predicted=50.312677, expected=16.000000 predicted=36.371974, expected=52.000000 predicted=50.380584, expected=68.000000 predicted=59.765487, expected=76.000000 predicted=52.811970, expected=76.000000 predicted=56.882602, expected=36.000000 predicted=37.727283, expected=56.000000 predicted=57.803941, expected=36.000000 predicted=54.004188, expected=68.000000 predicted=65.642592, expected=48.000000 predicted=57.963487, expected=92.000000 predicted=60.283888, expected=36.000000 predicted=49.793502, expected=76.000000 predicted=57.810329, expected=52.000000 predicted=60.959586, expected=92.000000 predicted=67.121686, expected=24.000000 predicted=60.103856, expected=20.000000 predicted=37.940891, expected=76.000000 predicted=68.910448, expected=36.000000 predicted=43.585759, expected=28.000000 predicted=54.957116, expected=68.000000 predicted=45.421208, expected=24.000000 predicted=28.330438, expected=32.000000 predicted=50.617763, expected=28.000000 predicted=34.252229, expected=36.000000 predicted=32.490411, expected=48.000000 predicted=49.989774, expected=32.000000 predicted=29.589509, expected=40.000000 predicted=36.254801, expected=24.000000 predicted=29.537176, expected=44.000000 predicted=38.602879, expected=76.000000 predicted=53.788438, expected=16.000000 predicted=28.943862, expected=20.000000 predicted=34.489221, expected=48.000000 predicted=37.181636, expected=40.000000 predicted=39.250312, expected=40.000000 predicted=50.552860, expected=24.000000 predicted=25.138741, expected=68.000000 predicted=42.080128, expected=28.000000 predicted=38.273682, expected=20.000000 predicted=33.230280, expected=40.000000 predicted=39.569883, expected=16.000000 predicted=23.852843, expected=20.000000 predicted=39.224461, expected=72.000000 predicted=42.525513, expected=32.000000 predicted=27.026551, expected=44.000000 predicted=40.761433, expected=12.000000 predicted=22.613757, expected=24.000000 predicted=26.740749, expected=8.000000 predicted=36.698219, expected=16.000000 predicted=22.889414, expected=28.000000 predicted=29.907690, expected=44.000000 predicted=24.367655, expected=56.000000 predicted=34.845378, expected=132.000000 predicted=59.768033, expected=40.000000 predicted=36.862983, expected=36.000000 predicted=44.303569, expected=40.000000 predicted=50.441999, expected=24.000000 predicted=44.096012, expected=136.000000 predicted=105.908425, expected=80.000000 predicted=56.970294, expected=56.000000 predicted=53.510736, expected=48.000000 predicted=54.936443, expected=24.000000 predicted=39.300625, expected=32.000000 predicted=75.357431, expected=48.000000 predicted=56.753029, expected=56.000000 predicted=49.891853, expected=144.000000 predicted=79.378900, expected=24.000000 predicted=35.553371, expected=272.000000 predicted=126.234259, expected=24.000000 predicted=65.079194, expected=52.000000 predicted=72.559743, expected=84.000000 predicted=111.516049, expected=64.000000 predicted=59.760535, expected=80.000000 predicted=141.904194, expected=28.000000 predicted=40.290855, expected=32.000000 predicted=49.227842, expected=32.000000 predicted=55.726746, expected=56.000000 predicted=53.958745, expected=88.000000 predicted=68.432497, expected=52.000000 predicted=43.617331, expected=84.000000 predicted=57.578034, expected=44.000000 predicted=48.214860, expected=40.000000 predicted=54.183717, expected=36.000000 predicted=59.907244, expected=64.000000 predicted=55.173069, expected=108.000000 predicted=79.303121, expected=120.000000 predicted=74.987306, expected=48.000000 predicted=56.509408, expected=36.000000 predicted=52.222803, expected=48.000000 predicted=62.971946, expected=68.000000 predicted=79.640436, expected=64.000000 predicted=78.534533, expected=48.000000 predicted=49.920656, expected=44.000000 predicted=45.452947, expected=56.000000 predicted=53.040113, expected=28.000000 predicted=49.562933, expected=88.000000 predicted=65.343433, expected=64.000000 predicted=54.907820, expected=68.000000 predicted=56.782201, expected=116.000000 predicted=77.884057, expected=40.000000 predicted=49.985016, expected=60.000000 predicted=73.827768, expected=32.000000 predicted=55.452964, expected=24.000000 predicted=51.223174, expected=76.000000 predicted=77.331189, expected=100.000000 predicted=62.078142, expected=56.000000 predicted=58.056762, expected=72.000000 predicted=55.845209, expected=48.000000 predicted=48.606426, expected=36.000000 predicted=60.388514, expected=48.000000 predicted=67.296843, expected=44.000000 predicted=50.087461, expected=40.000000 predicted=52.138980, expected=84.000000 predicted=57.770224, expected=96.000000 predicted=61.492713, expected=52.000000 predicted=55.267676, expected=36.000000 predicted=49.274659, expected=32.000000 predicted=45.809204, expected=56.000000 predicted=64.656264, expected=92.000000 predicted=77.557429, expected=32.000000 predicted=45.886188, expected=72.000000 predicted=53.584420, expected=44.000000 predicted=45.688310, expected=60.000000 predicted=58.566231, expected=28.000000 predicted=57.652076, expected=48.000000 predicted=43.333098, expected=108.000000 predicted=74.745535, expected=36.000000 predicted=46.747000, expected=32.000000 predicted=49.423337, expected=332.000000 predicted=135.905775, expected=20.000000 predicted=65.275668, expected=8.000000 predicted=83.251766, expected=52.000000 predicted=60.209359, expected=88.000000 predicted=70.529909, expected=72.000000 predicted=152.872742, expected=24.000000 predicted=33.839066, expected=24.000000 predicted=31.653595, expected=24.000000 predicted=42.884254, expected=60.000000 predicted=60.510400, expected=68.000000 predicted=56.244384, expected=96.000000 predicted=53.585666, expected=68.000000 predicted=50.872865, expected=36.000000 predicted=45.342868, expected=60.000000 predicted=62.811735, expected=36.000000 predicted=56.264772, expected=72.000000 predicted=72.370987, expected=88.000000 predicted=67.710758, expected=24.000000 predicted=41.749169, expected=8.000000 predicted=42.586561, expected=68.000000 predicted=50.381828, expected=40.000000 predicted=51.926573, expected=156.000000 predicted=91.008676, expected=60.000000 predicted=49.184795, expected=84.000000 predicted=58.727234, expected=32.000000 predicted=62.476378, expected=28.000000 predicted=52.044276, expected=28.000000 predicted=78.647456, expected=32.000000 predicted=44.997388, expected=56.000000 predicted=55.808815, expected=44.000000 predicted=36.765773, expected=76.000000 predicted=47.323812, expected=12.000000 predicted=31.000572, expected=44.000000 predicted=41.526882, expected=28.000000 predicted=42.375909, expected=20.000000 predicted=35.090837, expected=40.000000 predicted=46.709447, expected=12.000000 predicted=19.092996, expected=20.000000 predicted=29.739751, expected=28.000000 predicted=25.814177, expected=36.000000 predicted=26.547233, expected=4.000000 predicted=22.696817, expected=92.000000 predicted=40.605184, expected=88.000000 predicted=47.475381, expected=88.000000 predicted=56.637219, expected=48.000000 predicted=50.987746, expected=64.000000 predicted=49.746139, expected=64.000000 predicted=75.759067, expected=28.000000 predicted=61.165083, expected=60.000000 predicted=66.125265, expected=108.000000 predicted=68.569336, expected=32.000000 predicted=53.860269, expected=44.000000 predicted=55.903359, expected=48.000000 predicted=45.576054, expected=28.000000 predicted=49.036783, expected=20.000000 predicted=55.433949, expected=80.000000 predicted=47.972377, expected=100.000000 predicted=60.962071, expected=60.000000 predicted=54.847083, expected=32.000000 predicted=42.696150, expected=72.000000 predicted=53.482015, expected=56.000000 predicted=66.813060, expected=28.000000 predicted=61.396169, expected=84.000000 predicted=63.152303, expected=92.000000 predicted=60.013600, expected=52.000000 predicted=63.129760, expected=16.000000 predicted=46.648304, expected=48.000000 predicted=46.162053, expected=4.000000 predicted=46.650015, expected=32.000000 predicted=51.395323, expected=88.000000 predicted=53.365807, expected=116.000000 predicted=56.439124, expected=28.000000 predicted=45.666835, expected=44.000000 predicted=39.515170, expected=68.000000 predicted=55.944473, expected=24.000000 predicted=58.512455, expected=64.000000 predicted=73.845808, expected=32.000000 predicted=36.312293, expected=32.000000 predicted=41.392865, expected=24.000000 predicted=43.387556, expected=48.000000 predicted=36.265310, expected=72.000000 predicted=55.532823, expected=64.000000 predicted=45.981634, expected=48.000000 predicted=44.208839, expected=44.000000 predicted=42.378821, expected=28.000000 predicted=44.607321, expected=72.000000 predicted=62.834484, expected=68.000000 predicted=58.945705, expected=72.000000 predicted=57.355998, expected=36.000000 predicted=47.042161, expected=64.000000 predicted=51.613095, expected=20.000000 predicted=50.788529, expected=120.000000 predicted=77.584899, expected=60.000000 predicted=62.956423, expected=36.000000 predicted=47.136274, expected=20.000000 predicted=48.815957, expected=40.000000 predicted=39.739508, expected=32.000000 predicted=63.297145, expected=44.000000 predicted=44.956458, expected=92.000000 predicted=52.742349, expected=12.000000 predicted=28.081609, expected=20.000000 predicted=36.278908, expected=28.000000 predicted=34.002872, expected=80.000000 predicted=52.625492, expected=32.000000 predicted=52.389927, expected=32.000000 predicted=28.570406, expected=52.000000 predicted=38.195961, expected=16.000000 predicted=31.026416, expected=24.000000 predicted=46.053455, expected=8.000000 predicted=23.832239, expected=16.000000 predicted=24.282495, expected=8.000000 predicted=25.109213, expected=32.000000 predicted=20.092891, expected=96.000000 predicted=43.425761, expected=36.000000 predicted=26.502451, expected=104.000000 predicted=53.937519, expected=52.000000 predicted=42.176635, expected=28.000000 predicted=45.188618, expected=24.000000 predicted=59.077086, expected=76.000000 predicted=53.788920, expected=40.000000 predicted=62.300659, expected=12.000000 predicted=36.132346, expected=24.000000 predicted=30.549858, expected=36.000000 predicted=32.155110, expected=28.000000 predicted=43.428044, expected=20.000000 predicted=28.330146, expected=84.000000 predicted=39.937412, expected=44.000000 predicted=35.807286, expected=24.000000 predicted=35.390341, expected=28.000000 predicted=33.625565, expected=84.000000 predicted=48.499390, expected=108.000000 predicted=76.939418, expected=20.000000 predicted=42.072972, expected=96.000000 predicted=60.730664, expected=52.000000 predicted=52.114582, expected=28.000000 predicted=61.075873, expected=24.000000 predicted=61.125061, expected=56.000000 predicted=41.526741, expected=48.000000 predicted=60.253770, expected=32.000000 predicted=41.004498, expected=48.000000 predicted=38.795072, expected=72.000000 predicted=46.552642, expected=40.000000 predicted=48.312378, expected=48.000000 predicted=48.378113, expected=36.000000 predicted=40.268277, expected=40.000000 predicted=45.587718, expected=16.000000 predicted=43.108541, expected=88.000000 predicted=53.311915, expected=72.000000 predicted=53.535951, expected=76.000000 predicted=55.010886, expected=56.000000 predicted=53.625253, expected=32.000000 predicted=41.307002, expected=36.000000 predicted=61.410423, expected=48.000000 predicted=56.215097, expected=68.000000 predicted=61.299752, expected=84.000000 predicted=60.996786, expected=36.000000 predicted=42.674349, expected=16.000000 predicted=38.394122, expected=60.000000 predicted=52.981458, expected=32.000000 predicted=48.889502, expected=8.000000 predicted=43.037812, expected=56.000000 predicted=40.178058, expected=64.000000 predicted=38.292279, expected=32.000000 predicted=43.714315, expected=52.000000 predicted=41.771389, expected=112.000000 predicted=55.715441, expected=28.000000 predicted=49.277190, expected=28.000000 predicted=51.124569, expected=52.000000 predicted=46.649318, expected=32.000000 predicted=45.480024, expected=12.000000 predicted=53.378035, expected=32.000000 predicted=30.563859, expected=28.000000 predicted=28.671329, expected=24.000000 predicted=33.647558, expected=24.000000 predicted=26.674329, expected=84.000000 predicted=39.825329, expected=68.000000 predicted=45.265145, expected=24.000000 predicted=34.762672, expected=24.000000 predicted=34.217830, expected=20.000000 predicted=31.427767, expected=44.000000 predicted=53.081672, expected=4.000000 predicted=33.015743, expected=44.000000 predicted=30.319925, expected=52.000000 predicted=33.704186, expected=12.000000 predicted=22.518512, expected=28.000000 predicted=34.075674, expected=4.000000 predicted=14.160153, expected=8.000000 predicted=25.231557, expected=80.000000 predicted=46.856566, expected=4.000000 predicted=14.491714, expected=64.000000 predicted=38.939246, expected=32.000000 predicted=24.785123, expected=68.000000 predicted=39.709702, expected=32.000000 predicted=51.309780, expected=36.000000 predicted=30.204388, expected=8.000000 predicted=38.578668, expected=56.000000 predicted=40.708444, expected=40.000000 predicted=45.952110, expected=40.000000 predicted=35.440595, expected=32.000000 predicted=35.025509, expected=56.000000 predicted=34.959955, expected=24.000000 predicted=40.508856, expected=24.000000 predicted=34.424637, expected=24.000000 predicted=32.801862, expected=44.000000 predicted=35.214953, expected=20.000000 predicted=34.643705, expected=64.000000 predicted=38.098519, expected=28.000000 predicted=29.774670, expected=8.000000 predicted=24.425204, expected=28.000000 predicted=34.374189, expected=28.000000 predicted=25.900908, expected=32.000000 predicted=38.961010, expected=20.000000 predicted=24.033441, expected=48.000000 predicted=27.267557, expected=36.000000 predicted=31.456169, expected=16.000000 predicted=26.286681, expected=28.000000 predicted=30.327648, expected=28.000000 predicted=26.265748, expected=56.000000 predicted=42.615595, expected=40.000000 predicted=35.471760, expected=32.000000 predicted=28.976248, expected=12.000000 predicted=27.090228, expected=20.000000 Test MSE: 1274.378
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821])] predicted=9.261920, expected=28.000000 predicted=11.372373, expected=28.000000 predicted=12.176281, expected=4.000000 predicted=12.727875, expected=4.000000 predicted=13.089998, expected=36.000000 predicted=17.548480, expected=20.000000 predicted=19.387545, expected=4.000000 predicted=16.872580, expected=8.000000 predicted=13.140739, expected=20.000000 predicted=14.747427, expected=12.000000 predicted=16.702952, expected=16.000000 predicted=13.746506, expected=4.000000 predicted=10.605418, expected=20.000000 predicted=13.358661, expected=20.000000 predicted=15.098664, expected=16.000000 predicted=14.548927, expected=4.000000 predicted=13.743657, expected=20.000000 predicted=14.017450, expected=56.000000 predicted=22.082311, expected=8.000000 predicted=19.851659, expected=8.000000 predicted=20.184583, expected=8.000000 predicted=17.658322, expected=16.000000 predicted=18.928818, expected=20.000000 predicted=19.816694, expected=24.000000 predicted=13.734971, expected=16.000000 predicted=15.198460, expected=4.000000 predicted=14.861138, expected=4.000000 predicted=14.467120, expected=12.000000 predicted=13.437903, expected=20.000000 predicted=13.223981, expected=8.000000 predicted=10.563049, expected=4.000000 predicted=8.944701, expected=12.000000 predicted=10.080289, expected=36.000000 predicted=14.889394, expected=4.000000 predicted=13.480835, expected=8.000000 predicted=12.808468, expected=4.000000 predicted=11.517367, expected=4.000000 predicted=11.210637, expected=8.000000 predicted=11.213966, expected=12.000000 predicted=6.421584, expected=24.000000 predicted=9.768216, expected=32.000000 predicted=13.498272, expected=16.000000 predicted=15.599628, expected=4.000000 predicted=16.387052, expected=4.000000 predicted=15.754608, expected=4.000000 predicted=14.142723, expected=28.000000 predicted=14.989021, expected=12.000000 predicted=10.817759, expected=12.000000 predicted=10.809764, expected=12.000000 predicted=12.080933, expected=4.000000 predicted=11.732718, expected=8.000000 predicted=13.232477, expected=4.000000 predicted=8.664159, expected=12.000000 predicted=8.754976, expected=28.000000 predicted=11.192095, expected=8.000000 predicted=10.045594, expected=8.000000 predicted=11.752426, expected=8.000000 predicted=11.372887, expected=4.000000 predicted=11.236308, expected=36.000000 predicted=15.726417, expected=12.000000 predicted=11.759013, expected=16.000000 predicted=14.299073, expected=24.000000 predicted=16.644536, expected=4.000000 predicted=15.492170, expected=8.000000 predicted=17.661029, expected=16.000000 predicted=13.325634, expected=8.000000 predicted=12.464454, expected=12.000000 predicted=12.473281, expected=12.000000 predicted=9.815272, expected=8.000000 predicted=10.564955, expected=4.000000 predicted=10.262975, expected=24.000000 predicted=11.353451, expected=20.000000 predicted=12.786579, expected=32.000000 predicted=16.596815, expected=20.000000 predicted=17.606014, expected=4.000000 predicted=17.288989, expected=24.000000 predicted=21.295865, expected=12.000000 predicted=18.267797, expected=16.000000 predicted=18.557380, expected=40.000000 predicted=19.359890, expected=8.000000 predicted=16.412396, expected=28.000000 predicted=22.178687, expected=4.000000 predicted=17.613593, expected=4.000000 predicted=17.236977, expected=8.000000 predicted=16.043780, expected=8.000000 predicted=9.833027, expected=16.000000 predicted=11.703104, expected=4.000000 predicted=7.071453, expected=20.000000 predicted=10.098849, expected=8.000000 predicted=10.284229, expected=28.000000 predicted=14.065680, expected=16.000000 predicted=14.978188, expected=28.000000 predicted=17.259536, expected=28.000000 predicted=21.144578, expected=4.000000 predicted=18.525330, expected=16.000000 predicted=20.751003, expected=16.000000 predicted=17.763387, expected=4.000000 predicted=16.279787, expected=8.000000 predicted=13.266601, expected=4.000000 predicted=8.483192, expected=24.000000 predicted=12.116679, expected=4.000000 predicted=9.720713, expected=4.000000 predicted=8.343033, expected=8.000000 predicted=8.677174, expected=24.000000 predicted=11.040971, expected=12.000000 predicted=12.534248, expected=8.000000 predicted=10.149576, expected=12.000000 predicted=11.338572, expected=8.000000 predicted=11.847457, expected=12.000000 predicted=12.952644, expected=20.000000 predicted=11.905513, expected=4.000000 predicted=10.459262, expected=16.000000 predicted=12.338147, expected=20.000000 predicted=12.990095, expected=8.000000 predicted=13.223606, expected=8.000000 predicted=13.111966, expected=24.000000 predicted=13.148349, expected=4.000000 predicted=13.056317, expected=20.000000 predicted=14.539435, expected=12.000000 predicted=12.281581, expected=20.000000 predicted=14.654471, expected=12.000000 predicted=15.410882, expected=12.000000 predicted=13.332279, expected=16.000000 predicted=15.461257, expected=80.000000 predicted=24.765748, expected=16.000000 predicted=24.597361, expected=24.000000 predicted=27.798391, expected=8.000000 predicted=26.164014, expected=16.000000 predicted=26.827770, expected=12.000000 predicted=27.435695, expected=24.000000 predicted=16.645399, expected=16.000000 predicted=16.700607, expected=16.000000 predicted=15.289631, expected=4.000000 predicted=14.828885, expected=16.000000 predicted=14.799245, expected=8.000000 predicted=14.096382, expected=4.000000 predicted=10.899464, expected=24.000000 predicted=12.183995, expected=4.000000 predicted=9.491446, expected=24.000000 predicted=13.663349, expected=4.000000 predicted=11.069230, expected=16.000000 predicted=12.680851, expected=8.000000 predicted=13.547981, expected=8.000000 predicted=10.569693, expected=20.000000 predicted=13.590500, expected=36.000000 predicted=14.723138, expected=4.000000 predicted=15.166194, expected=20.000000 predicted=16.373368, expected=20.000000 predicted=17.600035, expected=16.000000 predicted=19.256469, expected=8.000000 predicted=18.062146, expected=12.000000 predicted=13.268487, expected=4.000000 predicted=13.490377, expected=8.000000 predicted=11.657806, expected=12.000000 predicted=10.089997, expected=20.000000 predicted=10.427122, expected=24.000000 predicted=13.146895, expected=12.000000 predicted=13.076254, expected=12.000000 predicted=14.773565, expected=48.000000 predicted=21.016861, expected=12.000000 predicted=20.737515, expected=88.000000 predicted=32.366173, expected=8.000000 predicted=29.754931, expected=36.000000 predicted=34.048932, expected=12.000000 predicted=35.391620, expected=4.000000 predicted=26.735659, expected=4.000000 predicted=27.323875, expected=8.000000 predicted=11.677448, expected=16.000000 predicted=13.640981, expected=8.000000 predicted=8.780768, expected=24.000000 predicted=10.478849, expected=24.000000 predicted=13.768347, expected=16.000000 predicted=15.997789, expected=20.000000 predicted=18.112131, expected=8.000000 predicted=16.584620, expected=8.000000 predicted=16.847692, expected=4.000000 predicted=13.517406, expected=28.000000 predicted=13.755369, expected=4.000000 predicted=12.289983, expected=24.000000 predicted=12.578728, expected=16.000000 predicted=13.941849, expected=12.000000 predicted=14.493806, expected=12.000000 predicted=16.381111, expected=16.000000 predicted=13.682103, expected=24.000000 predicted=17.369103, expected=8.000000 predicted=14.879289, expected=4.000000 predicted=12.845004, expected=16.000000 predicted=13.172337, expected=4.000000 predicted=12.016734, expected=12.000000 predicted=11.587528, expected=8.000000 predicted=8.669395, expected=16.000000 predicted=9.774764, expected=8.000000 predicted=10.860173, expected=16.000000 predicted=10.504724, expected=16.000000 predicted=12.645985, expected=36.000000 predicted=16.317861, expected=12.000000 predicted=17.603512, expected=12.000000 predicted=16.739776, expected=8.000000 predicted=16.736061, expected=16.000000 predicted=16.417813, expected=4.000000 predicted=15.173647, expected=12.000000 predicted=10.657727, expected=44.000000 predicted=15.599002, expected=8.000000 predicted=15.431057, expected=16.000000 predicted=17.024891, expected=16.000000 predicted=16.447679, expected=32.000000 predicted=20.746449, expected=20.000000 predicted=23.248182, expected=8.000000 predicted=16.828451, expected=16.000000 predicted=18.060340, expected=8.000000 predicted=16.573307, expected=16.000000 predicted=16.832699, expected=20.000000 predicted=14.716731, expected=20.000000 predicted=14.528708, expected=12.000000 predicted=15.541388, expected=32.000000 predicted=17.712739, expected=8.000000 predicted=18.143665, expected=20.000000 predicted=18.733361, expected=20.000000 predicted=18.716334, expected=8.000000 predicted=16.622423, expected=16.000000 predicted=17.685697, expected=4.000000 predicted=12.639758, expected=8.000000 predicted=12.751105, expected=8.000000 predicted=10.794179, expected=16.000000 predicted=9.792705, expected=36.000000 predicted=14.487089, expected=4.000000 predicted=12.868787, expected=4.000000 predicted=12.924297, expected=16.000000 predicted=13.764332, expected=8.000000 predicted=13.854455, expected=4.000000 predicted=12.563870, expected=32.000000 predicted=10.930527, expected=12.000000 predicted=12.494609, expected=8.000000 predicted=13.712047, expected=8.000000 predicted=12.063087, expected=16.000000 predicted=12.876342, expected=8.000000 predicted=14.381823, expected=16.000000 predicted=11.351897, expected=12.000000 predicted=11.292749, expected=24.000000 predicted=13.754394, expected=28.000000 predicted=17.277897, expected=44.000000 predicted=21.678281, expected=4.000000 predicted=21.792589, expected=64.000000 predicted=28.506198, expected=4.000000 predicted=28.792264, expected=8.000000 predicted=25.775304, expected=4.000000 predicted=22.218814, expected=12.000000 predicted=14.967422, expected=16.000000 predicted=18.913741, expected=8.000000 predicted=8.719933, expected=172.000000 predicted=33.980345, expected=4.000000 predicted=39.571008, expected=12.000000 predicted=40.045766, expected=44.000000 predicted=41.953951, expected=16.000000 predicted=42.275740, expected=4.000000 predicted=47.884950, expected=16.000000 predicted=15.781985, expected=24.000000 predicted=18.195941, expected=4.000000 predicted=18.674793, expected=4.000000 predicted=12.009901, expected=8.000000 predicted=9.607682, expected=16.000000 predicted=11.393382, expected=28.000000 predicted=13.836655, expected=32.000000 predicted=15.320798, expected=4.000000 predicted=16.198009, expected=8.000000 predicted=16.449562, expected=8.000000 predicted=15.497595, expected=24.000000 predicted=16.687154, expected=4.000000 predicted=13.883644, expected=8.000000 predicted=9.701978, expected=8.000000 predicted=9.874763, expected=4.000000 predicted=9.075931, expected=8.000000 predicted=9.508336, expected=8.000000 predicted=6.507559, expected=4.000000 predicted=6.745327, expected=4.000000 predicted=6.120374, expected=12.000000 predicted=6.379413, expected=20.000000 predicted=8.992791, expected=12.000000 predicted=10.222959, expected=4.000000 predicted=9.833759, expected=12.000000 predicted=10.524373, expected=28.000000 predicted=13.936282, expected=12.000000 predicted=14.880707, expected=16.000000 predicted=14.543130, expected=8.000000 predicted=13.406585, expected=32.000000 predicted=17.307550, expected=12.000000 predicted=18.218067, expected=4.000000 predicted=14.667008, expected=8.000000 predicted=13.511235, expected=4.000000 predicted=10.812999, expected=4.000000 predicted=10.782491, expected=12.000000 predicted=7.198996, expected=4.000000 predicted=5.965605, expected=28.000000 predicted=9.709513, expected=16.000000 predicted=11.299595, expected=40.000000 predicted=17.199439, expected=20.000000 predicted=20.482454, expected=24.000000 predicted=22.237112, expected=8.000000 predicted=23.168609, expected=12.000000 predicted=19.678244, expected=8.000000 predicted=18.648876, expected=12.000000 Test MSE: 258.588
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619])] predicted=292.879423, expected=204.000000 predicted=341.317308, expected=496.000000 predicted=390.393648, expected=396.000000 predicted=276.198733, expected=272.000000 predicted=236.492595, expected=204.000000 predicted=243.322256, expected=376.000000 predicted=295.962265, expected=184.000000 predicted=308.892110, expected=344.000000 predicted=356.827650, expected=244.000000 predicted=266.022758, expected=596.000000 predicted=384.460836, expected=540.000000 predicted=447.692499, expected=400.000000 predicted=314.263200, expected=220.000000 predicted=334.488110, expected=252.000000 predicted=275.024911, expected=192.000000 predicted=361.857786, expected=552.000000 predicted=497.335646, expected=200.000000 predicted=284.861552, expected=288.000000 predicted=271.138535, expected=200.000000 predicted=261.185360, expected=144.000000 predicted=160.254051, expected=164.000000 predicted=334.391287, expected=188.000000 predicted=185.567900, expected=292.000000 predicted=268.159448, expected=428.000000 predicted=302.691189, expected=320.000000 predicted=240.233978, expected=200.000000 predicted=213.058223, expected=144.000000 predicted=198.578845, expected=216.000000 predicted=246.543665, expected=272.000000 predicted=314.605289, expected=496.000000 predicted=379.773378, expected=528.000000 predicted=361.462412, expected=356.000000 predicted=278.218324, expected=180.000000 predicted=249.287991, expected=268.000000 predicted=293.828088, expected=132.000000 predicted=287.853654, expected=332.000000 predicted=389.125529, expected=436.000000 predicted=375.729432, expected=468.000000 predicted=314.986629, expected=320.000000 predicted=317.334443, expected=208.000000 predicted=213.817133, expected=276.000000 predicted=315.014388, expected=176.000000 predicted=285.194902, expected=236.000000 predicted=325.686259, expected=332.000000 predicted=315.666792, expected=384.000000 predicted=284.955842, expected=244.000000 predicted=265.355638, expected=204.000000 predicted=217.203265, expected=292.000000 predicted=273.696375, expected=136.000000 predicted=219.698272, expected=124.000000 predicted=243.827773, expected=452.000000 predicted=339.621534, expected=540.000000 predicted=342.457744, expected=244.000000 predicted=269.748154, expected=416.000000 predicted=330.118136, expected=208.000000 predicted=198.488063, expected=176.000000 predicted=295.547574, expected=140.000000 predicted=332.386528, expected=420.000000 predicted=307.792985, expected=328.000000 predicted=340.568270, expected=316.000000 predicted=267.282337, expected=236.000000 predicted=242.445307, expected=212.000000 predicted=191.051731, expected=200.000000 predicted=298.433145, expected=180.000000 predicted=241.440335, expected=344.000000 predicted=313.695353, expected=420.000000 predicted=314.708697, expected=492.000000 predicted=348.907536, expected=204.000000 predicted=233.076349, expected=440.000000 predicted=339.752477, expected=208.000000 predicted=283.801382, expected=452.000000 predicted=407.320835, expected=488.000000 predicted=480.767938, expected=504.000000 predicted=348.206212, expected=336.000000 predicted=409.389123, expected=260.000000 predicted=270.087918, expected=176.000000 predicted=319.889551, expected=132.000000 predicted=289.197696, expected=148.000000 predicted=297.445271, expected=284.000000 predicted=283.999812, expected=360.000000 predicted=289.806771, expected=248.000000 predicted=216.376117, expected=116.000000 predicted=154.948639, expected=100.000000 predicted=147.132841, expected=160.000000 predicted=206.281556, expected=280.000000 predicted=284.429160, expected=364.000000 predicted=287.156155, expected=428.000000 predicted=278.383659, expected=256.000000 predicted=206.539293, expected=192.000000 predicted=207.590192, expected=312.000000 predicted=304.466120, expected=124.000000 predicted=225.525281, expected=208.000000 predicted=300.603299, expected=244.000000 predicted=250.518256, expected=336.000000 predicted=246.470097, expected=240.000000 predicted=272.751193, expected=112.000000 predicted=140.449312, expected=124.000000 predicted=181.836452, expected=256.000000 predicted=235.099610, expected=192.000000 predicted=235.346444, expected=452.000000 predicted=333.766817, expected=528.000000 predicted=327.389818, expected=344.000000 predicted=249.449265, expected=292.000000 predicted=314.789546, expected=252.000000 predicted=251.531747, expected=284.000000 predicted=347.071504, expected=228.000000 predicted=353.550546, expected=244.000000 predicted=285.608688, expected=320.000000 predicted=301.920847, expected=324.000000 predicted=281.123990, expected=276.000000 predicted=281.316606, expected=232.000000 predicted=244.841600, expected=244.000000 predicted=250.168124, expected=428.000000 predicted=359.908754, expected=596.000000 predicted=440.340883, expected=496.000000 predicted=389.345901, expected=276.000000 predicted=296.317384, expected=336.000000 predicted=331.403324, expected=344.000000 predicted=377.168173, expected=320.000000 predicted=420.395727, expected=288.000000 predicted=382.447002, expected=400.000000 predicted=341.503970, expected=468.000000 predicted=393.346074, expected=344.000000 predicted=343.028681, expected=280.000000 predicted=321.011846, expected=308.000000 predicted=314.438077, expected=272.000000 predicted=322.020633, expected=176.000000 predicted=305.745965, expected=448.000000 predicted=388.119338, expected=400.000000 predicted=327.410283, expected=212.000000 predicted=259.589722, expected=368.000000 predicted=349.873471, expected=352.000000 predicted=270.021074, expected=432.000000 predicted=412.750535, expected=316.000000 predicted=363.859971, expected=600.000000 predicted=415.948883, expected=576.000000 predicted=471.147260, expected=324.000000 predicted=347.354371, expected=192.000000 predicted=353.127236, expected=316.000000 predicted=329.564528, expected=244.000000 predicted=376.238258, expected=212.000000 predicted=358.837964, expected=512.000000 predicted=414.895984, expected=692.000000 predicted=429.127080, expected=448.000000 predicted=383.760579, expected=220.000000 predicted=292.490623, expected=404.000000 predicted=355.112569, expected=412.000000 predicted=427.188703, expected=488.000000 predicted=539.528872, expected=452.000000 predicted=456.119484, expected=580.000000 predicted=419.328539, expected=292.000000 predicted=361.819759, expected=232.000000 predicted=338.262611, expected=332.000000 predicted=415.208693, expected=328.000000 predicted=352.927809, expected=336.000000 predicted=427.252421, expected=696.000000 predicted=495.921582, expected=612.000000 predicted=421.733955, expected=456.000000 predicted=414.940954, expected=344.000000 predicted=394.340255, expected=444.000000 predicted=403.925271, expected=212.000000 predicted=421.041106, expected=232.000000 predicted=401.614493, expected=436.000000 predicted=438.191664, expected=572.000000 predicted=424.158340, expected=304.000000 predicted=366.762155, expected=244.000000 predicted=275.118796, expected=348.000000 predicted=317.699192, expected=256.000000 predicted=312.195487, expected=316.000000 predicted=418.139145, expected=396.000000 predicted=354.150195, expected=416.000000 predicted=324.359074, expected=300.000000 predicted=330.055587, expected=76.000000 predicted=190.814360, expected=208.000000 predicted=271.647954, expected=140.000000 predicted=239.757073, expected=248.000000 predicted=292.834959, expected=324.000000 predicted=306.081991, expected=380.000000 predicted=229.734433, expected=292.000000 predicted=263.645482, expected=200.000000 predicted=196.636607, expected=228.000000 predicted=251.395447, expected=216.000000 predicted=256.585791, expected=252.000000 predicted=295.070579, expected=520.000000 predicted=397.098970, expected=352.000000 predicted=272.882313, expected=136.000000 predicted=205.124753, expected=192.000000 predicted=246.519966, expected=236.000000 predicted=229.635698, expected=148.000000 predicted=289.216034, expected=240.000000 predicted=289.352462, expected=232.000000 predicted=188.862296, expected=240.000000 predicted=209.632685, expected=380.000000 predicted=311.903552, expected=356.000000 predicted=254.970059, expected=400.000000 predicted=326.458503, expected=148.000000 predicted=213.444179, expected=168.000000 predicted=220.440301, expected=472.000000 predicted=415.432184, expected=468.000000 predicted=368.875121, expected=284.000000 predicted=338.424978, expected=328.000000 predicted=291.200099, expected=256.000000 predicted=229.574164, expected=232.000000 predicted=327.932387, expected=148.000000 predicted=297.857467, expected=412.000000 predicted=338.306960, expected=684.000000 predicted=481.746085, expected=288.000000 predicted=263.481557, expected=280.000000 predicted=313.262886, expected=312.000000 predicted=278.563088, expected=204.000000 predicted=270.975717, expected=248.000000 predicted=435.855931, expected=396.000000 predicted=338.240560, expected=524.000000 predicted=383.405198, expected=268.000000 predicted=292.450902, expected=264.000000 predicted=274.004032, expected=180.000000 predicted=237.392202, expected=328.000000 predicted=334.445924, expected=120.000000 predicted=294.660106, expected=300.000000 predicted=280.169981, expected=440.000000 predicted=351.568138, expected=388.000000 predicted=267.129812, expected=284.000000 predicted=324.733332, expected=264.000000 predicted=230.382371, expected=248.000000 predicted=274.693724, expected=236.000000 predicted=317.413296, expected=280.000000 predicted=321.148955, expected=476.000000 predicted=371.277996, expected=276.000000 predicted=264.525327, expected=188.000000 predicted=239.035801, expected=92.000000 predicted=194.329098, expected=108.000000 predicted=179.085093, expected=252.000000 predicted=327.639066, expected=360.000000 predicted=290.105981, expected=316.000000 predicted=248.326824, expected=140.000000 predicted=146.359583, expected=172.000000 predicted=172.075251, expected=212.000000 predicted=226.140614, expected=164.000000 predicted=231.646623, expected=340.000000 predicted=318.674313, expected=348.000000 predicted=244.449541, expected=376.000000 predicted=275.662635, expected=228.000000 predicted=243.743254, expected=152.000000 predicted=180.541085, expected=260.000000 predicted=300.680135, expected=160.000000 predicted=228.572278, expected=172.000000 predicted=256.929496, expected=140.000000 predicted=189.833998, expected=116.000000 predicted=129.231026, expected=284.000000 predicted=262.333113, expected=304.000000 predicted=221.056082, expected=224.000000 predicted=197.860729, expected=296.000000 predicted=243.660619, expected=416.000000 predicted=276.453654, expected=344.000000 predicted=303.130734, expected=280.000000 predicted=303.822026, expected=336.000000 predicted=303.241925, expected=176.000000 predicted=232.681792, expected=200.000000 predicted=298.968923, expected=216.000000 predicted=275.583876, expected=428.000000 predicted=332.082366, expected=244.000000 predicted=275.870156, expected=188.000000 predicted=200.991301, expected=132.000000 predicted=195.158318, expected=296.000000 predicted=243.350501, expected=192.000000 predicted=279.214838, expected=328.000000 predicted=280.051969, expected=292.000000 predicted=252.439453, expected=216.000000 predicted=178.766840, expected=244.000000 predicted=282.641430, expected=172.000000 predicted=184.984229, expected=152.000000 predicted=228.571712, expected=188.000000 predicted=234.914290, expected=288.000000 predicted=239.830871, expected=352.000000 predicted=285.873058, expected=144.000000 predicted=165.619696, expected=172.000000 predicted=188.942447, expected=160.000000 predicted=183.587771, expected=220.000000 predicted=227.944840, expected=112.000000 predicted=217.016867, expected=228.000000 predicted=190.332767, expected=508.000000 predicted=336.883787, expected=264.000000 predicted=198.156457, expected=240.000000 predicted=257.372449, expected=220.000000 predicted=210.792935, expected=88.000000 predicted=145.860654, expected=224.000000 predicted=343.049722, expected=292.000000 predicted=262.140030, expected=172.000000 predicted=188.311402, expected=212.000000 predicted=230.953916, expected=204.000000 predicted=161.936093, expected=264.000000 predicted=232.335421, expected=264.000000 predicted=271.002377, expected=144.000000 predicted=163.844809, expected=204.000000 predicted=219.297228, expected=396.000000 predicted=295.832421, expected=272.000000 predicted=246.863486, expected=248.000000 predicted=266.278746, expected=200.000000 predicted=203.056779, expected=180.000000 predicted=190.811131, expected=196.000000 predicted=279.820166, expected=380.000000 predicted=312.556002, expected=424.000000 predicted=322.325011, expected=180.000000 predicted=198.948733, expected=164.000000 predicted=211.493917, expected=132.000000 predicted=178.513938, expected=164.000000 predicted=238.950714, expected=168.000000 predicted=269.579454, expected=272.000000 predicted=219.012138, expected=420.000000 predicted=288.549840, expected=224.000000 predicted=182.267678, expected=340.000000 predicted=278.660753, expected=224.000000 predicted=217.622370, expected=68.000000 predicted=163.535775, expected=220.000000 predicted=319.026372, expected=236.000000 predicted=210.987068, expected=324.000000 predicted=302.262753, expected=272.000000 predicted=255.087833, expected=224.000000 predicted=167.256884, expected=172.000000 predicted=210.662249, expected=108.000000 predicted=172.416873, expected=84.000000 predicted=192.227501, expected=284.000000 predicted=261.325764, expected=280.000000 predicted=229.920074, expected=192.000000 predicted=181.312434, expected=172.000000 predicted=170.415216, expected=196.000000 predicted=153.577155, expected=144.000000 predicted=199.269981, expected=220.000000 predicted=240.595317, expected=232.000000 predicted=208.717380, expected=336.000000 predicted=249.109276, expected=212.000000 predicted=209.108564, expected=104.000000 predicted=141.633809, expected=264.000000 predicted=255.132374, expected=104.000000 predicted=151.016485, expected=228.000000 predicted=264.404119, expected=164.000000 predicted=192.602280, expected=288.000000 predicted=190.676479, expected=156.000000 predicted=209.622241, expected=148.000000 predicted=136.127207, expected=172.000000 predicted=207.408125, expected=156.000000 predicted=150.030941, expected=300.000000 predicted=279.893403, expected=352.000000 predicted=250.303684, expected=360.000000 predicted=257.169243, expected=200.000000 predicted=209.795431, expected=240.000000 predicted=223.305017, expected=216.000000 predicted=256.692935, expected=104.000000 predicted=208.564142, expected=184.000000 predicted=264.996911, expected=240.000000 predicted=211.863496, expected=364.000000 predicted=282.391143, expected=128.000000 predicted=175.206656, expected=208.000000 predicted=182.283206, expected=100.000000 predicted=155.420697, expected=236.000000 predicted=217.664869, expected=184.000000 predicted=257.205720, expected=364.000000 predicted=240.119095, expected=1480.000000 predicted=841.195258, expected=1140.000000 predicted=610.763857, expected=1460.000000 predicted=960.804274, expected=1384.000000 predicted=990.872685, expected=40.000000 predicted=266.436606, expected=1392.000000 predicted=1395.203536, expected=1968.000000 predicted=1423.288525, expected=772.000000 predicted=1077.337293, expected=504.000000 predicted=1106.130265, expected=376.000000 predicted=399.332776, expected=460.000000 predicted=839.726654, expected=304.000000 predicted=894.242331, expected=392.000000 predicted=524.767413, expected=452.000000 predicted=450.971019, expected=880.000000 predicted=628.932358, expected=584.000000 predicted=507.103746, expected=376.000000 predicted=417.822198, expected=240.000000 predicted=371.443754, expected=184.000000 predicted=321.775083, expected=252.000000 predicted=464.263194, expected=412.000000 predicted=432.008645, expected=200.000000 predicted=256.550726, expected=180.000000 predicted=232.696871, expected=132.000000 predicted=173.786602, expected=184.000000 predicted=208.390047, expected=144.000000 predicted=229.316328, expected=144.000000 predicted=165.964103, expected=300.000000 predicted=237.422209, expected=444.000000 predicted=289.807670, expected=296.000000 predicted=246.463657, expected=156.000000 predicted=193.880472, expected=352.000000 predicted=289.239517, expected=160.000000 predicted=208.567420, expected=268.000000 predicted=330.843399, expected=388.000000 predicted=329.041528, expected=376.000000 predicted=277.736397, expected=268.000000 predicted=306.977483, expected=208.000000 predicted=223.907402, expected=260.000000 predicted=272.666072, expected=268.000000 predicted=299.245139, expected=328.000000 predicted=328.361859, expected=432.000000 predicted=349.539192, expected=540.000000 predicted=391.615543, expected=420.000000 predicted=360.963488, expected=472.000000 predicted=414.084400, expected=344.000000 predicted=357.908004, expected=280.000000 predicted=361.233111, expected=340.000000 predicted=414.677534, expected=480.000000 predicted=430.659776, expected=656.000000 predicted=537.601030, expected=352.000000 predicted=356.662415, expected=380.000000 predicted=390.118765, expected=272.000000 predicted=326.089024, expected=300.000000 predicted=373.555906, expected=312.000000 predicted=422.106912, expected=336.000000 predicted=333.383000, expected=480.000000 predicted=418.435755, expected=256.000000 predicted=269.214902, expected=276.000000 predicted=313.870946, expected=260.000000 predicted=289.672728, expected=168.000000 predicted=240.046821, expected=240.000000 predicted=323.161705, expected=260.000000 predicted=247.433191, expected=276.000000 predicted=264.969611, expected=204.000000 predicted=228.901265, expected=192.000000 predicted=198.845268, expected=172.000000 predicted=203.826240, expected=200.000000 predicted=219.230566, expected=172.000000 predicted=205.553389, expected=304.000000 predicted=253.211243, expected=368.000000 predicted=277.073050, expected=252.000000 predicted=224.749605, expected=208.000000 predicted=230.020121, expected=144.000000 predicted=179.291157, expected=224.000000 Test MSE: 26852.377
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569])] predicted=16.776238, expected=8.000000 predicted=14.373029, expected=16.000000 predicted=16.428276, expected=4.000000 predicted=10.626280, expected=4.000000 predicted=8.368478, expected=36.000000 predicted=19.545626, expected=40.000000 predicted=22.309246, expected=4.000000 predicted=13.953682, expected=12.000000 predicted=11.982582, expected=12.000000 predicted=15.104093, expected=12.000000 predicted=21.141823, expected=32.000000 predicted=24.058397, expected=32.000000 predicted=18.812015, expected=4.000000 predicted=13.423925, expected=8.000000 predicted=12.853767, expected=24.000000 predicted=19.133025, expected=12.000000 predicted=20.248837, expected=4.000000 predicted=13.822911, expected=20.000000 predicted=11.888976, expected=12.000000 predicted=12.875653, expected=16.000000 predicted=16.123862, expected=12.000000 predicted=11.921514, expected=8.000000 predicted=10.041281, expected=8.000000 predicted=12.444907, expected=12.000000 predicted=11.605096, expected=8.000000 predicted=10.916416, expected=8.000000 predicted=9.181157, expected=24.000000 predicted=13.299450, expected=16.000000 predicted=12.944714, expected=28.000000 predicted=17.552637, expected=32.000000 predicted=20.057726, expected=4.000000 predicted=14.152597, expected=20.000000 predicted=20.024431, expected=4.000000 predicted=14.621566, expected=4.000000 predicted=15.172427, expected=4.000000 predicted=12.169797, expected=8.000000 predicted=7.377560, expected=8.000000 predicted=9.613021, expected=24.000000 predicted=11.077709, expected=8.000000 predicted=8.312410, expected=8.000000 predicted=8.173879, expected=12.000000 predicted=10.454678, expected=12.000000 predicted=11.890696, expected=20.000000 predicted=16.532530, expected=24.000000 predicted=15.153983, expected=16.000000 predicted=14.327577, expected=12.000000 predicted=14.027186, expected=12.000000 predicted=14.317531, expected=12.000000 predicted=15.898969, expected=12.000000 predicted=15.442536, expected=16.000000 predicted=14.153569, expected=8.000000 predicted=11.093645, expected=20.000000 predicted=14.252957, expected=4.000000 predicted=10.330802, expected=12.000000 predicted=11.744508, expected=32.000000 predicted=18.677956, expected=12.000000 predicted=13.882021, expected=12.000000 predicted=14.430876, expected=12.000000 predicted=11.491535, expected=8.000000 predicted=13.440546, expected=8.000000 predicted=15.111789, expected=24.000000 predicted=14.853445, expected=24.000000 predicted=16.551281, expected=12.000000 predicted=13.497280, expected=24.000000 predicted=16.114451, expected=4.000000 predicted=12.492633, expected=4.000000 predicted=14.062839, expected=12.000000 predicted=14.178916, expected=8.000000 predicted=10.975923, expected=12.000000 predicted=12.633984, expected=20.000000 predicted=10.927430, expected=20.000000 predicted=13.097970, expected=40.000000 predicted=21.987376, expected=40.000000 predicted=24.777256, expected=12.000000 predicted=19.536663, expected=16.000000 predicted=20.871146, expected=28.000000 predicted=25.672033, expected=12.000000 predicted=25.208200, expected=12.000000 predicted=20.644494, expected=8.000000 predicted=12.397106, expected=24.000000 predicted=18.470920, expected=20.000000 predicted=19.612358, expected=12.000000 predicted=13.597748, expected=16.000000 predicted=14.266954, expected=16.000000 predicted=14.980305, expected=12.000000 predicted=16.827651, expected=20.000000 predicted=17.124010, expected=16.000000 predicted=15.041484, expected=8.000000 predicted=13.336814, expected=28.000000 predicted=18.520397, expected=8.000000 predicted=13.678356, expected=16.000000 predicted=16.306149, expected=8.000000 predicted=12.461166, expected=28.000000 predicted=17.737497, expected=20.000000 predicted=19.888870, expected=8.000000 predicted=12.233171, expected=16.000000 predicted=15.084787, expected=20.000000 predicted=16.482496, expected=4.000000 predicted=15.449559, expected=4.000000 predicted=10.775870, expected=28.000000 predicted=15.506232, expected=20.000000 predicted=17.153401, expected=40.000000 predicted=23.523582, expected=12.000000 predicted=14.303930, expected=4.000000 predicted=12.637132, expected=8.000000 predicted=16.991700, expected=24.000000 predicted=20.464810, expected=16.000000 predicted=20.677888, expected=12.000000 predicted=11.962307, expected=28.000000 predicted=15.792133, expected=20.000000 predicted=17.427897, expected=24.000000 predicted=21.668115, expected=20.000000 predicted=18.959421, expected=12.000000 predicted=16.812692, expected=24.000000 predicted=22.511526, expected=16.000000 predicted=18.984999, expected=12.000000 predicted=17.533245, expected=12.000000 predicted=15.203369, expected=12.000000 predicted=13.886840, expected=16.000000 predicted=16.699312, expected=44.000000 predicted=23.644310, expected=4.000000 predicted=13.692575, expected=4.000000 predicted=11.497866, expected=8.000000 predicted=12.116238, expected=12.000000 predicted=15.532093, expected=8.000000 predicted=16.481105, expected=16.000000 predicted=9.211399, expected=24.000000 predicted=13.303267, expected=8.000000 predicted=11.103374, expected=24.000000 predicted=16.047444, expected=32.000000 predicted=19.946736, expected=4.000000 predicted=15.217389, expected=20.000000 predicted=18.693602, expected=28.000000 predicted=19.501951, expected=24.000000 predicted=23.506312, expected=28.000000 predicted=24.471204, expected=24.000000 predicted=19.172871, expected=12.000000 predicted=20.016920, expected=20.000000 predicted=22.514330, expected=12.000000 predicted=19.066912, expected=12.000000 predicted=18.290993, expected=20.000000 predicted=18.089832, expected=16.000000 predicted=15.246126, expected=20.000000 predicted=17.664171, expected=24.000000 predicted=17.701556, expected=20.000000 predicted=18.072372, expected=20.000000 predicted=19.724117, expected=20.000000 predicted=19.228426, expected=48.000000 predicted=29.397636, expected=8.000000 predicted=20.599288, expected=8.000000 predicted=17.242418, expected=8.000000 predicted=15.829989, expected=16.000000 predicted=18.966555, expected=24.000000 predicted=23.961190, expected=12.000000 predicted=11.833926, expected=20.000000 predicted=14.297734, expected=20.000000 predicted=15.965847, expected=24.000000 predicted=20.093764, expected=4.000000 predicted=15.196921, expected=28.000000 predicted=18.836905, expected=44.000000 predicted=27.371275, expected=16.000000 predicted=21.521474, expected=24.000000 predicted=22.382341, expected=20.000000 predicted=19.172428, expected=4.000000 predicted=20.245998, expected=12.000000 predicted=21.192879, expected=12.000000 predicted=14.436975, expected=12.000000 predicted=15.323725, expected=24.000000 predicted=16.575988, expected=28.000000 predicted=16.450920, expected=8.000000 predicted=13.693469, expected=8.000000 predicted=12.618502, expected=8.000000 predicted=12.703515, expected=12.000000 predicted=15.916871, expected=24.000000 predicted=18.454567, expected=28.000000 predicted=16.558404, expected=8.000000 predicted=12.103729, expected=4.000000 predicted=10.316671, expected=36.000000 predicted=21.150618, expected=8.000000 predicted=17.629086, expected=20.000000 predicted=19.078210, expected=12.000000 predicted=12.304021, expected=24.000000 predicted=17.404318, expected=16.000000 predicted=20.738044, expected=20.000000 predicted=16.132344, expected=16.000000 predicted=17.502340, expected=20.000000 predicted=17.639155, expected=8.000000 predicted=16.208684, expected=20.000000 predicted=17.114636, expected=4.000000 predicted=13.203287, expected=16.000000 predicted=14.682507, expected=20.000000 predicted=16.270419, expected=20.000000 predicted=15.174364, expected=16.000000 predicted=16.128850, expected=8.000000 predicted=11.075956, expected=40.000000 predicted=23.341049, expected=16.000000 predicted=19.649521, expected=4.000000 predicted=14.773152, expected=32.000000 predicted=20.342060, expected=4.000000 predicted=14.282244, expected=4.000000 predicted=17.379695, expected=76.000000 predicted=31.206467, expected=12.000000 predicted=18.760893, expected=4.000000 predicted=20.187131, expected=4.000000 predicted=10.281527, expected=28.000000 predicted=21.651898, expected=20.000000 predicted=31.279676, expected=32.000000 predicted=18.779315, expected=20.000000 predicted=15.623825, expected=12.000000 predicted=15.673049, expected=24.000000 predicted=23.290206, expected=8.000000 predicted=17.548275, expected=4.000000 predicted=16.558959, expected=8.000000 predicted=12.391345, expected=32.000000 predicted=17.946643, expected=16.000000 predicted=16.863058, expected=12.000000 predicted=11.997538, expected=8.000000 predicted=10.178577, expected=8.000000 predicted=12.242952, expected=12.000000 predicted=16.742930, expected=24.000000 predicted=15.808758, expected=20.000000 predicted=14.799243, expected=16.000000 predicted=13.689230, expected=16.000000 predicted=14.374035, expected=16.000000 predicted=16.287277, expected=4.000000 predicted=14.883024, expected=32.000000 predicted=20.415996, expected=8.000000 predicted=14.074290, expected=32.000000 predicted=20.406979, expected=24.000000 predicted=19.069836, expected=4.000000 predicted=13.312677, expected=8.000000 predicted=17.375065, expected=12.000000 predicted=13.279066, expected=24.000000 predicted=21.289318, expected=20.000000 predicted=17.373770, expected=8.000000 predicted=10.226542, expected=40.000000 predicted=20.635979, expected=16.000000 predicted=18.265820, expected=20.000000 predicted=21.603517, expected=4.000000 predicted=14.751368, expected=20.000000 predicted=17.337863, expected=4.000000 predicted=18.145355, expected=12.000000 predicted=13.206039, expected=20.000000 predicted=15.113068, expected=16.000000 predicted=12.370028, expected=4.000000 predicted=11.794204, expected=20.000000 predicted=12.354516, expected=24.000000 predicted=17.015305, expected=16.000000 predicted=17.263879, expected=36.000000 predicted=21.431539, expected=20.000000 predicted=17.575426, expected=8.000000 predicted=18.225483, expected=8.000000 predicted=16.778321, expected=20.000000 predicted=18.372814, expected=76.000000 predicted=38.646208, expected=20.000000 predicted=23.659670, expected=4.000000 predicted=16.194786, expected=12.000000 predicted=17.670349, expected=4.000000 predicted=20.695603, expected=4.000000 predicted=25.728335, expected=12.000000 predicted=11.075066, expected=8.000000 predicted=7.094607, expected=16.000000 predicted=10.822831, expected=12.000000 predicted=8.747829, expected=16.000000 predicted=11.121221, expected=16.000000 predicted=13.335717, expected=8.000000 predicted=11.104126, expected=16.000000 predicted=14.434952, expected=36.000000 predicted=20.054112, expected=16.000000 predicted=17.464242, expected=4.000000 predicted=13.303165, expected=4.000000 predicted=10.655428, expected=12.000000 predicted=14.912661, expected=16.000000 predicted=18.261281, expected=16.000000 predicted=12.736244, expected=16.000000 predicted=10.794111, expected=8.000000 predicted=9.857678, expected=12.000000 predicted=12.786065, expected=28.000000 predicted=18.234191, expected=4.000000 predicted=12.504170, expected=16.000000 predicted=14.364814, expected=16.000000 predicted=13.069328, expected=16.000000 predicted=15.518645, expected=20.000000 predicted=18.479055, expected=16.000000 predicted=13.286537, expected=8.000000 predicted=13.929939, expected=20.000000 predicted=16.566801, expected=20.000000 predicted=17.265619, expected=12.000000 predicted=15.899961, expected=28.000000 predicted=18.704285, expected=12.000000 predicted=14.486983, expected=20.000000 predicted=19.181225, expected=16.000000 predicted=17.432629, expected=20.000000 predicted=17.858020, expected=32.000000 predicted=23.984445, expected=20.000000 predicted=18.876525, expected=20.000000 predicted=20.631004, expected=8.000000 predicted=16.352800, expected=8.000000 predicted=16.699039, expected=20.000000 predicted=20.363279, expected=16.000000 predicted=16.410188, expected=24.000000 predicted=17.909455, expected=16.000000 predicted=13.959905, expected=32.000000 predicted=20.082073, expected=4.000000 predicted=15.874356, expected=12.000000 predicted=16.184345, expected=4.000000 predicted=14.054893, expected=20.000000 predicted=16.534764, expected=24.000000 predicted=19.532025, expected=8.000000 predicted=10.172539, expected=8.000000 predicted=11.049787, expected=16.000000 predicted=12.377464, expected=12.000000 predicted=15.346949, expected=12.000000 predicted=14.449576, expected=16.000000 predicted=11.845464, expected=8.000000 predicted=10.713805, expected=28.000000 predicted=17.641765, expected=16.000000 predicted=14.843217, expected=24.000000 predicted=17.824607, expected=20.000000 predicted=17.915372, expected=8.000000 predicted=14.528695, expected=32.000000 predicted=23.893493, expected=36.000000 predicted=24.345615, expected=16.000000 predicted=21.800912, expected=12.000000 predicted=18.092416, expected=20.000000 predicted=18.694045, expected=16.000000 predicted=22.907065, expected=8.000000 predicted=18.677137, expected=20.000000 predicted=15.976436, expected=12.000000 predicted=13.877017, expected=16.000000 predicted=16.197672, expected=4.000000 predicted=11.116844, expected=4.000000 predicted=9.178698, expected=4.000000 predicted=10.139970, expected=20.000000 predicted=12.397018, expected=24.000000 predicted=14.689621, expected=36.000000 predicted=17.401244, expected=20.000000 predicted=15.792554, expected=20.000000 predicted=17.883882, expected=28.000000 predicted=24.294801, expected=8.000000 predicted=20.550824, expected=4.000000 predicted=18.661138, expected=4.000000 predicted=12.696507, expected=20.000000 predicted=16.509820, expected=16.000000 predicted=15.944106, expected=12.000000 predicted=10.348827, expected=16.000000 predicted=11.072948, expected=12.000000 predicted=11.827289, expected=32.000000 predicted=20.933486, expected=12.000000 predicted=15.544835, expected=12.000000 predicted=14.589110, expected=28.000000 predicted=19.462472, expected=12.000000 predicted=16.602036, expected=12.000000 predicted=18.638952, expected=12.000000 predicted=13.295764, expected=8.000000 predicted=13.000276, expected=32.000000 predicted=21.449113, expected=4.000000 predicted=11.380549, expected=16.000000 predicted=13.968396, expected=4.000000 predicted=10.290966, expected=16.000000 predicted=13.801242, expected=12.000000 predicted=15.694460, expected=8.000000 predicted=9.028809, expected=32.000000 predicted=17.552646, expected=4.000000 predicted=10.058706, expected=8.000000 predicted=12.566463, expected=8.000000 predicted=10.534645, expected=12.000000 predicted=12.281091, expected=8.000000 predicted=13.713271, expected=16.000000 predicted=9.698389, expected=8.000000 predicted=9.178324, expected=12.000000 predicted=10.517755, expected=16.000000 predicted=12.421028, expected=24.000000 predicted=15.181443, expected=12.000000 predicted=14.140686, expected=28.000000 predicted=17.277856, expected=12.000000 predicted=15.431267, expected=16.000000 predicted=17.537181, expected=8.000000 predicted=15.582791, expected=8.000000 predicted=13.009801, expected=24.000000 predicted=18.874802, expected=8.000000 predicted=11.964642, expected=4.000000 predicted=10.393072, expected=16.000000 predicted=11.176533, expected=12.000000 predicted=11.950611, expected=16.000000 predicted=15.195436, expected=4.000000 predicted=8.190927, expected=4.000000 predicted=7.637820, expected=8.000000 predicted=10.258401, expected=20.000000 predicted=12.838158, expected=20.000000 predicted=13.890615, expected=16.000000 predicted=11.367023, expected=12.000000 predicted=11.353688, expected=20.000000 predicted=15.598146, expected=24.000000 predicted=19.910354, expected=8.000000 predicted=15.549326, expected=12.000000 predicted=14.403268, expected=20.000000 predicted=16.088944, expected=24.000000 predicted=19.790487, expected=12.000000 predicted=16.522482, expected=12.000000 predicted=12.915291, expected=8.000000 predicted=12.973583, expected=12.000000 predicted=15.183179, expected=24.000000 predicted=17.986248, expected=16.000000 predicted=14.135392, expected=20.000000 predicted=15.424720, expected=16.000000 predicted=14.531261, expected=16.000000 predicted=16.548387, expected=12.000000 predicted=17.054496, expected=16.000000 predicted=16.042177, expected=8.000000 predicted=14.105923, expected=4.000000 predicted=11.066737, expected=8.000000 predicted=10.693043, expected=20.000000 predicted=13.197743, expected=16.000000 predicted=13.281638, expected=12.000000 predicted=10.697046, expected=8.000000 predicted=9.294810, expected=16.000000 predicted=13.186596, expected=8.000000 Test MSE: 111.255
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962])] predicted=20.692788, expected=16.000000 predicted=17.640441, expected=12.000000 predicted=16.924511, expected=28.000000 predicted=18.514947, expected=20.000000 predicted=17.650286, expected=12.000000 predicted=19.977901, expected=16.000000 predicted=17.657240, expected=28.000000 predicted=19.234582, expected=8.000000 predicted=17.730879, expected=32.000000 predicted=20.769844, expected=40.000000 predicted=23.166481, expected=28.000000 predicted=25.056987, expected=12.000000 predicted=25.146875, expected=8.000000 predicted=20.394563, expected=16.000000 predicted=21.721829, expected=8.000000 predicted=17.500213, expected=40.000000 predicted=20.526822, expected=24.000000 predicted=17.885587, expected=32.000000 predicted=22.336053, expected=100.000000 predicted=42.200845, expected=16.000000 predicted=34.190277, expected=12.000000 predicted=40.257461, expected=4.000000 predicted=28.902230, expected=24.000000 predicted=28.790339, expected=4.000000 predicted=26.516888, expected=52.000000 predicted=21.620401, expected=16.000000 predicted=18.319048, expected=4.000000 predicted=16.341592, expected=24.000000 predicted=21.796463, expected=8.000000 predicted=14.487630, expected=24.000000 predicted=23.479178, expected=12.000000 predicted=14.592365, expected=16.000000 predicted=14.212294, expected=12.000000 predicted=16.168133, expected=4.000000 predicted=11.446346, expected=12.000000 predicted=13.660432, expected=28.000000 predicted=14.473826, expected=16.000000 predicted=14.759705, expected=4.000000 predicted=12.766506, expected=4.000000 predicted=10.510350, expected=12.000000 predicted=11.718894, expected=12.000000 predicted=12.865389, expected=24.000000 predicted=13.331487, expected=28.000000 predicted=14.780224, expected=4.000000 predicted=12.985388, expected=24.000000 predicted=18.123916, expected=28.000000 predicted=19.409512, expected=20.000000 predicted=21.194892, expected=20.000000 predicted=21.802261, expected=8.000000 predicted=15.765900, expected=24.000000 predicted=20.856680, expected=8.000000 predicted=17.224371, expected=28.000000 predicted=18.966190, expected=12.000000 predicted=16.408084, expected=4.000000 predicted=13.113816, expected=12.000000 predicted=14.992567, expected=24.000000 predicted=14.179385, expected=8.000000 predicted=14.720243, expected=12.000000 predicted=12.644351, expected=8.000000 predicted=10.533208, expected=12.000000 predicted=12.137544, expected=16.000000 predicted=13.969311, expected=16.000000 predicted=12.007733, expected=16.000000 predicted=13.655152, expected=8.000000 predicted=12.158706, expected=16.000000 predicted=14.023030, expected=4.000000 predicted=11.853050, expected=40.000000 predicted=18.226831, expected=12.000000 predicted=15.499461, expected=28.000000 predicted=18.833547, expected=16.000000 predicted=19.277429, expected=4.000000 predicted=15.378467, expected=16.000000 predicted=20.200525, expected=36.000000 predicted=18.686963, expected=24.000000 predicted=21.207438, expected=8.000000 predicted=17.531458, expected=20.000000 predicted=17.714367, expected=8.000000 predicted=16.914429, expected=36.000000 predicted=23.518290, expected=16.000000 predicted=18.689865, expected=24.000000 predicted=18.819461, expected=32.000000 predicted=23.328765, expected=20.000000 predicted=21.402103, expected=4.000000 predicted=22.052791, expected=12.000000 predicted=17.417810, expected=8.000000 predicted=15.611836, expected=20.000000 predicted=16.822045, expected=40.000000 predicted=19.086914, expected=16.000000 predicted=16.006600, expected=44.000000 predicted=25.001279, expected=16.000000 predicted=22.526602, expected=20.000000 predicted=25.404867, expected=8.000000 predicted=23.796548, expected=8.000000 predicted=17.030763, expected=28.000000 predicted=22.074375, expected=8.000000 predicted=14.056617, expected=16.000000 predicted=15.475734, expected=24.000000 predicted=15.379666, expected=24.000000 predicted=17.667326, expected=12.000000 predicted=19.112731, expected=12.000000 predicted=15.456570, expected=16.000000 predicted=16.758256, expected=20.000000 predicted=18.083626, expected=12.000000 predicted=16.204703, expected=4.000000 predicted=12.194934, expected=60.000000 predicted=22.470597, expected=8.000000 predicted=18.893061, expected=40.000000 predicted=25.797879, expected=24.000000 predicted=24.213847, expected=72.000000 predicted=33.924585, expected=8.000000 predicted=37.549250, expected=16.000000 predicted=26.503875, expected=48.000000 predicted=35.547229, expected=16.000000 predicted=28.025478, expected=16.000000 predicted=31.419352, expected=20.000000 predicted=20.566227, expected=12.000000 predicted=19.500433, expected=16.000000 predicted=21.861467, expected=4.000000 predicted=13.532624, expected=24.000000 predicted=15.273242, expected=36.000000 predicted=19.246255, expected=12.000000 predicted=17.299812, expected=4.000000 predicted=16.567644, expected=12.000000 predicted=14.569003, expected=12.000000 predicted=15.416709, expected=20.000000 predicted=16.488880, expected=20.000000 predicted=13.876288, expected=48.000000 predicted=20.419092, expected=12.000000 predicted=20.690919, expected=24.000000 predicted=23.061244, expected=8.000000 predicted=21.496104, expected=8.000000 predicted=18.225353, expected=12.000000 predicted=19.065101, expected=8.000000 predicted=11.144952, expected=28.000000 predicted=15.468421, expected=24.000000 predicted=15.141856, expected=8.000000 predicted=14.683659, expected=8.000000 predicted=14.723478, expected=20.000000 predicted=15.201388, expected=12.000000 predicted=16.202935, expected=16.000000 predicted=15.238236, expected=36.000000 predicted=17.469238, expected=8.000000 predicted=16.078150, expected=16.000000 predicted=18.515348, expected=28.000000 predicted=19.301235, expected=4.000000 predicted=16.650885, expected=12.000000 predicted=18.180283, expected=16.000000 predicted=13.478870, expected=16.000000 predicted=14.695342, expected=12.000000 predicted=15.387706, expected=12.000000 predicted=11.833509, expected=20.000000 predicted=14.599404, expected=16.000000 predicted=15.249222, expected=16.000000 predicted=15.602901, expected=28.000000 predicted=17.755052, expected=88.000000 predicted=32.338671, expected=8.000000 predicted=29.407784, expected=16.000000 predicted=30.173451, expected=28.000000 predicted=30.013880, expected=8.000000 predicted=25.662346, expected=32.000000 predicted=32.628968, expected=16.000000 predicted=17.485368, expected=12.000000 predicted=18.490884, expected=20.000000 predicted=19.684939, expected=16.000000 predicted=16.379496, expected=8.000000 predicted=17.449212, expected=24.000000 predicted=16.296555, expected=8.000000 predicted=13.970178, expected=8.000000 predicted=14.150581, expected=20.000000 predicted=14.097044, expected=20.000000 predicted=14.139949, expected=4.000000 predicted=14.355497, expected=16.000000 predicted=12.954052, expected=20.000000 predicted=14.029989, expected=16.000000 predicted=15.977034, expected=32.000000 predicted=19.077447, expected=28.000000 predicted=19.303314, expected=24.000000 predicted=23.051785, expected=16.000000 predicted=22.740587, expected=12.000000 predicted=20.454486, expected=32.000000 predicted=23.966570, expected=20.000000 predicted=21.718338, expected=40.000000 predicted=25.155016, expected=28.000000 predicted=24.914297, expected=24.000000 predicted=25.895121, expected=16.000000 predicted=26.603314, expected=20.000000 predicted=23.696455, expected=36.000000 predicted=27.543525, expected=36.000000 predicted=27.050074, expected=8.000000 predicted=23.547638, expected=20.000000 predicted=22.772872, expected=28.000000 predicted=23.637075, expected=16.000000 predicted=23.577801, expected=28.000000 predicted=23.863181, expected=40.000000 predicted=23.305652, expected=12.000000 predicted=23.555101, expected=32.000000 predicted=27.047772, expected=12.000000 predicted=22.100087, expected=32.000000 predicted=25.965434, expected=28.000000 predicted=26.458434, expected=36.000000 predicted=25.333564, expected=28.000000 predicted=28.702190, expected=32.000000 predicted=27.761066, expected=12.000000 predicted=27.612462, expected=28.000000 predicted=27.097777, expected=8.000000 predicted=23.357829, expected=4.000000 predicted=18.181592, expected=24.000000 predicted=18.286162, expected=16.000000 predicted=14.496756, expected=24.000000 predicted=18.495123, expected=8.000000 predicted=14.012290, expected=20.000000 predicted=15.623513, expected=28.000000 predicted=20.054629, expected=32.000000 predicted=21.526494, expected=12.000000 predicted=21.238496, expected=20.000000 predicted=19.893368, expected=12.000000 predicted=19.742066, expected=12.000000 predicted=18.869817, expected=24.000000 predicted=19.161995, expected=16.000000 predicted=15.673916, expected=28.000000 predicted=19.394203, expected=24.000000 predicted=19.438555, expected=28.000000 predicted=22.072947, expected=20.000000 predicted=23.519245, expected=24.000000 predicted=23.066744, expected=20.000000 predicted=23.817042, expected=32.000000 predicted=24.720550, expected=24.000000 predicted=24.836866, expected=20.000000 predicted=23.384038, expected=44.000000 predicted=27.807434, expected=28.000000 predicted=27.569714, expected=16.000000 predicted=27.835392, expected=8.000000 predicted=22.883353, expected=12.000000 predicted=19.818825, expected=4.000000 predicted=18.098537, expected=16.000000 predicted=14.227125, expected=32.000000 predicted=15.277525, expected=52.000000 predicted=22.111704, expected=32.000000 predicted=26.048796, expected=28.000000 predicted=27.770548, expected=48.000000 predicted=34.560128, expected=16.000000 predicted=33.067502, expected=4.000000 predicted=29.796359, expected=12.000000 predicted=21.946454, expected=16.000000 predicted=18.741144, expected=8.000000 predicted=17.663361, expected=12.000000 predicted=11.887627, expected=20.000000 predicted=11.990281, expected=16.000000 predicted=14.009300, expected=12.000000 predicted=14.446942, expected=24.000000 predicted=15.657033, expected=4.000000 predicted=13.745840, expected=12.000000 predicted=14.748016, expected=4.000000 predicted=11.195510, expected=12.000000 predicted=10.700364, expected=20.000000 predicted=13.438683, expected=4.000000 predicted=9.049940, expected=52.000000 predicted=19.504005, expected=12.000000 predicted=17.168521, expected=4.000000 predicted=17.761228, expected=20.000000 predicted=18.395168, expected=16.000000 predicted=15.602033, expected=12.000000 predicted=20.305957, expected=12.000000 predicted=12.966470, expected=4.000000 predicted=10.317849, expected=24.000000 predicted=14.901987, expected=8.000000 predicted=12.367913, expected=4.000000 predicted=10.817575, expected=36.000000 predicted=15.453133, expected=4.000000 predicted=12.289765, expected=12.000000 predicted=15.880568, expected=8.000000 predicted=11.298946, expected=4.000000 predicted=9.858471, expected=24.000000 predicted=15.477852, expected=8.000000 predicted=9.699447, expected=16.000000 predicted=12.848657, expected=4.000000 predicted=10.266023, expected=4.000000 predicted=9.210676, expected=8.000000 predicted=10.342453, expected=12.000000 predicted=8.351974, expected=8.000000 predicted=9.007075, expected=12.000000 predicted=8.348634, expected=12.000000 predicted=9.286413, expected=8.000000 predicted=9.894127, expected=24.000000 predicted=13.181315, expected=8.000000 predicted=11.761537, expected=12.000000 predicted=13.062070, expected=16.000000 predicted=13.127244, expected=4.000000 predicted=11.236692, expected=12.000000 predicted=12.956596, expected=8.000000 predicted=9.414413, expected=28.000000 predicted=13.822120, expected=4.000000 predicted=12.133715, expected=12.000000 predicted=11.740138, expected=8.000000 predicted=11.314418, expected=8.000000 predicted=10.566067, expected=24.000000 predicted=14.645412, expected=4.000000 predicted=9.771673, expected=28.000000 predicted=14.983647, expected=32.000000 predicted=17.621271, expected=4.000000 predicted=16.801094, expected=4.000000 predicted=16.220005, expected=40.000000 predicted=17.736209, expected=4.000000 predicted=17.745301, expected=12.000000 predicted=17.743869, expected=20.000000 predicted=13.370520, expected=24.000000 predicted=16.418135, expected=8.000000 predicted=18.886416, expected=4.000000 predicted=11.891631, expected=8.000000 predicted=11.615389, expected=4.000000 predicted=10.295742, expected=24.000000 predicted=12.602551, expected=16.000000 predicted=10.962250, expected=16.000000 predicted=12.855596, expected=12.000000 predicted=13.484428, expected=4.000000 predicted=11.767903, expected=4.000000 predicted=12.145044, expected=12.000000 predicted=10.133258, expected=8.000000 predicted=9.140996, expected=12.000000 predicted=9.205935, expected=8.000000 predicted=8.004366, expected=12.000000 predicted=9.294108, expected=8.000000 predicted=9.886923, expected=4.000000 predicted=8.430699, expected=20.000000 predicted=10.854812, expected=16.000000 predicted=11.232610, expected=16.000000 predicted=13.455264, expected=8.000000 predicted=12.123278, expected=24.000000 predicted=14.509575, expected=16.000000 predicted=16.428861, expected=4.000000 predicted=14.114225, expected=16.000000 predicted=14.079443, expected=8.000000 predicted=11.507136, expected=12.000000 predicted=13.527490, expected=20.000000 predicted=13.014899, expected=8.000000 predicted=11.060425, expected=8.000000 predicted=12.334822, expected=36.000000 predicted=15.524171, expected=8.000000 predicted=14.860136, expected=4.000000 predicted=15.044294, expected=4.000000 predicted=10.393534, expected=4.000000 predicted=8.966368, expected=4.000000 predicted=10.049859, expected=8.000000 predicted=5.412435, expected=8.000000 predicted=5.391098, expected=12.000000 predicted=6.992260, expected=16.000000 predicted=9.019414, expected=8.000000 predicted=9.419288, expected=8.000000 predicted=10.125921, expected=4.000000 predicted=8.728096, expected=8.000000 predicted=8.894792, expected=8.000000 predicted=8.532906, expected=12.000000 predicted=8.169564, expected=16.000000 predicted=9.727034, expected=12.000000 predicted=10.203476, expected=20.000000 predicted=13.169599, expected=12.000000 predicted=13.171392, expected=20.000000 predicted=15.621273, expected=8.000000 predicted=14.354426, expected=12.000000 predicted=13.824404, expected=4.000000 predicted=12.082393, expected=4.000000 predicted=9.370972, expected=4.000000 predicted=8.304439, expected=36.000000 predicted=11.849049, expected=8.000000 predicted=11.647077, expected=20.000000 predicted=14.211650, expected=24.000000 predicted=15.846461, expected=36.000000 predicted=21.117103, expected=8.000000 predicted=22.739102, expected=16.000000 predicted=18.800146, expected=4.000000 predicted=16.442690, expected=4.000000 Test MSE: 168.731
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026])] predicted=199.048488, expected=368.000000 predicted=225.925406, expected=324.000000 predicted=205.364800, expected=240.000000 predicted=213.517343, expected=200.000000 predicted=231.609694, expected=164.000000 predicted=236.320415, expected=84.000000 predicted=229.443939, expected=204.000000 predicted=214.930044, expected=200.000000 predicted=193.113760, expected=184.000000 predicted=178.464306, expected=160.000000 predicted=162.063126, expected=212.000000 predicted=168.285109, expected=268.000000 predicted=213.112512, expected=148.000000 predicted=192.080598, expected=80.000000 predicted=161.996807, expected=88.000000 predicted=148.615750, expected=124.000000 predicted=158.625282, expected=136.000000 predicted=155.247256, expected=188.000000 predicted=136.190659, expected=132.000000 predicted=120.707783, expected=132.000000 predicted=126.825589, expected=188.000000 predicted=150.284697, expected=176.000000 predicted=160.361779, expected=144.000000 predicted=160.693127, expected=180.000000 predicted=156.349646, expected=212.000000 predicted=173.218853, expected=112.000000 predicted=165.340649, expected=124.000000 predicted=153.189685, expected=100.000000 predicted=139.242296, expected=380.000000 predicted=208.021509, expected=228.000000 predicted=203.511203, expected=304.000000 predicted=206.287447, expected=144.000000 predicted=191.951072, expected=236.000000 predicted=218.529216, expected=116.000000 predicted=237.526881, expected=192.000000 predicted=205.057456, expected=248.000000 predicted=221.598820, expected=216.000000 predicted=193.166819, expected=588.000000 predicted=297.702012, expected=212.000000 predicted=249.357834, expected=92.000000 predicted=225.461859, expected=108.000000 predicted=218.773476, expected=204.000000 predicted=241.153383, expected=200.000000 predicted=273.061530, expected=164.000000 predicted=167.459941, expected=112.000000 predicted=133.862574, expected=200.000000 predicted=162.031496, expected=192.000000 predicted=185.468469, expected=152.000000 predicted=171.541267, expected=200.000000 predicted=169.907257, expected=204.000000 predicted=174.455595, expected=168.000000 predicted=186.110336, expected=88.000000 predicted=158.677671, expected=192.000000 predicted=166.978597, expected=56.000000 predicted=148.273658, expected=180.000000 predicted=155.810039, expected=140.000000 predicted=141.119469, expected=268.000000 predicted=161.816363, expected=88.000000 predicted=150.472003, expected=276.000000 predicted=164.734628, expected=160.000000 predicted=184.177746, expected=112.000000 predicted=164.001544, expected=108.000000 predicted=167.445687, expected=192.000000 predicted=155.121935, expected=140.000000 predicted=176.166381, expected=180.000000 predicted=151.842038, expected=160.000000 predicted=145.323677, expected=276.000000 predicted=180.566884, expected=36.000000 predicted=154.573087, expected=88.000000 predicted=133.738601, expected=172.000000 predicted=156.635908, expected=196.000000 predicted=165.807908, expected=236.000000 predicted=185.500139, expected=156.000000 predicted=135.599542, expected=172.000000 predicted=159.203272, expected=116.000000 predicted=167.561786, expected=100.000000 predicted=159.172045, expected=212.000000 predicted=177.335051, expected=156.000000 predicted=156.341627, expected=116.000000 predicted=143.264961, expected=184.000000 predicted=145.035302, expected=532.000000 predicted=243.266901, expected=116.000000 predicted=215.024835, expected=140.000000 predicted=183.962939, expected=188.000000 predicted=196.356756, expected=192.000000 predicted=225.510800, expected=116.000000 predicted=236.353298, expected=172.000000 predicted=149.781755, expected=168.000000 predicted=162.041704, expected=96.000000 predicted=152.722576, expected=256.000000 predicted=176.896793, expected=164.000000 predicted=160.565414, expected=264.000000 predicted=192.374636, expected=184.000000 predicted=185.882203, expected=208.000000 predicted=185.946644, expected=208.000000 predicted=216.965432, expected=184.000000 predicted=197.254516, expected=200.000000 predicted=212.047939, expected=96.000000 predicted=171.472860, expected=120.000000 predicted=165.935601, expected=132.000000 predicted=159.516846, expected=152.000000 predicted=153.062522, expected=576.000000 predicted=251.818997, expected=144.000000 predicted=194.222135, expected=144.000000 predicted=184.489194, expected=296.000000 predicted=229.326472, expected=196.000000 predicted=245.799851, expected=280.000000 predicted=302.499174, expected=188.000000 predicted=198.541336, expected=152.000000 predicted=197.199081, expected=144.000000 predicted=209.018688, expected=152.000000 predicted=184.602729, expected=184.000000 predicted=193.605606, expected=364.000000 predicted=214.718217, expected=256.000000 predicted=210.976875, expected=308.000000 predicted=230.626484, expected=120.000000 predicted=208.883591, expected=128.000000 predicted=210.498492, expected=92.000000 predicted=213.549664, expected=176.000000 predicted=190.168465, expected=168.000000 predicted=181.534676, expected=232.000000 predicted=158.204044, expected=228.000000 predicted=172.236370, expected=132.000000 predicted=158.776192, expected=136.000000 predicted=170.371006, expected=88.000000 predicted=156.207841, expected=240.000000 predicted=189.586788, expected=200.000000 predicted=182.826286, expected=200.000000 predicted=165.879347, expected=136.000000 predicted=157.021810, expected=180.000000 predicted=165.231177, expected=120.000000 predicted=180.077949, expected=96.000000 predicted=153.101103, expected=128.000000 predicted=145.959856, expected=136.000000 predicted=135.031609, expected=216.000000 predicted=157.560460, expected=140.000000 predicted=138.220771, expected=148.000000 predicted=137.346485, expected=60.000000 predicted=126.886267, expected=220.000000 predicted=158.285279, expected=128.000000 predicted=159.297846, expected=140.000000 predicted=138.550700, expected=100.000000 predicted=127.776430, expected=144.000000 predicted=126.601535, expected=200.000000 predicted=167.416091, expected=108.000000 predicted=134.274324, expected=144.000000 predicted=136.631017, expected=148.000000 predicted=137.069083, expected=220.000000 predicted=167.093430, expected=112.000000 predicted=155.747579, expected=136.000000 predicted=137.201142, expected=224.000000 predicted=167.809666, expected=204.000000 predicted=178.417186, expected=192.000000 predicted=185.038859, expected=148.000000 predicted=159.247572, expected=268.000000 predicted=196.840202, expected=288.000000 predicted=231.244240, expected=88.000000 predicted=187.442425, expected=284.000000 predicted=210.811038, expected=104.000000 predicted=186.548381, expected=888.000000 predicted=367.972279, expected=164.000000 predicted=310.972819, expected=160.000000 predicted=232.606490, expected=216.000000 predicted=285.187819, expected=84.000000 predicted=261.104193, expected=156.000000 predicted=321.756317, expected=104.000000 predicted=145.783307, expected=148.000000 predicted=147.474965, expected=132.000000 predicted=144.735203, expected=112.000000 predicted=119.006615, expected=128.000000 predicted=130.069277, expected=96.000000 predicted=117.218737, expected=272.000000 predicted=158.385065, expected=104.000000 predicted=141.002257, expected=236.000000 predicted=156.347715, expected=204.000000 predicted=172.462231, expected=72.000000 predicted=153.334686, expected=128.000000 predicted=166.897062, expected=120.000000 predicted=141.465666, expected=148.000000 predicted=160.365411, expected=116.000000 predicted=134.742254, expected=216.000000 predicted=134.756366, expected=204.000000 predicted=159.523197, expected=144.000000 predicted=153.714307, expected=140.000000 predicted=154.179840, expected=76.000000 predicted=140.491662, expected=112.000000 predicted=150.247442, expected=96.000000 predicted=132.700623, expected=92.000000 predicted=111.715319, expected=96.000000 predicted=103.094421, expected=92.000000 predicted=92.559474, expected=164.000000 predicted=113.488645, expected=176.000000 predicted=124.224585, expected=312.000000 predicted=164.699553, expected=224.000000 predicted=177.408362, expected=184.000000 predicted=180.332158, expected=64.000000 predicted=169.886467, expected=16.000000 predicted=148.623304, expected=68.000000 predicted=150.197645, expected=136.000000 predicted=130.250805, expected=176.000000 predicted=122.822605, expected=48.000000 predicted=78.811982, expected=184.000000 predicted=99.184507, expected=160.000000 predicted=130.061816, expected=4.000000 predicted=110.545025, expected=236.000000 predicted=139.051500, expected=140.000000 predicted=130.749945, expected=4.000000 predicted=116.225254, expected=80.000000 predicted=96.350502, expected=80.000000 predicted=86.893500, expected=104.000000 predicted=120.231875, expected=132.000000 predicted=96.348803, expected=104.000000 predicted=79.884595, expected=88.000000 predicted=93.856290, expected=136.000000 predicted=106.360007, expected=96.000000 predicted=109.966586, expected=76.000000 predicted=103.601813, expected=120.000000 predicted=102.848153, expected=116.000000 predicted=106.856220, expected=140.000000 predicted=118.250483, expected=96.000000 predicted=104.659166, expected=204.000000 predicted=127.310335, expected=180.000000 predicted=146.724823, expected=184.000000 predicted=153.469934, expected=136.000000 predicted=150.767132, expected=248.000000 predicted=174.380256, expected=116.000000 predicted=177.415747, expected=156.000000 predicted=166.658899, expected=208.000000 predicted=176.911346, expected=76.000000 predicted=152.077759, expected=76.000000 predicted=143.230426, expected=44.000000 predicted=104.804635, expected=140.000000 predicted=123.812918, expected=216.000000 predicted=144.049587, expected=200.000000 predicted=131.252300, expected=52.000000 predicted=108.006607, expected=4.000000 predicted=87.607508, expected=28.000000 predicted=100.738236, expected=76.000000 predicted=107.956471, expected=108.000000 predicted=92.934437, expected=108.000000 predicted=65.952395, expected=56.000000 predicted=56.058464, expected=48.000000 predicted=62.231948, expected=116.000000 predicted=86.968328, expected=104.000000 predicted=95.719216, expected=120.000000 predicted=95.380486, expected=92.000000 predicted=85.237094, expected=108.000000 predicted=94.035557, expected=76.000000 predicted=100.931670, expected=120.000000 predicted=104.423511, expected=40.000000 predicted=90.358909, expected=92.000000 predicted=86.748827, expected=36.000000 predicted=77.035786, expected=116.000000 predicted=83.016895, expected=180.000000 predicted=107.853462, expected=112.000000 predicted=95.810605, expected=76.000000 predicted=94.214248, expected=124.000000 predicted=100.251852, expected=124.000000 predicted=124.609904, expected=124.000000 predicted=128.568505, expected=68.000000 predicted=100.176658, expected=92.000000 predicted=96.446815, expected=152.000000 predicted=118.961378, expected=112.000000 predicted=115.756110, expected=124.000000 predicted=111.950430, expected=76.000000 predicted=96.967141, expected=84.000000 predicted=102.625093, expected=116.000000 predicted=114.219745, expected=100.000000 predicted=104.408186, expected=140.000000 predicted=110.217631, expected=92.000000 predicted=98.409814, expected=92.000000 predicted=99.875567, expected=92.000000 predicted=103.654471, expected=24.000000 predicted=85.329574, expected=68.000000 predicted=85.171819, expected=112.000000 predicted=85.027759, expected=204.000000 predicted=110.903622, expected=88.000000 predicted=97.553834, expected=236.000000 predicted=120.135724, expected=92.000000 predicted=126.101287, expected=112.000000 predicted=133.863467, expected=60.000000 predicted=127.815432, expected=104.000000 predicted=113.757015, expected=76.000000 predicted=120.318680, expected=112.000000 predicted=94.502834, expected=104.000000 predicted=96.657180, expected=52.000000 predicted=79.543495, expected=76.000000 predicted=84.754316, expected=184.000000 predicted=107.341710, expected=144.000000 predicted=119.288626, expected=92.000000 predicted=104.420203, expected=108.000000 predicted=100.082880, expected=60.000000 predicted=104.200329, expected=56.000000 predicted=108.147581, expected=84.000000 predicted=93.547256, expected=96.000000 predicted=86.360815, expected=92.000000 predicted=85.676663, expected=60.000000 predicted=70.805380, expected=12.000000 predicted=58.793448, expected=168.000000 predicted=91.538961, expected=52.000000 predicted=83.733408, expected=144.000000 predicted=90.799380, expected=136.000000 predicted=95.042052, expected=96.000000 predicted=95.768590, expected=136.000000 predicted=123.310649, expected=136.000000 predicted=114.445825, expected=68.000000 predicted=117.118870, expected=52.000000 predicted=98.233169, expected=72.000000 predicted=90.707207, expected=136.000000 predicted=108.382910, expected=164.000000 predicted=114.948504, expected=240.000000 predicted=129.131581, expected=312.000000 predicted=169.268306, expected=124.000000 predicted=162.717050, expected=52.000000 predicted=148.692719, expected=160.000000 predicted=168.998017, expected=124.000000 predicted=178.062481, expected=92.000000 predicted=153.197391, expected=116.000000 predicted=108.999560, expected=76.000000 predicted=97.650613, expected=96.000000 predicted=112.513588, expected=164.000000 predicted=117.394462, expected=124.000000 predicted=113.756907, expected=60.000000 predicted=100.226343, expected=144.000000 predicted=107.290958, expected=896.000000 predicted=305.629908, expected=148.000000 predicted=259.982865, expected=204.000000 predicted=224.220532, expected=84.000000 predicted=212.394819, expected=68.000000 predicted=246.985069, expected=124.000000 predicted=296.816967, expected=128.000000 predicted=132.105200, expected=84.000000 predicted=119.326166, expected=136.000000 predicted=102.754368, expected=16.000000 predicted=84.225292, expected=212.000000 predicted=123.694050, expected=84.000000 predicted=113.428824, expected=128.000000 predicted=108.250916, expected=148.000000 predicted=121.135648, expected=140.000000 predicted=118.294606, expected=88.000000 predicted=133.569683, expected=188.000000 predicted=129.250788, expected=92.000000 predicted=129.715840, expected=84.000000 predicted=119.422981, expected=156.000000 predicted=126.145762, expected=164.000000 predicted=133.036638, expected=56.000000 predicted=122.101845, expected=24.000000 predicted=83.422844, expected=52.000000 predicted=83.684830, expected=172.000000 predicted=117.719660, expected=120.000000 predicted=109.302587, expected=112.000000 predicted=86.373238, expected=156.000000 predicted=101.360021, expected=48.000000 predicted=101.547907, expected=992.000000 predicted=323.012882, expected=244.000000 predicted=294.559602, expected=88.000000 predicted=226.870967, expected=140.000000 predicted=232.967010, expected=232.000000 predicted=291.837625, expected=144.000000 predicted=352.801160, expected=108.000000 predicted=156.300078, expected=136.000000 predicted=134.972955, expected=152.000000 predicted=153.788182, expected=152.000000 predicted=159.630412, expected=156.000000 predicted=141.997191, expected=108.000000 predicted=130.621002, expected=128.000000 predicted=136.206664, expected=200.000000 predicted=154.671889, expected=112.000000 predicted=142.802350, expected=104.000000 predicted=130.181209, expected=144.000000 predicted=130.743281, expected=156.000000 predicted=143.887910, expected=76.000000 predicted=131.192818, expected=152.000000 predicted=122.884473, expected=128.000000 predicted=127.024602, expected=96.000000 predicted=124.298426, expected=124.000000 predicted=121.978389, expected=60.000000 predicted=100.879649, expected=116.000000 predicted=114.293497, expected=192.000000 predicted=127.339536, expected=80.000000 predicted=109.930657, expected=92.000000 predicted=105.465160, expected=76.000000 predicted=96.503362, expected=20.000000 predicted=91.946565, expected=32.000000 Test MSE: 11085.524
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471])] predicted=57.613442, expected=140.000000 predicted=87.495886, expected=80.000000 predicted=75.112263, expected=52.000000 predicted=81.010571, expected=64.000000 predicted=72.956030, expected=80.000000 predicted=74.227391, expected=60.000000 predicted=80.232195, expected=16.000000 predicted=56.886151, expected=60.000000 predicted=56.587588, expected=32.000000 predicted=48.723500, expected=72.000000 predicted=56.148464, expected=144.000000 predicted=71.964069, expected=116.000000 predicted=73.319215, expected=64.000000 predicted=81.625552, expected=120.000000 predicted=93.829421, expected=76.000000 predicted=92.261003, expected=60.000000 predicted=95.979381, expected=164.000000 predicted=108.797520, expected=72.000000 predicted=85.810466, expected=56.000000 predicted=93.455377, expected=108.000000 predicted=92.154084, expected=116.000000 predicted=91.220885, expected=32.000000 predicted=91.359308, expected=52.000000 predicted=74.674127, expected=52.000000 predicted=64.827277, expected=76.000000 predicted=72.528274, expected=64.000000 predicted=68.900506, expected=72.000000 predicted=58.632471, expected=100.000000 predicted=71.972863, expected=204.000000 predicted=102.899334, expected=40.000000 predicted=86.066547, expected=104.000000 predicted=102.758559, expected=112.000000 predicted=103.430876, expected=44.000000 predicted=90.477573, expected=4.000000 predicted=89.281417, expected=72.000000 predicted=61.113072, expected=56.000000 predicted=61.066877, expected=64.000000 predicted=63.129455, expected=72.000000 predicted=56.449571, expected=64.000000 predicted=52.361308, expected=68.000000 predicted=67.521173, expected=80.000000 predicted=68.138184, expected=32.000000 predicted=59.867370, expected=60.000000 predicted=64.442930, expected=32.000000 predicted=52.748406, expected=40.000000 predicted=50.736756, expected=60.000000 predicted=53.896118, expected=92.000000 predicted=53.984095, expected=68.000000 predicted=60.481937, expected=120.000000 predicted=74.302855, expected=136.000000 predicted=88.933485, expected=84.000000 predicted=90.982904, expected=172.000000 predicted=121.505549, expected=40.000000 predicted=93.324702, expected=68.000000 predicted=103.091595, expected=20.000000 predicted=82.191061, expected=48.000000 predicted=64.342116, expected=92.000000 predicted=80.582756, expected=8.000000 predicted=40.529971, expected=92.000000 predicted=62.636085, expected=124.000000 predicted=66.141884, expected=16.000000 predicted=57.542207, expected=36.000000 predicted=67.010962, expected=48.000000 predicted=47.615729, expected=64.000000 predicted=60.394781, expected=72.000000 predicted=65.939217, expected=52.000000 predicted=48.139787, expected=84.000000 predicted=62.094847, expected=56.000000 predicted=60.708017, expected=24.000000 predicted=56.186255, expected=24.000000 predicted=50.705319, expected=48.000000 predicted=45.445957, expected=64.000000 predicted=51.438895, expected=60.000000 predicted=48.930476, expected=56.000000 predicted=47.903579, expected=52.000000 predicted=50.198348, expected=72.000000 predicted=59.283908, expected=88.000000 predicted=67.229635, expected=68.000000 predicted=66.626118, expected=36.000000 predicted=60.944680, expected=80.000000 predicted=67.047122, expected=52.000000 predicted=62.286612, expected=28.000000 predicted=57.622758, expected=36.000000 predicted=50.579829, expected=52.000000 predicted=44.832033, expected=12.000000 predicted=40.922723, expected=32.000000 predicted=37.217285, expected=40.000000 predicted=32.626472, expected=84.000000 predicted=45.508737, expected=28.000000 predicted=41.551062, expected=64.000000 predicted=46.766865, expected=24.000000 predicted=42.114692, expected=48.000000 predicted=46.616897, expected=56.000000 predicted=52.809242, expected=60.000000 predicted=46.149657, expected=28.000000 predicted=47.237226, expected=28.000000 predicted=39.381166, expected=52.000000 predicted=45.001983, expected=28.000000 predicted=39.490035, expected=20.000000 predicted=36.748691, expected=32.000000 predicted=31.476734, expected=52.000000 predicted=35.031700, expected=28.000000 predicted=35.373106, expected=28.000000 predicted=32.502114, expected=20.000000 predicted=28.486505, expected=76.000000 predicted=41.552040, expected=36.000000 predicted=39.454616, expected=12.000000 predicted=33.227194, expected=36.000000 predicted=35.899017, expected=32.000000 predicted=31.016302, expected=28.000000 predicted=37.450690, expected=56.000000 predicted=36.866720, expected=56.000000 predicted=36.881597, expected=36.000000 predicted=41.003670, expected=24.000000 predicted=38.496160, expected=80.000000 predicted=48.460646, expected=28.000000 predicted=43.261781, expected=12.000000 predicted=39.649980, expected=4.000000 predicted=29.093833, expected=36.000000 predicted=27.542196, expected=44.000000 predicted=35.718180, expected=56.000000 predicted=33.401947, expected=28.000000 predicted=30.810473, expected=32.000000 predicted=32.961018, expected=92.000000 predicted=51.421011, expected=60.000000 predicted=50.633974, expected=44.000000 predicted=54.431664, expected=80.000000 predicted=59.233007, expected=12.000000 predicted=45.569494, expected=24.000000 predicted=52.507035, expected=28.000000 predicted=39.721596, expected=44.000000 predicted=36.416788, expected=44.000000 predicted=41.837296, expected=88.000000 predicted=44.528615, expected=20.000000 predicted=38.795546, expected=48.000000 predicted=47.232885, expected=112.000000 predicted=63.112605, expected=20.000000 predicted=48.425323, expected=16.000000 predicted=54.487949, expected=36.000000 predicted=39.718137, expected=56.000000 predicted=43.614464, expected=48.000000 predicted=51.563804, expected=44.000000 predicted=38.631338, expected=28.000000 predicted=36.712542, expected=24.000000 predicted=37.249447, expected=36.000000 predicted=38.988523, expected=44.000000 predicted=37.406851, expected=88.000000 predicted=48.745540, expected=40.000000 predicted=42.722439, expected=20.000000 predicted=41.729632, expected=12.000000 predicted=37.473813, expected=64.000000 predicted=43.544066, expected=64.000000 predicted=49.697474, expected=24.000000 predicted=37.719661, expected=44.000000 predicted=40.913543, expected=48.000000 predicted=39.934956, expected=44.000000 predicted=47.143753, expected=20.000000 predicted=40.936855, expected=104.000000 predicted=52.306147, expected=44.000000 predicted=47.423517, expected=24.000000 predicted=48.031267, expected=20.000000 predicted=42.831873, expected=52.000000 predicted=39.872193, expected=72.000000 predicted=55.548229, expected=60.000000 predicted=47.421058, expected=36.000000 predicted=44.736467, expected=20.000000 predicted=40.809697, expected=52.000000 predicted=48.087755, expected=36.000000 predicted=44.074437, expected=60.000000 predicted=47.039363, expected=20.000000 predicted=36.185200, expected=36.000000 predicted=37.059191, expected=52.000000 predicted=43.625586, expected=56.000000 predicted=42.616354, expected=16.000000 predicted=39.888573, expected=56.000000 predicted=41.642573, expected=16.000000 predicted=34.515764, expected=88.000000 predicted=51.529016, expected=4.000000 predicted=36.531178, expected=32.000000 predicted=35.669162, expected=60.000000 predicted=45.304527, expected=60.000000 predicted=39.936988, expected=104.000000 predicted=66.097558, expected=80.000000 predicted=57.237030, expected=40.000000 predicted=60.936508, expected=16.000000 predicted=57.671687, expected=40.000000 predicted=53.233203, expected=20.000000 predicted=46.768646, expected=80.000000 predicted=51.122998, expected=64.000000 predicted=44.912397, expected=32.000000 predicted=40.939194, expected=60.000000 predicted=52.624356, expected=96.000000 predicted=58.221847, expected=48.000000 predicted=61.704616, expected=36.000000 predicted=57.764163, expected=40.000000 predicted=50.152305, expected=84.000000 predicted=60.331499, expected=100.000000 predicted=71.042059, expected=36.000000 predicted=56.055148, expected=64.000000 predicted=62.888179, expected=60.000000 predicted=60.874967, expected=44.000000 predicted=61.704671, expected=76.000000 predicted=67.937180, expected=52.000000 predicted=52.925978, expected=20.000000 predicted=50.778531, expected=52.000000 predicted=52.600768, expected=20.000000 predicted=39.088209, expected=32.000000 predicted=42.846035, expected=44.000000 predicted=38.402930, expected=56.000000 predicted=37.046722, expected=60.000000 predicted=46.735833, expected=28.000000 predicted=38.698225, expected=140.000000 predicted=67.654191, expected=76.000000 predicted=64.571777, expected=48.000000 predicted=68.867582, expected=64.000000 predicted=72.044439, expected=48.000000 predicted=59.687596, expected=112.000000 predicted=86.603718, expected=72.000000 predicted=69.655487, expected=40.000000 predicted=63.128740, expected=40.000000 predicted=62.731580, expected=160.000000 predicted=82.461125, expected=108.000000 predicted=87.741829, expected=32.000000 predicted=75.389300, expected=84.000000 predicted=82.342306, expected=64.000000 predicted=72.923052, expected=68.000000 predicted=86.219826, expected=60.000000 predicted=71.706424, expected=28.000000 predicted=52.067632, expected=44.000000 predicted=58.530065, expected=76.000000 predicted=57.339036, expected=32.000000 predicted=48.498231, expected=80.000000 predicted=58.648001, expected=24.000000 predicted=43.603042, expected=80.000000 predicted=58.451725, expected=76.000000 predicted=62.531300, expected=140.000000 predicted=75.855924, expected=56.000000 predicted=75.410633, expected=68.000000 predicted=74.807108, expected=144.000000 predicted=98.547675, expected=60.000000 predicted=82.654541, expected=104.000000 predicted=102.195393, expected=68.000000 predicted=81.344528, expected=64.000000 predicted=81.103005, expected=40.000000 predicted=79.855845, expected=20.000000 predicted=54.896578, expected=16.000000 predicted=49.942950, expected=56.000000 predicted=44.361386, expected=116.000000 predicted=56.547308, expected=136.000000 predicted=69.985095, expected=68.000000 predicted=69.734276, expected=52.000000 predicted=74.101838, expected=56.000000 predicted=76.912873, expected=88.000000 predicted=84.455464, expected=60.000000 predicted=76.152266, expected=40.000000 predicted=60.494857, expected=72.000000 predicted=63.156527, expected=64.000000 predicted=60.988110, expected=28.000000 predicted=56.916380, expected=12.000000 predicted=45.002087, expected=4.000000 predicted=32.644166, expected=24.000000 predicted=32.590563, expected=20.000000 predicted=24.780009, expected=28.000000 predicted=20.720968, expected=44.000000 predicted=24.416051, expected=32.000000 predicted=25.014384, expected=28.000000 predicted=29.992143, expected=32.000000 predicted=30.871788, expected=40.000000 predicted=33.757348, expected=24.000000 predicted=32.521433, expected=64.000000 predicted=39.986341, expected=52.000000 predicted=39.960366, expected=24.000000 predicted=38.185724, expected=12.000000 predicted=35.589158, expected=20.000000 predicted=30.145230, expected=80.000000 predicted=45.078758, expected=132.000000 predicted=60.096998, expected=28.000000 predicted=46.602574, expected=60.000000 predicted=60.095704, expected=60.000000 predicted=60.519092, expected=44.000000 predicted=62.355341, expected=24.000000 predicted=58.791907, expected=44.000000 predicted=42.983788, expected=108.000000 predicted=60.680490, expected=52.000000 predicted=53.383050, expected=24.000000 predicted=50.074901, expected=60.000000 predicted=53.940672, expected=48.000000 predicted=51.217166, expected=12.000000 predicted=48.632599, expected=32.000000 predicted=39.921034, expected=56.000000 predicted=38.226191, expected=64.000000 predicted=46.205694, expected=108.000000 predicted=60.157956, expected=28.000000 predicted=46.472292, expected=44.000000 predicted=56.676421, expected=20.000000 predicted=49.613899, expected=16.000000 predicted=41.938020, expected=60.000000 predicted=49.871246, expected=48.000000 predicted=34.977663, expected=32.000000 predicted=37.549485, expected=32.000000 predicted=35.633398, expected=56.000000 predicted=40.664380, expected=20.000000 predicted=38.595195, expected=32.000000 predicted=37.984288, expected=36.000000 predicted=34.549412, expected=60.000000 predicted=40.083479, expected=4.000000 predicted=32.193809, expected=12.000000 predicted=27.485120, expected=84.000000 predicted=42.134152, expected=76.000000 predicted=44.438755, expected=40.000000 predicted=47.852378, expected=88.000000 predicted=56.627097, expected=56.000000 predicted=55.050513, expected=48.000000 predicted=64.743810, expected=116.000000 predicted=77.083946, expected=24.000000 predicted=54.274742, expected=44.000000 predicted=65.446971, expected=28.000000 predicted=50.248764, expected=44.000000 predicted=47.317752, expected=32.000000 predicted=48.757495, expected=24.000000 predicted=31.550326, expected=12.000000 predicted=29.695124, expected=24.000000 predicted=26.637689, expected=76.000000 predicted=38.977099, expected=4.000000 predicted=24.766701, expected=20.000000 predicted=29.371292, expected=36.000000 predicted=28.770217, expected=24.000000 predicted=26.994934, expected=20.000000 predicted=31.761577, expected=40.000000 predicted=25.396210, expected=20.000000 predicted=24.689821, expected=64.000000 predicted=37.951825, expected=40.000000 predicted=34.066342, expected=40.000000 predicted=37.936685, expected=20.000000 predicted=36.801689, expected=84.000000 predicted=47.416333, expected=76.000000 predicted=54.559848, expected=24.000000 predicted=45.663991, expected=36.000000 predicted=49.079043, expected=60.000000 predicted=48.335094, expected=44.000000 predicted=51.616083, expected=72.000000 predicted=56.290658, expected=28.000000 predicted=41.614272, expected=20.000000 predicted=41.963584, expected=24.000000 predicted=40.531280, expected=40.000000 predicted=36.478691, expected=56.000000 predicted=42.054163, expected=52.000000 predicted=38.020592, expected=88.000000 predicted=51.147467, expected=24.000000 predicted=43.810195, expected=32.000000 predicted=49.037973, expected=60.000000 predicted=52.751273, expected=40.000000 predicted=45.584687, expected=56.000000 predicted=53.365856, expected=60.000000 predicted=46.317668, expected=12.000000 predicted=39.323011, expected=48.000000 predicted=48.670952, expected=32.000000 predicted=38.510770, expected=48.000000 predicted=43.159668, expected=24.000000 predicted=37.322120, expected=52.000000 predicted=37.189711, expected=60.000000 predicted=45.109832, expected=72.000000 predicted=49.461528, expected=16.000000 predicted=43.415267, expected=12.000000 predicted=38.097013, expected=88.000000 predicted=53.331993, expected=48.000000 predicted=45.358645, expected=40.000000 predicted=48.829050, expected=88.000000 predicted=53.691262, expected=52.000000 predicted=50.015602, expected=8.000000 predicted=52.482190, expected=80.000000 predicted=57.554098, expected=56.000000 predicted=49.276616, expected=16.000000 predicted=48.796393, expected=12.000000 predicted=38.813108, expected=44.000000 predicted=34.084421, expected=12.000000 predicted=33.167333, expected=8.000000 predicted=25.642028, expected=40.000000 predicted=24.223640, expected=32.000000 predicted=22.575374, expected=60.000000 predicted=36.661077, expected=32.000000 predicted=30.401145, expected=20.000000 predicted=31.106216, expected=48.000000 predicted=40.487030, expected=28.000000 predicted=33.423152, expected=16.000000 predicted=33.907585, expected=32.000000 predicted=30.693254, expected=28.000000 predicted=26.726089, expected=40.000000 predicted=33.390681, expected=28.000000 predicted=28.753904, expected=36.000000 predicted=30.592260, expected=12.000000 predicted=27.644415, expected=8.000000 predicted=24.097882, expected=20.000000 predicted=24.013488, expected=28.000000 predicted=21.386867, expected=8.000000 predicted=18.060818, expected=96.000000 predicted=36.042875, expected=8.000000 predicted=22.609281, expected=32.000000 predicted=35.418471, expected=40.000000 predicted=36.221095, expected=32.000000 predicted=31.437877, expected=52.000000 predicted=47.450450, expected=4.000000 predicted=24.566563, expected=8.000000 predicted=27.748461, expected=24.000000 predicted=26.335017, expected=16.000000 predicted=20.106606, expected=16.000000 predicted=21.417172, expected=64.000000 predicted=25.857632, expected=44.000000 predicted=27.770014, expected=24.000000 predicted=32.133217, expected=52.000000 predicted=38.834972, expected=8.000000 predicted=29.356680, expected=32.000000 predicted=38.943956, expected=8.000000 predicted=25.892152, expected=28.000000 predicted=25.093271, expected=24.000000 predicted=25.864846, expected=40.000000 predicted=24.088326, expected=52.000000 predicted=33.031035, expected=16.000000 predicted=26.076201, expected=60.000000 predicted=40.560271, expected=24.000000 predicted=32.808541, expected=20.000000 predicted=34.760220, expected=60.000000 predicted=42.022114, expected=20.000000 predicted=28.937438, expected=12.000000 predicted=33.617065, expected=4.000000 predicted=22.167415, expected=8.000000 Test MSE: 927.067
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504])] predicted=18.839915, expected=12.000000 predicted=13.260827, expected=16.000000 predicted=20.941545, expected=4.000000 predicted=10.195527, expected=12.000000 predicted=11.719862, expected=36.000000 predicted=22.710324, expected=212.000000 predicted=113.756735, expected=36.000000 predicted=71.543377, expected=28.000000 predicted=35.838637, expected=20.000000 predicted=35.625656, expected=28.000000 predicted=72.123317, expected=52.000000 predicted=31.838300, expected=44.000000 predicted=40.622591, expected=92.000000 predicted=61.103128, expected=56.000000 predicted=58.933990, expected=24.000000 predicted=42.394900, expected=12.000000 predicted=26.322594, expected=8.000000 predicted=30.842745, expected=8.000000 predicted=16.712658, expected=12.000000 predicted=11.674096, expected=12.000000 predicted=11.021190, expected=20.000000 predicted=14.549611, expected=8.000000 predicted=11.197737, expected=56.000000 predicted=32.260291, expected=16.000000 predicted=24.741037, expected=4.000000 predicted=12.866522, expected=20.000000 predicted=14.469204, expected=20.000000 predicted=28.575759, expected=20.000000 predicted=16.575506, expected=8.000000 predicted=10.528646, expected=16.000000 predicted=15.909508, expected=12.000000 predicted=14.687832, expected=20.000000 predicted=17.313991, expected=4.000000 predicted=8.921171, expected=4.000000 predicted=7.747956, expected=16.000000 predicted=11.684962, expected=24.000000 predicted=19.852561, expected=12.000000 predicted=12.326814, expected=20.000000 predicted=14.810510, expected=4.000000 predicted=12.008873, expected=12.000000 predicted=13.122380, expected=184.000000 predicted=92.453803, expected=28.000000 predicted=63.170388, expected=4.000000 predicted=17.950228, expected=16.000000 predicted=20.713744, expected=24.000000 predicted=61.652084, expected=28.000000 predicted=18.338644, expected=8.000000 predicted=11.972383, expected=12.000000 predicted=13.664849, expected=20.000000 predicted=18.992000, expected=8.000000 predicted=15.187530, expected=12.000000 predicted=9.658644, expected=8.000000 predicted=10.422086, expected=52.000000 predicted=31.480648, expected=32.000000 predicted=29.335573, expected=28.000000 predicted=26.173729, expected=4.000000 predicted=13.871924, expected=8.000000 predicted=19.881452, expected=8.000000 predicted=12.557169, expected=12.000000 predicted=13.440673, expected=16.000000 predicted=10.737301, expected=24.000000 predicted=17.710648, expected=4.000000 predicted=10.464499, expected=12.000000 predicted=10.971105, expected=8.000000 predicted=11.219638, expected=16.000000 predicted=15.252164, expected=4.000000 predicted=6.452401, expected=36.000000 predicted=21.616446, expected=4.000000 predicted=12.778413, expected=8.000000 predicted=10.102850, expected=4.000000 predicted=5.824794, expected=40.000000 predicted=28.786947, expected=24.000000 predicted=20.657060, expected=16.000000 predicted=17.038087, expected=20.000000 predicted=16.752073, expected=4.000000 predicted=18.105343, expected=8.000000 predicted=10.412686, expected=40.000000 predicted=24.499827, expected=12.000000 predicted=19.873743, expected=24.000000 predicted=16.395525, expected=12.000000 predicted=15.502274, expected=32.000000 predicted=28.901903, expected=8.000000 predicted=14.199484, expected=8.000000 predicted=13.015991, expected=12.000000 predicted=11.196596, expected=12.000000 predicted=16.458858, expected=4.000000 predicted=6.151342, expected=4.000000 predicted=5.485329, expected=8.000000 predicted=7.946362, expected=8.000000 predicted=8.351756, expected=8.000000 predicted=6.586711, expected=28.000000 predicted=16.467975, expected=4.000000 predicted=11.045250, expected=12.000000 predicted=9.803230, expected=12.000000 predicted=11.508369, expected=16.000000 predicted=17.525153, expected=16.000000 predicted=12.103123, expected=16.000000 predicted=15.317539, expected=12.000000 predicted=13.284864, expected=24.000000 predicted=18.903230, expected=16.000000 predicted=17.681505, expected=4.000000 predicted=10.550724, expected=8.000000 predicted=8.737556, expected=8.000000 predicted=11.854325, expected=8.000000 predicted=8.992806, expected=4.000000 predicted=4.733359, expected=16.000000 predicted=10.883309, expected=28.000000 predicted=18.995544, expected=16.000000 predicted=16.665312, expected=12.000000 predicted=12.085618, expected=8.000000 predicted=12.357945, expected=8.000000 predicted=13.042100, expected=12.000000 predicted=11.060939, expected=4.000000 predicted=7.650699, expected=8.000000 predicted=6.989720, expected=20.000000 predicted=13.530332, expected=4.000000 predicted=9.736919, expected=28.000000 predicted=15.729897, expected=12.000000 predicted=15.152382, expected=36.000000 predicted=25.668100, expected=32.000000 predicted=25.485299, expected=4.000000 predicted=18.449781, expected=28.000000 predicted=18.868549, expected=12.000000 predicted=22.220194, expected=24.000000 predicted=21.772393, expected=12.000000 predicted=12.729492, expected=8.000000 predicted=14.937272, expected=4.000000 predicted=7.102991, expected=20.000000 predicted=16.498068, expected=16.000000 predicted=14.625028, expected=12.000000 predicted=11.936316, expected=12.000000 predicted=10.733630, expected=20.000000 predicted=18.178901, expected=8.000000 predicted=12.626613, expected=4.000000 predicted=7.462117, expected=16.000000 predicted=12.071399, expected=4.000000 predicted=10.559228, expected=20.000000 predicted=12.234051, expected=4.000000 predicted=8.160328, expected=20.000000 predicted=15.094050, expected=16.000000 predicted=13.588781, expected=20.000000 predicted=18.958962, expected=8.000000 predicted=10.263766, expected=16.000000 predicted=15.734519, expected=12.000000 predicted=13.717585, expected=4.000000 predicted=10.001087, expected=20.000000 predicted=12.604527, expected=24.000000 predicted=20.232431, expected=16.000000 predicted=16.527384, expected=4.000000 predicted=8.179706, expected=4.000000 predicted=9.366641, expected=16.000000 predicted=14.272464, expected=12.000000 predicted=12.589470, expected=20.000000 predicted=13.353961, expected=8.000000 predicted=10.591805, expected=12.000000 predicted=12.703691, expected=16.000000 predicted=13.818984, expected=12.000000 predicted=14.676875, expected=16.000000 predicted=12.669551, expected=8.000000 predicted=11.411121, expected=12.000000 predicted=12.156692, expected=20.000000 predicted=15.493640, expected=4.000000 predicted=10.932604, expected=12.000000 predicted=9.252545, expected=12.000000 predicted=12.116404, expected=20.000000 predicted=17.254356, expected=8.000000 predicted=9.693619, expected=16.000000 predicted=13.589386, expected=40.000000 predicted=26.141367, expected=4.000000 predicted=16.917441, expected=12.000000 predicted=10.238744, expected=4.000000 predicted=10.316383, expected=24.000000 predicted=21.908093, expected=24.000000 predicted=16.830223, expected=4.000000 predicted=11.663406, expected=36.000000 predicted=20.388102, expected=20.000000 predicted=24.922588, expected=16.000000 predicted=18.926545, expected=28.000000 predicted=19.386745, expected=32.000000 predicted=31.910803, expected=4.000000 predicted=14.898473, expected=16.000000 predicted=14.249653, expected=12.000000 predicted=17.201075, expected=8.000000 predicted=14.085686, expected=12.000000 predicted=8.336938, expected=12.000000 predicted=13.082557, expected=20.000000 predicted=15.304690, expected=12.000000 predicted=12.892955, expected=4.000000 predicted=8.794335, expected=4.000000 predicted=6.682147, expected=20.000000 predicted=15.312519, expected=24.000000 predicted=18.329279, expected=16.000000 predicted=14.748150, expected=12.000000 predicted=12.274633, expected=12.000000 predicted=15.024236, expected=4.000000 predicted=10.995466, expected=16.000000 predicted=12.336885, expected=8.000000 predicted=10.479567, expected=16.000000 predicted=12.665307, expected=12.000000 predicted=10.947788, expected=12.000000 predicted=13.285763, expected=8.000000 predicted=9.123077, expected=12.000000 predicted=12.142206, expected=8.000000 predicted=9.715571, expected=20.000000 predicted=14.520432, expected=12.000000 predicted=12.697803, expected=24.000000 predicted=17.909506, expected=16.000000 predicted=16.096405, expected=16.000000 predicted=17.489321, expected=4.000000 predicted=9.602148, expected=4.000000 predicted=9.622151, expected=28.000000 predicted=17.719697, expected=16.000000 predicted=17.685279, expected=56.000000 predicted=31.645908, expected=44.000000 predicted=36.771226, expected=64.000000 predicted=50.449331, expected=60.000000 predicted=50.727067, expected=72.000000 predicted=66.063542, expected=116.000000 predicted=85.523670, expected=100.000000 predicted=94.508841, expected=92.000000 predicted=87.732323, expected=212.000000 predicted=146.257090, expected=156.000000 predicted=158.097021, expected=184.000000 predicted=157.475308, expected=164.000000 predicted=156.454671, expected=164.000000 predicted=179.972820, expected=228.000000 predicted=190.810733, expected=356.000000 predicted=275.408236, expected=376.000000 predicted=313.739941, expected=528.000000 predicted=405.738533, expected=416.000000 predicted=409.800345, expected=32.000000 predicted=223.341537, expected=28.000000 predicted=131.789651, expected=32.000000 predicted=154.559119, expected=20.000000 predicted=103.969266, expected=20.000000 predicted=9.633953, expected=24.000000 predicted=23.727914, expected=12.000000 predicted=19.044181, expected=20.000000 predicted=17.916472, expected=20.000000 predicted=19.778158, expected=48.000000 predicted=35.729776, expected=16.000000 predicted=22.196926, expected=36.000000 predicted=28.776345, expected=12.000000 predicted=19.628334, expected=32.000000 predicted=31.342101, expected=4.000000 predicted=12.357791, expected=24.000000 predicted=22.465125, expected=16.000000 predicted=16.135152, expected=24.000000 predicted=24.010852, expected=16.000000 predicted=14.705301, expected=12.000000 predicted=16.251785, expected=8.000000 predicted=10.670125, expected=20.000000 predicted=17.967431, expected=16.000000 predicted=16.299983, expected=12.000000 predicted=12.914807, expected=28.000000 predicted=19.863175, expected=4.000000 predicted=13.292041, expected=4.000000 predicted=7.023755, expected=8.000000 predicted=7.906223, expected=24.000000 predicted=20.674689, expected=4.000000 predicted=7.836297, expected=24.000000 predicted=15.310657, expected=20.000000 predicted=18.244511, expected=28.000000 predicted=25.364801, expected=8.000000 predicted=11.727297, expected=28.000000 predicted=23.166479, expected=8.000000 predicted=15.022207, expected=8.000000 predicted=12.685498, expected=24.000000 predicted=16.216594, expected=12.000000 predicted=18.190961, expected=4.000000 predicted=6.604326, expected=24.000000 predicted=15.980889, expected=4.000000 predicted=12.964164, expected=12.000000 predicted=10.019822, expected=28.000000 predicted=18.649978, expected=68.000000 predicted=48.260733, expected=8.000000 predicted=20.848341, expected=84.000000 predicted=51.627535, expected=68.000000 predicted=62.550770, expected=12.000000 predicted=38.999298, expected=8.000000 predicted=10.379326, expected=16.000000 predicted=30.264357, expected=4.000000 predicted=18.839483, expected=8.000000 predicted=6.491062, expected=8.000000 predicted=7.837284, expected=16.000000 predicted=13.912481, expected=8.000000 predicted=8.645788, expected=8.000000 predicted=8.327947, expected=20.000000 predicted=14.476294, expected=12.000000 predicted=14.563099, expected=4.000000 predicted=6.895729, expected=4.000000 predicted=5.251143, expected=16.000000 predicted=13.895517, expected=12.000000 predicted=12.230772, expected=8.000000 predicted=8.053247, expected=12.000000 predicted=9.578090, expected=24.000000 predicted=19.326819, expected=12.000000 predicted=14.487241, expected=92.000000 predicted=54.062503, expected=24.000000 predicted=36.817349, expected=16.000000 predicted=22.148222, expected=16.000000 predicted=16.418424, expected=12.000000 predicted=30.907625, expected=8.000000 predicted=10.481222, expected=12.000000 predicted=11.672209, expected=12.000000 predicted=12.594748, expected=12.000000 predicted=11.779274, expected=4.000000 predicted=6.821303, expected=16.000000 predicted=12.382002, expected=16.000000 predicted=14.720790, expected=12.000000 predicted=12.861242, expected=8.000000 predicted=8.269801, expected=12.000000 predicted=12.221155, expected=12.000000 predicted=12.594810, expected=8.000000 predicted=9.652462, expected=4.000000 predicted=5.916262, expected=12.000000 predicted=10.121195, expected=8.000000 predicted=9.492945, expected=28.000000 predicted=18.540106, expected=16.000000 predicted=15.919815, expected=20.000000 predicted=17.805480, expected=12.000000 predicted=13.296752, expected=8.000000 predicted=13.804782, expected=48.000000 predicted=30.767079, expected=20.000000 predicted=25.887583, expected=12.000000 predicted=14.697481, expected=8.000000 predicted=9.835883, expected=8.000000 predicted=17.120976, expected=24.000000 predicted=18.067312, expected=12.000000 predicted=14.249355, expected=4.000000 predicted=7.158335, expected=40.000000 predicted=24.458756, expected=8.000000 predicted=18.664212, expected=12.000000 predicted=11.540843, expected=12.000000 predicted=10.529324, expected=4.000000 predicted=14.047324, expected=8.000000 predicted=6.367329, expected=4.000000 predicted=6.640023, expected=32.000000 predicted=20.499023, expected=4.000000 predicted=10.133499, expected=4.000000 predicted=5.782989, expected=8.000000 predicted=6.432374, expected=32.000000 predicted=25.898854, expected=8.000000 predicted=11.774061, expected=8.000000 predicted=7.999292, expected=4.000000 predicted=6.356888, expected=12.000000 predicted=14.460788, expected=8.000000 predicted=8.059943, expected=8.000000 predicted=8.017501, expected=44.000000 predicted=26.251061, expected=16.000000 predicted=21.342676, expected=8.000000 predicted=10.887927, expected=24.000000 predicted=17.345595, expected=20.000000 predicted=26.011846, expected=8.000000 predicted=11.999508, expected=48.000000 predicted=29.648437, expected=148.000000 predicted=95.166860, expected=92.000000 predicted=87.717306, expected=12.000000 predicted=34.158340, expected=20.000000 predicted=29.736082, expected=12.000000 predicted=44.232070, expected=24.000000 predicted=32.665091, expected=12.000000 predicted=12.653327, expected=4.000000 predicted=9.874548, expected=16.000000 predicted=12.330137, expected=4.000000 predicted=10.929646, expected=12.000000 predicted=9.851275, expected=24.000000 predicted=16.392109, expected=48.000000 predicted=34.750584, expected=4.000000 predicted=14.256909, expected=36.000000 predicted=24.682943, expected=4.000000 predicted=16.079081, expected=8.000000 predicted=16.308462, expected=20.000000 predicted=12.802922, expected=4.000000 predicted=14.656063, expected=8.000000 predicted=5.874954, expected=24.000000 predicted=16.656822, expected=4.000000 predicted=11.933644, expected=20.000000 predicted=12.830394, expected=4.000000 predicted=8.758001, expected=124.000000 predicted=72.570143, expected=4.000000 predicted=30.798960, expected=8.000000 predicted=13.840619, expected=4.000000 predicted=6.901732, expected=16.000000 predicted=36.617277, expected=16.000000 predicted=10.053349, expected=8.000000 predicted=10.042486, expected=32.000000 predicted=20.234537, expected=16.000000 predicted=19.578651, expected=16.000000 predicted=16.358919, expected=20.000000 predicted=16.690097, expected=12.000000 predicted=18.423898, expected=28.000000 predicted=21.153158, expected=28.000000 predicted=24.951237, expected=32.000000 predicted=28.328979, expected=8.000000 predicted=15.035770, expected=20.000000 predicted=19.815013, expected=20.000000 predicted=21.345533, expected=8.000000 predicted=15.773461, expected=40.000000 predicted=24.947730, expected=12.000000 predicted=20.115847, expected=16.000000 predicted=16.516864, expected=20.000000 Test MSE: 1291.334
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363])] predicted=84.642049, expected=72.000000 predicted=88.448465, expected=156.000000 predicted=101.744993, expected=144.000000 predicted=128.038921, expected=60.000000 predicted=83.705327, expected=44.000000 predicted=78.283653, expected=72.000000 predicted=76.967035, expected=52.000000 predicted=89.441332, expected=60.000000 predicted=84.570402, expected=144.000000 predicted=89.010055, expected=96.000000 predicted=77.105089, expected=92.000000 predicted=87.010820, expected=104.000000 predicted=88.107937, expected=80.000000 predicted=81.029784, expected=72.000000 predicted=101.135635, expected=136.000000 predicted=106.084075, expected=96.000000 predicted=95.948971, expected=96.000000 predicted=99.689579, expected=36.000000 predicted=73.290631, expected=60.000000 predicted=69.694912, expected=68.000000 predicted=88.699729, expected=60.000000 predicted=70.808472, expected=84.000000 predicted=79.593605, expected=148.000000 predicted=86.670634, expected=88.000000 predicted=82.848581, expected=104.000000 predicted=91.906389, expected=56.000000 predicted=75.534319, expected=60.000000 predicted=76.116292, expected=152.000000 predicted=124.143649, expected=88.000000 predicted=90.568202, expected=52.000000 predicted=83.163113, expected=108.000000 predicted=85.655734, expected=44.000000 predicted=64.737866, expected=116.000000 predicted=110.917678, expected=124.000000 predicted=100.074718, expected=108.000000 predicted=87.340674, expected=68.000000 predicted=94.480642, expected=180.000000 predicted=109.284107, expected=140.000000 predicted=126.852338, expected=72.000000 predicted=108.077681, expected=40.000000 predicted=89.185005, expected=88.000000 predicted=82.132157, expected=68.000000 predicted=105.204182, expected=148.000000 predicted=117.721474, expected=96.000000 predicted=89.469477, expected=124.000000 predicted=89.995402, expected=24.000000 predicted=76.454529, expected=28.000000 predicted=59.051292, expected=120.000000 predicted=108.488766, expected=72.000000 predicted=78.033570, expected=72.000000 predicted=87.277377, expected=72.000000 predicted=59.911341, expected=88.000000 predicted=65.072267, expected=84.000000 predicted=93.000347, expected=48.000000 predicted=66.640309, expected=108.000000 predicted=84.089936, expected=68.000000 predicted=74.194711, expected=120.000000 predicted=94.378371, expected=164.000000 predicted=115.237885, expected=84.000000 predicted=85.132706, expected=44.000000 predicted=88.550038, expected=44.000000 predicted=69.301419, expected=92.000000 predicted=92.268795, expected=80.000000 predicted=100.846407, expected=48.000000 predicted=66.526991, expected=64.000000 predicted=59.365060, expected=136.000000 predicted=83.443763, expected=24.000000 predicted=66.292025, expected=68.000000 predicted=72.176000, expected=92.000000 predicted=72.015063, expected=80.000000 predicted=71.427477, expected=148.000000 predicted=118.555064, expected=96.000000 predicted=76.776484, expected=48.000000 predicted=74.453922, expected=120.000000 predicted=101.659569, expected=56.000000 predicted=77.411723, expected=112.000000 predicted=110.641253, expected=96.000000 predicted=94.166546, expected=76.000000 predicted=73.263835, expected=104.000000 predicted=103.479804, expected=108.000000 predicted=87.307109, expected=84.000000 predicted=97.254317, expected=116.000000 predicted=102.436393, expected=68.000000 predicted=83.008894, expected=56.000000 predicted=83.037535, expected=140.000000 predicted=108.165914, expected=88.000000 predicted=88.994377, expected=116.000000 predicted=107.588318, expected=72.000000 predicted=83.192522, expected=72.000000 predicted=75.986780, expected=60.000000 predicted=93.604520, expected=84.000000 predicted=81.356010, expected=48.000000 predicted=77.634861, expected=76.000000 predicted=70.440519, expected=96.000000 predicted=78.562207, expected=88.000000 predicted=75.209224, expected=52.000000 predicted=72.602516, expected=80.000000 predicted=68.787164, expected=60.000000 predicted=70.534641, expected=60.000000 predicted=73.486309, expected=172.000000 predicted=107.552878, expected=84.000000 predicted=79.827090, expected=40.000000 predicted=73.954860, expected=28.000000 predicted=59.493333, expected=100.000000 predicted=74.637862, expected=44.000000 predicted=89.937783, expected=120.000000 predicted=85.654220, expected=104.000000 predicted=76.223636, expected=104.000000 predicted=76.045939, expected=68.000000 predicted=89.804243, expected=48.000000 predicted=62.885396, expected=52.000000 predicted=81.267678, expected=80.000000 predicted=80.740066, expected=88.000000 predicted=83.800998, expected=60.000000 predicted=66.457917, expected=92.000000 predicted=71.190346, expected=96.000000 predicted=76.708058, expected=44.000000 predicted=69.461885, expected=84.000000 predicted=81.390371, expected=64.000000 predicted=67.134533, expected=80.000000 predicted=79.471489, expected=36.000000 predicted=67.489531, expected=92.000000 predicted=66.010724, expected=88.000000 predicted=80.180648, expected=28.000000 predicted=55.622665, expected=92.000000 predicted=77.772783, expected=76.000000 predicted=62.197772, expected=52.000000 predicted=70.607761, expected=52.000000 predicted=68.284141, expected=140.000000 predicted=77.445329, expected=68.000000 predicted=81.139241, expected=64.000000 predicted=74.409310, expected=92.000000 predicted=76.600737, expected=44.000000 predicted=60.199955, expected=124.000000 predicted=108.158123, expected=136.000000 predicted=96.605207, expected=8.000000 predicted=59.736254, expected=20.000000 predicted=64.073167, expected=56.000000 predicted=53.127918, expected=72.000000 predicted=77.690411, expected=40.000000 predicted=71.984130, expected=48.000000 predicted=36.546609, expected=108.000000 predicted=60.805782, expected=76.000000 predicted=66.716312, expected=64.000000 predicted=69.924270, expected=44.000000 predicted=54.649272, expected=84.000000 predicted=66.302221, expected=24.000000 predicted=64.922606, expected=16.000000 predicted=47.246584, expected=112.000000 predicted=71.066546, expected=88.000000 predicted=62.726762, expected=64.000000 predicted=71.713174, expected=104.000000 predicted=70.060968, expected=116.000000 predicted=75.063912, expected=56.000000 predicted=87.346281, expected=28.000000 predicted=68.096244, expected=40.000000 predicted=57.611083, expected=84.000000 predicted=77.583850, expected=64.000000 predicted=75.648349, expected=136.000000 predicted=83.898847, expected=84.000000 predicted=68.474047, expected=44.000000 predicted=60.602169, expected=92.000000 predicted=86.433793, expected=52.000000 predicted=65.604436, expected=44.000000 predicted=80.246326, expected=32.000000 predicted=57.718833, expected=68.000000 predicted=53.132737, expected=104.000000 predicted=80.418988, expected=72.000000 predicted=63.836303, expected=60.000000 predicted=60.765018, expected=48.000000 predicted=53.115080, expected=44.000000 predicted=58.590166, expected=48.000000 predicted=66.827996, expected=68.000000 predicted=61.987293, expected=68.000000 predicted=60.077272, expected=40.000000 predicted=49.413055, expected=76.000000 predicted=59.209488, expected=48.000000 predicted=52.816948, expected=52.000000 predicted=58.469956, expected=40.000000 predicted=54.178420, expected=132.000000 predicted=74.030227, expected=116.000000 predicted=88.165867, expected=32.000000 predicted=58.596377, expected=64.000000 predicted=68.167285, expected=64.000000 predicted=60.776807, expected=52.000000 predicted=79.867838, expected=48.000000 predicted=71.975958, expected=80.000000 predicted=56.264036, expected=76.000000 predicted=66.680756, expected=40.000000 predicted=56.867593, expected=52.000000 predicted=55.829609, expected=56.000000 predicted=54.096317, expected=44.000000 predicted=57.988829, expected=36.000000 predicted=52.975195, expected=128.000000 predicted=71.329301, expected=84.000000 predicted=68.389024, expected=56.000000 predicted=64.506860, expected=56.000000 predicted=61.694142, expected=48.000000 predicted=52.554318, expected=68.000000 predicted=82.386459, expected=80.000000 predicted=72.961747, expected=84.000000 predicted=68.383817, expected=120.000000 predicted=83.941708, expected=44.000000 predicted=62.284748, expected=60.000000 predicted=70.479379, expected=156.000000 predicted=103.230879, expected=68.000000 predicted=81.101436, expected=72.000000 predicted=93.724792, expected=48.000000 predicted=62.667959, expected=152.000000 predicted=95.156001, expected=72.000000 predicted=103.576081, expected=112.000000 predicted=90.374531, expected=112.000000 predicted=96.893896, expected=84.000000 predicted=80.512860, expected=64.000000 predicted=103.889884, expected=68.000000 predicted=76.777670, expected=68.000000 predicted=84.334788, expected=32.000000 predicted=69.608844, expected=100.000000 predicted=79.346827, expected=36.000000 predicted=55.526704, expected=80.000000 predicted=68.195022, expected=52.000000 predicted=62.276543, expected=36.000000 predicted=43.831046, expected=48.000000 predicted=65.703102, expected=36.000000 predicted=40.534541, expected=44.000000 predicted=53.883015, expected=40.000000 predicted=44.120158, expected=48.000000 predicted=41.589266, expected=84.000000 predicted=57.933254, expected=20.000000 predicted=37.960104, expected=4.000000 predicted=32.722338, expected=36.000000 predicted=37.070473, expected=28.000000 predicted=33.496382, expected=48.000000 predicted=49.602617, expected=36.000000 predicted=30.010015, expected=108.000000 predicted=50.361712, expected=56.000000 predicted=51.359875, expected=48.000000 predicted=48.180655, expected=44.000000 predicted=53.107048, expected=68.000000 predicted=53.566788, expected=64.000000 predicted=73.498227, expected=64.000000 predicted=59.185229, expected=48.000000 predicted=53.329567, expected=88.000000 predicted=64.106518, expected=72.000000 predicted=68.612767, expected=36.000000 predicted=56.578538, expected=36.000000 predicted=54.274690, expected=52.000000 predicted=50.575787, expected=48.000000 predicted=58.801162, expected=72.000000 predicted=61.799850, expected=52.000000 predicted=48.099181, expected=44.000000 predicted=46.176664, expected=60.000000 predicted=55.520150, expected=68.000000 predicted=56.711913, expected=40.000000 predicted=55.810066, expected=100.000000 predicted=68.684671, expected=20.000000 predicted=44.887317, expected=68.000000 predicted=60.742378, expected=68.000000 predicted=64.660880, expected=80.000000 predicted=59.594727, expected=64.000000 predicted=75.741171, expected=48.000000 predicted=47.634415, expected=52.000000 predicted=61.189503, expected=92.000000 predicted=71.814813, expected=56.000000 predicted=66.249797, expected=40.000000 predicted=56.355961, expected=76.000000 predicted=61.801146, expected=32.000000 predicted=48.699168, expected=56.000000 predicted=64.715530, expected=92.000000 predicted=66.334482, expected=128.000000 predicted=77.008356, expected=24.000000 predicted=62.619869, expected=60.000000 predicted=58.228873, expected=52.000000 predicted=60.438407, expected=72.000000 predicted=71.617573, expected=52.000000 predicted=77.033879, expected=80.000000 predicted=55.025652, expected=84.000000 predicted=70.027326, expected=76.000000 predicted=67.234026, expected=60.000000 predicted=69.839309, expected=36.000000 predicted=54.722004, expected=60.000000 predicted=65.968266, expected=136.000000 predicted=90.072466, expected=56.000000 predicted=69.287708, expected=72.000000 predicted=70.967820, expected=52.000000 predicted=58.968465, expected=56.000000 predicted=61.722656, expected=72.000000 predicted=86.755342, expected=64.000000 predicted=60.496119, expected=60.000000 predicted=64.561074, expected=112.000000 predicted=75.976993, expected=76.000000 predicted=70.582400, expected=56.000000 predicted=70.044859, expected=68.000000 predicted=70.622590, expected=60.000000 predicted=64.181997, expected=40.000000 predicted=70.342711, expected=56.000000 predicted=61.916783, expected=116.000000 predicted=74.578166, expected=76.000000 predicted=71.129758, expected=36.000000 predicted=58.894380, expected=36.000000 predicted=50.967164, expected=112.000000 predicted=74.364562, expected=80.000000 predicted=84.394747, expected=40.000000 predicted=62.645493, expected=96.000000 predicted=69.235042, expected=124.000000 predicted=79.350641, expected=44.000000 predicted=79.979708, expected=44.000000 predicted=69.738906, expected=44.000000 predicted=53.618087, expected=24.000000 predicted=56.160600, expected=40.000000 predicted=64.682525, expected=60.000000 predicted=46.341537, expected=60.000000 predicted=48.090102, expected=84.000000 predicted=59.322314, expected=40.000000 predicted=44.162658, expected=32.000000 predicted=45.268992, expected=52.000000 predicted=54.637206, expected=84.000000 predicted=62.387044, expected=112.000000 predicted=81.996961, expected=92.000000 predicted=70.592893, expected=32.000000 predicted=53.788947, expected=84.000000 predicted=72.827414, expected=36.000000 predicted=64.224294, expected=56.000000 predicted=72.768935, expected=40.000000 predicted=61.419535, expected=108.000000 predicted=62.738081, expected=116.000000 predicted=87.029078, expected=36.000000 predicted=53.722239, expected=60.000000 predicted=67.149242, expected=48.000000 predicted=55.297463, expected=44.000000 predicted=67.511498, expected=68.000000 predicted=75.449421, expected=84.000000 predicted=58.162452, expected=108.000000 predicted=76.882685, expected=48.000000 predicted=60.342975, expected=52.000000 predicted=59.623166, expected=56.000000 predicted=65.075831, expected=24.000000 predicted=54.596182, expected=80.000000 predicted=75.381519, expected=56.000000 predicted=52.149749, expected=60.000000 predicted=55.214847, expected=40.000000 predicted=52.357513, expected=36.000000 predicted=39.381178, expected=28.000000 predicted=50.429649, expected=64.000000 predicted=51.652230, expected=88.000000 predicted=62.390873, expected=116.000000 predicted=71.203631, expected=56.000000 predicted=59.480819, expected=20.000000 predicted=46.107745, expected=40.000000 predicted=57.178459, expected=20.000000 predicted=50.483234, expected=52.000000 predicted=63.309771, expected=88.000000 predicted=58.719314, expected=48.000000 predicted=40.598163, expected=92.000000 predicted=63.701580, expected=60.000000 predicted=52.408773, expected=36.000000 predicted=53.061160, expected=36.000000 predicted=60.880957, expected=64.000000 predicted=53.633759, expected=44.000000 predicted=59.505523, expected=56.000000 predicted=53.748637, expected=128.000000 predicted=72.204597, expected=52.000000 predicted=55.104722, expected=52.000000 predicted=64.299515, expected=60.000000 predicted=60.311577, expected=92.000000 predicted=70.237535, expected=76.000000 predicted=88.104691, expected=100.000000 predicted=75.611078, expected=144.000000 predicted=94.681294, expected=52.000000 predicted=73.700932, expected=28.000000 predicted=72.839729, expected=88.000000 predicted=80.437706, expected=36.000000 predicted=66.025446, expected=40.000000 predicted=76.092653, expected=40.000000 predicted=47.668837, expected=144.000000 predicted=71.919112, expected=28.000000 predicted=61.417140, expected=44.000000 predicted=50.676685, expected=24.000000 predicted=45.122400, expected=88.000000 predicted=56.864626, expected=32.000000 predicted=72.392269, expected=76.000000 predicted=50.845232, expected=68.000000 predicted=57.999090, expected=84.000000 predicted=57.175581, expected=92.000000 predicted=83.210260, expected=88.000000 predicted=68.113827, expected=52.000000 predicted=71.754278, expected=76.000000 predicted=74.403754, expected=148.000000 predicted=101.242080, expected=60.000000 predicted=80.868740, expected=52.000000 predicted=77.487527, expected=56.000000 predicted=65.947979, expected=52.000000 predicted=64.022269, expected=36.000000 predicted=76.730349, expected=60.000000 predicted=55.718098, expected=64.000000 predicted=54.954495, expected=60.000000 predicted=56.058850, expected=56.000000 predicted=55.741668, expected=64.000000 predicted=53.913324, expected=96.000000 predicted=71.828779, expected=72.000000 Test MSE: 1075.044
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792])] predicted=72.359921, expected=116.000000 predicted=81.638757, expected=60.000000 predicted=79.870037, expected=36.000000 predicted=84.330470, expected=76.000000 predicted=83.998328, expected=84.000000 predicted=91.719473, expected=92.000000 predicted=83.351292, expected=52.000000 predicted=66.621820, expected=76.000000 predicted=65.698132, expected=64.000000 predicted=73.389544, expected=52.000000 predicted=68.831882, expected=60.000000 predicted=68.307601, expected=56.000000 predicted=58.374351, expected=152.000000 predicted=82.985545, expected=92.000000 predicted=82.395350, expected=52.000000 predicted=73.104644, expected=60.000000 predicted=75.515608, expected=44.000000 predicted=68.402782, expected=60.000000 predicted=81.463687, expected=68.000000 predicted=66.575225, expected=72.000000 predicted=59.908414, expected=104.000000 predicted=71.341029, expected=44.000000 predicted=62.751697, expected=52.000000 predicted=63.743452, expected=36.000000 predicted=60.578476, expected=64.000000 predicted=60.958172, expected=44.000000 predicted=61.773719, expected=68.000000 predicted=51.611480, expected=84.000000 predicted=60.917788, expected=116.000000 predicted=70.157132, expected=48.000000 predicted=70.367455, expected=64.000000 predicted=66.483928, expected=44.000000 predicted=67.839264, expected=40.000000 predicted=63.067391, expected=72.000000 predicted=70.041756, expected=116.000000 predicted=67.385670, expected=32.000000 predicted=61.269012, expected=36.000000 predicted=52.934821, expected=64.000000 predicted=57.613344, expected=44.000000 predicted=58.632905, expected=36.000000 predicted=59.751792, expected=64.000000 predicted=46.250595, expected=80.000000 predicted=54.473170, expected=64.000000 predicted=60.770393, expected=52.000000 predicted=55.790927, expected=68.000000 predicted=58.470406, expected=52.000000 predicted=62.076129, expected=36.000000 predicted=58.401955, expected=64.000000 predicted=57.173769, expected=44.000000 predicted=51.748150, expected=48.000000 predicted=52.899658, expected=44.000000 predicted=48.594298, expected=44.000000 predicted=44.564669, expected=32.000000 predicted=46.646515, expected=32.000000 predicted=39.655134, expected=52.000000 predicted=43.171570, expected=120.000000 predicted=59.210716, expected=56.000000 predicted=57.524795, expected=24.000000 predicted=48.296890, expected=76.000000 predicted=58.106315, expected=52.000000 predicted=59.735660, expected=44.000000 predicted=66.132392, expected=88.000000 predicted=60.342087, expected=104.000000 predicted=64.276720, expected=76.000000 predicted=75.395121, expected=40.000000 predicted=64.343799, expected=52.000000 predicted=62.171164, expected=48.000000 predicted=66.802615, expected=32.000000 predicted=60.018619, expected=92.000000 predicted=61.828631, expected=76.000000 predicted=57.983285, expected=96.000000 predicted=67.919381, expected=52.000000 predicted=65.126938, expected=44.000000 predicted=58.395279, expected=36.000000 predicted=65.323617, expected=60.000000 predicted=60.298335, expected=52.000000 predicted=60.795625, expected=36.000000 predicted=46.354852, expected=60.000000 predicted=48.775246, expected=24.000000 predicted=41.841065, expected=60.000000 predicted=49.867259, expected=44.000000 predicted=47.450494, expected=72.000000 predicted=49.196862, expected=28.000000 predicted=49.176354, expected=44.000000 predicted=41.656744, expected=56.000000 predicted=52.454134, expected=64.000000 predicted=51.000054, expected=72.000000 predicted=60.363223, expected=20.000000 predicted=43.615629, expected=68.000000 predicted=53.030392, expected=100.000000 predicted=66.369897, expected=96.000000 predicted=72.331616, expected=52.000000 predicted=69.369606, expected=64.000000 predicted=61.115112, expected=36.000000 predicted=65.279566, expected=52.000000 predicted=66.863622, expected=48.000000 predicted=61.357078, expected=60.000000 predicted=52.071295, expected=48.000000 predicted=53.212943, expected=52.000000 predicted=47.939574, expected=48.000000 predicted=51.322339, expected=52.000000 predicted=50.600875, expected=32.000000 predicted=48.486150, expected=56.000000 predicted=48.055465, expected=80.000000 predicted=56.050910, expected=76.000000 predicted=58.797197, expected=88.000000 predicted=66.342259, expected=56.000000 predicted=61.512788, expected=64.000000 predicted=67.159089, expected=40.000000 predicted=66.026983, expected=68.000000 predicted=65.109185, expected=64.000000 predicted=66.639865, expected=44.000000 predicted=54.682930, expected=52.000000 predicted=56.180011, expected=28.000000 predicted=45.929336, expected=84.000000 predicted=59.181023, expected=64.000000 predicted=59.069827, expected=36.000000 predicted=49.134905, expected=48.000000 predicted=52.118212, expected=72.000000 predicted=52.951697, expected=72.000000 predicted=65.959426, expected=36.000000 predicted=54.959594, expected=48.000000 predicted=49.625593, expected=72.000000 predicted=57.727102, expected=100.000000 predicted=70.205433, expected=192.000000 predicted=97.173402, expected=180.000000 predicted=109.679737, expected=100.000000 predicted=109.773432, expected=120.000000 predicted=121.153625, expected=156.000000 predicted=136.863973, expected=88.000000 predicted=139.062398, expected=132.000000 predicted=134.805592, expected=188.000000 predicted=134.127016, expected=184.000000 predicted=146.873907, expected=120.000000 predicted=146.760673, expected=116.000000 predicted=130.609294, expected=112.000000 predicted=136.231642, expected=120.000000 predicted=140.965394, expected=176.000000 predicted=147.231582, expected=196.000000 predicted=145.701715, expected=208.000000 predicted=158.809424, expected=124.000000 predicted=150.988030, expected=104.000000 predicted=144.145683, expected=132.000000 predicted=154.290715, expected=92.000000 predicted=141.058707, expected=96.000000 predicted=130.958539, expected=168.000000 predicted=125.328743, expected=260.000000 predicted=152.069967, expected=124.000000 predicted=146.730781, expected=92.000000 predicted=129.240056, expected=84.000000 predicted=125.928925, expected=76.000000 predicted=126.096784, expected=52.000000 predicted=123.047551, expected=116.000000 predicted=96.347198, expected=136.000000 predicted=98.888438, expected=68.000000 predicted=87.350817, expected=84.000000 predicted=87.569753, expected=64.000000 predicted=79.445556, expected=56.000000 predicted=84.483118, expected=68.000000 predicted=84.605245, expected=48.000000 predicted=62.568699, expected=116.000000 predicted=78.505779, expected=32.000000 predicted=62.468813, expected=48.000000 predicted=57.651014, expected=64.000000 predicted=64.162768, expected=64.000000 predicted=58.484091, expected=96.000000 predicted=79.439185, expected=80.000000 predicted=63.774851, expected=68.000000 predicted=67.647927, expected=84.000000 predicted=75.937716, expected=48.000000 predicted=69.013506, expected=48.000000 predicted=69.917066, expected=56.000000 predicted=64.545275, expected=84.000000 predicted=66.290302, expected=72.000000 predicted=69.459907, expected=92.000000 predicted=68.158204, expected=76.000000 predicted=70.551890, expected=52.000000 predicted=67.490849, expected=40.000000 predicted=67.198720, expected=68.000000 predicted=65.854746, expected=72.000000 predicted=70.019748, expected=60.000000 predicted=63.411437, expected=100.000000 predicted=68.580612, expected=84.000000 predicted=69.796224, expected=76.000000 predicted=75.836607, expected=80.000000 predicted=78.873658, expected=76.000000 predicted=76.090873, expected=72.000000 predicted=82.231541, expected=100.000000 predicted=83.823013, expected=136.000000 predicted=94.520658, expected=64.000000 predicted=86.208786, expected=60.000000 predicted=80.596377, expected=52.000000 predicted=75.555643, expected=44.000000 predicted=72.190432, expected=60.000000 predicted=75.555118, expected=76.000000 predicted=61.882454, expected=72.000000 predicted=62.649790, expected=68.000000 predicted=62.468373, expected=48.000000 predicted=58.073274, expected=40.000000 predicted=57.261493, expected=48.000000 predicted=58.509761, expected=68.000000 predicted=59.670150, expected=64.000000 predicted=58.985633, expected=96.000000 predicted=64.103296, expected=56.000000 predicted=60.370610, expected=68.000000 predicted=64.095936, expected=96.000000 predicted=76.874111, expected=60.000000 predicted=70.550339, expected=60.000000 predicted=74.080160, expected=68.000000 predicted=66.601310, expected=88.000000 predicted=73.462970, expected=64.000000 predicted=75.373853, expected=44.000000 predicted=61.285001, expected=100.000000 predicted=72.309755, expected=36.000000 predicted=63.670435, expected=60.000000 predicted=66.240957, expected=84.000000 predicted=67.842939, expected=96.000000 predicted=69.162186, expected=108.000000 predicted=88.223164, expected=64.000000 predicted=70.529509, expected=120.000000 predicted=88.438504, expected=48.000000 predicted=83.002922, expected=64.000000 predicted=80.324109, expected=60.000000 predicted=79.449198, expected=76.000000 predicted=69.316983, expected=68.000000 predicted=78.736904, expected=44.000000 predicted=56.822947, expected=96.000000 predicted=70.387072, expected=104.000000 predicted=77.204794, expected=108.000000 predicted=85.882364, expected=124.000000 predicted=94.352580, expected=116.000000 predicted=95.507429, expected=108.000000 predicted=108.184804, expected=88.000000 predicted=105.432433, expected=128.000000 predicted=112.406899, expected=120.000000 predicted=116.530857, expected=52.000000 predicted=98.089264, expected=68.000000 predicted=91.635338, expected=64.000000 predicted=82.456309, expected=40.000000 predicted=77.637329, expected=28.000000 predicted=64.213318, expected=56.000000 predicted=50.650829, expected=52.000000 predicted=52.978649, expected=76.000000 predicted=57.047573, expected=80.000000 predicted=58.339632, expected=76.000000 predicted=60.084233, expected=112.000000 predicted=78.565381, expected=40.000000 predicted=67.753382, expected=28.000000 predicted=63.138203, expected=48.000000 predicted=62.589769, expected=80.000000 predicted=64.941273, expected=40.000000 predicted=63.268043, expected=52.000000 predicted=47.963754, expected=20.000000 predicted=40.155220, expected=44.000000 predicted=44.735539, expected=52.000000 predicted=52.397544, expected=88.000000 predicted=52.746323, expected=76.000000 predicted=59.885149, expected=56.000000 predicted=52.903658, expected=72.000000 predicted=63.550722, expected=44.000000 predicted=60.230889, expected=56.000000 predicted=65.597076, expected=60.000000 predicted=62.513793, expected=64.000000 predicted=58.485249, expected=80.000000 predicted=66.592647, expected=56.000000 predicted=58.551164, expected=28.000000 predicted=53.448764, expected=56.000000 predicted=56.385082, expected=56.000000 predicted=56.635469, expected=56.000000 predicted=58.058297, expected=68.000000 predicted=56.482731, expected=88.000000 predicted=59.171163, expected=76.000000 predicted=67.705763, expected=52.000000 predicted=63.856419, expected=48.000000 predicted=61.233721, expected=64.000000 predicted=64.695124, expected=48.000000 predicted=63.328000, expected=76.000000 predicted=64.117794, expected=52.000000 predicted=56.659653, expected=56.000000 predicted=55.555086, expected=44.000000 predicted=56.430449, expected=48.000000 predicted=51.388957, expected=72.000000 predicted=61.704457, expected=68.000000 predicted=58.036455, expected=104.000000 predicted=69.795469, expected=132.000000 predicted=82.911487, expected=88.000000 predicted=83.476538, expected=76.000000 predicted=87.032106, expected=136.000000 predicted=100.693167, expected=64.000000 predicted=96.216997, expected=88.000000 predicted=99.274541, expected=84.000000 predicted=89.460618, expected=108.000000 predicted=90.609485, expected=92.000000 predicted=101.355564, expected=100.000000 predicted=87.921849, expected=56.000000 predicted=84.885665, expected=44.000000 predicted=74.704932, expected=64.000000 predicted=77.749739, expected=96.000000 predicted=78.504619, expected=144.000000 predicted=94.719069, expected=84.000000 predicted=82.252562, expected=44.000000 predicted=71.504766, expected=88.000000 predicted=82.916919, expected=68.000000 predicted=84.110269, expected=100.000000 predicted=95.269856, expected=108.000000 predicted=87.642840, expected=136.000000 predicted=91.509944, expected=80.000000 predicted=96.129020, expected=80.000000 predicted=89.579913, expected=116.000000 predicted=104.007900, expected=64.000000 predicted=93.744197, expected=76.000000 predicted=94.600224, expected=128.000000 predicted=94.292079, expected=108.000000 predicted=95.431492, expected=44.000000 predicted=88.361651, expected=96.000000 predicted=83.988421, expected=52.000000 predicted=78.166894, expected=56.000000 predicted=81.010203, expected=48.000000 predicted=70.501843, expected=92.000000 predicted=63.805368, expected=92.000000 predicted=79.288870, expected=48.000000 predicted=62.220939, expected=56.000000 predicted=63.335168, expected=96.000000 predicted=71.122686, expected=60.000000 predicted=74.310864, expected=96.000000 predicted=79.786830, expected=64.000000 predicted=68.352831, expected=92.000000 predicted=75.384350, expected=64.000000 predicted=80.306554, expected=68.000000 predicted=70.380843, expected=76.000000 predicted=79.260017, expected=68.000000 predicted=69.945613, expected=96.000000 predicted=81.562187, expected=164.000000 predicted=96.769344, expected=164.000000 predicted=111.969657, expected=60.000000 predicted=98.971915, expected=44.000000 predicted=87.917010, expected=48.000000 predicted=86.425129, expected=44.000000 predicted=86.764134, expected=68.000000 predicted=81.426740, expected=96.000000 predicted=65.558305, expected=124.000000 predicted=76.073968, expected=88.000000 predicted=78.551515, expected=48.000000 predicted=70.719280, expected=52.000000 predicted=73.018812, expected=72.000000 predicted=78.514046, expected=44.000000 predicted=73.443317, expected=68.000000 predicted=65.796640, expected=136.000000 predicted=76.821034, expected=52.000000 predicted=67.973793, expected=32.000000 predicted=63.556930, expected=52.000000 predicted=59.329950, expected=56.000000 predicted=61.767723, expected=36.000000 predicted=66.664354, expected=96.000000 predicted=59.573872, expected=76.000000 predicted=58.709380, expected=56.000000 predicted=60.455908, expected=52.000000 predicted=61.012404, expected=32.000000 predicted=50.270605, expected=76.000000 predicted=68.526579, expected=92.000000 predicted=69.929986, expected=72.000000 predicted=64.747860, expected=112.000000 predicted=76.938640, expected=112.000000 predicted=81.718983, expected=48.000000 predicted=79.797609, expected=116.000000 predicted=94.714908, expected=100.000000 predicted=91.852011, expected=108.000000 predicted=101.386896, expected=136.000000 predicted=111.276859, expected=48.000000 predicted=81.961142, expected=44.000000 predicted=87.039521, expected=68.000000 predicted=82.015335, expected=56.000000 predicted=75.252873, expected=56.000000 predicted=75.162668, expected=36.000000 predicted=49.388649, expected=44.000000 predicted=47.822299, expected=80.000000 predicted=60.799543, expected=56.000000 predicted=55.733505, expected=40.000000 predicted=51.580467, expected=44.000000 predicted=47.512070, expected=44.000000 predicted=48.155163, expected=36.000000 predicted=51.345059, expected=84.000000 predicted=55.655225, expected=88.000000 predicted=59.657087, expected=36.000000 predicted=52.760324, expected=40.000000 predicted=51.618926, expected=56.000000 predicted=52.620410, expected=52.000000 predicted=60.127841, expected=84.000000 predicted=66.755379, expected=80.000000 predicted=59.748894, expected=72.000000 predicted=62.886008, expected=84.000000 predicted=71.991881, expected=84.000000 predicted=74.148233, expected=64.000000 predicted=77.034534, expected=44.000000 predicted=68.583802, expected=84.000000 predicted=72.355658, expected=100.000000 predicted=80.689528, expected=88.000000 predicted=80.736377, expected=40.000000 predicted=66.895122, expected=68.000000 predicted=65.728334, expected=56.000000 predicted=70.821981, expected=48.000000 predicted=67.041109, expected=40.000000 predicted=58.730114, expected=56.000000 predicted=49.588479, expected=92.000000 predicted=65.282750, expected=56.000000 predicted=58.870076, expected=44.000000 predicted=54.003096, expected=88.000000 predicted=63.137446, expected=56.000000 predicted=62.623613, expected=96.000000 predicted=77.662673, expected=88.000000 predicted=73.648560, expected=64.000000 predicted=67.861487, expected=68.000000 predicted=77.441240, expected=36.000000 predicted=61.337355, expected=56.000000 predicted=68.082712, expected=72.000000 predicted=67.828451, expected=48.000000 predicted=56.891645, expected=32.000000 predicted=51.768054, expected=84.000000 predicted=55.622141, expected=44.000000 predicted=54.658451, expected=36.000000 predicted=52.629958, expected=28.000000 predicted=43.726759, expected=56.000000 Test MSE: 817.805
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917])] predicted=46.454877, expected=40.000000 predicted=47.810944, expected=72.000000 predicted=52.117286, expected=52.000000 predicted=49.226233, expected=60.000000 predicted=57.102921, expected=52.000000 predicted=51.886348, expected=56.000000 predicted=54.169996, expected=56.000000 predicted=58.452232, expected=68.000000 predicted=58.349140, expected=68.000000 predicted=61.309356, expected=92.000000 predicted=68.850220, expected=88.000000 predicted=73.739293, expected=64.000000 predicted=71.520139, expected=56.000000 predicted=71.424423, expected=72.000000 predicted=72.404697, expected=72.000000 predicted=73.107072, expected=68.000000 predicted=70.376555, expected=32.000000 predicted=57.663333, expected=32.000000 predicted=52.165774, expected=60.000000 predicted=56.230721, expected=60.000000 predicted=53.685187, expected=32.000000 predicted=46.440225, expected=52.000000 predicted=46.679281, expected=68.000000 predicted=51.853417, expected=60.000000 predicted=55.153286, expected=96.000000 predicted=67.447590, expected=56.000000 predicted=59.643443, expected=56.000000 predicted=63.575584, expected=36.000000 predicted=59.584051, expected=52.000000 predicted=56.547276, expected=76.000000 predicted=64.703755, expected=52.000000 predicted=53.681576, expected=40.000000 predicted=51.762284, expected=48.000000 predicted=50.541214, expected=64.000000 predicted=55.099168, expected=48.000000 predicted=53.997174, expected=76.000000 predicted=58.277995, expected=84.000000 predicted=63.077234, expected=84.000000 predicted=68.870602, expected=52.000000 predicted=67.188180, expected=40.000000 predicted=60.656939, expected=68.000000 predicted=67.259517, expected=64.000000 predicted=64.033140, expected=56.000000 predicted=60.798742, expected=44.000000 predicted=53.826333, expected=76.000000 predicted=59.689240, expected=48.000000 predicted=57.375206, expected=44.000000 predicted=54.195294, expected=60.000000 predicted=56.493119, expected=28.000000 predicted=45.326826, expected=44.000000 predicted=50.247809, expected=56.000000 predicted=48.092055, expected=124.000000 predicted=66.666996, expected=56.000000 predicted=61.304638, expected=64.000000 predicted=63.211468, expected=68.000000 predicted=69.844640, expected=68.000000 predicted=68.482233, expected=64.000000 predicted=74.799163, expected=52.000000 predicted=60.685207, expected=56.000000 predicted=61.259873, expected=28.000000 predicted=52.091081, expected=56.000000 predicted=54.337985, expected=72.000000 predicted=56.996471, expected=32.000000 predicted=46.142597, expected=68.000000 predicted=56.105436, expected=60.000000 predicted=52.819624, expected=108.000000 predicted=70.344342, expected=28.000000 predicted=58.655038, expected=60.000000 predicted=59.306847, expected=64.000000 predicted=65.599834, expected=72.000000 predicted=62.819197, expected=68.000000 predicted=69.685125, expected=96.000000 predicted=68.209413, expected=72.000000 predicted=71.984621, expected=60.000000 predicted=70.562911, expected=28.000000 predicted=62.047148, expected=84.000000 predicted=68.964640, expected=52.000000 predicted=63.322584, expected=92.000000 predicted=68.033359, expected=60.000000 predicted=64.489698, expected=92.000000 predicted=69.053017, expected=68.000000 predicted=75.671853, expected=28.000000 predicted=58.933093, expected=68.000000 predicted=70.030720, expected=48.000000 predicted=57.135723, expected=60.000000 predicted=60.320181, expected=68.000000 predicted=60.160571, expected=60.000000 predicted=54.388892, expected=48.000000 predicted=58.295465, expected=48.000000 predicted=54.409918, expected=68.000000 predicted=59.406994, expected=60.000000 predicted=58.586064, expected=48.000000 predicted=54.870805, expected=8.000000 predicted=42.363637, expected=52.000000 predicted=47.433991, expected=48.000000 predicted=46.796372, expected=60.000000 predicted=47.071839, expected=68.000000 predicted=52.158808, expected=24.000000 predicted=39.655662, expected=60.000000 predicted=53.794021, expected=64.000000 predicted=54.819583, expected=104.000000 predicted=67.192258, expected=76.000000 predicted=69.158575, expected=40.000000 predicted=58.222186, expected=52.000000 predicted=65.507542, expected=52.000000 predicted=61.276038, expected=64.000000 predicted=64.363217, expected=32.000000 predicted=51.099812, expected=44.000000 predicted=46.897314, expected=52.000000 predicted=49.869585, expected=60.000000 predicted=50.674321, expected=56.000000 predicted=52.948634, expected=28.000000 predicted=43.124782, expected=56.000000 predicted=50.446518, expected=96.000000 predicted=62.357578, expected=88.000000 predicted=66.162332, expected=32.000000 predicted=57.298384, expected=60.000000 predicted=61.127507, expected=92.000000 predicted=72.181176, expected=48.000000 predicted=64.853355, expected=100.000000 predicted=76.315308, expected=104.000000 predicted=76.463968, expected=76.000000 predicted=77.670424, expected=48.000000 predicted=77.056497, expected=52.000000 predicted=68.178498, expected=88.000000 predicted=78.511985, expected=88.000000 predicted=77.072360, expected=64.000000 predicted=69.389042, expected=96.000000 predicted=76.953292, expected=92.000000 predicted=80.515271, expected=60.000000 predicted=78.067464, expected=68.000000 predicted=78.648992, expected=68.000000 predicted=72.997427, expected=16.000000 predicted=59.346921, expected=88.000000 predicted=69.874630, expected=92.000000 predicted=67.699710, expected=80.000000 predicted=68.725409, expected=44.000000 predicted=65.431926, expected=36.000000 predicted=55.237226, expected=96.000000 predicted=75.563676, expected=36.000000 predicted=58.973291, expected=44.000000 predicted=55.805116, expected=24.000000 predicted=45.631974, expected=84.000000 predicted=54.497094, expected=28.000000 predicted=49.767773, expected=52.000000 predicted=45.375405, expected=64.000000 predicted=53.211890, expected=68.000000 predicted=52.058436, expected=52.000000 predicted=59.097794, expected=112.000000 predicted=68.959236, expected=96.000000 predicted=76.062713, expected=64.000000 predicted=74.150228, expected=52.000000 predicted=73.994826, expected=48.000000 predicted=66.248413, expected=52.000000 predicted=67.766375, expected=52.000000 predicted=59.853410, expected=140.000000 predicted=77.462315, expected=92.000000 predicted=74.355434, expected=56.000000 predicted=71.442437, expected=52.000000 predicted=74.403298, expected=44.000000 predicted=65.683114, expected=64.000000 predicted=73.866133, expected=60.000000 predicted=61.796565, expected=100.000000 predicted=67.463973, expected=116.000000 predicted=78.748059, expected=56.000000 predicted=70.068601, expected=64.000000 predicted=76.948688, expected=68.000000 predicted=75.678092, expected=44.000000 predicted=68.699735, expected=60.000000 predicted=69.219416, expected=80.000000 predicted=64.186878, expected=84.000000 predicted=68.004811, expected=48.000000 predicted=62.862071, expected=104.000000 predicted=75.074048, expected=120.000000 predicted=86.648636, expected=76.000000 predicted=82.737879, expected=148.000000 predicted=106.681298, expected=152.000000 predicted=112.051497, expected=120.000000 predicted=118.572544, expected=112.000000 predicted=124.013282, expected=84.000000 predicted=109.479241, expected=128.000000 predicted=124.181098, expected=116.000000 predicted=118.593665, expected=112.000000 predicted=111.812744, expected=136.000000 predicted=119.765628, expected=132.000000 predicted=118.329845, expected=96.000000 predicted=117.252313, expected=80.000000 predicted=109.059096, expected=184.000000 predicted=131.229098, expected=152.000000 predicted=130.731565, expected=228.000000 predicted=157.885392, expected=204.000000 predicted=166.802782, expected=156.000000 predicted=162.662469, expected=120.000000 predicted=169.998895, expected=108.000000 predicted=151.224938, expected=72.000000 predicted=136.407618, expected=80.000000 predicted=117.251176, expected=88.000000 predicted=101.922694, expected=120.000000 predicted=101.026767, expected=128.000000 predicted=105.461677, expected=76.000000 predicted=91.518193, expected=56.000000 predicted=86.675831, expected=56.000000 predicted=81.283794, expected=52.000000 predicted=74.874461, expected=52.000000 predicted=68.258667, expected=60.000000 predicted=59.520734, expected=124.000000 predicted=75.991455, expected=44.000000 predicted=61.472366, expected=56.000000 predicted=64.281564, expected=72.000000 predicted=69.468889, expected=72.000000 predicted=67.256647, expected=92.000000 predicted=82.286630, expected=28.000000 predicted=55.528842, expected=84.000000 predicted=69.867252, expected=80.000000 predicted=72.642516, expected=76.000000 predicted=70.852268, expected=72.000000 predicted=75.472429, expected=112.000000 predicted=79.461532, expected=32.000000 predicted=69.090439, expected=40.000000 predicted=64.762896, expected=56.000000 predicted=63.867694, expected=68.000000 predicted=60.616174, expected=52.000000 predicted=61.638538, expected=92.000000 predicted=62.640081, expected=48.000000 predicted=57.165108, expected=100.000000 predicted=73.769889, expected=92.000000 predicted=79.264104, expected=168.000000 predicted=102.071504, expected=32.000000 predicted=83.337828, expected=48.000000 predicted=74.796173, expected=172.000000 predicted=114.233660, expected=48.000000 predicted=79.937550, expected=48.000000 predicted=87.739393, expected=64.000000 predicted=70.194391, expected=108.000000 predicted=77.464878, expected=64.000000 predicted=84.349713, expected=44.000000 predicted=61.437416, expected=76.000000 predicted=69.669830, expected=84.000000 predicted=71.733214, expected=56.000000 predicted=70.218754, expected=192.000000 predicted=103.731867, expected=148.000000 predicted=105.477257, expected=84.000000 predicted=104.355457, expected=104.000000 predicted=116.398550, expected=88.000000 predicted=102.060854, expected=48.000000 predicted=100.803919, expected=60.000000 predicted=87.044503, expected=24.000000 predicted=59.040195, expected=52.000000 predicted=60.180795, expected=52.000000 predicted=54.392218, expected=52.000000 predicted=47.379765, expected=100.000000 predicted=65.686338, expected=80.000000 predicted=62.294418, expected=60.000000 predicted=66.215009, expected=80.000000 predicted=73.892734, expected=60.000000 predicted=67.541867, expected=100.000000 predicted=83.457708, expected=40.000000 predicted=66.131989, expected=76.000000 predicted=70.145708, expected=76.000000 predicted=73.466152, expected=92.000000 predicted=74.125078, expected=52.000000 predicted=72.526230, expected=64.000000 predicted=65.876150, expected=40.000000 predicted=62.350322, expected=36.000000 predicted=54.435208, expected=60.000000 predicted=58.802498, expected=64.000000 predicted=52.991734, expected=68.000000 predicted=58.312190, expected=36.000000 predicted=49.568744, expected=40.000000 predicted=48.727639, expected=52.000000 predicted=52.530405, expected=56.000000 predicted=51.805765, expected=32.000000 predicted=46.138543, expected=108.000000 predicted=63.027266, expected=84.000000 predicted=64.650614, expected=44.000000 predicted=60.342575, expected=32.000000 predicted=58.581092, expected=64.000000 predicted=57.453192, expected=32.000000 predicted=54.781205, expected=56.000000 predicted=54.023352, expected=60.000000 predicted=50.851322, expected=64.000000 predicted=51.562505, expected=72.000000 predicted=62.226778, expected=40.000000 predicted=51.373265, expected=64.000000 predicted=60.444856, expected=56.000000 predicted=58.334775, expected=32.000000 predicted=50.068015, expected=56.000000 predicted=55.578904, expected=56.000000 predicted=49.938051, expected=20.000000 predicted=42.742788, expected=68.000000 predicted=52.952541, expected=88.000000 predicted=57.157875, expected=40.000000 predicted=51.793205, expected=60.000000 predicted=59.803508, expected=44.000000 predicted=50.246624, expected=36.000000 predicted=50.830459, expected=44.000000 predicted=52.665618, expected=80.000000 predicted=53.823355, expected=44.000000 predicted=50.338569, expected=40.000000 predicted=48.259538, expected=88.000000 predicted=60.977410, expected=112.000000 predicted=72.067533, expected=72.000000 predicted=74.370214, expected=36.000000 predicted=63.623019, expected=64.000000 predicted=67.128161, expected=76.000000 predicted=71.693230, expected=72.000000 predicted=72.126019, expected=60.000000 predicted=65.310094, expected=68.000000 predicted=63.302764, expected=76.000000 predicted=69.659823, expected=60.000000 predicted=67.039347, expected=72.000000 predicted=69.648673, expected=60.000000 predicted=64.827897, expected=60.000000 predicted=64.518222, expected=36.000000 predicted=57.528619, expected=80.000000 predicted=63.655159, expected=128.000000 predicted=81.078967, expected=40.000000 predicted=62.408497, expected=36.000000 predicted=63.362229, expected=52.000000 predicted=59.827505, expected=56.000000 predicted=58.685806, expected=76.000000 predicted=69.047295, expected=56.000000 predicted=53.813299, expected=80.000000 predicted=62.904910, expected=48.000000 predicted=59.408859, expected=28.000000 predicted=52.097313, expected=36.000000 predicted=52.396174, expected=56.000000 predicted=49.159410, expected=80.000000 predicted=58.725847, expected=92.000000 predicted=63.264291, expected=104.000000 predicted=72.999299, expected=136.000000 predicted=93.209491, expected=40.000000 predicted=77.239564, expected=24.000000 predicted=72.000030, expected=28.000000 predicted=63.219286, expected=24.000000 predicted=48.499477, expected=36.000000 predicted=48.473185, expected=56.000000 predicted=38.739119, expected=32.000000 predicted=32.847688, expected=36.000000 predicted=36.551284, expected=36.000000 predicted=36.452719, expected=36.000000 predicted=36.715726, expected=84.000000 predicted=53.873783, expected=68.000000 predicted=51.425738, expected=112.000000 predicted=71.560883, expected=64.000000 predicted=67.547258, expected=32.000000 predicted=59.260322, expected=80.000000 predicted=76.037597, expected=76.000000 predicted=68.649273, expected=36.000000 predicted=62.779826, expected=100.000000 predicted=73.723062, expected=80.000000 predicted=66.486693, expected=52.000000 predicted=67.665832, expected=52.000000 predicted=67.262186, expected=80.000000 predicted=65.541582, expected=40.000000 predicted=62.196930, expected=44.000000 predicted=57.523329, expected=68.000000 predicted=58.293735, expected=92.000000 predicted=65.038650, expected=116.000000 predicted=82.418866, expected=80.000000 predicted=75.516384, expected=44.000000 predicted=69.739419, expected=64.000000 predicted=74.914803, expected=76.000000 predicted=75.396306, expected=60.000000 predicted=71.321268, expected=56.000000 predicted=64.456283, expected=40.000000 predicted=53.364785, expected=80.000000 predicted=64.774191, expected=80.000000 predicted=67.597568, expected=68.000000 predicted=64.955608, expected=52.000000 predicted=62.993130, expected=64.000000 predicted=62.675923, expected=56.000000 predicted=64.077501, expected=36.000000 predicted=55.478747, expected=68.000000 predicted=60.235363, expected=120.000000 predicted=73.935217, expected=32.000000 predicted=56.963944, expected=48.000000 predicted=61.769134, expected=68.000000 predicted=62.224673, expected=40.000000 predicted=53.919543, expected=60.000000 predicted=65.483713, expected=48.000000 predicted=48.569376, expected=68.000000 predicted=56.295900, expected=20.000000 predicted=46.755298, expected=48.000000 predicted=47.228801, expected=52.000000 predicted=49.789501, expected=48.000000 predicted=45.441584, expected=20.000000 predicted=41.621714, expected=36.000000 predicted=36.556087, expected=76.000000 predicted=50.670826, expected=40.000000 predicted=43.282973, expected=36.000000 predicted=44.185107, expected=40.000000 predicted=41.527283, expected=44.000000 predicted=42.321454, expected=40.000000 predicted=46.040531, expected=44.000000 predicted=41.614317, expected=60.000000 predicted=46.592904, expected=52.000000 predicted=47.148474, expected=56.000000 predicted=51.116649, expected=36.000000 predicted=46.272505, expected=52.000000 predicted=49.837971, expected=44.000000 predicted=48.882907, expected=88.000000 predicted=59.764530, expected=56.000000 predicted=56.061834, expected=52.000000 predicted=54.513602, expected=64.000000 predicted=61.600359, expected=48.000000 predicted=54.044698, expected=52.000000 predicted=59.996168, expected=56.000000 predicted=55.180949, expected=12.000000 predicted=40.432614, expected=32.000000 predicted=43.265049, expected=36.000000 predicted=37.786313, expected=52.000000 predicted=40.510540, expected=76.000000 predicted=51.452978, expected=68.000000 predicted=49.169066, expected=28.000000 predicted=46.094748, expected=52.000000 predicted=52.709915, expected=44.000000 predicted=49.732896, expected=60.000000 predicted=54.913276, expected=52.000000 predicted=52.800539, expected=44.000000 predicted=45.470229, expected=68.000000 predicted=56.636094, expected=44.000000 predicted=49.421844, expected=28.000000 predicted=46.419770, expected=68.000000 predicted=54.535090, expected=36.000000 predicted=43.563632, expected=40.000000 predicted=47.411052, expected=64.000000 predicted=50.951179, expected=76.000000 predicted=53.293371, expected=56.000000 predicted=58.054300, expected=40.000000 predicted=51.173375, expected=60.000000 predicted=56.206065, expected=40.000000 Test MSE: 742.969
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492])] predicted=59.666589, expected=96.000000 predicted=93.130833, expected=80.000000 predicted=102.690452, expected=152.000000 predicted=141.315295, expected=156.000000 predicted=145.803954, expected=100.000000 predicted=72.014883, expected=96.000000 predicted=104.307900, expected=52.000000 predicted=64.819641, expected=64.000000 predicted=101.776249, expected=72.000000 predicted=111.877457, expected=84.000000 predicted=87.163820, expected=112.000000 predicted=106.121318, expected=184.000000 predicted=124.499652, expected=124.000000 predicted=92.092408, expected=84.000000 predicted=79.734950, expected=64.000000 predicted=81.502945, expected=68.000000 predicted=84.102201, expected=116.000000 predicted=146.417989, expected=16.000000 predicted=59.379143, expected=116.000000 predicted=106.518675, expected=112.000000 predicted=92.858669, expected=60.000000 predicted=50.709333, expected=76.000000 predicted=106.069591, expected=48.000000 predicted=32.069515, expected=72.000000 predicted=88.960613, expected=108.000000 predicted=112.021291, expected=132.000000 predicted=95.022488, expected=144.000000 predicted=113.365815, expected=56.000000 predicted=51.762775, expected=48.000000 predicted=63.349756, expected=84.000000 predicted=99.273824, expected=152.000000 predicted=136.089396, expected=212.000000 predicted=178.670167, expected=164.000000 predicted=111.826230, expected=208.000000 predicted=141.349784, expected=68.000000 predicted=76.282012, expected=56.000000 predicted=99.337862, expected=80.000000 predicted=149.315238, expected=124.000000 predicted=131.699233, expected=172.000000 predicted=187.530283, expected=264.000000 predicted=175.747662, expected=224.000000 predicted=145.153521, expected=80.000000 predicted=77.960409, expected=64.000000 predicted=103.425036, expected=164.000000 predicted=171.389948, expected=88.000000 predicted=153.062691, expected=120.000000 predicted=169.392637, expected=148.000000 predicted=126.400893, expected=176.000000 predicted=116.420071, expected=92.000000 predicted=124.514494, expected=72.000000 predicted=82.937176, expected=112.000000 predicted=121.724079, expected=104.000000 predicted=115.824790, expected=148.000000 predicted=160.562032, expected=204.000000 predicted=156.348713, expected=176.000000 predicted=123.364636, expected=52.000000 predicted=79.045613, expected=80.000000 predicted=101.213279, expected=60.000000 predicted=99.040711, expected=116.000000 predicted=148.486771, expected=144.000000 predicted=161.826340, expected=240.000000 predicted=152.016480, expected=108.000000 predicted=91.966908, expected=68.000000 predicted=66.374318, expected=72.000000 predicted=104.827460, expected=80.000000 predicted=98.584702, expected=92.000000 predicted=159.057630, expected=116.000000 predicted=113.189508, expected=172.000000 predicted=125.257864, expected=96.000000 predicted=80.833478, expected=32.000000 predicted=54.951749, expected=24.000000 predicted=63.399185, expected=52.000000 predicted=77.267014, expected=60.000000 predicted=106.886647, expected=120.000000 predicted=110.028242, expected=184.000000 predicted=116.196569, expected=80.000000 predicted=46.934122, expected=44.000000 predicted=52.985722, expected=64.000000 predicted=70.795666, expected=80.000000 predicted=89.651079, expected=48.000000 predicted=107.302634, expected=148.000000 predicted=122.788544, expected=224.000000 predicted=141.838041, expected=156.000000 predicted=102.962405, expected=52.000000 predicted=70.394926, expected=100.000000 predicted=87.705780, expected=40.000000 predicted=81.213821, expected=84.000000 predicted=144.065022, expected=120.000000 predicted=144.021428, expected=124.000000 predicted=82.436605, expected=92.000000 predicted=98.310471, expected=28.000000 predicted=34.186699, expected=60.000000 predicted=74.825850, expected=80.000000 predicted=96.797791, expected=96.000000 predicted=103.142430, expected=208.000000 predicted=161.261141, expected=276.000000 predicted=161.419185, expected=64.000000 predicted=49.434903, expected=84.000000 predicted=97.965439, expected=52.000000 predicted=78.465643, expected=56.000000 predicted=108.770234, expected=80.000000 predicted=178.836589, expected=156.000000 predicted=112.201231, expected=148.000000 predicted=116.034907, expected=84.000000 predicted=67.144648, expected=60.000000 predicted=65.132264, expected=72.000000 predicted=75.994095, expected=80.000000 predicted=110.461887, expected=72.000000 predicted=105.561248, expected=128.000000 predicted=111.271755, expected=132.000000 predicted=97.427219, expected=92.000000 predicted=78.942724, expected=60.000000 predicted=73.960274, expected=88.000000 predicted=82.646118, expected=104.000000 predicted=112.002505, expected=92.000000 predicted=106.996925, expected=100.000000 predicted=99.577990, expected=116.000000 predicted=91.331756, expected=108.000000 predicted=96.301070, expected=60.000000 predicted=79.232894, expected=88.000000 predicted=93.840917, expected=80.000000 predicted=87.896581, expected=52.000000 predicted=76.224878, expected=124.000000 predicted=123.775410, expected=148.000000 predicted=104.891636, expected=120.000000 predicted=99.544416, expected=60.000000 predicted=73.853032, expected=60.000000 predicted=59.293912, expected=76.000000 predicted=97.243394, expected=40.000000 predicted=83.425972, expected=96.000000 predicted=111.421388, expected=100.000000 predicted=81.619369, expected=120.000000 predicted=88.217276, expected=80.000000 predicted=81.154321, expected=20.000000 predicted=26.766127, expected=28.000000 predicted=64.113326, expected=88.000000 predicted=93.085912, expected=100.000000 predicted=103.190314, expected=152.000000 predicted=120.878751, expected=72.000000 predicted=47.240168, expected=64.000000 predicted=48.152328, expected=44.000000 predicted=69.581370, expected=96.000000 predicted=92.963467, expected=68.000000 predicted=105.453344, expected=120.000000 predicted=97.844391, expected=140.000000 predicted=109.063166, expected=104.000000 predicted=69.382825, expected=44.000000 predicted=71.335002, expected=64.000000 predicted=69.929912, expected=88.000000 predicted=100.988878, expected=108.000000 predicted=118.056676, expected=144.000000 predicted=128.516279, expected=160.000000 predicted=106.641324, expected=88.000000 predicted=73.629017, expected=60.000000 predicted=76.406006, expected=80.000000 predicted=96.891097, expected=84.000000 predicted=105.604097, expected=88.000000 predicted=120.208344, expected=116.000000 predicted=106.098789, expected=172.000000 predicted=121.136447, expected=156.000000 predicted=117.830004, expected=60.000000 predicted=68.549459, expected=64.000000 predicted=82.965087, expected=52.000000 predicted=80.528336, expected=100.000000 predicted=128.109600, expected=132.000000 predicted=145.615507, expected=176.000000 predicted=120.683956, expected=124.000000 predicted=95.925747, expected=32.000000 predicted=39.386914, expected=96.000000 predicted=107.838883, expected=64.000000 predicted=88.865425, expected=104.000000 predicted=132.343212, expected=156.000000 predicted=149.896750, expected=196.000000 predicted=114.569066, expected=120.000000 predicted=107.152850, expected=96.000000 predicted=84.964905, expected=80.000000 predicted=95.025626, expected=56.000000 predicted=95.317577, expected=92.000000 predicted=142.939338, expected=84.000000 predicted=98.877448, expected=248.000000 predicted=182.121995, expected=112.000000 predicted=90.443079, expected=36.000000 predicted=41.279348, expected=68.000000 predicted=99.523101, expected=84.000000 predicted=70.439328, expected=112.000000 predicted=172.216393, expected=196.000000 predicted=163.030799, expected=180.000000 predicted=109.210677, expected=120.000000 predicted=93.785652, expected=68.000000 predicted=81.583671, expected=92.000000 predicted=102.280190, expected=112.000000 predicted=148.122370, expected=116.000000 predicted=142.023736, expected=208.000000 predicted=173.222887, expected=160.000000 predicted=112.938073, expected=104.000000 predicted=95.519064, expected=40.000000 predicted=80.971435, expected=60.000000 predicted=84.474034, expected=52.000000 predicted=122.096299, expected=72.000000 predicted=109.847529, expected=88.000000 predicted=98.577201, expected=176.000000 predicted=114.204731, expected=132.000000 predicted=95.190334, expected=56.000000 predicted=50.969158, expected=44.000000 predicted=66.411056, expected=88.000000 predicted=86.275964, expected=104.000000 predicted=132.069280, expected=140.000000 predicted=137.138557, expected=172.000000 predicted=121.544786, expected=148.000000 predicted=96.806586, expected=36.000000 predicted=57.658990, expected=132.000000 predicted=128.920643, expected=76.000000 predicted=100.287911, expected=68.000000 predicted=107.646501, expected=136.000000 predicted=156.300812, expected=152.000000 predicted=89.434088, expected=96.000000 predicted=109.348613, expected=120.000000 predicted=107.453589, expected=108.000000 predicted=88.612946, expected=64.000000 predicted=90.868474, expected=72.000000 predicted=114.699622, expected=132.000000 predicted=116.665942, expected=172.000000 predicted=144.138226, expected=128.000000 predicted=115.982278, expected=36.000000 predicted=50.115513, expected=44.000000 predicted=63.033934, expected=68.000000 predicted=96.163198, expected=124.000000 predicted=141.763377, expected=124.000000 predicted=126.255533, expected=176.000000 predicted=113.160441, expected=80.000000 predicted=60.946305, expected=44.000000 predicted=54.126342, expected=64.000000 predicted=100.393951, expected=92.000000 predicted=99.393343, expected=40.000000 predicted=99.608273, expected=152.000000 predicted=126.653105, expected=160.000000 predicted=104.870033, expected=120.000000 predicted=84.310579, expected=56.000000 predicted=81.605429, expected=72.000000 predicted=58.094117, expected=96.000000 predicted=120.773363, expected=72.000000 predicted=106.845728, expected=76.000000 predicted=99.982786, expected=108.000000 predicted=86.856609, expected=136.000000 predicted=103.444214, expected=48.000000 predicted=65.745180, expected=80.000000 predicted=82.486467, expected=96.000000 predicted=89.489574, expected=152.000000 predicted=124.527492, expected=168.000000 predicted=156.414447, expected=184.000000 predicted=119.704614, expected=260.000000 predicted=183.156658, expected=68.000000 predicted=69.719517, expected=60.000000 predicted=108.498690, expected=116.000000 predicted=152.928697, expected=124.000000 predicted=133.321858, expected=152.000000 predicted=206.841686, expected=200.000000 predicted=143.864260, expected=172.000000 predicted=115.466448, expected=100.000000 predicted=106.368985, expected=104.000000 predicted=119.661583, expected=168.000000 predicted=161.273824, expected=188.000000 predicted=187.281959, expected=240.000000 predicted=210.848191, expected=272.000000 predicted=196.080558, expected=292.000000 predicted=203.578828, expected=192.000000 predicted=178.858586, expected=268.000000 predicted=238.534934, expected=420.000000 predicted=344.115816, expected=436.000000 predicted=346.076192, expected=112.000000 predicted=185.096310, expected=140.000000 predicted=191.519749, expected=188.000000 predicted=233.076787, expected=324.000000 predicted=344.478727, expected=188.000000 predicted=299.220519, expected=148.000000 predicted=135.894454, expected=96.000000 predicted=133.740418, expected=52.000000 predicted=101.388250, expected=80.000000 predicted=195.469206, expected=84.000000 predicted=127.023641, expected=120.000000 predicted=129.620143, expected=164.000000 predicted=136.601541, expected=88.000000 predicted=64.447789, expected=56.000000 predicted=70.833209, expected=76.000000 predicted=88.578095, expected=76.000000 predicted=88.281404, expected=96.000000 predicted=124.946504, expected=112.000000 predicted=103.065631, expected=240.000000 predicted=161.148182, expected=92.000000 predicted=72.698069, expected=52.000000 predicted=64.998687, expected=60.000000 predicted=96.050673, expected=84.000000 predicted=83.123666, expected=64.000000 predicted=139.739934, expected=180.000000 predicted=146.939404, expected=204.000000 predicted=133.111130, expected=100.000000 predicted=69.010832, expected=44.000000 predicted=75.178765, expected=84.000000 predicted=83.842091, expected=48.000000 predicted=95.903154, expected=56.000000 predicted=120.553182, expected=84.000000 predicted=98.175976, expected=156.000000 predicted=102.720517, expected=164.000000 predicted=124.857033, expected=52.000000 predicted=43.943087, expected=68.000000 predicted=75.268306, expected=60.000000 predicted=73.127780, expected=64.000000 predicted=94.832337, expected=144.000000 predicted=160.526043, expected=188.000000 predicted=123.051456, expected=56.000000 predicted=50.100876, expected=128.000000 predicted=113.344205, expected=108.000000 predicted=90.489870, expected=64.000000 predicted=83.688168, expected=60.000000 predicted=130.312324, expected=64.000000 predicted=59.034576, expected=136.000000 predicted=131.848690, expected=132.000000 predicted=117.255284, expected=44.000000 predicted=46.952280, expected=60.000000 predicted=72.142064, expected=68.000000 predicted=67.171394, expected=72.000000 predicted=92.036492, expected=104.000000 predicted=120.413467, expected=184.000000 predicted=122.759175, expected=84.000000 predicted=63.132244, expected=68.000000 predicted=72.693179, expected=60.000000 predicted=76.237761, expected=40.000000 predicted=58.496648, expected=76.000000 predicted=128.220260, expected=160.000000 predicted=127.555592, expected=200.000000 predicted=134.499501, expected=80.000000 predicted=63.599042, expected=52.000000 predicted=57.273087, expected=76.000000 predicted=85.071740, expected=88.000000 predicted=109.294899, expected=156.000000 predicted=177.290783, expected=236.000000 predicted=167.357068, expected=200.000000 predicted=124.752850, expected=96.000000 predicted=86.721079, expected=108.000000 predicted=112.457357, expected=108.000000 predicted=128.178567, expected=76.000000 predicted=138.193311, expected=192.000000 predicted=206.391679, expected=204.000000 predicted=149.803461, expected=108.000000 predicted=95.847842, expected=68.000000 predicted=100.303409, expected=20.000000 predicted=47.315269, expected=12.000000 predicted=88.972224, expected=108.000000 predicted=157.254786, expected=188.000000 predicted=147.241643, expected=264.000000 predicted=171.668489, expected=120.000000 predicted=68.142983, expected=84.000000 predicted=58.844393, expected=60.000000 predicted=92.432793, expected=92.000000 predicted=126.046166, expected=188.000000 predicted=227.104603, expected=192.000000 predicted=151.728935, expected=76.000000 predicted=73.095123, expected=104.000000 predicted=99.006192, expected=48.000000 predicted=66.344665, expected=104.000000 predicted=137.505381, expected=88.000000 predicted=138.468682, expected=56.000000 predicted=57.101163, expected=160.000000 predicted=147.233498, expected=204.000000 predicted=128.053370, expected=184.000000 predicted=138.160276, expected=92.000000 predicted=94.240527, expected=92.000000 predicted=83.262987, expected=60.000000 predicted=104.933820, expected=108.000000 predicted=148.627021, expected=84.000000 predicted=128.451289, expected=152.000000 predicted=124.785346, expected=112.000000 predicted=102.753991, expected=104.000000 predicted=80.251488, expected=60.000000 predicted=87.734831, expected=40.000000 predicted=57.031598, expected=68.000000 predicted=110.258582, expected=148.000000 predicted=131.222933, expected=276.000000 predicted=198.325635, expected=164.000000 predicted=103.679982, expected=28.000000 predicted=33.399965, expected=72.000000 predicted=93.552959, expected=36.000000 predicted=76.526973, expected=60.000000 predicted=151.214348, expected=124.000000 predicted=151.512147, expected=196.000000 predicted=114.892600, expected=136.000000 predicted=100.053855, expected=108.000000 predicted=79.065151, expected=96.000000 predicted=87.382666, expected=72.000000 predicted=89.742063, expected=68.000000 predicted=126.654464, expected=148.000000 predicted=147.373111, expected=200.000000 predicted=154.961662, expected=144.000000 predicted=113.540498, expected=100.000000 predicted=92.675388, expected=80.000000 predicted=80.544977, expected=52.000000 predicted=91.253529, expected=116.000000 predicted=157.562686, expected=124.000000 predicted=130.326218, expected=288.000000 predicted=206.400465, expected=160.000000 predicted=113.873565, expected=4.000000 predicted=17.502292, expected=12.000000 predicted=86.618863, expected=20.000000 predicted=59.857783, expected=4.000000 predicted=122.545683, expected=8.000000 predicted=81.269792, expected=36.000000 predicted=23.631421, expected=40.000000 predicted=24.166868, expected=112.000000 predicted=73.570676, expected=116.000000 predicted=63.718629, expected=284.000000 predicted=166.421168, expected=272.000000 predicted=163.513005, expected=36.000000 predicted=17.847124, expected=484.000000 predicted=360.630354, expected=188.000000 predicted=130.378607, expected=172.000000 predicted=209.006178, expected=208.000000 predicted=279.705150, expected=196.000000 Test MSE: 3053.489
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967])] predicted=25.757194, expected=24.000000 predicted=23.449441, expected=40.000000 predicted=28.601758, expected=48.000000 predicted=30.406996, expected=36.000000 predicted=30.929443, expected=40.000000 predicted=36.974458, expected=52.000000 predicted=40.690212, expected=40.000000 predicted=41.687122, expected=8.000000 predicted=36.714254, expected=8.000000 predicted=31.094530, expected=16.000000 predicted=25.384449, expected=48.000000 predicted=28.385761, expected=12.000000 predicted=19.561266, expected=16.000000 predicted=20.568877, expected=44.000000 predicted=25.725396, expected=28.000000 predicted=24.831075, expected=20.000000 predicted=28.680840, expected=20.000000 predicted=24.522768, expected=20.000000 predicted=23.880308, expected=44.000000 predicted=29.636890, expected=24.000000 predicted=24.437799, expected=12.000000 predicted=24.207247, expected=24.000000 predicted=25.313331, expected=32.000000 predicted=25.019941, expected=24.000000 predicted=25.373688, expected=16.000000 predicted=22.520864, expected=28.000000 predicted=23.883306, expected=28.000000 predicted=24.440957, expected=24.000000 predicted=24.941325, expected=12.000000 predicted=21.985643, expected=16.000000 predicted=21.217398, expected=8.000000 predicted=17.941253, expected=60.000000 predicted=26.629153, expected=36.000000 predicted=23.378626, expected=68.000000 predicted=37.430590, expected=28.000000 predicted=35.911508, expected=20.000000 predicted=37.743472, expected=64.000000 predicted=47.630125, expected=24.000000 predicted=36.045864, expected=52.000000 predicted=44.698791, expected=32.000000 predicted=35.888114, expected=28.000000 predicted=37.550088, expected=8.000000 predicted=33.241165, expected=44.000000 predicted=32.517981, expected=16.000000 predicted=26.937027, expected=52.000000 predicted=31.789312, expected=36.000000 predicted=30.162222, expected=44.000000 predicted=34.461911, expected=44.000000 predicted=40.025965, expected=24.000000 predicted=35.690800, expected=72.000000 predicted=47.035615, expected=40.000000 predicted=41.453650, expected=32.000000 predicted=43.805626, expected=8.000000 predicted=36.694532, expected=72.000000 predicted=42.663552, expected=24.000000 predicted=37.458928, expected=20.000000 predicted=33.759941, expected=48.000000 predicted=36.278015, expected=64.000000 predicted=37.709440, expected=72.000000 predicted=49.074526, expected=44.000000 predicted=46.886559, expected=28.000000 predicted=48.304448, expected=16.000000 predicted=45.246638, expected=36.000000 predicted=42.334235, expected=76.000000 predicted=44.955728, expected=16.000000 predicted=32.796560, expected=4.000000 predicted=31.695412, expected=20.000000 predicted=30.516682, expected=40.000000 predicted=30.660376, expected=12.000000 predicted=24.125778, expected=20.000000 predicted=20.373679, expected=44.000000 predicted=25.188895, expected=40.000000 predicted=27.841333, expected=24.000000 predicted=29.424206, expected=24.000000 predicted=29.432435, expected=32.000000 predicted=31.350062, expected=32.000000 predicted=31.340632, expected=16.000000 predicted=26.923671, expected=16.000000 predicted=24.871448, expected=36.000000 predicted=26.754072, expected=24.000000 predicted=24.015734, expected=24.000000 predicted=24.692519, expected=40.000000 predicted=27.654579, expected=16.000000 predicted=24.748844, expected=44.000000 predicted=32.075927, expected=64.000000 predicted=35.901461, expected=24.000000 predicted=33.111119, expected=20.000000 predicted=36.956303, expected=16.000000 predicted=32.153523, expected=44.000000 predicted=34.897432, expected=20.000000 predicted=27.751121, expected=40.000000 predicted=28.760074, expected=12.000000 predicted=25.045106, expected=60.000000 predicted=33.946211, expected=40.000000 predicted=34.128186, expected=112.000000 predicted=49.305692, expected=12.000000 predicted=45.274904, expected=8.000000 predicted=43.286113, expected=20.000000 predicted=47.192798, expected=20.000000 predicted=31.731231, expected=16.000000 predicted=28.835654, expected=32.000000 predicted=19.191393, expected=64.000000 predicted=28.066540, expected=60.000000 predicted=35.337454, expected=24.000000 predicted=35.839759, expected=32.000000 predicted=40.915935, expected=36.000000 predicted=41.547057, expected=24.000000 predicted=37.105809, expected=20.000000 predicted=32.186943, expected=20.000000 predicted=26.205800, expected=28.000000 predicted=26.197213, expected=44.000000 predicted=28.919421, expected=16.000000 predicted=24.054639, expected=32.000000 predicted=28.268346, expected=36.000000 predicted=30.376872, expected=32.000000 predicted=29.918906, expected=56.000000 predicted=37.632968, expected=48.000000 predicted=37.098537, expected=36.000000 predicted=39.808369, expected=28.000000 predicted=40.323344, expected=28.000000 predicted=37.788413, expected=40.000000 predicted=38.745601, expected=16.000000 predicted=30.567051, expected=28.000000 predicted=29.845761, expected=20.000000 predicted=26.603408, expected=8.000000 predicted=21.504601, expected=40.000000 predicted=26.787529, expected=36.000000 predicted=24.140681, expected=24.000000 predicted=25.105651, expected=44.000000 predicted=31.482058, expected=4.000000 predicted=24.470383, expected=16.000000 predicted=27.304684, expected=24.000000 predicted=25.064876, expected=72.000000 predicted=31.240208, expected=28.000000 predicted=29.344447, expected=12.000000 predicted=26.683303, expected=12.000000 predicted=29.917076, expected=28.000000 predicted=28.437533, expected=44.000000 predicted=31.599678, expected=16.000000 predicted=21.594398, expected=48.000000 predicted=29.352544, expected=28.000000 predicted=29.455632, expected=24.000000 predicted=30.266508, expected=32.000000 predicted=33.353299, expected=52.000000 predicted=33.848182, expected=28.000000 predicted=33.550353, expected=40.000000 predicted=35.204486, expected=40.000000 predicted=37.152581, expected=52.000000 predicted=40.414830, expected=56.000000 predicted=45.067268, expected=20.000000 predicted=38.093534, expected=24.000000 predicted=39.730446, expected=28.000000 predicted=37.106301, expected=8.000000 predicted=28.241209, expected=24.000000 predicted=26.774969, expected=40.000000 predicted=24.905072, expected=4.000000 predicted=18.632860, expected=24.000000 predicted=23.042354, expected=24.000000 predicted=21.423889, expected=16.000000 predicted=20.102561, expected=28.000000 predicted=23.606948, expected=68.000000 predicted=29.608750, expected=28.000000 predicted=28.997135, expected=28.000000 predicted=33.257895, expected=28.000000 predicted=34.643301, expected=12.000000 predicted=29.534974, expected=20.000000 predicted=30.514771, expected=24.000000 predicted=23.241550, expected=40.000000 predicted=25.421114, expected=20.000000 predicted=23.263907, expected=16.000000 predicted=22.360080, expected=44.000000 predicted=29.440078, expected=56.000000 predicted=33.063811, expected=8.000000 predicted=28.023303, expected=20.000000 predicted=29.958451, expected=60.000000 predicted=36.515999, expected=64.000000 predicted=39.283807, expected=32.000000 predicted=38.532022, expected=32.000000 predicted=39.244971, expected=44.000000 predicted=43.506112, expected=40.000000 predicted=43.014147, expected=52.000000 predicted=44.218147, expected=52.000000 predicted=42.670467, expected=48.000000 predicted=44.627912, expected=32.000000 predicted=44.563013, expected=36.000000 predicted=43.947624, expected=32.000000 predicted=41.350360, expected=32.000000 predicted=37.656834, expected=44.000000 predicted=37.963599, expected=72.000000 predicted=42.770611, expected=72.000000 predicted=48.172678, expected=52.000000 predicted=50.723304, expected=8.000000 predicted=45.737042, expected=48.000000 predicted=52.536999, expected=12.000000 predicted=40.007098, expected=52.000000 predicted=40.748157, expected=48.000000 predicted=38.026379, expected=32.000000 predicted=31.117780, expected=52.000000 predicted=43.659569, expected=8.000000 predicted=31.667167, expected=32.000000 predicted=38.067391, expected=24.000000 predicted=32.538074, expected=32.000000 predicted=28.722899, expected=76.000000 predicted=40.316985, expected=92.000000 predicted=45.816974, expected=40.000000 predicted=46.961978, expected=28.000000 predicted=49.769521, expected=24.000000 predicted=48.675725, expected=52.000000 predicted=52.058689, expected=20.000000 predicted=39.620817, expected=48.000000 predicted=37.092271, expected=36.000000 predicted=35.104920, expected=40.000000 predicted=35.812817, expected=28.000000 predicted=37.591900, expected=28.000000 predicted=32.814790, expected=8.000000 predicted=29.815204, expected=44.000000 predicted=32.424733, expected=32.000000 predicted=29.391647, expected=60.000000 predicted=34.637335, expected=32.000000 predicted=34.036298, expected=52.000000 predicted=38.723001, expected=48.000000 predicted=45.849733, expected=36.000000 predicted=41.402339, expected=44.000000 predicted=46.584656, expected=4.000000 predicted=33.059284, expected=24.000000 predicted=34.719238, expected=12.000000 predicted=27.127529, expected=56.000000 predicted=30.512933, expected=28.000000 predicted=27.725484, expected=32.000000 predicted=25.684569, expected=44.000000 predicted=35.422894, expected=40.000000 predicted=34.322916, expected=44.000000 predicted=41.059765, expected=40.000000 predicted=38.479914, expected=44.000000 predicted=40.873117, expected=44.000000 predicted=42.932326, expected=8.000000 predicted=33.963621, expected=4.000000 predicted=29.401842, expected=40.000000 predicted=31.969750, expected=16.000000 predicted=23.087712, expected=12.000000 predicted=19.815192, expected=20.000000 predicted=18.643587, expected=16.000000 predicted=16.820568, expected=68.000000 predicted=32.024304, expected=28.000000 predicted=25.514936, expected=36.000000 predicted=30.515505, expected=16.000000 predicted=31.491342, expected=36.000000 predicted=32.937945, expected=24.000000 predicted=33.862747, expected=48.000000 predicted=32.065780, expected=56.000000 predicted=38.012017, expected=28.000000 predicted=32.969427, expected=44.000000 predicted=40.985847, expected=36.000000 predicted=39.503111, expected=28.000000 predicted=38.124257, expected=36.000000 predicted=38.680031, expected=16.000000 predicted=29.765339, expected=68.000000 predicted=40.644588, expected=44.000000 predicted=37.855442, expected=16.000000 predicted=32.185736, expected=52.000000 predicted=42.273301, expected=56.000000 predicted=42.234495, expected=24.000000 predicted=40.207063, expected=80.000000 predicted=49.866448, expected=60.000000 predicted=47.764227, expected=20.000000 predicted=45.570142, expected=52.000000 predicted=52.177280, expected=48.000000 predicted=46.102384, expected=12.000000 predicted=41.979920, expected=52.000000 predicted=44.133712, expected=68.000000 predicted=42.305678, expected=40.000000 predicted=43.122135, expected=56.000000 predicted=49.108568, expected=36.000000 predicted=42.799324, expected=32.000000 predicted=46.074156, expected=36.000000 predicted=45.294304, expected=40.000000 predicted=39.305323, expected=68.000000 predicted=46.605413, expected=68.000000 predicted=47.399013, expected=56.000000 predicted=50.129970, expected=20.000000 predicted=46.485843, expected=36.000000 predicted=48.163984, expected=60.000000 predicted=52.152698, expected=28.000000 predicted=41.949961, expected=72.000000 predicted=49.258777, expected=32.000000 predicted=39.390940, expected=36.000000 predicted=43.481496, expected=52.000000 predicted=48.629583, expected=32.000000 predicted=39.506875, expected=56.000000 predicted=48.687824, expected=28.000000 predicted=38.027530, expected=24.000000 predicted=37.375202, expected=56.000000 predicted=43.380542, expected=40.000000 predicted=37.730507, expected=24.000000 predicted=37.684595, expected=32.000000 predicted=34.985129, expected=20.000000 predicted=31.128389, expected=32.000000 predicted=34.433545, expected=36.000000 predicted=31.038662, expected=80.000000 predicted=39.879074, expected=72.000000 predicted=46.050955, expected=24.000000 predicted=41.814886, expected=52.000000 predicted=51.711572, expected=40.000000 predicted=48.749147, expected=44.000000 predicted=51.675119, expected=56.000000 predicted=49.606375, expected=72.000000 predicted=48.724512, expected=80.000000 predicted=58.714298, expected=40.000000 predicted=53.552031, expected=60.000000 predicted=60.103918, expected=36.000000 predicted=55.304655, expected=40.000000 predicted=54.086678, expected=16.000000 predicted=43.946469, expected=44.000000 predicted=39.989662, expected=44.000000 predicted=40.163022, expected=28.000000 predicted=33.651366, expected=40.000000 predicted=36.865519, expected=28.000000 predicted=32.185415, expected=20.000000 predicted=33.080124, expected=44.000000 predicted=35.568153, expected=36.000000 predicted=31.937223, expected=28.000000 predicted=32.541679, expected=60.000000 predicted=38.554559, expected=8.000000 predicted=29.301858, expected=16.000000 predicted=32.467805, expected=28.000000 predicted=29.618325, expected=28.000000 predicted=26.779055, expected=68.000000 predicted=38.208180, expected=24.000000 predicted=26.752859, expected=68.000000 predicted=41.744764, expected=36.000000 predicted=40.737823, expected=44.000000 predicted=44.634444, expected=36.000000 predicted=46.059928, expected=48.000000 predicted=42.502143, expected=28.000000 predicted=42.565752, expected=44.000000 predicted=39.977429, expected=40.000000 predicted=39.916593, expected=48.000000 predicted=40.974679, expected=72.000000 predicted=48.777307, expected=24.000000 predicted=40.528032, expected=28.000000 predicted=42.871238, expected=32.000000 predicted=40.167578, expected=80.000000 predicted=49.120563, expected=16.000000 predicted=39.844827, expected=36.000000 predicted=37.241853, expected=40.000000 predicted=39.112784, expected=68.000000 predicted=45.253584, expected=48.000000 predicted=48.256741, expected=24.000000 predicted=37.804151, expected=28.000000 predicted=41.068758, expected=28.000000 predicted=38.419728, expected=36.000000 predicted=38.506218, expected=60.000000 predicted=38.969579, expected=24.000000 predicted=31.857404, expected=32.000000 predicted=35.224301, expected=24.000000 predicted=33.730779, expected=48.000000 predicted=37.700835, expected=28.000000 predicted=35.456857, expected=32.000000 predicted=31.408141, expected=44.000000 predicted=35.716226, expected=32.000000 predicted=33.727636, expected=52.000000 predicted=40.536792, expected=40.000000 predicted=37.804423, expected=32.000000 predicted=38.119334, expected=52.000000 predicted=43.295674, expected=32.000000 predicted=38.851702, expected=36.000000 predicted=40.768081, expected=60.000000 predicted=43.486684, expected=44.000000 predicted=41.737089, expected=36.000000 predicted=43.281937, expected=36.000000 predicted=40.951913, expected=72.000000 predicted=48.694203, expected=28.000000 predicted=44.053363, expected=36.000000 predicted=42.567190, expected=40.000000 predicted=41.988636, expected=24.000000 predicted=37.603355, expected=24.000000 predicted=37.522311, expected=36.000000 predicted=31.784838, expected=52.000000 predicted=35.844027, expected=28.000000 predicted=33.161042, expected=56.000000 predicted=38.427894, expected=40.000000 predicted=38.909341, expected=72.000000 predicted=48.531853, expected=60.000000 predicted=51.771993, expected=36.000000 predicted=47.552283, expected=32.000000 predicted=49.615205, expected=28.000000 predicted=43.702999, expected=20.000000 predicted=40.014282, expected=20.000000 predicted=32.172029, expected=48.000000 predicted=31.898522, expected=32.000000 predicted=29.393669, expected=44.000000 predicted=33.036080, expected=44.000000 predicted=35.480040, expected=44.000000 predicted=38.523078, expected=16.000000 predicted=36.865889, expected=12.000000 predicted=31.151853, expected=12.000000 predicted=27.766246, expected=48.000000 predicted=30.433791, expected=40.000000 predicted=28.916685, expected=40.000000 predicted=28.688977, expected=32.000000 predicted=31.152550, expected=12.000000 predicted=28.940009, expected=36.000000 predicted=35.484045, expected=12.000000 predicted=27.099254, expected=40.000000 predicted=29.697070, expected=8.000000 predicted=22.398444, expected=16.000000 predicted=20.212089, expected=24.000000 Test MSE: 347.901
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898])] predicted=36.367396, expected=4.000000 predicted=41.484584, expected=12.000000 predicted=37.826371, expected=8.000000 predicted=22.634184, expected=20.000000 predicted=30.310876, expected=8.000000 predicted=23.723356, expected=28.000000 predicted=14.182736, expected=56.000000 predicted=22.647356, expected=4.000000 predicted=23.790561, expected=20.000000 predicted=23.318075, expected=68.000000 predicted=29.623567, expected=28.000000 predicted=36.287722, expected=28.000000 predicted=34.835187, expected=12.000000 predicted=26.709573, expected=8.000000 predicted=26.968543, expected=12.000000 predicted=22.108670, expected=20.000000 predicted=16.948636, expected=28.000000 predicted=17.750780, expected=20.000000 predicted=17.850618, expected=16.000000 predicted=18.419932, expected=96.000000 predicted=32.583310, expected=16.000000 predicted=36.016732, expected=16.000000 predicted=35.305767, expected=16.000000 predicted=27.117819, expected=152.000000 predicted=51.808269, expected=16.000000 predicted=53.382536, expected=4.000000 predicted=43.593776, expected=20.000000 predicted=35.926559, expected=92.000000 predicted=48.540762, expected=8.000000 predicted=43.074579, expected=12.000000 predicted=29.059395, expected=16.000000 predicted=26.529374, expected=12.000000 predicted=25.271800, expected=12.000000 predicted=20.320293, expected=24.000000 predicted=14.274272, expected=28.000000 predicted=17.603657, expected=24.000000 predicted=20.106517, expected=36.000000 predicted=23.860138, expected=20.000000 predicted=25.289511, expected=24.000000 predicted=26.471705, expected=12.000000 predicted=23.784333, expected=12.000000 predicted=20.865739, expected=24.000000 predicted=19.740324, expected=160.000000 predicted=41.383586, expected=68.000000 predicted=54.059521, expected=36.000000 predicted=60.002317, expected=20.000000 predicted=57.516553, expected=16.000000 predicted=53.357110, expected=8.000000 predicted=43.088638, expected=24.000000 predicted=25.323869, expected=180.000000 predicted=48.277595, expected=4.000000 predicted=45.982598, expected=16.000000 predicted=47.315293, expected=4.000000 predicted=40.164777, expected=204.000000 predicted=67.411640, expected=8.000000 predicted=65.622839, expected=16.000000 predicted=47.048396, expected=4.000000 predicted=54.356510, expected=76.000000 predicted=47.543782, expected=4.000000 predicted=43.640239, expected=56.000000 predicted=26.978239, expected=4.000000 predicted=32.051366, expected=12.000000 predicted=24.424455, expected=72.000000 predicted=36.356265, expected=8.000000 predicted=25.567175, expected=8.000000 predicted=25.939608, expected=60.000000 predicted=30.714822, expected=4.000000 predicted=26.107672, expected=60.000000 predicted=32.151805, expected=8.000000 predicted=28.749051, expected=4.000000 predicted=23.835417, expected=244.000000 predicted=55.726838, expected=24.000000 predicted=58.541538, expected=12.000000 predicted=65.327666, expected=12.000000 predicted=66.852623, expected=4.000000 predicted=52.352892, expected=4.000000 predicted=40.683602, expected=20.000000 predicted=11.594206, expected=68.000000 predicted=17.894234, expected=8.000000 predicted=19.660372, expected=64.000000 predicted=29.143159, expected=40.000000 predicted=36.638269, expected=24.000000 predicted=37.767989, expected=4.000000 predicted=36.024681, expected=8.000000 predicted=26.089728, expected=12.000000 predicted=22.900666, expected=16.000000 predicted=15.266639, expected=28.000000 predicted=14.324764, expected=8.000000 predicted=13.465427, expected=8.000000 predicted=14.297788, expected=4.000000 predicted=13.462868, expected=4.000000 predicted=10.782447, expected=124.000000 predicted=25.206659, expected=4.000000 predicted=26.038036, expected=24.000000 predicted=30.959868, expected=12.000000 predicted=34.556009, expected=20.000000 predicted=30.667480, expected=36.000000 predicted=31.701389, expected=16.000000 predicted=19.314740, expected=4.000000 predicted=19.487769, expected=12.000000 predicted=17.843649, expected=16.000000 predicted=16.690070, expected=16.000000 predicted=15.085333, expected=4.000000 predicted=11.588212, expected=8.000000 predicted=10.747523, expected=16.000000 predicted=11.802344, expected=4.000000 predicted=10.234104, expected=16.000000 predicted=10.282266, expected=8.000000 predicted=9.847733, expected=28.000000 predicted=12.744977, expected=8.000000 predicted=13.533697, expected=8.000000 predicted=12.726949, expected=20.000000 predicted=14.904137, expected=8.000000 predicted=13.324031, expected=8.000000 predicted=12.749988, expected=20.000000 predicted=12.221902, expected=4.000000 predicted=11.481216, expected=4.000000 predicted=10.546406, expected=12.000000 predicted=9.636412, expected=16.000000 predicted=10.081888, expected=4.000000 predicted=9.568526, expected=8.000000 predicted=8.602753, expected=4.000000 predicted=8.543182, expected=12.000000 predicted=8.755317, expected=8.000000 predicted=8.225363, expected=12.000000 predicted=7.988795, expected=8.000000 predicted=8.909591, expected=24.000000 predicted=11.139957, expected=8.000000 predicted=12.134631, expected=4.000000 predicted=11.233614, expected=8.000000 predicted=11.218723, expected=4.000000 predicted=9.238047, expected=4.000000 predicted=7.811108, expected=4.000000 predicted=5.316430, expected=4.000000 predicted=4.619747, expected=4.000000 predicted=4.456566, expected=68.000000 predicted=12.763012, expected=12.000000 predicted=16.260337, expected=4.000000 predicted=17.947772, expected=28.000000 predicted=22.604121, expected=8.000000 predicted=20.740327, expected=4.000000 predicted=18.468597, expected=20.000000 predicted=13.073457, expected=16.000000 predicted=13.104219, expected=108.000000 predicted=27.065319, expected=12.000000 predicted=29.540743, expected=8.000000 predicted=31.597551, expected=12.000000 predicted=33.558037, expected=12.000000 predicted=27.480063, expected=4.000000 predicted=21.801244, expected=8.000000 predicted=9.416793, expected=24.000000 predicted=10.924166, expected=32.000000 predicted=14.396006, expected=12.000000 predicted=15.711330, expected=8.000000 predicted=16.327859, expected=24.000000 predicted=18.706152, expected=16.000000 predicted=18.551533, expected=8.000000 predicted=16.069638, expected=8.000000 predicted=13.463278, expected=88.000000 predicted=23.358834, expected=88.000000 predicted=36.503142, expected=4.000000 predicted=37.679795, expected=12.000000 predicted=40.760861, expected=16.000000 predicted=39.303490, expected=8.000000 predicted=31.997930, expected=4.000000 predicted=18.809177, expected=8.000000 predicted=9.177956, expected=8.000000 predicted=8.966624, expected=8.000000 predicted=8.096233, expected=64.000000 predicted=15.558843, expected=4.000000 predicted=16.514268, expected=4.000000 predicted=17.673983, expected=12.000000 predicted=19.059210, expected=4.000000 predicted=15.422485, expected=4.000000 predicted=12.776795, expected=4.000000 predicted=5.677503, expected=8.000000 predicted=5.837218, expected=64.000000 predicted=14.411051, expected=52.000000 predicted=22.135842, expected=16.000000 predicted=26.455037, expected=8.000000 predicted=29.278056, expected=4.000000 predicted=27.198725, expected=4.000000 predicted=22.212463, expected=8.000000 predicted=13.129684, expected=16.000000 predicted=8.559143, expected=20.000000 predicted=9.699134, expected=28.000000 predicted=13.499064, expected=8.000000 predicted=14.918013, expected=12.000000 predicted=16.248784, expected=128.000000 predicted=33.834421, expected=24.000000 predicted=36.142215, expected=20.000000 predicted=39.267338, expected=4.000000 predicted=38.630696, expected=8.000000 predicted=32.803464, expected=4.000000 predicted=26.417528, expected=4.000000 predicted=9.671448, expected=88.000000 predicted=19.610503, expected=24.000000 predicted=21.941581, expected=24.000000 predicted=27.130840, expected=8.000000 predicted=29.352831, expected=4.000000 predicted=26.029048, expected=180.000000 predicted=48.502561, expected=28.000000 predicted=43.608933, expected=4.000000 predicted=45.105968, expected=20.000000 predicted=48.454339, expected=4.000000 predicted=42.941184, expected=4.000000 predicted=32.849283, expected=8.000000 predicted=10.691700, expected=16.000000 predicted=9.209942, expected=4.000000 predicted=8.627950, expected=4.000000 predicted=7.110606, expected=4.000000 predicted=7.115246, expected=4.000000 predicted=6.512710, expected=28.000000 predicted=9.045293, expected=48.000000 predicted=14.655872, expected=20.000000 predicted=18.297823, expected=12.000000 predicted=21.189859, expected=16.000000 predicted=23.292289, expected=4.000000 predicted=21.159432, expected=4.000000 predicted=15.896071, expected=4.000000 predicted=9.683603, expected=40.000000 predicted=12.515326, expected=16.000000 predicted=13.187965, expected=4.000000 predicted=12.874022, expected=4.000000 predicted=13.608511, expected=4.000000 predicted=12.585283, expected=16.000000 predicted=12.180505, expected=20.000000 predicted=9.849458, expected=16.000000 predicted=10.757171, expected=20.000000 predicted=13.920914, expected=12.000000 predicted=15.447618, expected=4.000000 predicted=14.975199, expected=24.000000 predicted=15.811670, expected=4.000000 predicted=13.073437, expected=8.000000 predicted=11.718803, expected=4.000000 predicted=9.652342, expected=12.000000 predicted=9.404400, expected=44.000000 predicted=14.652511, expected=4.000000 predicted=12.778834, expected=20.000000 predicted=16.207313, expected=4.000000 predicted=16.107672, expected=4.000000 predicted=14.896710, expected=32.000000 predicted=16.284198, expected=4.000000 predicted=11.365954, expected=20.000000 predicted=13.700975, expected=8.000000 predicted=12.889305, expected=12.000000 predicted=13.788498, expected=4.000000 predicted=12.633828, expected=16.000000 predicted=10.927194, expected=20.000000 predicted=12.622529, expected=24.000000 predicted=13.842225, expected=28.000000 predicted=17.400990, expected=4.000000 predicted=17.082374, expected=12.000000 predicted=18.041967, expected=88.000000 predicted=28.350437, expected=4.000000 predicted=25.885424, expected=8.000000 predicted=25.332600, expected=4.000000 predicted=23.122846, expected=4.000000 predicted=20.380643, expected=24.000000 predicted=17.886649, expected=4.000000 predicted=7.959205, expected=24.000000 predicted=11.336890, expected=32.000000 predicted=15.556384, expected=16.000000 predicted=17.755971, expected=8.000000 predicted=18.353966, expected=24.000000 predicted=19.141635, expected=4.000000 predicted=17.722119, expected=32.000000 predicted=18.317429, expected=8.000000 predicted=15.348750, expected=100.000000 predicted=28.434924, expected=4.000000 predicted=28.854668, expected=32.000000 predicted=32.169722, expected=24.000000 predicted=35.252449, expected=16.000000 predicted=31.742692, expected=8.000000 predicted=27.654833, expected=12.000000 predicted=17.053948, expected=4.000000 predicted=15.322664, expected=88.000000 predicted=23.287480, expected=4.000000 predicted=21.884112, expected=8.000000 predicted=22.489057, expected=20.000000 predicted=25.064355, expected=20.000000 predicted=24.441216, expected=24.000000 predicted=23.637103, expected=4.000000 predicted=14.342869, expected=16.000000 predicted=16.106425, expected=16.000000 predicted=16.541715, expected=4.000000 predicted=13.697421, expected=28.000000 predicted=14.636204, expected=4.000000 predicted=12.547081, expected=28.000000 predicted=15.626896, expected=24.000000 predicted=17.253067, expected=12.000000 predicted=17.316709, expected=8.000000 predicted=17.479628, expected=4.000000 predicted=14.458948, expected=12.000000 predicted=13.921376, expected=16.000000 predicted=11.690440, expected=16.000000 predicted=10.943640, expected=20.000000 predicted=12.741306, expected=4.000000 predicted=12.797524, expected=20.000000 predicted=14.888344, expected=32.000000 predicted=17.568223, expected=8.000000 predicted=16.564993, expected=148.000000 Test MSE: 1242.402
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301])] predicted=6.612102, expected=8.000000 predicted=7.941615, expected=16.000000 predicted=10.265153, expected=4.000000 predicted=8.608934, expected=4.000000 predicted=7.450193, expected=4.000000 predicted=6.829487, expected=8.000000 predicted=7.877405, expected=12.000000 predicted=8.245259, expected=20.000000 predicted=9.239603, expected=8.000000 predicted=8.359285, expected=16.000000 predicted=11.463589, expected=8.000000 predicted=11.730406, expected=4.000000 predicted=10.946351, expected=8.000000 predicted=10.865746, expected=24.000000 predicted=12.897758, expected=8.000000 predicted=10.373980, expected=4.000000 predicted=8.245320, expected=4.000000 predicted=8.741645, expected=4.000000 predicted=9.111212, expected=4.000000 predicted=8.079976, expected=4.000000 predicted=4.621140, expected=12.000000 predicted=5.918438, expected=12.000000 predicted=6.791281, expected=4.000000 predicted=5.799830, expected=20.000000 predicted=10.273339, expected=4.000000 predicted=8.610069, expected=4.000000 predicted=8.815229, expected=8.000000 predicted=9.037850, expected=4.000000 predicted=7.387666, expected=4.000000 predicted=7.155253, expected=8.000000 predicted=5.614326, expected=8.000000 predicted=6.110602, expected=12.000000 predicted=7.531722, expected=4.000000 predicted=6.028730, expected=4.000000 predicted=6.399988, expected=12.000000 predicted=8.688742, expected=16.000000 predicted=9.917111, expected=12.000000 predicted=9.567698, expected=8.000000 predicted=8.695721, expected=4.000000 predicted=8.952351, expected=4.000000 predicted=9.418609, expected=8.000000 predicted=9.143391, expected=12.000000 predicted=8.460913, expected=8.000000 predicted=6.978198, expected=8.000000 predicted=7.052917, expected=8.000000 predicted=7.983616, expected=12.000000 predicted=9.712036, expected=12.000000 predicted=10.069826, expected=32.000000 predicted=14.858708, expected=8.000000 predicted=11.792412, expected=12.000000 predicted=13.342145, expected=12.000000 predicted=14.931824, expected=12.000000 predicted=15.067958, expected=8.000000 predicted=13.757830, expected=8.000000 predicted=9.897185, expected=16.000000 predicted=12.040675, expected=8.000000 predicted=10.283362, expected=12.000000 predicted=10.629137, expected=8.000000 predicted=9.801683, expected=12.000000 predicted=10.927528, expected=4.000000 predicted=9.504529, expected=8.000000 predicted=8.755662, expected=8.000000 predicted=8.854188, expected=4.000000 predicted=7.048359, expected=8.000000 predicted=7.467161, expected=16.000000 predicted=8.754584, expected=8.000000 predicted=8.184988, expected=8.000000 predicted=8.247757, expected=40.000000 predicted=16.466203, expected=4.000000 predicted=12.124533, expected=4.000000 predicted=12.431579, expected=4.000000 predicted=11.631205, expected=12.000000 predicted=13.045338, expected=16.000000 predicted=13.958243, expected=12.000000 predicted=8.194387, expected=4.000000 predicted=7.758913, expected=4.000000 predicted=8.548136, expected=4.000000 predicted=8.950426, expected=4.000000 predicted=7.514163, expected=8.000000 predicted=6.307908, expected=4.000000 predicted=4.392412, expected=4.000000 predicted=4.473087, expected=4.000000 predicted=4.648113, expected=16.000000 predicted=7.554398, expected=4.000000 predicted=5.957869, expected=12.000000 predicted=7.384126, expected=16.000000 predicted=9.759920, expected=8.000000 predicted=9.450443, expected=8.000000 predicted=10.378970, expected=4.000000 predicted=8.444791, expected=4.000000 predicted=8.742469, expected=8.000000 predicted=8.409528, expected=4.000000 predicted=5.819333, expected=8.000000 predicted=6.124916, expected=12.000000 predicted=6.995589, expected=8.000000 predicted=7.048176, expected=8.000000 predicted=7.772527, expected=4.000000 predicted=7.013872, expected=8.000000 predicted=8.272746, expected=4.000000 predicted=7.192386, expected=8.000000 predicted=6.856333, expected=36.000000 predicted=13.462209, expected=4.000000 predicted=8.736466, expected=8.000000 predicted=10.548017, expected=8.000000 predicted=11.477912, expected=16.000000 predicted=14.362210, expected=16.000000 predicted=14.832988, expected=16.000000 predicted=11.058645, expected=4.000000 predicted=10.327712, expected=8.000000 predicted=11.456315, expected=16.000000 predicted=13.617317, expected=4.000000 predicted=10.133419, expected=4.000000 predicted=8.329214, expected=12.000000 predicted=8.634036, expected=24.000000 predicted=12.400642, expected=24.000000 predicted=13.915429, expected=4.000000 predicted=9.994117, expected=4.000000 predicted=11.581007, expected=4.000000 predicted=12.672442, expected=8.000000 predicted=12.198584, expected=20.000000 predicted=11.727181, expected=8.000000 predicted=7.029623, expected=12.000000 predicted=8.963283, expected=12.000000 predicted=10.697592, expected=8.000000 predicted=11.216014, expected=20.000000 predicted=14.094014, expected=8.000000 predicted=10.691272, expected=12.000000 predicted=11.922374, expected=8.000000 predicted=11.121334, expected=8.000000 predicted=10.856479, expected=20.000000 predicted=13.527914, expected=8.000000 predicted=10.046844, expected=4.000000 predicted=9.257387, expected=8.000000 predicted=9.582418, expected=4.000000 predicted=8.947522, expected=4.000000 predicted=8.001684, expected=8.000000 predicted=6.252123, expected=4.000000 predicted=5.177834, expected=12.000000 predicted=7.039578, expected=4.000000 predicted=5.465797, expected=40.000000 predicted=14.127011, expected=4.000000 predicted=10.169216, expected=8.000000 predicted=10.963541, expected=24.000000 predicted=16.197916, expected=16.000000 predicted=16.619463, expected=12.000000 predicted=16.598988, expected=8.000000 predicted=11.572411, expected=4.000000 predicted=12.194894, expected=4.000000 predicted=11.559566, expected=12.000000 predicted=10.043284, expected=4.000000 predicted=6.965315, expected=4.000000 predicted=5.714073, expected=4.000000 predicted=5.302289, expected=20.000000 predicted=9.176855, expected=12.000000 predicted=8.847027, expected=4.000000 predicted=6.996630, expected=4.000000 predicted=7.778829, expected=16.000000 predicted=11.253400, expected=24.000000 predicted=13.995490, expected=4.000000 predicted=8.938964, expected=8.000000 predicted=9.712828, expected=8.000000 predicted=11.257720, expected=16.000000 predicted=13.603076, expected=4.000000 predicted=9.637083, expected=8.000000 predicted=8.016405, expected=4.000000 predicted=7.993001, expected=4.000000 predicted=7.538391, expected=4.000000 predicted=6.574612, expected=4.000000 predicted=4.762984, expected=16.000000 predicted=7.311958, expected=4.000000 predicted=5.230800, expected=4.000000 predicted=5.580958, expected=12.000000 predicted=7.933024, expected=8.000000 predicted=8.118781, expected=16.000000 predicted=10.040402, expected=28.000000 predicted=12.667919, expected=4.000000 predicted=10.423721, expected=8.000000 predicted=12.390602, expected=12.000000 predicted=13.473472, expected=12.000000 predicted=13.913863, expected=8.000000 predicted=11.364609, expected=4.000000 predicted=7.714851, expected=8.000000 predicted=9.088073, expected=4.000000 predicted=7.949081, expected=4.000000 predicted=6.576443, expected=8.000000 predicted=6.210347, expected=12.000000 predicted=6.994964, expected=16.000000 predicted=8.716616, expected=20.000000 predicted=10.724245, expected=4.000000 predicted=9.483413, expected=20.000000 predicted=14.173790, expected=4.000000 predicted=12.180526, expected=20.000000 predicted=14.786216, expected=20.000000 predicted=14.632073, expected=4.000000 predicted=11.206705, expected=12.000000 predicted=13.247707, expected=4.000000 predicted=10.929111, expected=28.000000 predicted=16.103175, expected=4.000000 predicted=10.560436, expected=12.000000 predicted=10.587273, expected=8.000000 predicted=11.289973, expected=8.000000 predicted=11.424968, expected=16.000000 predicted=12.516396, expected=4.000000 predicted=8.358042, expected=12.000000 predicted=10.015027, expected=4.000000 predicted=8.501851, expected=4.000000 predicted=8.215183, expected=24.000000 predicted=11.314943, expected=8.000000 predicted=8.940147, expected=4.000000 predicted=8.340277, expected=8.000000 predicted=8.868349, expected=28.000000 predicted=14.563163, expected=8.000000 predicted=11.836623, expected=16.000000 predicted=11.532482, expected=4.000000 predicted=11.210510, expected=4.000000 predicted=12.114034, expected=8.000000 predicted=11.374363, expected=8.000000 predicted=8.441783, expected=4.000000 predicted=6.727871, expected=20.000000 predicted=8.546786, expected=24.000000 predicted=11.642091, expected=20.000000 predicted=13.347959, expected=8.000000 predicted=12.857060, expected=4.000000 predicted=13.564297, expected=24.000000 predicted=18.328973, expected=4.000000 predicted=13.358434, expected=32.000000 predicted=15.563238, expected=4.000000 predicted=11.803883, expected=4.000000 predicted=12.022900, expected=4.000000 predicted=12.063657, expected=4.000000 predicted=10.125511, expected=8.000000 predicted=8.909923, expected=4.000000 predicted=4.480101, expected=4.000000 predicted=4.479391, expected=12.000000 predicted=6.319324, expected=16.000000 predicted=8.342198, expected=8.000000 predicted=7.928109, expected=4.000000 predicted=7.449389, expected=8.000000 predicted=9.214027, expected=4.000000 predicted=8.970839, expected=4.000000 predicted=7.080767, expected=24.000000 predicted=9.377067, expected=8.000000 predicted=8.184115, expected=12.000000 predicted=9.290243, expected=4.000000 predicted=9.056000, expected=8.000000 predicted=10.894502, expected=20.000000 predicted=12.968158, expected=12.000000 predicted=10.508426, expected=4.000000 predicted=8.909372, expected=4.000000 predicted=8.723879, expected=12.000000 predicted=11.181703, expected=8.000000 predicted=9.898231, expected=16.000000 predicted=9.110829, expected=12.000000 predicted=9.034940, expected=12.000000 predicted=10.620313, expected=8.000000 predicted=11.009284, expected=8.000000 predicted=10.975559, expected=12.000000 predicted=11.580469, expected=8.000000 predicted=9.964577, expected=16.000000 predicted=10.713458, expected=12.000000 predicted=10.519617, expected=24.000000 predicted=13.662808, expected=4.000000 predicted=11.760804, expected=4.000000 predicted=11.161903, expected=4.000000 predicted=11.090239, expected=16.000000 predicted=12.039699, expected=16.000000 predicted=10.926261, expected=12.000000 predicted=8.580453, expected=4.000000 predicted=8.580618, expected=4.000000 predicted=9.761621, expected=4.000000 predicted=9.886007, expected=20.000000 predicted=10.867404, expected=16.000000 predicted=9.652374, expected=8.000000 predicted=8.162920, expected=16.000000 predicted=11.203766, expected=4.000000 predicted=11.667102, expected=8.000000 predicted=12.096227, expected=4.000000 predicted=9.323775, expected=8.000000 predicted=8.562793, expected=12.000000 predicted=8.656179, expected=4.000000 predicted=6.359160, expected=16.000000 predicted=8.684702, expected=16.000000 predicted=10.260453, expected=12.000000 predicted=10.986673, expected=4.000000 predicted=9.739073, expected=24.000000 predicted=13.811291, expected=28.000000 predicted=17.339240, expected=12.000000 predicted=14.593644, expected=4.000000 predicted=12.668671, expected=16.000000 predicted=16.293486, expected=12.000000 predicted=16.863238, expected=4.000000 predicted=11.731665, expected=16.000000 predicted=10.857946, expected=4.000000 predicted=9.508760, expected=4.000000 predicted=9.034951, expected=32.000000 predicted=13.058089, expected=4.000000 predicted=9.960633, expected=16.000000 predicted=11.864059, expected=24.000000 predicted=14.234836, expected=8.000000 Test MSE: 57.076
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625])] predicted=12.531016, expected=4.000000 predicted=11.952268, expected=16.000000 predicted=15.066081, expected=36.000000 predicted=20.547238, expected=12.000000 predicted=17.002226, expected=8.000000 predicted=13.376813, expected=8.000000 predicted=11.792624, expected=4.000000 predicted=12.620619, expected=12.000000 predicted=15.924316, expected=16.000000 predicted=11.027891, expected=20.000000 predicted=11.887541, expected=12.000000 predicted=12.001436, expected=16.000000 predicted=12.001260, expected=8.000000 predicted=13.308459, expected=8.000000 predicted=12.647032, expected=8.000000 predicted=12.588545, expected=4.000000 predicted=8.966738, expected=28.000000 predicted=13.525933, expected=28.000000 predicted=15.586877, expected=12.000000 predicted=14.128197, expected=16.000000 predicted=14.604848, expected=16.000000 predicted=15.070307, expected=16.000000 predicted=19.910357, expected=28.000000 predicted=21.346741, expected=8.000000 predicted=15.482099, expected=12.000000 predicted=14.865656, expected=8.000000 predicted=14.213683, expected=12.000000 predicted=13.430402, expected=4.000000 predicted=13.719770, expected=4.000000 predicted=7.151000, expected=32.000000 predicted=13.415995, expected=20.000000 predicted=14.505335, expected=8.000000 predicted=12.846839, expected=8.000000 predicted=10.800160, expected=4.000000 predicted=10.069335, expected=8.000000 predicted=14.868794, expected=4.000000 predicted=9.836947, expected=12.000000 predicted=7.532460, expected=28.000000 predicted=12.170288, expected=16.000000 predicted=12.261497, expected=24.000000 predicted=15.101541, expected=4.000000 predicted=12.803838, expected=16.000000 predicted=14.710891, expected=8.000000 predicted=17.217452, expected=24.000000 predicted=15.466602, expected=32.000000 predicted=21.010846, expected=12.000000 predicted=14.766186, expected=4.000000 predicted=14.390716, expected=8.000000 predicted=12.329788, expected=12.000000 predicted=15.778564, expected=16.000000 predicted=16.760883, expected=24.000000 predicted=13.947721, expected=16.000000 predicted=12.882524, expected=12.000000 predicted=13.307811, expected=20.000000 predicted=16.013814, expected=8.000000 predicted=15.447920, expected=20.000000 predicted=17.387014, expected=24.000000 predicted=17.714155, expected=8.000000 predicted=14.517506, expected=20.000000 predicted=16.835140, expected=12.000000 predicted=14.316177, expected=8.000000 predicted=14.889745, expected=16.000000 predicted=15.830500, expected=16.000000 predicted=12.953963, expected=4.000000 predicted=13.073377, expected=4.000000 predicted=9.193570, expected=16.000000 predicted=10.351041, expected=32.000000 predicted=16.753903, expected=16.000000 predicted=16.111547, expected=20.000000 predicted=13.907969, expected=8.000000 predicted=13.715485, expected=4.000000 predicted=14.042583, expected=4.000000 predicted=15.154374, expected=20.000000 predicted=12.904268, expected=20.000000 predicted=15.176902, expected=20.000000 predicted=13.037752, expected=12.000000 predicted=12.118290, expected=4.000000 predicted=10.611137, expected=8.000000 predicted=13.633877, expected=12.000000 predicted=13.518946, expected=8.000000 predicted=11.919565, expected=32.000000 predicted=14.259995, expected=12.000000 predicted=12.623283, expected=8.000000 predicted=11.429411, expected=8.000000 predicted=12.271035, expected=8.000000 predicted=11.046234, expected=4.000000 predicted=14.157696, expected=20.000000 predicted=10.949804, expected=12.000000 predicted=10.643791, expected=8.000000 predicted=9.360828, expected=12.000000 predicted=10.173082, expected=8.000000 predicted=9.322139, expected=12.000000 predicted=12.984682, expected=24.000000 predicted=13.765150, expected=12.000000 predicted=12.573446, expected=4.000000 predicted=10.929446, expected=8.000000 predicted=9.894870, expected=4.000000 predicted=10.000904, expected=4.000000 predicted=10.791873, expected=16.000000 predicted=9.275929, expected=16.000000 predicted=9.185426, expected=12.000000 predicted=10.162800, expected=8.000000 predicted=8.800103, expected=16.000000 predicted=10.744173, expected=20.000000 predicted=15.617497, expected=4.000000 predicted=12.694810, expected=16.000000 predicted=12.195760, expected=8.000000 predicted=11.266713, expected=12.000000 predicted=12.666073, expected=24.000000 predicted=16.037195, expected=16.000000 predicted=12.744537, expected=16.000000 predicted=15.423989, expected=16.000000 predicted=14.208101, expected=12.000000 predicted=14.840270, expected=16.000000 predicted=17.488090, expected=16.000000 predicted=15.580498, expected=20.000000 predicted=16.391349, expected=28.000000 predicted=18.905974, expected=20.000000 predicted=18.311553, expected=28.000000 predicted=20.974714, expected=8.000000 predicted=18.617501, expected=12.000000 predicted=17.672865, expected=12.000000 predicted=18.750260, expected=4.000000 predicted=13.717011, expected=16.000000 predicted=15.394968, expected=12.000000 predicted=10.802483, expected=24.000000 predicted=14.108465, expected=16.000000 predicted=14.647186, expected=12.000000 predicted=12.074374, expected=8.000000 predicted=13.902637, expected=12.000000 predicted=12.976419, expected=4.000000 predicted=13.583485, expected=8.000000 predicted=10.244015, expected=12.000000 predicted=10.002089, expected=12.000000 predicted=9.571098, expected=16.000000 predicted=11.534756, expected=12.000000 predicted=10.040430, expected=16.000000 predicted=12.122045, expected=16.000000 predicted=14.039377, expected=16.000000 predicted=14.419825, expected=4.000000 predicted=12.864343, expected=8.000000 predicted=10.830774, expected=12.000000 predicted=12.429975, expected=12.000000 predicted=12.234049, expected=16.000000 predicted=12.651509, expected=24.000000 predicted=12.730317, expected=16.000000 predicted=14.369798, expected=16.000000 predicted=15.198459, expected=44.000000 predicted=22.023208, expected=8.000000 predicted=20.336314, expected=12.000000 predicted=18.661623, expected=4.000000 predicted=14.866181, expected=20.000000 predicted=16.337159, expected=4.000000 predicted=19.433603, expected=16.000000 predicted=10.087534, expected=24.000000 predicted=14.674419, expected=8.000000 predicted=11.440864, expected=24.000000 predicted=16.859588, expected=20.000000 predicted=15.146290, expected=12.000000 predicted=16.607331, expected=20.000000 predicted=18.752369, expected=40.000000 predicted=20.689914, expected=24.000000 predicted=24.843549, expected=28.000000 predicted=23.719653, expected=12.000000 predicted=20.119044, expected=12.000000 predicted=20.024569, expected=16.000000 predicted=23.685192, expected=12.000000 predicted=17.704372, expected=20.000000 predicted=18.586041, expected=20.000000 predicted=15.705261, expected=4.000000 predicted=12.896443, expected=16.000000 predicted=14.122252, expected=16.000000 predicted=14.512158, expected=4.000000 predicted=13.527298, expected=24.000000 predicted=15.341561, expected=20.000000 predicted=13.789528, expected=12.000000 predicted=15.376774, expected=16.000000 predicted=15.236920, expected=12.000000 predicted=12.579865, expected=8.000000 predicted=15.674477, expected=16.000000 predicted=14.762548, expected=8.000000 predicted=11.830739, expected=12.000000 predicted=12.312126, expected=12.000000 predicted=11.554861, expected=20.000000 predicted=12.609296, expected=8.000000 predicted=13.288986, expected=4.000000 predicted=9.129124, expected=12.000000 predicted=10.898380, expected=20.000000 predicted=13.321869, expected=8.000000 predicted=13.527805, expected=16.000000 predicted=10.974948, expected=12.000000 predicted=10.918766, expected=8.000000 predicted=11.883424, expected=24.000000 predicted=16.115164, expected=12.000000 predicted=13.094422, expected=12.000000 predicted=13.902925, expected=8.000000 predicted=11.941008, expected=16.000000 predicted=12.231095, expected=24.000000 predicted=18.294220, expected=12.000000 predicted=14.185460, expected=8.000000 predicted=12.325703, expected=24.000000 predicted=14.470706, expected=24.000000 predicted=18.793230, expected=20.000000 predicted=20.091538, expected=12.000000 predicted=15.584452, expected=8.000000 predicted=13.402643, expected=20.000000 predicted=18.491597, expected=16.000000 predicted=18.080402, expected=8.000000 predicted=14.407736, expected=12.000000 predicted=12.105024, expected=24.000000 predicted=14.398526, expected=8.000000 predicted=15.457555, expected=24.000000 predicted=15.802991, expected=4.000000 predicted=12.260628, expected=16.000000 predicted=13.434320, expected=16.000000 predicted=16.964500, expected=20.000000 predicted=14.150105, expected=16.000000 predicted=17.628577, expected=8.000000 predicted=11.346369, expected=12.000000 predicted=14.070249, expected=28.000000 predicted=17.459137, expected=16.000000 predicted=17.961193, expected=8.000000 predicted=14.156135, expected=16.000000 predicted=13.251472, expected=8.000000 predicted=13.608368, expected=20.000000 predicted=17.764491, expected=12.000000 predicted=14.124359, expected=8.000000 predicted=10.825754, expected=20.000000 predicted=14.512732, expected=20.000000 predicted=14.532433, expected=12.000000 predicted=16.003219, expected=20.000000 predicted=15.006708, expected=8.000000 predicted=13.262209, expected=4.000000 predicted=13.426870, expected=8.000000 predicted=12.301465, expected=8.000000 predicted=9.945294, expected=16.000000 predicted=12.529743, expected=8.000000 predicted=8.971802, expected=28.000000 predicted=12.034415, expected=12.000000 predicted=13.418350, expected=32.000000 predicted=16.849670, expected=8.000000 predicted=17.361490, expected=12.000000 predicted=13.935896, expected=12.000000 predicted=18.193543, expected=20.000000 predicted=15.422582, expected=20.000000 predicted=20.223963, expected=8.000000 predicted=12.340200, expected=24.000000 predicted=15.524986, expected=20.000000 predicted=17.328143, expected=8.000000 predicted=16.468819, expected=20.000000 predicted=16.856362, expected=12.000000 predicted=14.204290, expected=24.000000 predicted=19.056556, expected=4.000000 predicted=15.160218, expected=20.000000 predicted=13.203528, expected=4.000000 predicted=14.526748, expected=16.000000 predicted=12.508608, expected=16.000000 predicted=16.019891, expected=4.000000 predicted=9.295504, expected=32.000000 predicted=16.688956, expected=24.000000 predicted=16.250621, expected=12.000000 predicted=17.012862, expected=20.000000 predicted=17.323402, expected=4.000000 predicted=13.337875, expected=12.000000 predicted=18.046959, expected=8.000000 predicted=14.359735, expected=24.000000 predicted=13.750263, expected=32.000000 predicted=19.299994, expected=12.000000 predicted=14.484072, expected=16.000000 predicted=15.748775, expected=4.000000 predicted=13.581919, expected=8.000000 predicted=15.594203, expected=12.000000 predicted=16.152292, expected=16.000000 predicted=12.013399, expected=32.000000 predicted=16.690749, expected=8.000000 predicted=12.773279, expected=16.000000 predicted=13.445978, expected=16.000000 predicted=15.780999, expected=4.000000 predicted=14.541595, expected=4.000000 predicted=14.437403, expected=8.000000 predicted=8.550337, expected=8.000000 predicted=10.201766, expected=12.000000 predicted=10.041326, expected=16.000000 predicted=8.890371, expected=12.000000 predicted=9.710376, expected=20.000000 predicted=12.550861, expected=8.000000 predicted=12.022990, expected=12.000000 predicted=12.492500, expected=12.000000 predicted=13.449022, expected=12.000000 predicted=12.499563, expected=12.000000 predicted=13.622267, expected=4.000000 predicted=9.191643, expected=12.000000 predicted=10.399739, expected=4.000000 predicted=9.424014, expected=20.000000 predicted=11.257610, expected=12.000000 predicted=11.747185, expected=24.000000 predicted=12.372073, expected=24.000000 predicted=16.782038, expected=16.000000 predicted=15.264646, expected=16.000000 predicted=18.218838, expected=12.000000 predicted=15.841982, expected=20.000000 predicted=19.121419, expected=40.000000 predicted=23.628468, expected=4.000000 predicted=18.174303, expected=24.000000 predicted=17.718398, expected=4.000000 predicted=15.763268, expected=4.000000 predicted=14.703362, expected=12.000000 predicted=17.223176, expected=20.000000 predicted=11.347897, expected=8.000000 predicted=14.150684, expected=16.000000 predicted=9.719622, expected=20.000000 predicted=12.703811, expected=20.000000 predicted=16.225210, expected=16.000000 predicted=17.292403, expected=28.000000 predicted=17.201515, expected=20.000000 predicted=20.106410, expected=20.000000 predicted=20.417938, expected=16.000000 predicted=19.481608, expected=16.000000 predicted=18.234367, expected=8.000000 predicted=18.364386, expected=8.000000 predicted=14.206424, expected=8.000000 predicted=12.893662, expected=16.000000 predicted=12.731267, expected=16.000000 predicted=13.392188, expected=4.000000 predicted=9.533101, expected=8.000000 predicted=8.797930, expected=16.000000 predicted=11.007243, expected=12.000000 predicted=13.062871, expected=8.000000 predicted=11.232352, expected=28.000000 predicted=12.382263, expected=4.000000 predicted=12.454519, expected=12.000000 predicted=12.719898, expected=20.000000 predicted=13.950411, expected=20.000000 predicted=15.232208, expected=28.000000 predicted=21.108785, expected=8.000000 predicted=13.857350, expected=4.000000 predicted=12.937769, expected=20.000000 predicted=16.366877, expected=24.000000 predicted=18.894912, expected=12.000000 predicted=18.108091, expected=32.000000 predicted=16.236941, expected=12.000000 predicted=15.956627, expected=16.000000 predicted=18.523636, expected=20.000000 predicted=19.662323, expected=12.000000 predicted=16.400465, expected=20.000000 predicted=20.238995, expected=28.000000 predicted=18.171525, expected=8.000000 predicted=17.206767, expected=4.000000 predicted=14.188283, expected=20.000000 predicted=14.201702, expected=52.000000 predicted=24.764669, expected=20.000000 predicted=25.067809, expected=40.000000 predicted=22.434632, expected=28.000000 predicted=24.588741, expected=16.000000 predicted=26.694297, expected=12.000000 predicted=29.126600, expected=12.000000 predicted=19.426502, expected=20.000000 predicted=23.453553, expected=20.000000 predicted=19.993104, expected=44.000000 predicted=22.346393, expected=20.000000 predicted=21.631693, expected=24.000000 predicted=21.231637, expected=24.000000 predicted=24.015544, expected=20.000000 predicted=24.012229, expected=16.000000 predicted=26.428829, expected=12.000000 predicted=18.329434, expected=8.000000 predicted=16.904016, expected=56.000000 predicted=25.136083, expected=20.000000 predicted=24.554745, expected=20.000000 predicted=20.637150, expected=4.000000 predicted=16.688526, expected=4.000000 predicted=14.557308, expected=28.000000 predicted=26.638898, expected=40.000000 predicted=22.652261, expected=32.000000 predicted=23.652600, expected=12.000000 predicted=16.848356, expected=16.000000 predicted=17.376363, expected=8.000000 predicted=21.807114, expected=24.000000 predicted=24.450292, expected=48.000000 predicted=27.575839, expected=32.000000 predicted=24.361453, expected=20.000000 predicted=22.547753, expected=16.000000 predicted=20.025586, expected=12.000000 predicted=23.434852, expected=20.000000 predicted=27.602188, expected=24.000000 predicted=23.136020, expected=16.000000 predicted=18.608242, expected=28.000000 predicted=19.169059, expected=8.000000 predicted=16.661308, expected=12.000000 predicted=16.884582, expected=16.000000 predicted=17.838445, expected=28.000000 predicted=19.044986, expected=4.000000 predicted=17.642642, expected=28.000000 predicted=14.577759, expected=24.000000 predicted=18.838364, expected=24.000000 predicted=20.730566, expected=8.000000 predicted=19.542054, expected=24.000000 predicted=15.799662, expected=24.000000 predicted=23.657039, expected=12.000000 predicted=19.868426, expected=32.000000 predicted=21.406129, expected=4.000000 predicted=15.652701, expected=4.000000 predicted=15.591227, expected=4.000000 predicted=13.276833, expected=20.000000 predicted=13.218595, expected=20.000000 predicted=18.317436, expected=36.000000 predicted=15.315142, expected=4.000000 predicted=12.958337, expected=12.000000 predicted=12.084766, expected=28.000000 predicted=20.243287, expected=20.000000 predicted=21.289486, expected=16.000000 predicted=21.623115, expected=12.000000 predicted=12.734774, expected=16.000000 predicted=16.046133, expected=4.000000 predicted=16.973000, expected=8.000000 predicted=12.758525, expected=20.000000 predicted=13.711868, expected=8.000000 Test MSE: 79.082
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783])] predicted=131.602736, expected=104.000000 predicted=113.207104, expected=184.000000 predicted=137.794099, expected=184.000000 predicted=136.386616, expected=116.000000 predicted=114.537100, expected=108.000000 predicted=115.753279, expected=92.000000 predicted=114.488231, expected=100.000000 predicted=138.439609, expected=152.000000 predicted=147.640258, expected=152.000000 predicted=129.322628, expected=180.000000 predicted=138.169317, expected=80.000000 predicted=102.545455, expected=120.000000 predicted=118.729504, expected=96.000000 predicted=126.151763, expected=96.000000 predicted=125.999068, expected=152.000000 predicted=141.778591, expected=116.000000 predicted=106.525890, expected=120.000000 predicted=117.349508, expected=116.000000 predicted=108.454365, expected=84.000000 predicted=103.321132, expected=56.000000 predicted=103.191665, expected=76.000000 predicted=94.564950, expected=128.000000 predicted=113.250840, expected=180.000000 predicted=131.589884, expected=168.000000 predicted=121.682092, expected=112.000000 predicted=98.376542, expected=140.000000 predicted=118.138582, expected=108.000000 predicted=129.434320, expected=116.000000 predicted=144.115030, expected=112.000000 predicted=131.037150, expected=168.000000 predicted=136.114815, expected=100.000000 predicted=121.699458, expected=168.000000 predicted=133.166575, expected=64.000000 predicted=103.361774, expected=60.000000 predicted=98.515954, expected=100.000000 predicted=118.508068, expected=164.000000 predicted=128.453148, expected=228.000000 predicted=168.511011, expected=152.000000 predicted=116.932982, expected=148.000000 predicted=117.792214, expected=132.000000 predicted=131.898971, expected=96.000000 predicted=143.963156, expected=80.000000 predicted=143.712909, expected=88.000000 predicted=117.358961, expected=168.000000 predicted=142.406428, expected=160.000000 predicted=137.294489, expected=104.000000 predicted=106.170639, expected=88.000000 predicted=92.993228, expected=100.000000 predicted=106.389427, expected=104.000000 predicted=130.904767, expected=168.000000 predicted=144.813929, expected=196.000000 predicted=141.794699, expected=116.000000 predicted=114.398504, expected=104.000000 predicted=110.225049, expected=144.000000 predicted=131.027871, expected=76.000000 predicted=131.016639, expected=96.000000 predicted=131.962700, expected=140.000000 predicted=120.166572, expected=96.000000 predicted=108.399933, expected=156.000000 predicted=133.216269, expected=164.000000 predicted=121.316196, expected=84.000000 predicted=107.048749, expected=100.000000 predicted=116.030046, expected=108.000000 predicted=109.885736, expected=144.000000 predicted=143.357883, expected=188.000000 predicted=155.586440, expected=88.000000 predicted=101.030293, expected=96.000000 predicted=104.432822, expected=156.000000 predicted=130.484961, expected=112.000000 predicted=135.354964, expected=144.000000 predicted=147.127760, expected=152.000000 predicted=120.540983, expected=120.000000 predicted=121.322921, expected=184.000000 predicted=156.278976, expected=100.000000 predicted=120.359526, expected=104.000000 predicted=128.473045, expected=88.000000 predicted=117.585888, expected=120.000000 predicted=124.767427, expected=136.000000 predicted=141.352460, expected=124.000000 predicted=113.451756, expected=120.000000 predicted=111.532620, expected=128.000000 predicted=113.260468, expected=100.000000 predicted=115.879911, expected=68.000000 predicted=105.359128, expected=92.000000 predicted=105.268632, expected=136.000000 predicted=120.940230, expected=176.000000 predicted=138.849633, expected=84.000000 predicted=98.211787, expected=88.000000 predicted=87.906359, expected=72.000000 predicted=92.393506, expected=104.000000 predicted=120.360322, expected=96.000000 predicted=119.061450, expected=92.000000 predicted=89.239484, expected=156.000000 predicted=111.615126, expected=128.000000 predicted=106.356759, expected=76.000000 predicted=97.372983, expected=76.000000 predicted=89.682347, expected=44.000000 predicted=82.191559, expected=92.000000 predicted=111.962008, expected=144.000000 predicted=117.094348, expected=128.000000 predicted=101.073176, expected=100.000000 predicted=88.739278, expected=136.000000 predicted=96.679817, expected=112.000000 predicted=112.062488, expected=84.000000 predicted=115.338441, expected=72.000000 predicted=98.760716, expected=124.000000 predicted=110.837924, expected=128.000000 predicted=123.596253, expected=120.000000 predicted=111.916033, expected=20.000000 predicted=65.310261, expected=120.000000 predicted=96.575764, expected=136.000000 predicted=122.569127, expected=88.000000 predicted=109.115313, expected=88.000000 predicted=92.240309, expected=176.000000 predicted=104.231194, expected=128.000000 predicted=126.593134, expected=76.000000 predicted=107.607706, expected=104.000000 predicted=98.662825, expected=76.000000 predicted=97.455888, expected=72.000000 predicted=115.258526, expected=100.000000 predicted=102.020547, expected=180.000000 predicted=119.582478, expected=136.000000 predicted=116.577081, expected=100.000000 predicted=96.300064, expected=116.000000 predicted=102.164013, expected=68.000000 predicted=101.319750, expected=104.000000 predicted=130.536170, expected=128.000000 predicted=120.726591, expected=168.000000 predicted=128.502551, expected=112.000000 predicted=112.528886, expected=96.000000 predicted=94.830314, expected=116.000000 predicted=113.851207, expected=44.000000 predicted=98.803837, expected=108.000000 predicted=122.969537, expected=136.000000 predicted=114.146489, expected=116.000000 predicted=108.096263, expected=88.000000 predicted=97.081546, expected=84.000000 predicted=78.276532, expected=96.000000 predicted=104.431179, expected=76.000000 predicted=103.100194, expected=96.000000 predicted=99.339273, expected=100.000000 predicted=91.923829, expected=136.000000 predicted=106.410170, expected=116.000000 predicted=104.029116, expected=80.000000 predicted=87.772726, expected=116.000000 predicted=105.304934, expected=68.000000 predicted=93.485936, expected=64.000000 predicted=98.260865, expected=120.000000 predicted=105.479491, expected=140.000000 predicted=108.443524, expected=104.000000 predicted=105.474603, expected=100.000000 predicted=88.369789, expected=84.000000 predicted=86.634704, expected=88.000000 predicted=106.216911, expected=124.000000 predicted=120.378562, expected=196.000000 predicted=137.311419, expected=144.000000 predicted=122.452223, expected=128.000000 predicted=113.757258, expected=88.000000 predicted=102.931189, expected=80.000000 predicted=115.460579, expected=136.000000 predicted=149.329059, expected=148.000000 predicted=136.961391, expected=148.000000 predicted=130.480489, expected=144.000000 predicted=117.439461, expected=28.000000 predicted=79.326259, expected=116.000000 predicted=123.039866, expected=96.000000 predicted=119.098767, expected=56.000000 predicted=104.082357, expected=80.000000 predicted=94.033938, expected=100.000000 predicted=74.060596, expected=184.000000 predicted=133.070280, expected=108.000000 predicted=101.228863, expected=96.000000 predicted=87.417450, expected=68.000000 predicted=84.669155, expected=80.000000 predicted=101.855782, expected=92.000000 predicted=121.476535, expected=128.000000 predicted=109.416949, expected=140.000000 predicted=110.029000, expected=176.000000 predicted=119.726748, expected=96.000000 predicted=100.083301, expected=84.000000 predicted=100.841497, expected=36.000000 predicted=91.635910, expected=112.000000 predicted=121.835969, expected=116.000000 predicted=126.819011, expected=136.000000 predicted=109.605526, expected=140.000000 predicted=104.969199, expected=76.000000 predicted=77.520651, expected=76.000000 predicted=98.652119, expected=100.000000 predicted=108.169152, expected=104.000000 predicted=116.585541, expected=88.000000 predicted=104.696027, expected=92.000000 predicted=85.130383, expected=96.000000 predicted=89.471988, expected=192.000000 predicted=133.654099, expected=120.000000 predicted=113.723324, expected=96.000000 predicted=100.132496, expected=96.000000 predicted=99.242690, expected=144.000000 predicted=127.934756, expected=148.000000 predicted=153.223336, expected=20.000000 predicted=81.888808, expected=92.000000 predicted=93.743488, expected=72.000000 predicted=91.043480, expected=96.000000 predicted=113.464247, expected=96.000000 predicted=100.053853, expected=136.000000 predicted=85.084597, expected=96.000000 predicted=94.403447, expected=108.000000 predicted=95.064499, expected=100.000000 predicted=99.969659, expected=116.000000 predicted=109.890595, expected=72.000000 predicted=102.009411, expected=124.000000 predicted=107.373869, expected=140.000000 predicted=118.248524, expected=132.000000 predicted=117.310706, expected=84.000000 predicted=101.032767, expected=72.000000 predicted=86.204669, expected=88.000000 predicted=106.942219, expected=68.000000 predicted=101.915795, expected=64.000000 predicted=90.106704, expected=92.000000 predicted=82.953168, expected=152.000000 predicted=104.843688, expected=60.000000 predicted=78.827881, expected=76.000000 predicted=75.570648, expected=124.000000 predicted=94.430727, expected=64.000000 predicted=89.650854, expected=100.000000 predicted=108.849421, expected=132.000000 predicted=94.554526, expected=152.000000 predicted=115.724075, expected=128.000000 predicted=119.010304, expected=88.000000 predicted=90.632107, expected=68.000000 predicted=95.329488, expected=48.000000 predicted=95.716451, expected=64.000000 predicted=100.386050, expected=136.000000 predicted=113.707965, expected=136.000000 predicted=103.739780, expected=96.000000 predicted=84.489463, expected=104.000000 predicted=83.322985, expected=84.000000 predicted=88.774384, expected=64.000000 predicted=101.628846, expected=76.000000 predicted=98.429347, expected=128.000000 predicted=105.172091, expected=104.000000 predicted=99.750334, expected=124.000000 predicted=100.055673, expected=76.000000 predicted=79.327055, expected=124.000000 predicted=104.716137, expected=52.000000 predicted=93.031356, expected=100.000000 predicted=100.990653, expected=96.000000 predicted=101.354347, expected=56.000000 predicted=76.669322, expected=76.000000 predicted=88.730114, expected=88.000000 predicted=75.464893, expected=92.000000 predicted=92.269291, expected=136.000000 predicted=103.991049, expected=188.000000 predicted=117.598249, expected=160.000000 predicted=121.919298, expected=116.000000 predicted=112.203982, expected=124.000000 predicted=119.398505, expected=108.000000 predicted=131.091792, expected=56.000000 predicted=121.756335, expected=128.000000 predicted=129.922695, expected=128.000000 predicted=118.611607, expected=128.000000 predicted=121.385693, expected=116.000000 predicted=107.858573, expected=112.000000 predicted=97.914548, expected=100.000000 predicted=115.458843, expected=96.000000 predicted=112.304408, expected=180.000000 predicted=141.492112, expected=152.000000 predicted=132.213094, expected=144.000000 predicted=129.016866, expected=124.000000 predicted=118.074088, expected=128.000000 predicted=125.959137, expected=28.000000 predicted=110.340889, expected=92.000000 predicted=116.202239, expected=108.000000 predicted=116.536452, expected=144.000000 predicted=125.230957, expected=84.000000 predicted=97.688226, expected=124.000000 predicted=86.163242, expected=96.000000 predicted=99.674363, expected=72.000000 predicted=97.598198, expected=92.000000 predicted=107.888128, expected=80.000000 predicted=87.673862, expected=180.000000 predicted=134.362388, expected=128.000000 predicted=110.726736, expected=124.000000 predicted=104.796603, expected=92.000000 predicted=98.682653, expected=68.000000 predicted=93.096911, expected=60.000000 predicted=112.133827, expected=60.000000 predicted=91.334824, expected=76.000000 predicted=90.789748, expected=104.000000 predicted=89.227252, expected=132.000000 predicted=94.396929, expected=100.000000 predicted=83.991917, expected=112.000000 predicted=90.598702, expected=52.000000 predicted=76.569172, expected=76.000000 predicted=92.659680, expected=188.000000 predicted=139.817920, expected=108.000000 predicted=108.366750, expected=104.000000 predicted=104.016255, expected=164.000000 predicted=109.774504, expected=64.000000 predicted=95.089958, expected=48.000000 predicted=111.321504, expected=140.000000 predicted=114.092228, expected=112.000000 predicted=112.052243, expected=120.000000 predicted=125.949221, expected=88.000000 predicted=80.935920, expected=96.000000 predicted=87.036340, expected=44.000000 predicted=93.027761, expected=88.000000 predicted=96.714120, expected=140.000000 predicted=115.680527, expected=120.000000 predicted=103.406941, expected=124.000000 predicted=104.540269, expected=104.000000 predicted=86.040640, expected=132.000000 predicted=115.501628, expected=96.000000 predicted=117.554769, expected=76.000000 predicted=102.109337, expected=124.000000 predicted=116.428440, expected=140.000000 predicted=120.475333, expected=104.000000 predicted=115.162694, expected=116.000000 predicted=105.514777, expected=100.000000 predicted=97.872539, expected=76.000000 predicted=104.684478, expected=104.000000 predicted=113.827321, expected=148.000000 predicted=120.168731, expected=136.000000 predicted=121.881821, expected=20.000000 predicted=72.551609, expected=88.000000 predicted=86.267828, expected=48.000000 predicted=82.772043, expected=56.000000 predicted=95.827783, expected=48.000000 predicted=75.541386, expected=108.000000 predicted=66.389390, expected=104.000000 predicted=87.056487, expected=108.000000 predicted=79.530814, expected=84.000000 predicted=74.522285, expected=124.000000 predicted=92.363295, expected=80.000000 predicted=96.597424, expected=92.000000 predicted=98.458022, expected=112.000000 predicted=104.384839, expected=112.000000 predicted=101.607638, expected=96.000000 predicted=105.369563, expected=132.000000 predicted=105.531363, expected=88.000000 predicted=96.809844, expected=76.000000 predicted=97.101845, expected=104.000000 predicted=103.649754, expected=144.000000 predicted=117.268992, expected=156.000000 predicted=133.038004, expected=80.000000 predicted=92.729698, expected=84.000000 predicted=90.274771, expected=88.000000 predicted=101.670130, expected=60.000000 predicted=102.920555, expected=100.000000 predicted=111.690412, expected=168.000000 predicted=114.368256, expected=148.000000 predicted=115.006643, expected=96.000000 predicted=97.663577, expected=76.000000 predicted=82.987363, expected=128.000000 predicted=118.440991, expected=56.000000 predicted=111.442814, expected=120.000000 predicted=120.593915, expected=128.000000 predicted=106.403434, expected=208.000000 predicted=137.591700, expected=160.000000 predicted=138.010872, expected=68.000000 predicted=87.485403, expected=128.000000 predicted=126.514576, expected=40.000000 predicted=101.281787, expected=72.000000 predicted=127.728963, expected=160.000000 predicted=134.160531, expected=164.000000 predicted=117.366027, expected=116.000000 predicted=116.019134, expected=136.000000 predicted=98.041684, expected=116.000000 predicted=109.555703, expected=36.000000 predicted=106.690517, expected=108.000000 predicted=123.927658, expected=128.000000 predicted=116.967201, expected=196.000000 predicted=150.850325, expected=104.000000 predicted=108.889961, expected=112.000000 predicted=91.190871, expected=92.000000 predicted=107.631341, expected=72.000000 predicted=109.569965, expected=108.000000 predicted=133.573887, expected=192.000000 predicted=136.340271, expected=96.000000 predicted=107.782588, expected=164.000000 predicted=124.094481, expected=88.000000 predicted=94.995183, expected=116.000000 predicted=121.399107, expected=52.000000 predicted=116.196394, expected=92.000000 predicted=98.893296, expected=124.000000 predicted=126.731908, expected=108.000000 predicted=100.167877, expected=84.000000 predicted=95.873338, expected=116.000000 predicted=88.979269, expected=92.000000 predicted=97.439819, expected=92.000000 predicted=105.582580, expected=132.000000 predicted=112.566196, expected=104.000000 predicted=99.482990, expected=100.000000 predicted=106.415760, expected=120.000000 predicted=105.420096, expected=92.000000 predicted=99.383940, expected=128.000000 predicted=122.343674, expected=72.000000 predicted=93.367799, expected=96.000000 predicted=99.650010, expected=140.000000 predicted=120.013516, expected=128.000000 predicted=112.671336, expected=76.000000 predicted=101.866503, expected=112.000000 predicted=95.884435, expected=100.000000 predicted=103.522398, expected=84.000000 predicted=110.296993, expected=116.000000 predicted=112.134304, expected=144.000000 predicted=109.877472, expected=160.000000 predicted=130.446644, expected=120.000000 predicted=113.778850, expected=100.000000 predicted=103.145529, expected=88.000000 predicted=109.177690, expected=84.000000 predicted=115.139687, expected=104.000000 predicted=122.030907, expected=108.000000 predicted=108.651981, expected=140.000000 predicted=114.025546, expected=100.000000 predicted=97.954858, expected=100.000000 predicted=97.613850, expected=88.000000 predicted=99.222685, expected=112.000000 predicted=110.510590, expected=104.000000 predicted=115.318550, expected=132.000000 predicted=112.563766, expected=100.000000 predicted=101.938505, expected=144.000000 predicted=115.731539, expected=60.000000 predicted=94.358084, expected=144.000000 predicted=120.254920, expected=64.000000 predicted=101.057388, expected=76.000000 predicted=93.270754, expected=100.000000 predicted=108.636988, expected=124.000000 predicted=96.873365, expected=144.000000 predicted=128.632426, expected=64.000000 predicted=76.747022, expected=100.000000 predicted=92.191112, expected=116.000000 Test MSE: 1233.287
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195])] predicted=83.562158, expected=40.000000 predicted=85.068416, expected=100.000000 predicted=71.798523, expected=120.000000 predicted=93.028944, expected=72.000000 predicted=86.533234, expected=84.000000 predicted=71.387009, expected=80.000000 predicted=74.870599, expected=36.000000 predicted=77.046484, expected=164.000000 predicted=108.213868, expected=132.000000 predicted=94.795308, expected=120.000000 predicted=107.154728, expected=180.000000 predicted=122.459878, expected=100.000000 predicted=106.090373, expected=72.000000 predicted=126.235104, expected=32.000000 predicted=94.716931, expected=60.000000 predicted=91.483223, expected=104.000000 predicted=103.452432, expected=112.000000 predicted=88.189143, expected=76.000000 predicted=76.307358, expected=72.000000 predicted=69.819861, expected=64.000000 predicted=74.381863, expected=56.000000 predicted=79.492563, expected=68.000000 predicted=78.065307, expected=112.000000 predicted=80.487711, expected=192.000000 predicted=107.276722, expected=84.000000 predicted=89.864038, expected=84.000000 predicted=94.364995, expected=108.000000 predicted=99.156811, expected=32.000000 predicted=91.596408, expected=104.000000 predicted=114.758517, expected=80.000000 predicted=78.482163, expected=144.000000 predicted=102.202506, expected=132.000000 predicted=104.491665, expected=60.000000 predicted=80.744759, expected=120.000000 predicted=108.589459, expected=72.000000 predicted=90.743406, expected=152.000000 predicted=126.353817, expected=160.000000 predicted=122.652815, expected=140.000000 predicted=116.091526, expected=92.000000 predicted=117.147271, expected=128.000000 predicted=117.742025, expected=100.000000 predicted=125.199845, expected=148.000000 predicted=137.113582, expected=68.000000 predicted=107.178960, expected=148.000000 predicted=119.061254, expected=156.000000 predicted=126.785979, expected=104.000000 predicted=117.809285, expected=24.000000 predicted=99.596577, expected=76.000000 predicted=88.247701, expected=88.000000 predicted=101.051097, expected=32.000000 predicted=83.394388, expected=84.000000 predicted=75.859210, expected=124.000000 predicted=71.385666, expected=68.000000 predicted=77.591091, expected=56.000000 predicted=75.149570, expected=64.000000 predicted=63.056312, expected=28.000000 predicted=64.796893, expected=32.000000 predicted=65.511077, expected=172.000000 predicted=85.392579, expected=88.000000 predicted=71.805605, expected=116.000000 predicted=91.142887, expected=88.000000 predicted=76.040542, expected=92.000000 predicted=89.574884, expected=40.000000 predicted=97.955796, expected=100.000000 predicted=90.118052, expected=44.000000 predicted=76.339982, expected=172.000000 predicted=105.215570, expected=84.000000 predicted=85.077381, expected=92.000000 predicted=87.348885, expected=148.000000 predicted=109.408264, expected=128.000000 predicted=104.937508, expected=148.000000 predicted=139.455987, expected=140.000000 predicted=119.873009, expected=248.000000 predicted=159.916497, expected=128.000000 predicted=149.560942, expected=60.000000 predicted=131.065138, expected=160.000000 predicted=146.409899, expected=112.000000 predicted=133.476522, expected=60.000000 predicted=136.269648, expected=100.000000 predicted=104.808006, expected=88.000000 predicted=88.268966, expected=88.000000 predicted=108.119256, expected=84.000000 predicted=90.324270, expected=56.000000 predicted=72.765873, expected=96.000000 predicted=89.001337, expected=52.000000 predicted=72.984697, expected=128.000000 predicted=93.380417, expected=164.000000 predicted=103.824444, expected=56.000000 predicted=83.225398, expected=60.000000 predicted=89.687213, expected=72.000000 predicted=77.448174, expected=44.000000 predicted=85.464783, expected=68.000000 predicted=87.571511, expected=72.000000 predicted=61.435677, expected=108.000000 predicted=76.023315, expected=44.000000 predicted=63.958244, expected=112.000000 predicted=78.449811, expected=28.000000 predicted=61.164272, expected=24.000000 predicted=61.734737, expected=92.000000 predicted=74.214677, expected=136.000000 predicted=78.470486, expected=148.000000 predicted=104.073800, expected=132.000000 predicted=92.184281, expected=140.000000 predicted=105.566704, expected=120.000000 predicted=121.302322, expected=64.000000 predicted=115.438223, expected=112.000000 predicted=121.699021, expected=136.000000 predicted=120.068839, expected=88.000000 predicted=111.514621, expected=68.000000 predicted=96.895849, expected=120.000000 predicted=95.742859, expected=56.000000 predicted=90.559504, expected=52.000000 predicted=89.498332, expected=120.000000 predicted=88.298336, expected=136.000000 predicted=95.280604, expected=128.000000 predicted=110.663745, expected=64.000000 predicted=83.366640, expected=32.000000 predicted=74.509873, expected=84.000000 predicted=93.945553, expected=36.000000 predicted=78.216182, expected=76.000000 predicted=80.611700, expected=68.000000 predicted=59.566737, expected=104.000000 predicted=69.588875, expected=72.000000 predicted=73.603437, expected=104.000000 predicted=77.219726, expected=112.000000 predicted=89.853159, expected=44.000000 predicted=75.933727, expected=48.000000 predicted=78.940083, expected=112.000000 predicted=83.325845, expected=108.000000 predicted=92.810814, expected=32.000000 predicted=75.146645, expected=104.000000 predicted=76.050380, expected=96.000000 predicted=77.389202, expected=56.000000 predicted=85.670067, expected=80.000000 predicted=83.184637, expected=96.000000 predicted=72.747856, expected=100.000000 predicted=93.020034, expected=72.000000 predicted=83.351273, expected=36.000000 predicted=64.972764, expected=96.000000 predicted=82.026854, expected=56.000000 predicted=73.194487, expected=36.000000 predicted=67.534598, expected=84.000000 predicted=66.625815, expected=116.000000 predicted=72.339578, expected=56.000000 predicted=74.779221, expected=68.000000 predicted=68.870099, expected=100.000000 predicted=73.000151, expected=52.000000 predicted=75.114728, expected=36.000000 predicted=72.618148, expected=60.000000 predicted=59.274041, expected=120.000000 predicted=79.002582, expected=64.000000 predicted=74.100736, expected=64.000000 predicted=66.205625, expected=88.000000 predicted=68.010397, expected=56.000000 predicted=69.509642, expected=68.000000 predicted=81.840512, expected=96.000000 predicted=74.084348, expected=76.000000 predicted=73.288369, expected=64.000000 predicted=75.555567, expected=48.000000 predicted=62.337580, expected=88.000000 predicted=74.698233, expected=88.000000 predicted=79.878308, expected=140.000000 predicted=93.496274, expected=84.000000 predicted=81.497211, expected=128.000000 predicted=97.310950, expected=36.000000 predicted=81.034104, expected=72.000000 predicted=89.921664, expected=88.000000 predicted=93.702572, expected=32.000000 predicted=68.460086, expected=32.000000 predicted=68.427476, expected=76.000000 predicted=54.676837, expected=160.000000 predicted=89.361982, expected=60.000000 predicted=74.065707, expected=68.000000 predicted=69.344735, expected=56.000000 predicted=63.029627, expected=52.000000 predicted=73.938992, expected=96.000000 predicted=94.054936, expected=132.000000 predicted=83.400342, expected=128.000000 predicted=93.377245, expected=60.000000 predicted=79.599104, expected=20.000000 predicted=67.617026, expected=52.000000 predicted=76.539924, expected=36.000000 predicted=71.466424, expected=88.000000 predicted=77.487435, expected=64.000000 predicted=54.605627, expected=84.000000 predicted=58.564056, expected=64.000000 predicted=61.656661, expected=64.000000 predicted=62.784163, expected=40.000000 predicted=64.570688, expected=60.000000 predicted=62.424764, expected=96.000000 predicted=73.657310, expected=116.000000 predicted=79.324058, expected=76.000000 predicted=74.604289, expected=108.000000 predicted=82.260765, expected=120.000000 predicted=93.566513, expected=104.000000 predicted=103.198463, expected=52.000000 predicted=91.591740, expected=52.000000 predicted=78.384148, expected=108.000000 predicted=94.154203, expected=104.000000 predicted=95.473177, expected=44.000000 predicted=76.723936, expected=52.000000 predicted=64.080507, expected=88.000000 predicted=71.831640, expected=44.000000 predicted=72.421513, expected=60.000000 predicted=70.949660, expected=72.000000 predicted=58.157880, expected=100.000000 predicted=72.362845, expected=80.000000 predicted=76.664759, expected=48.000000 predicted=61.861373, expected=84.000000 predicted=73.495378, expected=44.000000 predicted=65.088307, expected=60.000000 predicted=73.143007, expected=52.000000 predicted=60.537610, expected=80.000000 predicted=63.079292, expected=92.000000 predicted=73.832514, expected=56.000000 predicted=60.466043, expected=40.000000 predicted=59.528150, expected=24.000000 predicted=49.811649, expected=24.000000 predicted=50.786314, expected=96.000000 predicted=66.342098, expected=132.000000 predicted=72.001828, expected=96.000000 predicted=71.029778, expected=88.000000 predicted=73.022818, expected=116.000000 predicted=86.055055, expected=92.000000 predicted=99.684699, expected=56.000000 predicted=95.354150, expected=168.000000 predicted=112.630525, expected=140.000000 predicted=109.549006, expected=64.000000 predicted=103.792138, expected=96.000000 predicted=100.288780, expected=80.000000 predicted=88.315024, expected=80.000000 predicted=109.852435, expected=64.000000 predicted=89.645928, expected=72.000000 predicted=73.738480, expected=124.000000 predicted=93.084821, expected=104.000000 predicted=88.591335, expected=64.000000 predicted=82.195087, expected=108.000000 predicted=89.044648, expected=76.000000 predicted=84.158753, expected=88.000000 predicted=98.533240, expected=100.000000 predicted=92.297014, expected=92.000000 predicted=85.549172, expected=56.000000 predicted=84.535801, expected=40.000000 predicted=69.410571, expected=60.000000 predicted=71.415612, expected=44.000000 predicted=65.193623, expected=80.000000 predicted=69.626942, expected=76.000000 predicted=60.548597, expected=40.000000 predicted=52.497000, expected=88.000000 predicted=68.233837, expected=84.000000 predicted=66.069897, expected=40.000000 predicted=66.052868, expected=148.000000 predicted=91.000814, expected=172.000000 predicted=98.237015, expected=96.000000 predicted=103.850977, expected=108.000000 predicted=106.684359, expected=84.000000 predicted=92.266689, expected=28.000000 predicted=98.613329, expected=84.000000 predicted=103.455334, expected=116.000000 predicted=89.790302, expected=160.000000 predicted=110.341567, expected=68.000000 predicted=85.660714, expected=56.000000 predicted=75.119881, expected=96.000000 predicted=92.116707, expected=68.000000 predicted=91.283806, expected=72.000000 predicted=95.352230, expected=128.000000 predicted=86.579715, expected=128.000000 predicted=92.140708, expected=44.000000 predicted=83.944641, expected=44.000000 predicted=73.713106, expected=84.000000 predicted=79.194683, expected=36.000000 predicted=76.052294, expected=40.000000 predicted=69.181649, expected=100.000000 predicted=61.689713, expected=68.000000 predicted=59.554887, expected=32.000000 predicted=60.473724, expected=60.000000 predicted=53.404750, expected=80.000000 predicted=61.273510, expected=24.000000 predicted=59.830857, expected=32.000000 predicted=50.087324, expected=60.000000 predicted=45.832774, expected=164.000000 predicted=84.569418, expected=124.000000 predicted=87.237529, expected=116.000000 predicted=87.140125, expected=92.000000 predicted=87.073216, expected=80.000000 predicted=95.220371, expected=32.000000 predicted=96.863159, expected=92.000000 predicted=94.606023, expected=124.000000 predicted=96.469454, expected=76.000000 predicted=83.864523, expected=96.000000 predicted=86.809382, expected=60.000000 predicted=68.104760, expected=76.000000 predicted=86.883688, expected=44.000000 predicted=77.637829, expected=60.000000 predicted=68.813589, expected=100.000000 predicted=79.218416, expected=56.000000 predicted=63.054259, expected=64.000000 predicted=69.181837, expected=112.000000 predicted=74.119324, expected=44.000000 predicted=65.166055, expected=72.000000 predicted=79.972545, expected=72.000000 predicted=65.800162, expected=112.000000 predicted=83.559709, expected=56.000000 predicted=78.010964, expected=52.000000 predicted=63.851392, expected=52.000000 predicted=64.848974, expected=36.000000 predicted=59.223545, expected=20.000000 predicted=56.256479, expected=56.000000 predicted=48.101481, expected=132.000000 predicted=68.909980, expected=60.000000 predicted=58.165249, expected=52.000000 predicted=58.220692, expected=104.000000 predicted=67.575235, expected=32.000000 predicted=61.848936, expected=60.000000 predicted=81.436257, expected=132.000000 predicted=79.050191, expected=144.000000 predicted=91.974821, expected=56.000000 predicted=86.545530, expected=80.000000 predicted=78.068926, expected=76.000000 predicted=81.136536, expected=68.000000 predicted=94.079199, expected=52.000000 predicted=83.178651, expected=84.000000 predicted=69.899200, expected=108.000000 predicted=82.355807, expected=48.000000 predicted=69.150913, expected=32.000000 predicted=61.420150, expected=64.000000 predicted=61.077444, expected=68.000000 predicted=68.286108, expected=28.000000 predicted=60.116096, expected=68.000000 predicted=54.460986, expected=88.000000 predicted=57.651522, expected=20.000000 predicted=51.281420, expected=64.000000 predicted=60.692587, expected=40.000000 predicted=43.130144, expected=40.000000 predicted=54.260025, expected=40.000000 predicted=51.609756, expected=68.000000 predicted=45.536556, expected=80.000000 predicted=60.166747, expected=28.000000 predicted=44.741760, expected=64.000000 predicted=54.494312, expected=100.000000 predicted=64.235742, expected=36.000000 predicted=58.826863, expected=156.000000 predicted=93.636477, expected=104.000000 predicted=74.084932, expected=200.000000 predicted=123.943282, expected=92.000000 predicted=106.140606, expected=60.000000 predicted=94.307622, expected=108.000000 predicted=120.050204, expected=60.000000 predicted=94.097631, expected=68.000000 predicted=108.412430, expected=108.000000 predicted=86.684751, expected=108.000000 predicted=85.278431, expected=36.000000 predicted=78.125201, expected=60.000000 predicted=70.248725, expected=28.000000 predicted=58.065921, expected=44.000000 predicted=67.152737, expected=20.000000 predicted=50.580467, expected=84.000000 predicted=51.351162, expected=148.000000 predicted=76.434181, expected=180.000000 predicted=94.562430, expected=204.000000 predicted=122.407741, expected=304.000000 predicted=167.012484, expected=100.000000 predicted=145.844514, expected=96.000000 predicted=161.245945, expected=76.000000 predicted=140.660489, expected=108.000000 predicted=147.149693, expected=116.000000 predicted=152.078789, expected=40.000000 predicted=82.487614, expected=60.000000 predicted=81.390560, expected=24.000000 predicted=59.608931, expected=40.000000 predicted=66.234514, expected=96.000000 predicted=74.215138, expected=148.000000 predicted=78.723335, expected=92.000000 predicted=78.749793, expected=80.000000 predicted=75.270124, expected=92.000000 predicted=82.932941, expected=56.000000 predicted=86.193736, expected=64.000000 predicted=92.534966, expected=68.000000 predicted=74.649211, expected=44.000000 predicted=64.511705, expected=36.000000 predicted=59.984331, expected=60.000000 predicted=54.815594, expected=60.000000 predicted=56.423112, expected=40.000000 predicted=52.030818, expected=36.000000 predicted=43.981427, expected=72.000000 predicted=51.757398, expected=108.000000 predicted=69.897095, expected=44.000000 predicted=57.743637, expected=52.000000 predicted=56.990850, expected=36.000000 predicted=48.570350, expected=40.000000 predicted=56.807952, expected=28.000000 predicted=53.628922, expected=104.000000 predicted=59.631478, expected=88.000000 predicted=61.365372, expected=76.000000 predicted=63.871450, expected=64.000000 predicted=62.466838, expected=32.000000 predicted=53.566039, expected=28.000000 predicted=63.105457, expected=64.000000 predicted=62.114994, expected=88.000000 predicted=65.512196, expected=92.000000 predicted=68.269563, expected=96.000000 predicted=68.422670, expected=72.000000 predicted=67.139792, expected=76.000000 predicted=78.296393, expected=108.000000 predicted=91.151759, expected=96.000000 predicted=90.933007, expected=104.000000 predicted=95.986158, expected=148.000000 predicted=105.286495, expected=56.000000 predicted=86.907073, expected=76.000000 predicted=97.742901, expected=64.000000 predicted=82.905454, expected=24.000000 predicted=71.959129, expected=68.000000 predicted=81.699823, expected=108.000000 predicted=70.317860, expected=80.000000 predicted=73.513208, expected=60.000000 predicted=67.383278, expected=68.000000 predicted=61.333393, expected=56.000000 predicted=68.195074, expected=44.000000 predicted=69.861545, expected=64.000000 predicted=64.291969, expected=144.000000 predicted=83.453489, expected=64.000000 predicted=70.569386, expected=40.000000 predicted=65.369182, expected=60.000000 predicted=61.764908, expected=84.000000 predicted=74.125717, expected=32.000000 predicted=73.402929, expected=48.000000 predicted=56.026501, expected=52.000000 predicted=48.670570, expected=72.000000 predicted=60.885576, expected=68.000000 predicted=64.088470, expected=20.000000 predicted=41.649962, expected=84.000000 predicted=61.364833, expected=20.000000 Test MSE: 1534.229
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317])] predicted=19.150185, expected=16.000000 predicted=18.075045, expected=12.000000 predicted=16.527166, expected=12.000000 predicted=15.841662, expected=20.000000 predicted=18.211426, expected=12.000000 predicted=14.088249, expected=12.000000 predicted=13.860396, expected=32.000000 predicted=18.451091, expected=24.000000 predicted=18.866651, expected=28.000000 predicted=22.465842, expected=36.000000 predicted=25.408352, expected=20.000000 predicted=24.371476, expected=8.000000 predicted=22.882628, expected=20.000000 predicted=22.274676, expected=32.000000 predicted=24.517283, expected=24.000000 predicted=23.331786, expected=32.000000 predicted=24.150496, expected=24.000000 predicted=23.114881, expected=12.000000 predicted=22.495964, expected=12.000000 predicted=21.430652, expected=12.000000 predicted=18.101199, expected=20.000000 predicted=18.760891, expected=40.000000 predicted=22.442627, expected=12.000000 predicted=16.912388, expected=4.000000 predicted=15.603100, expected=8.000000 predicted=14.750294, expected=24.000000 predicted=18.326173, expected=28.000000 predicted=20.332456, expected=44.000000 predicted=23.118400, expected=8.000000 predicted=17.517952, expected=36.000000 predicted=26.564951, expected=16.000000 predicted=23.984141, expected=16.000000 predicted=23.844009, expected=44.000000 predicted=29.543118, expected=16.000000 predicted=21.096927, expected=8.000000 predicted=21.625678, expected=16.000000 predicted=18.729597, expected=12.000000 predicted=17.312774, expected=16.000000 predicted=18.635259, expected=4.000000 predicted=10.854644, expected=32.000000 predicted=16.875606, expected=40.000000 predicted=21.926960, expected=20.000000 predicted=20.572426, expected=16.000000 predicted=21.077585, expected=4.000000 predicted=16.984739, expected=48.000000 predicted=29.395394, expected=40.000000 predicted=28.768443, expected=8.000000 predicted=21.198948, expected=36.000000 predicted=27.186552, expected=24.000000 predicted=25.286357, expected=24.000000 predicted=29.691425, expected=24.000000 predicted=25.786507, expected=24.000000 predicted=23.191397, expected=24.000000 predicted=25.758024, expected=4.000000 predicted=18.516178, expected=28.000000 predicted=22.435855, expected=28.000000 predicted=22.084617, expected=36.000000 predicted=25.592252, expected=16.000000 predicted=21.738371, expected=24.000000 predicted=23.050815, expected=16.000000 predicted=23.258211, expected=20.000000 predicted=22.998323, expected=20.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=21.664103, expected=28.000000 predicted=21.474833, expected=20.000000 predicted=20.999704, expected=16.000000 predicted=19.597294, expected=36.000000 predicted=24.847403, expected=24.000000 predicted=23.506627, expected=32.000000 predicted=27.072692, expected=44.000000 predicted=30.318171, expected=40.000000 predicted=32.695773, expected=12.000000 predicted=29.136755, expected=4.000000 predicted=23.623543, expected=44.000000 predicted=31.042438, expected=44.000000 predicted=32.070983, expected=40.000000 predicted=32.132594, expected=44.000000 predicted=32.969592, expected=44.000000 predicted=37.225435, expected=32.000000 predicted=40.179946, expected=8.000000 predicted=32.101828, expected=32.000000 predicted=33.514056, expected=12.000000 predicted=25.901638, expected=20.000000 predicted=24.586328, expected=52.000000 predicted=29.116348, expected=68.000000 predicted=35.879505, expected=12.000000 predicted=29.984454, expected=44.000000 predicted=36.949127, expected=28.000000 predicted=34.872940, expected=8.000000 predicted=32.262358, expected=8.000000 predicted=26.318549, expected=16.000000 predicted=18.290716, expected=48.000000 predicted=28.204798, expected=96.000000 predicted=42.011794, expected=8.000000 predicted=26.640680, expected=12.000000 predicted=30.578084, expected=12.000000 predicted=28.538047, expected=16.000000 predicted=29.998775, expected=36.000000 predicted=32.060874, expected=48.000000 predicted=24.780820, expected=36.000000 predicted=27.461381, expected=12.000000 predicted=24.550107, expected=28.000000 predicted=29.175783, expected=8.000000 predicted=24.946773, expected=40.000000 predicted=31.110302, expected=20.000000 predicted=23.025931, expected=28.000000 predicted=23.574833, expected=8.000000 predicted=19.987804, expected=24.000000 predicted=21.621788, expected=8.000000 predicted=19.599075, expected=4.000000 predicted=14.149442, expected=28.000000 predicted=18.388484, expected=44.000000 predicted=21.833688, expected=8.000000 predicted=17.700097, expected=16.000000 predicted=18.159947, expected=28.000000 predicted=21.372123, expected=8.000000 predicted=19.940718, expected=24.000000 predicted=22.718115, expected=28.000000 predicted=19.146710, expected=20.000000 predicted=20.351831, expected=12.000000 predicted=19.293144, expected=20.000000 predicted=18.561825, expected=28.000000 predicted=22.573397, expected=16.000000 predicted=20.051865, expected=12.000000 predicted=17.462575, expected=24.000000 predicted=19.138073, expected=16.000000 predicted=18.535166, expected=28.000000 predicted=22.001239, expected=44.000000 predicted=25.614527, expected=76.000000 predicted=38.390328, expected=32.000000 predicted=35.236635, expected=24.000000 predicted=35.373751, expected=4.000000 predicted=30.153438, expected=52.000000 predicted=40.894636, expected=40.000000 predicted=38.469055, expected=36.000000 predicted=32.261149, expected=8.000000 predicted=24.714160, expected=16.000000 predicted=24.416099, expected=32.000000 predicted=31.283599, expected=28.000000 predicted=26.840021, expected=16.000000 predicted=22.165995, expected=28.000000 predicted=22.053553, expected=20.000000 predicted=22.348242, expected=20.000000 predicted=23.765826, expected=4.000000 predicted=17.426495, expected=20.000000 predicted=18.430270, expected=16.000000 predicted=17.617076, expected=44.000000 predicted=23.809535, expected=28.000000 predicted=22.194954, expected=36.000000 predicted=25.839101, expected=20.000000 predicted=25.981436, expected=12.000000 predicted=23.971459, expected=12.000000 predicted=24.174476, expected=8.000000 predicted=17.896625, expected=40.000000 predicted=24.354308, expected=36.000000 predicted=22.679647, expected=12.000000 predicted=18.622898, expected=28.000000 predicted=23.500891, expected=36.000000 predicted=27.013370, expected=8.000000 predicted=24.264531, expected=28.000000 predicted=26.015021, expected=36.000000 predicted=25.359661, expected=48.000000 predicted=32.733068, expected=28.000000 predicted=30.259125, expected=24.000000 predicted=27.730924, expected=32.000000 predicted=32.504849, expected=8.000000 predicted=26.335779, expected=28.000000 predicted=29.040876, expected=32.000000 predicted=25.900332, expected=16.000000 predicted=22.167088, expected=12.000000 predicted=20.679775, expected=12.000000 predicted=16.844766, expected=16.000000 predicted=19.026878, expected=16.000000 predicted=17.441064, expected=44.000000 predicted=22.582449, expected=28.000000 predicted=21.362855, expected=28.000000 predicted=24.443226, expected=12.000000 predicted=22.058089, expected=4.000000 predicted=19.478975, expected=36.000000 predicted=27.533241, expected=12.000000 predicted=18.445719, expected=16.000000 predicted=18.438033, expected=24.000000 predicted=17.941714, expected=24.000000 predicted=19.228758, expected=12.000000 predicted=19.909911, expected=20.000000 predicted=18.247700, expected=12.000000 predicted=16.858684, expected=24.000000 predicted=20.194730, expected=44.000000 predicted=25.381895, expected=32.000000 predicted=24.276687, expected=32.000000 predicted=27.966513, expected=28.000000 predicted=27.998059, expected=16.000000 predicted=27.312800, expected=40.000000 predicted=33.698926, expected=32.000000 predicted=29.832523, expected=24.000000 predicted=28.257627, expected=28.000000 predicted=28.118332, expected=60.000000 predicted=36.336410, expected=32.000000 predicted=34.927138, expected=16.000000 predicted=30.348567, expected=28.000000 predicted=30.969877, expected=20.000000 predicted=28.751473, expected=32.000000 predicted=32.493729, expected=20.000000 predicted=23.970239, expected=28.000000 predicted=24.475696, expected=16.000000 predicted=22.816257, expected=40.000000 predicted=27.903446, expected=4.000000 predicted=20.465338, expected=12.000000 predicted=19.511361, expected=28.000000 predicted=22.269323, expected=16.000000 predicted=18.306830, expected=24.000000 predicted=21.950309, expected=8.000000 predicted=13.749640, expected=48.000000 predicted=26.004114, expected=36.000000 predicted=27.163258, expected=8.000000 predicted=21.201977, expected=40.000000 predicted=29.518613, expected=28.000000 predicted=26.671381, expected=32.000000 predicted=32.666260, expected=32.000000 predicted=29.787550, expected=32.000000 predicted=28.475679, expected=20.000000 predicted=29.470032, expected=4.000000 predicted=22.148574, expected=40.000000 predicted=28.881155, expected=72.000000 predicted=37.751624, expected=40.000000 predicted=34.514886, expected=32.000000 predicted=34.532984, expected=16.000000 predicted=30.834283, expected=24.000000 predicted=36.005062, expected=24.000000 predicted=34.187654, expected=24.000000 predicted=26.642437, expected=28.000000 predicted=25.289140, expected=16.000000 predicted=20.841621, expected=56.000000 predicted=32.499982, expected=28.000000 predicted=28.109634, expected=16.000000 predicted=26.763932, expected=16.000000 predicted=25.488068, expected=24.000000 predicted=25.436502, expected=20.000000 predicted=26.394759, expected=44.000000 predicted=27.448988, expected=36.000000 predicted=26.495688, expected=24.000000 predicted=26.605514, expected=12.000000 predicted=24.768104, expected=12.000000 predicted=23.005747, expected=24.000000 predicted=25.742296, expected=20.000000 predicted=21.300920, expected=4.000000 predicted=14.561052, expected=28.000000 predicted=18.363649, expected=4.000000 predicted=13.096558, expected=48.000000 predicted=25.442412, expected=40.000000 predicted=25.109252, expected=20.000000 predicted=22.893994, expected=32.000000 predicted=29.417827, expected=12.000000 predicted=23.180031, expected=4.000000 predicted=24.065383, expected=16.000000 predicted=20.714630, expected=16.000000 predicted=16.400623, expected=40.000000 predicted=23.087511, expected=8.000000 predicted=14.170888, expected=24.000000 predicted=18.936433, expected=16.000000 predicted=18.919033, expected=24.000000 predicted=21.693303, expected=16.000000 predicted=20.924747, expected=28.000000 predicted=20.262650, expected=24.000000 predicted=22.033015, expected=4.000000 predicted=16.591061, expected=40.000000 predicted=25.367463, expected=24.000000 predicted=21.905156, expected=28.000000 predicted=25.494569, expected=16.000000 predicted=21.600568, expected=44.000000 predicted=27.961128, expected=20.000000 predicted=27.290529, expected=28.000000 predicted=27.149892, expected=12.000000 predicted=22.882488, expected=12.000000 predicted=20.719705, expected=20.000000 predicted=22.912742, expected=8.000000 predicted=15.393237, expected=20.000000 predicted=17.586090, expected=20.000000 predicted=15.563146, expected=24.000000 predicted=18.002303, expected=20.000000 predicted=18.729458, expected=20.000000 predicted=18.529653, expected=20.000000 predicted=20.491951, expected=20.000000 predicted=20.497756, expected=40.000000 predicted=26.100946, expected=16.000000 predicted=21.274245, expected=8.000000 predicted=19.303858, expected=20.000000 predicted=20.642480, expected=48.000000 predicted=27.990030, expected=12.000000 predicted=22.257597, expected=8.000000 predicted=17.744565, expected=20.000000 predicted=19.182397, expected=24.000000 predicted=21.934879, expected=36.000000 predicted=26.683442, expected=24.000000 predicted=20.520719, expected=36.000000 predicted=25.867609, expected=12.000000 predicted=23.135204, expected=16.000000 predicted=23.900383, expected=16.000000 predicted=22.642703, expected=28.000000 predicted=22.815870, expected=24.000000 predicted=22.372860, expected=24.000000 predicted=20.277490, expected=16.000000 predicted=19.841527, expected=4.000000 predicted=16.717222, expected=12.000000 predicted=17.685920, expected=12.000000 predicted=14.953399, expected=8.000000 predicted=12.276092, expected=28.000000 predicted=15.367106, expected=32.000000 predicted=17.339544, expected=12.000000 predicted=16.246762, expected=20.000000 predicted=18.940881, expected=36.000000 predicted=23.855347, expected=12.000000 predicted=21.565282, expected=16.000000 predicted=21.330558, expected=20.000000 predicted=19.099881, expected=28.000000 predicted=22.604937, expected=32.000000 predicted=25.212376, expected=28.000000 predicted=22.902862, expected=36.000000 predicted=27.632990, expected=44.000000 predicted=32.531556, expected=36.000000 predicted=33.895587, expected=16.000000 predicted=29.943817, expected=28.000000 predicted=31.179160, expected=8.000000 predicted=25.282252, expected=12.000000 predicted=23.276587, expected=40.000000 predicted=25.886153, expected=28.000000 predicted=22.011677, expected=24.000000 predicted=23.714961, expected=8.000000 predicted=18.018027, expected=4.000000 predicted=17.286691, expected=16.000000 predicted=20.134620, expected=40.000000 predicted=22.733489, expected=48.000000 predicted=26.203068, expected=12.000000 predicted=19.239340, expected=52.000000 predicted=31.702145, expected=20.000000 predicted=28.560391, expected=8.000000 predicted=27.936190, expected=24.000000 predicted=27.752291, expected=20.000000 predicted=21.637199, expected=16.000000 predicted=23.308171, expected=24.000000 predicted=19.438681, expected=4.000000 predicted=13.872651, expected=8.000000 predicted=15.487971, expected=8.000000 predicted=12.661444, expected=4.000000 predicted=9.863301, expected=16.000000 predicted=11.819893, expected=96.000000 predicted=31.912429, expected=40.000000 predicted=27.885917, expected=68.000000 predicted=42.835532, expected=52.000000 predicted=44.902087, expected=24.000000 predicted=44.938978, expected=20.000000 predicted=47.850365, expected=24.000000 predicted=35.846674, expected=32.000000 predicted=36.997131, expected=28.000000 predicted=30.391724, expected=24.000000 predicted=25.162082, expected=20.000000 predicted=23.805429, expected=8.000000 predicted=20.523589, expected=36.000000 predicted=26.644556, expected=68.000000 predicted=35.591136, expected=32.000000 predicted=30.852288, expected=28.000000 predicted=31.655427, expected=12.000000 predicted=26.905181, expected=8.000000 predicted=27.682743, expected=12.000000 predicted=25.987572, expected=20.000000 predicted=19.228803, expected=32.000000 predicted=20.895173, expected=12.000000 predicted=15.077420, expected=28.000000 predicted=19.915594, expected=36.000000 predicted=24.418084, expected=4.000000 predicted=19.186957, expected=12.000000 predicted=20.230787, expected=8.000000 predicted=14.790712, expected=12.000000 predicted=16.426610, expected=8.000000 predicted=13.248984, expected=20.000000 predicted=11.798274, expected=16.000000 predicted=12.889183, expected=32.000000 predicted=18.160102, expected=28.000000 predicted=20.090265, expected=28.000000 predicted=22.483582, expected=16.000000 predicted=22.038750, expected=12.000000 predicted=20.337520, expected=20.000000 predicted=22.525666, expected=40.000000 predicted=26.389693, expected=20.000000 predicted=22.236771, expected=12.000000 predicted=18.974101, expected=16.000000 predicted=19.002540, expected=16.000000 predicted=19.757091, expected=52.000000 predicted=30.440820, expected=44.000000 predicted=28.527944, expected=8.000000 predicted=21.896038, expected=32.000000 predicted=28.512386, expected=36.000000 predicted=30.869008, expected=24.000000 predicted=32.202813, expected=24.000000 predicted=28.175921, expected=16.000000 predicted=21.523254, expected=12.000000 predicted=22.574692, expected=16.000000 predicted=21.048878, expected=4.000000 predicted=14.342585, expected=28.000000 predicted=18.780797, expected=20.000000 predicted=16.121225, expected=28.000000 predicted=19.476777, expected=12.000000 predicted=16.788864, expected=12.000000 predicted=16.223672, expected=8.000000 predicted=16.716357, expected=24.000000 predicted=18.438020, expected=28.000000 predicted=20.135510, expected=16.000000 predicted=16.352699, expected=40.000000 predicted=23.906707, expected=24.000000 predicted=22.395933, expected=16.000000 predicted=23.664319, expected=8.000000 predicted=20.065720, expected=4.000000 predicted=15.805570, expected=32.000000 predicted=23.088259, expected=24.000000 predicted=18.682329, expected=24.000000 predicted=19.035550, expected=8.000000 predicted=14.865196, expected=60.000000 predicted=29.882545, expected=20.000000 Test MSE: 222.846
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487])] predicted=13.532589, expected=24.000000 predicted=17.386501, expected=8.000000 predicted=14.424147, expected=24.000000 predicted=16.982556, expected=24.000000 predicted=18.708107, expected=4.000000 predicted=14.006705, expected=28.000000 predicted=20.598510, expected=12.000000 predicted=15.495258, expected=4.000000 predicted=14.578917, expected=24.000000 predicted=17.321733, expected=8.000000 predicted=12.107202, expected=48.000000 predicted=24.764948, expected=16.000000 predicted=17.518612, expected=28.000000 predicted=23.085136, expected=16.000000 predicted=22.033229, expected=4.000000 predicted=18.752101, expected=12.000000 predicted=19.057597, expected=32.000000 predicted=19.972082, expected=4.000000 predicted=14.235381, expected=36.000000 predicted=19.884389, expected=16.000000 predicted=16.718368, expected=4.000000 predicted=16.386405, expected=8.000000 predicted=15.321700, expected=8.000000 predicted=12.114310, expected=24.000000 predicted=17.170531, expected=12.000000 predicted=11.798257, expected=20.000000 predicted=13.729254, expected=32.000000 predicted=18.913843, expected=20.000000 predicted=19.653533, expected=12.000000 predicted=19.066774, expected=4.000000 predicted=14.872514, expected=16.000000 predicted=17.334441, expected=16.000000 predicted=16.484957, expected=8.000000 predicted=12.151274, expected=16.000000 predicted=12.397381, expected=12.000000 predicted=11.938548, expected=4.000000 predicted=11.101768, expected=20.000000 predicted=13.489937, expected=16.000000 predicted=12.973944, expected=24.000000 predicted=16.681184, expected=4.000000 predicted=11.868749, expected=4.000000 predicted=11.256620, expected=8.000000 predicted=11.807801, expected=8.000000 predicted=10.529295, expected=8.000000 predicted=9.039667, expected=20.000000 predicted=10.058730, expected=4.000000 predicted=7.976651, expected=8.000000 predicted=9.298215, expected=8.000000 predicted=8.851602, expected=20.000000 predicted=12.653159, expected=20.000000 predicted=14.017063, expected=8.000000 predicted=10.951902, expected=40.000000 predicted=20.150978, expected=12.000000 predicted=17.175661, expected=8.000000 predicted=17.398167, expected=16.000000 predicted=16.502484, expected=8.000000 predicted=14.844487, expected=24.000000 predicted=18.693017, expected=12.000000 predicted=12.879245, expected=8.000000 predicted=12.512381, expected=32.000000 predicted=18.046200, expected=4.000000 predicted=13.666827, expected=40.000000 predicted=22.361416, expected=4.000000 predicted=14.923182, expected=24.000000 predicted=20.116117, expected=12.000000 predicted=17.529955, expected=8.000000 predicted=15.908017, expected=4.000000 predicted=13.102373, expected=12.000000 predicted=11.057491, expected=12.000000 predicted=11.810451, expected=8.000000 predicted=9.274307, expected=24.000000 predicted=12.376393, expected=24.000000 predicted=15.359480, expected=4.000000 predicted=13.366487, expected=4.000000 predicted=11.332268, expected=4.000000 predicted=10.445085, expected=12.000000 predicted=12.109579, expected=16.000000 predicted=10.963646, expected=16.000000 predicted=10.192573, expected=8.000000 predicted=9.760695, expected=8.000000 predicted=10.334344, expected=40.000000 predicted=18.975735, expected=8.000000 predicted=15.712481, expected=12.000000 predicted=15.067212, expected=12.000000 predicted=13.684756, expected=28.000000 predicted=19.763035, expected=16.000000 predicted=18.575221, expected=4.000000 predicted=12.646078, expected=12.000000 predicted=13.503311, expected=8.000000 predicted=13.095853, expected=24.000000 predicted=15.937243, expected=16.000000 predicted=13.366153, expected=16.000000 predicted=13.924393, expected=32.000000 predicted=19.121986, expected=36.000000 predicted=24.082603, expected=8.000000 predicted=20.745181, expected=12.000000 predicted=19.100061, expected=8.000000 predicted=17.652043, expected=36.000000 predicted=23.573406, expected=24.000000 predicted=20.423944, expected=8.000000 predicted=15.466580, expected=4.000000 predicted=13.901738, expected=12.000000 predicted=15.822966, expected=4.000000 predicted=13.327366, expected=12.000000 predicted=10.354077, expected=8.000000 predicted=7.836453, expected=4.000000 predicted=7.217394, expected=12.000000 predicted=8.684005, expected=4.000000 predicted=7.211356, expected=12.000000 predicted=8.863478, expected=28.000000 predicted=12.849321, expected=4.000000 predicted=10.348301, expected=4.000000 predicted=9.756533, expected=12.000000 predicted=10.790160, expected=8.000000 predicted=11.529129, expected=12.000000 predicted=10.786427, expected=4.000000 predicted=6.918012, expected=20.000000 predicted=11.193229, expected=4.000000 predicted=9.279474, expected=4.000000 predicted=8.368712, expected=12.000000 predicted=9.182460, expected=12.000000 predicted=10.072445, expected=32.000000 predicted=15.317619, expected=20.000000 predicted=14.623636, expected=52.000000 predicted=25.556746, expected=20.000000 predicted=24.633237, expected=28.000000 predicted=28.038043, expected=8.000000 predicted=24.429910, expected=4.000000 predicted=20.808979, expected=16.000000 predicted=19.436951, expected=8.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=13.721413, expected=4.000000 predicted=9.827124, expected=8.000000 predicted=7.640724, expected=32.000000 predicted=14.561183, expected=12.000000 predicted=13.475128, expected=8.000000 predicted=11.490445, expected=8.000000 predicted=11.444587, expected=4.000000 predicted=11.705829, expected=4.000000 predicted=9.680362, expected=12.000000 predicted=8.195638, expected=8.000000 predicted=7.511929, expected=28.000000 predicted=12.518757, expected=16.000000 predicted=12.885625, expected=4.000000 predicted=11.449703, expected=8.000000 predicted=11.631349, expected=40.000000 predicted=20.270993, expected=4.000000 predicted=15.506191, expected=4.000000 predicted=11.426994, expected=16.000000 predicted=12.908292, expected=4.000000 predicted=12.481963, expected=8.000000 predicted=11.144756, expected=12.000000 predicted=8.345998, expected=8.000000 predicted=8.911277, expected=12.000000 predicted=9.900264, expected=12.000000 predicted=9.728809, expected=8.000000 predicted=9.916041, expected=20.000000 predicted=12.697285, expected=16.000000 predicted=13.208432, expected=12.000000 predicted=13.331823, expected=4.000000 predicted=11.021528, expected=4.000000 predicted=10.048737, expected=24.000000 predicted=14.133901, expected=8.000000 predicted=11.001492, expected=4.000000 predicted=8.694797, expected=48.000000 predicted=18.463728, expected=8.000000 predicted=15.989355, expected=4.000000 predicted=15.249160, expected=20.000000 predicted=15.145403, expected=8.000000 predicted=15.336436, expected=40.000000 predicted=22.101780, expected=16.000000 predicted=15.883655, expected=4.000000 predicted=15.484978, expected=12.000000 predicted=15.321676, expected=8.000000 predicted=14.847707, expected=12.000000 predicted=14.393946, expected=8.000000 predicted=9.315175, expected=4.000000 predicted=7.946981, expected=8.000000 predicted=8.319385, expected=24.000000 predicted=11.924771, expected=20.000000 predicted=13.359863, expected=20.000000 predicted=14.806123, expected=4.000000 predicted=12.499367, expected=4.000000 predicted=12.895637, expected=8.000000 predicted=12.338400, expected=4.000000 predicted=9.413435, expected=28.000000 predicted=12.464759, expected=12.000000 predicted=10.189615, expected=28.000000 predicted=15.876694, expected=12.000000 predicted=14.627169, expected=4.000000 predicted=14.694864, expected=4.000000 predicted=12.665711, expected=12.000000 predicted=12.362531, expected=4.000000 predicted=9.646330, expected=20.000000 predicted=10.206133, expected=16.000000 predicted=10.490715, expected=12.000000 predicted=11.946722, expected=4.000000 predicted=10.177845, expected=4.000000 predicted=9.660634, expected=20.000000 predicted=13.127647, expected=12.000000 predicted=11.472293, expected=8.000000 predicted=9.815814, expected=12.000000 predicted=9.862830, expected=4.000000 predicted=9.834323, expected=20.000000 predicted=13.170774, expected=4.000000 predicted=9.263153, expected=8.000000 predicted=9.522986, expected=12.000000 predicted=9.529007, expected=24.000000 predicted=13.775895, expected=8.000000 predicted=11.939747, expected=8.000000 predicted=10.571216, expected=12.000000 predicted=11.726308, expected=16.000000 predicted=14.028012, expected=4.000000 predicted=10.898212, expected=4.000000 predicted=8.164443, expected=12.000000 predicted=9.432213, expected=28.000000 predicted=14.319918, expected=20.000000 predicted=14.448186, expected=4.000000 predicted=11.368229, expected=24.000000 predicted=16.135666, expected=8.000000 predicted=15.611642, expected=16.000000 predicted=16.672001, expected=24.000000 predicted=15.926727, expected=8.000000 predicted=14.323005, expected=4.000000 predicted=12.643251, expected=28.000000 predicted=15.733024, expected=4.000000 predicted=13.429899, expected=4.000000 predicted=11.301914, expected=52.000000 predicted=18.807252, expected=8.000000 predicted=16.536126, expected=12.000000 predicted=18.448651, expected=16.000000 predicted=14.558733, expected=20.000000 predicted=20.075476, expected=28.000000 predicted=22.201238, expected=12.000000 predicted=15.814846, expected=20.000000 predicted=18.489771, expected=16.000000 predicted=18.129965, expected=8.000000 predicted=17.128842, expected=32.000000 predicted=19.765503, expected=32.000000 predicted=20.848521, expected=36.000000 predicted=25.508444, expected=8.000000 predicted=20.474243, expected=4.000000 predicted=19.540363, expected=12.000000 predicted=19.533957, expected=12.000000 predicted=17.288717, expected=4.000000 predicted=11.436542, expected=4.000000 predicted=6.870078, expected=20.000000 predicted=10.263882, expected=4.000000 predicted=8.847254, expected=12.000000 predicted=9.728333, expected=12.000000 predicted=9.032617, expected=16.000000 predicted=12.407058, expected=8.000000 predicted=11.166821, expected=4.000000 predicted=9.185639, expected=16.000000 predicted=11.527423, expected=8.000000 predicted=10.442781, expected=4.000000 predicted=8.960246, expected=4.000000 predicted=6.685604, expected=16.000000 predicted=9.539209, expected=8.000000 predicted=8.935605, expected=20.000000 predicted=10.992375, expected=28.000000 predicted=14.302270, expected=52.000000 predicted=24.931469, expected=20.000000 predicted=23.642629, expected=4.000000 predicted=21.259282, expected=12.000000 predicted=21.275565, expected=4.000000 predicted=18.918510, expected=8.000000 predicted=15.271843, expected=16.000000 predicted=10.569183, expected=12.000000 predicted=9.899387, expected=4.000000 predicted=8.755957, expected=4.000000 predicted=7.531061, expected=8.000000 predicted=8.588690, expected=4.000000 predicted=7.496996, expected=184.000000 predicted=49.604672, expected=12.000000 predicted=36.038416, expected=20.000000 predicted=41.680095, expected=12.000000 predicted=35.143542, expected=4.000000 predicted=48.438605, expected=4.000000 predicted=44.572251, expected=4.000000 predicted=8.832008, expected=8.000000 predicted=8.598196, expected=20.000000 predicted=9.480446, expected=24.000000 predicted=11.998302, expected=8.000000 predicted=11.442390, expected=4.000000 predicted=10.432553, expected=4.000000 predicted=10.280300, expected=8.000000 predicted=11.198201, expected=4.000000 predicted=8.331104, expected=4.000000 predicted=5.195330, expected=16.000000 predicted=7.168855, expected=12.000000 predicted=8.590460, expected=4.000000 predicted=7.894988, expected=8.000000 predicted=7.554257, expected=16.000000 predicted=10.406794, expected=20.000000 predicted=13.539533, expected=4.000000 predicted=10.338537, expected=12.000000 predicted=10.481888, expected=12.000000 predicted=11.722252, expected=12.000000 predicted=13.019976, expected=12.000000 predicted=11.782213, expected=12.000000 predicted=10.804096, expected=12.000000 predicted=11.984082, expected=4.000000 predicted=10.147557, expected=8.000000 predicted=9.670769, expected=12.000000 predicted=9.988366, expected=4.000000 predicted=8.560693, expected=36.000000 predicted=14.211449, expected=44.000000 predicted=20.468023, expected=8.000000 predicted=18.935350, expected=8.000000 predicted=16.995760, expected=4.000000 predicted=15.444903, expected=12.000000 predicted=18.742650, expected=4.000000 predicted=12.450789, expected=4.000000 predicted=6.524106, expected=40.000000 predicted=13.941817, expected=4.000000 predicted=11.506511, expected=4.000000 predicted=11.074647, expected=8.000000 predicted=9.047374, expected=20.000000 predicted=14.551186, expected=4.000000 predicted=12.676650, expected=4.000000 predicted=7.068815, expected=-4.000000 predicted=4.689056, expected=4.000000 Test MSE: 241.730
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641])] predicted=7.707400, expected=8.000000 predicted=7.918659, expected=16.000000 predicted=10.893826, expected=4.000000 predicted=10.895249, expected=4.000000 predicted=10.089813, expected=12.000000 predicted=10.664624, expected=4.000000 predicted=7.589117, expected=20.000000 predicted=9.793977, expected=20.000000 predicted=9.350630, expected=4.000000 predicted=10.998022, expected=4.000000 predicted=12.150066, expected=8.000000 predicted=10.049790, expected=12.000000 predicted=10.869723, expected=4.000000 predicted=8.712556, expected=4.000000 predicted=6.579360, expected=12.000000 predicted=7.069154, expected=8.000000 predicted=7.412083, expected=12.000000 predicted=8.675070, expected=12.000000 predicted=8.342048, expected=8.000000 predicted=9.347293, expected=4.000000 predicted=9.899340, expected=4.000000 predicted=8.407356, expected=8.000000 predicted=7.899065, expected=8.000000 predicted=6.983331, expected=4.000000 predicted=6.081756, expected=16.000000 predicted=7.074830, expected=16.000000 predicted=8.279336, expected=4.000000 predicted=9.592517, expected=8.000000 predicted=10.230773, expected=12.000000 predicted=9.617738, expected=12.000000 predicted=10.888087, expected=8.000000 predicted=10.162212, expected=4.000000 predicted=8.489127, expected=4.000000 predicted=8.411258, expected=4.000000 predicted=7.410159, expected=8.000000 predicted=6.488038, expected=4.000000 predicted=5.138297, expected=4.000000 predicted=4.885711, expected=4.000000 predicted=4.707774, expected=4.000000 predicted=4.595325, expected=4.000000 predicted=4.649682, expected=4.000000 predicted=3.947172, expected=20.000000 predicted=5.888461, expected=8.000000 predicted=6.388459, expected=4.000000 predicted=8.188895, expected=4.000000 predicted=7.929004, expected=8.000000 predicted=7.795839, expected=8.000000 predicted=8.387483, expected=12.000000 predicted=7.049273, expected=8.000000 predicted=7.099851, expected=4.000000 predicted=7.708031, expected=12.000000 predicted=8.734911, expected=4.000000 predicted=7.687738, expected=8.000000 predicted=8.368495, expected=8.000000 predicted=7.145998, expected=4.000000 predicted=6.672600, expected=16.000000 predicted=8.502460, expected=16.000000 predicted=8.272998, expected=4.000000 predicted=9.567683, expected=12.000000 predicted=10.709244, expected=4.000000 predicted=9.146152, expected=8.000000 predicted=10.401951, expected=4.000000 predicted=8.068019, expected=8.000000 predicted=6.674139, expected=4.000000 predicted=6.608637, expected=4.000000 predicted=5.536364, expected=4.000000 predicted=5.410926, expected=4.000000 predicted=4.600760, expected=4.000000 predicted=4.655653, expected=8.000000 predicted=4.435202, expected=4.000000 predicted=4.438667, expected=8.000000 predicted=5.370063, expected=8.000000 predicted=5.679806, expected=4.000000 predicted=6.025992, expected=8.000000 predicted=6.831724, expected=4.000000 predicted=5.845473, expected=4.000000 predicted=6.244157, expected=8.000000 predicted=5.895032, expected=4.000000 predicted=5.092191, expected=20.000000 predicted=7.524314, expected=16.000000 predicted=8.135558, expected=8.000000 predicted=10.307097, expected=4.000000 predicted=10.940563, expected=28.000000 predicted=12.665854, expected=4.000000 predicted=12.433147, expected=12.000000 predicted=13.319694, expected=4.000000 predicted=10.269436, expected=16.000000 predicted=11.063588, expected=4.000000 predicted=11.293775, expected=4.000000 predicted=8.017943, expected=8.000000 predicted=8.169718, expected=4.000000 predicted=6.363450, expected=4.000000 predicted=6.989224, expected=12.000000 predicted=5.671739, expected=4.000000 predicted=5.586231, expected=8.000000 predicted=6.993636, expected=12.000000 predicted=6.945645, expected=12.000000 predicted=8.097932, expected=16.000000 predicted=10.426991, expected=4.000000 predicted=9.513961, expected=8.000000 predicted=10.753405, expected=4.000000 predicted=9.458812, expected=4.000000 predicted=8.193075, expected=24.000000 predicted=9.195828, expected=4.000000 predicted=7.104115, expected=4.000000 predicted=9.333199, expected=4.000000 predicted=7.808592, expected=4.000000 predicted=7.205553, expected=4.000000 predicted=7.486550, expected=4.000000 predicted=3.952409, expected=4.000000 predicted=3.952477, expected=4.000000 predicted=3.952548, expected=4.000000 predicted=3.952616, expected=4.000000 predicted=3.952686, expected=4.000000 predicted=3.952755, expected=8.000000 predicted=4.423703, expected=8.000000 predicted=4.925922, expected=8.000000 predicted=5.858685, expected=8.000000 predicted=6.626742, expected=4.000000 predicted=6.799859, expected=12.000000 predicted=7.943572, expected=8.000000 predicted=7.544922, expected=16.000000 predicted=9.079736, expected=16.000000 predicted=10.051862, expected=4.000000 predicted=10.317130, expected=8.000000 predicted=11.566816, expected=16.000000 predicted=10.816696, expected=4.000000 predicted=10.442010, expected=4.000000 predicted=9.637825, expected=4.000000 predicted=6.899224, expected=8.000000 predicted=7.064352, expected=28.000000 predicted=9.404930, expected=4.000000 predicted=7.849488, expected=4.000000 predicted=10.313824, expected=8.000000 predicted=9.690716, expected=4.000000 predicted=9.139874, expected=4.000000 predicted=9.105003, expected=4.000000 predicted=4.716617, expected=8.000000 predicted=5.089043, expected=4.000000 predicted=5.143964, expected=8.000000 predicted=5.362733, expected=4.000000 predicted=5.212417, expected=4.000000 predicted=5.546912, expected=8.000000 predicted=5.887864, expected=4.000000 predicted=5.108991, expected=20.000000 predicted=7.472881, expected=8.000000 predicted=7.176906, expected=12.000000 predicted=9.789416, expected=12.000000 predicted=10.570375, expected=4.000000 predicted=10.234453, expected=28.000000 predicted=13.547874, expected=8.000000 predicted=10.999189, expected=4.000000 predicted=12.835674, expected=16.000000 predicted=12.170057, expected=4.000000 predicted=10.307605, expected=8.000000 predicted=12.055011, expected=12.000000 predicted=8.293241, expected=4.000000 predicted=7.955795, expected=4.000000 predicted=8.659165, expected=4.000000 predicted=6.123759, expected=4.000000 predicted=6.002254, expected=8.000000 predicted=5.785174, expected=16.000000 predicted=5.843520, expected=16.000000 predicted=7.814478, expected=28.000000 predicted=11.956853, expected=4.000000 predicted=12.721466, expected=4.000000 predicted=14.524508, expected=4.000000 predicted=12.436361, expected=16.000000 predicted=11.558053, expected=4.000000 predicted=9.645317, expected=4.000000 predicted=6.760674, expected=4.000000 predicted=6.173421, expected=4.000000 predicted=5.971136, expected=4.000000 predicted=6.017575, expected=4.000000 predicted=3.956729, expected=4.000000 predicted=3.956785, expected=12.000000 predicted=4.924851, expected=12.000000 predicted=5.947622, expected=4.000000 predicted=6.837781, expected=20.000000 predicted=9.242851, expected=4.000000 predicted=8.819979, expected=24.000000 predicted=12.757851, expected=24.000000 predicted=13.247943, expected=8.000000 predicted=14.422558, expected=16.000000 predicted=16.974536, expected=4.000000 predicted=13.491146, expected=8.000000 predicted=14.767554, expected=8.000000 predicted=11.163922, expected=8.000000 predicted=8.614090, expected=8.000000 predicted=8.638374, expected=4.000000 predicted=6.821337, expected=8.000000 predicted=7.448852, expected=4.000000 predicted=6.548500, expected=4.000000 predicted=6.242167, expected=4.000000 predicted=5.340959, expected=8.000000 predicted=5.124491, expected=4.000000 predicted=5.153423, expected=4.000000 predicted=4.898252, expected=4.000000 predicted=4.676323, expected=4.000000 predicted=4.635566, expected=4.000000 predicted=4.624571, expected=8.000000 predicted=4.447317, expected=8.000000 predicted=4.976755, expected=4.000000 predicted=5.426391, expected=4.000000 predicted=5.615606, expected=8.000000 predicted=5.843069, expected=4.000000 predicted=5.830437, expected=4.000000 predicted=5.565794, expected=4.000000 predicted=4.677142, expected=16.000000 predicted=6.100950, expected=4.000000 predicted=6.208888, expected=12.000000 predicted=7.747607, expected=8.000000 predicted=7.670196, expected=8.000000 predicted=8.877358, expected=4.000000 predicted=8.878790, expected=12.000000 predicted=7.931593, expected=4.000000 predicted=7.760959, expected=4.000000 predicted=7.175404, expected=4.000000 predicted=6.076402, expected=8.000000 predicted=5.782978, expected=8.000000 predicted=6.317337, expected=4.000000 predicted=5.428304, expected=4.000000 predicted=5.620819, expected=12.000000 predicted=6.325406, expected=4.000000 predicted=6.361379, expected=4.000000 predicted=6.505813, expected=4.000000 predicted=5.412619, expected=8.000000 predicted=5.783757, expected=4.000000 predicted=5.827754, expected=8.000000 predicted=5.381013, expected=8.000000 predicted=5.702750, expected=4.000000 predicted=6.097527, expected=12.000000 predicted=7.260474, expected=4.000000 predicted=6.421130, expected=28.000000 predicted=10.035085, expected=8.000000 predicted=9.806699, expected=4.000000 predicted=11.469043, expected=4.000000 predicted=10.620647, expected=4.000000 predicted=8.743107, expected=4.000000 predicted=8.650241, expected=4.000000 predicted=4.623909, expected=4.000000 predicted=3.960538, expected=12.000000 predicted=4.932785, expected=8.000000 predicted=5.530322, expected=4.000000 predicted=6.365758, expected=4.000000 predicted=6.342254, expected=16.000000 predicted=7.485620, expected=4.000000 predicted=7.574284, expected=16.000000 predicted=8.865179, expected=8.000000 predicted=8.258629, expected=4.000000 predicted=9.307565, expected=20.000000 predicted=10.968097, expected=4.000000 predicted=8.894864, expected=4.000000 predicted=10.388639, expected=4.000000 predicted=7.512303, expected=8.000000 predicted=7.145540, expected=4.000000 predicted=7.147372, expected=8.000000 predicted=5.375836, expected=12.000000 predicted=6.186373, expected=8.000000 predicted=7.139718, expected=4.000000 predicted=7.764505, expected=8.000000 predicted=7.498883, expected=4.000000 predicted=7.234511, expected=4.000000 predicted=6.893961, expected=4.000000 predicted=5.345073, expected=8.000000 predicted=5.112673, expected=8.000000 predicted=5.647136, expected=12.000000 predicted=6.406879, expected=4.000000 predicted=6.709890, expected=8.000000 predicted=7.708747, expected=4.000000 predicted=7.286340, expected=4.000000 predicted=6.900573, expected=12.000000 predicted=6.969762, expected=8.000000 predicted=6.203250, expected=4.000000 predicted=7.042220, expected=4.000000 predicted=6.341006, expected=8.000000 predicted=6.509502, expected=4.000000 predicted=6.504518, expected=12.000000 predicted=6.521893, expected=4.000000 predicted=5.772706, expected=4.000000 predicted=6.504314, expected=8.000000 predicted=6.549579, expected=4.000000 predicted=5.852293, expected=4.000000 predicted=6.230034, expected=4.000000 predicted=4.683550, expected=4.000000 predicted=4.635171, expected=4.000000 predicted=4.627466, expected=8.000000 predicted=4.441345, expected=4.000000 predicted=4.506347, expected=4.000000 predicted=4.898434, expected=16.000000 predicted=6.117678, expected=4.000000 predicted=6.265452, expected=4.000000 predicted=7.445617, expected=8.000000 predicted=6.601672, expected=8.000000 predicted=6.997480, expected=4.000000 predicted=7.442929, expected=4.000000 predicted=5.625596, expected=16.000000 Test MSE: 31.311
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636])] predicted=14.643944, expected=24.000000 predicted=16.620863, expected=12.000000 predicted=17.409769, expected=16.000000 predicted=18.342133, expected=20.000000 predicted=18.343652, expected=20.000000 predicted=18.765863, expected=20.000000 predicted=18.360203, expected=28.000000 predicted=19.246701, expected=32.000000 predicted=22.717932, expected=20.000000 predicted=23.056883, expected=12.000000 predicted=21.637890, expected=20.000000 predicted=22.350683, expected=16.000000 predicted=21.866913, expected=8.000000 predicted=17.739914, expected=24.000000 predicted=16.576135, expected=32.000000 predicted=19.097193, expected=24.000000 predicted=20.259428, expected=12.000000 predicted=18.646781, expected=4.000000 predicted=17.396761, expected=16.000000 predicted=19.268773, expected=28.000000 predicted=19.931459, expected=8.000000 predicted=14.916051, expected=8.000000 predicted=11.858490, expected=28.000000 predicted=15.927288, expected=16.000000 predicted=17.685799, expected=20.000000 predicted=17.150693, expected=16.000000 predicted=16.029403, expected=24.000000 predicted=18.837659, expected=20.000000 predicted=20.645967, expected=8.000000 predicted=17.065390, expected=12.000000 predicted=16.615440, expected=4.000000 predicted=14.458625, expected=28.000000 predicted=16.056924, expected=12.000000 predicted=14.076559, expected=28.000000 predicted=14.579300, expected=32.000000 predicted=19.496646, expected=8.000000 predicted=18.491280, expected=24.000000 predicted=21.429362, expected=12.000000 predicted=20.197130, expected=28.000000 predicted=21.892923, expected=12.000000 predicted=19.260741, expected=16.000000 predicted=16.397628, expected=24.000000 predicted=19.473799, expected=28.000000 predicted=20.302699, expected=28.000000 predicted=22.167514, expected=28.000000 predicted=22.447510, expected=16.000000 predicted=23.313993, expected=8.000000 predicted=21.938218, expected=24.000000 predicted=22.407734, expected=20.000000 predicted=21.188322, expected=32.000000 predicted=20.830848, expected=8.000000 predicted=17.745537, expected=16.000000 predicted=17.685312, expected=24.000000 predicted=21.284670, expected=20.000000 predicted=20.281471, expected=28.000000 predicted=20.632288, expected=36.000000 predicted=22.090165, expected=8.000000 predicted=21.824229, expected=40.000000 predicted=25.411493, expected=16.000000 predicted=25.701209, expected=20.000000 predicted=24.157012, expected=8.000000 predicted=21.376553, expected=12.000000 predicted=17.866403, expected=12.000000 predicted=18.123379, expected=4.000000 predicted=12.063516, expected=16.000000 predicted=11.687931, expected=20.000000 predicted=12.322996, expected=8.000000 predicted=11.731050, expected=12.000000 predicted=11.454235, expected=24.000000 predicted=14.410207, expected=20.000000 predicted=16.814513, expected=16.000000 predicted=16.038232, expected=8.000000 predicted=14.572747, expected=32.000000 predicted=18.924622, expected=24.000000 predicted=21.033064, expected=20.000000 predicted=19.239159, expected=20.000000 predicted=19.761927, expected=20.000000 predicted=21.197476, expected=16.000000 predicted=21.948478, expected=32.000000 predicted=21.919768, expected=20.000000 predicted=21.522301, expected=16.000000 predicted=20.144753, expected=24.000000 predicted=21.391902, expected=16.000000 predicted=21.184944, expected=16.000000 predicted=20.298847, expected=16.000000 predicted=18.058485, expected=8.000000 predicted=16.181202, expected=12.000000 predicted=15.166517, expected=28.000000 predicted=16.229733, expected=36.000000 predicted=19.406140, expected=20.000000 predicted=19.324337, expected=12.000000 predicted=18.722869, expected=12.000000 predicted=20.498454, expected=12.000000 predicted=20.611379, expected=16.000000 predicted=17.980809, expected=16.000000 predicted=14.576494, expected=32.000000 predicted=16.566903, expected=16.000000 predicted=17.282453, expected=20.000000 predicted=18.069105, expected=24.000000 predicted=20.919791, expected=20.000000 predicted=21.620833, expected=12.000000 predicted=20.266451, expected=24.000000 predicted=19.391071, expected=12.000000 predicted=19.030798, expected=12.000000 predicted=16.954974, expected=4.000000 predicted=14.030422, expected=28.000000 predicted=15.599180, expected=24.000000 predicted=17.605830, expected=4.000000 predicted=13.221023, expected=24.000000 predicted=15.595569, expected=24.000000 predicted=18.953566, expected=32.000000 predicted=22.294417, expected=44.000000 predicted=24.955655, expected=12.000000 predicted=23.232325, expected=12.000000 predicted=23.987170, expected=20.000000 predicted=24.919384, expected=8.000000 predicted=22.007388, expected=20.000000 predicted=18.805243, expected=20.000000 predicted=15.576968, expected=28.000000 predicted=17.959509, expected=16.000000 predicted=18.327185, expected=36.000000 predicted=21.195639, expected=12.000000 predicted=22.257702, expected=24.000000 predicted=22.193479, expected=8.000000 predicted=20.986237, expected=12.000000 predicted=18.035887, expected=8.000000 predicted=16.739580, expected=24.000000 predicted=14.875041, expected=20.000000 predicted=16.078656, expected=36.000000 predicted=17.661656, expected=20.000000 predicted=19.928767, expected=32.000000 predicted=22.895173, expected=56.000000 predicted=31.911237, expected=12.000000 predicted=29.530016, expected=12.000000 predicted=26.677280, expected=16.000000 predicted=25.522600, expected=24.000000 predicted=26.232664, expected=12.000000 predicted=21.535505, expected=16.000000 predicted=14.957432, expected=24.000000 predicted=17.668533, expected=20.000000 predicted=18.818211, expected=24.000000 predicted=19.647855, expected=24.000000 predicted=20.115077, expected=24.000000 predicted=22.028075, expected=12.000000 predicted=21.126505, expected=16.000000 predicted=19.863460, expected=20.000000 predicted=20.313943, expected=16.000000 predicted=18.664708, expected=8.000000 predicted=15.581408, expected=8.000000 predicted=13.247040, expected=4.000000 predicted=12.101316, expected=16.000000 predicted=12.012365, expected=16.000000 predicted=11.479408, expected=12.000000 predicted=10.375883, expected=20.000000 predicted=12.540201, expected=8.000000 predicted=12.832300, expected=20.000000 predicted=15.097223, expected=32.000000 predicted=18.448886, expected=28.000000 predicted=20.121481, expected=20.000000 predicted=20.742332, expected=28.000000 predicted=22.769603, expected=24.000000 predicted=25.719498, expected=8.000000 predicted=22.893126, expected=16.000000 predicted=20.378212, expected=4.000000 predicted=16.932290, expected=20.000000 predicted=16.477521, expected=52.000000 predicted=21.452140, expected=32.000000 predicted=22.262734, expected=8.000000 predicted=20.377160, expected=8.000000 predicted=20.383015, expected=16.000000 predicted=23.760183, expected=4.000000 predicted=19.986015, expected=20.000000 predicted=14.444656, expected=28.000000 predicted=14.595003, expected=12.000000 predicted=14.346295, expected=4.000000 predicted=13.140401, expected=8.000000 predicted=12.777607, expected=12.000000 predicted=14.449325, expected=16.000000 predicted=13.436937, expected=32.000000 predicted=14.281523, expected=16.000000 predicted=14.489279, expected=8.000000 predicted=14.437678, expected=4.000000 predicted=14.451018, expected=8.000000 predicted=14.325045, expected=8.000000 predicted=12.908600, expected=12.000000 predicted=9.365332, expected=20.000000 predicted=10.186928, expected=20.000000 predicted=12.072728, expected=28.000000 predicted=16.019629, expected=16.000000 predicted=17.106687, expected=36.000000 predicted=22.090045, expected=24.000000 predicted=24.313349, expected=28.000000 predicted=24.968357, expected=40.000000 predicted=29.053573, expected=36.000000 predicted=30.343054, expected=32.000000 predicted=32.285821, expected=24.000000 predicted=30.311634, expected=8.000000 predicted=27.402188, expected=24.000000 predicted=27.430875, expected=12.000000 predicted=22.984755, expected=4.000000 predicted=16.577792, expected=12.000000 predicted=13.842888, expected=16.000000 predicted=13.172214, expected=20.000000 predicted=14.822525, expected=8.000000 predicted=11.631338, expected=28.000000 predicted=14.869617, expected=16.000000 predicted=17.031205, expected=16.000000 predicted=16.860782, expected=12.000000 predicted=16.454269, expected=12.000000 predicted=15.294887, expected=8.000000 predicted=15.104213, expected=16.000000 predicted=13.404342, expected=4.000000 predicted=11.180684, expected=24.000000 predicted=12.787924, expected=8.000000 predicted=12.200878, expected=20.000000 predicted=13.059496, expected=20.000000 predicted=15.699207, expected=12.000000 predicted=14.493958, expected=24.000000 predicted=17.922972, expected=16.000000 predicted=16.937964, expected=8.000000 predicted=16.093346, expected=28.000000 predicted=18.220475, expected=16.000000 predicted=17.769770, expected=24.000000 predicted=19.042322, expected=32.000000 predicted=21.093428, expected=4.000000 predicted=18.283829, expected=20.000000 predicted=20.022994, expected=20.000000 predicted=19.914138, expected=12.000000 predicted=18.581511, expected=4.000000 predicted=14.604063, expected=20.000000 predicted=13.552004, expected=16.000000 predicted=15.756364, expected=12.000000 predicted=13.679062, expected=20.000000 predicted=13.975577, expected=32.000000 predicted=18.006268, expected=40.000000 predicted=24.010901, expected=28.000000 predicted=24.606307, expected=20.000000 predicted=24.716555, expected=20.000000 predicted=26.434446, expected=12.000000 predicted=25.091352, expected=4.000000 predicted=19.910648, expected=4.000000 predicted=14.100916, expected=4.000000 predicted=10.446647, expected=12.000000 predicted=9.432177, expected=4.000000 predicted=6.588204, expected=48.000000 predicted=13.981455, expected=12.000000 predicted=14.719892, expected=16.000000 predicted=14.936074, expected=28.000000 predicted=20.400325, expected=16.000000 predicted=20.985444, expected=24.000000 predicted=23.545279, expected=20.000000 predicted=19.517015, expected=8.000000 predicted=18.182246, expected=16.000000 predicted=18.236359, expected=24.000000 predicted=18.510764, expected=8.000000 predicted=16.429615, expected=4.000000 predicted=12.471765, expected=4.000000 predicted=10.337094, expected=12.000000 predicted=11.465079, expected=20.000000 predicted=12.421647, expected=28.000000 predicted=13.397963, expected=36.000000 predicted=18.280382, expected=16.000000 predicted=19.212478, expected=12.000000 predicted=19.740062, expected=8.000000 predicted=19.391688, expected=12.000000 predicted=18.451373, expected=12.000000 predicted=15.897631, expected=16.000000 predicted=12.805487, expected=8.000000 predicted=11.162995, expected=12.000000 predicted=11.139326, expected=4.000000 predicted=10.377217, expected=12.000000 predicted=10.569642, expected=8.000000 predicted=10.027441, expected=12.000000 predicted=9.354065, expected=32.000000 predicted=14.287446, expected=4.000000 predicted=11.982081, expected=24.000000 predicted=14.981773, expected=20.000000 predicted=17.191943, expected=28.000000 predicted=20.437413, expected=8.000000 predicted=18.797909, expected=4.000000 predicted=13.712385, expected=12.000000 predicted=15.731325, expected=8.000000 predicted=13.374334, expected=24.000000 predicted=14.307864, expected=12.000000 predicted=11.625597, expected=28.000000 predicted=14.997473, expected=12.000000 predicted=16.090836, expected=8.000000 predicted=14.626750, expected=8.000000 predicted=14.770825, expected=12.000000 predicted=13.411989, expected=8.000000 predicted=12.473122, expected=12.000000 predicted=9.929546, expected=4.000000 predicted=8.466182, expected=4.000000 predicted=7.574049, expected=16.000000 predicted=9.615457, expected=8.000000 predicted=8.933665, expected=12.000000 predicted=9.151556, expected=4.000000 predicted=7.792501, expected=8.000000 predicted=8.466629, expected=28.000000 predicted=13.462860, expected=20.000000 predicted=14.151605, expected=16.000000 predicted=14.353525, expected=20.000000 predicted=15.984991, expected=16.000000 predicted=18.116568, expected=24.000000 predicted=20.705521, expected=16.000000 predicted=18.671405, expected=4.000000 predicted=15.183943, expected=24.000000 predicted=17.323054, expected=8.000000 predicted=15.551962, expected=16.000000 predicted=14.931278, expected=16.000000 predicted=14.106291, expected=4.000000 predicted=11.768080, expected=8.000000 predicted=11.975015, expected=20.000000 predicted=12.518731, expected=24.000000 predicted=15.455395, expected=8.000000 predicted=12.983313, expected=4.000000 predicted=10.474826, expected=28.000000 predicted=15.956908, expected=24.000000 predicted=18.916355, expected=4.000000 predicted=14.457518, expected=8.000000 predicted=11.892218, expected=12.000000 predicted=13.620035, expected=8.000000 predicted=13.796783, expected=8.000000 predicted=10.233500, expected=12.000000 predicted=8.815234, expected=12.000000 predicted=10.174585, expected=12.000000 predicted=10.640678, expected=16.000000 predicted=11.509707, expected=28.000000 predicted=15.421642, expected=12.000000 predicted=15.343263, expected=12.000000 predicted=14.758176, expected=16.000000 predicted=16.035570, expected=12.000000 predicted=15.989869, expected=20.000000 predicted=16.602323, expected=40.000000 predicted=19.884464, expected=28.000000 predicted=22.036471, expected=20.000000 predicted=22.122116, expected=24.000000 predicted=23.849668, expected=20.000000 predicted=25.325756, expected=20.000000 predicted=24.950579, expected=24.000000 predicted=22.693609, expected=16.000000 predicted=20.517541, expected=32.000000 predicted=22.961130, expected=8.000000 predicted=19.694742, expected=8.000000 predicted=16.999819, expected=4.000000 predicted=14.691900, expected=4.000000 predicted=11.641764, expected=16.000000 predicted=12.064651, expected=12.000000 predicted=9.061614, expected=12.000000 predicted=9.284896, expected=40.000000 predicted=15.989673, expected=16.000000 predicted=17.271964, expected=12.000000 predicted=17.093491, expected=12.000000 predicted=16.853677, expected=16.000000 predicted=18.136798, expected=12.000000 predicted=17.636053, expected=8.000000 predicted=12.254705, expected=12.000000 predicted=11.871267, expected=8.000000 predicted=11.229381, expected=20.000000 predicted=12.941636, expected=8.000000 predicted=11.324831, expected=4.000000 predicted=9.394462, expected=16.000000 predicted=11.420681, expected=12.000000 predicted=11.694658, expected=16.000000 predicted=12.652609, expected=16.000000 predicted=12.201777, expected=12.000000 predicted=12.677882, expected=20.000000 predicted=15.440962, expected=12.000000 predicted=14.683755, expected=20.000000 predicted=16.033833, expected=12.000000 predicted=15.240890, expected=4.000000 predicted=12.693170, expected=8.000000 predicted=12.127375, expected=40.000000 predicted=17.471200, expected=4.000000 predicted=14.665999, expected=8.000000 predicted=11.594186, expected=36.000000 predicted=17.662027, expected=16.000000 predicted=19.194216, expected=8.000000 predicted=17.648623, expected=16.000000 predicted=14.592171, expected=24.000000 predicted=18.549320, expected=16.000000 predicted=19.137342, expected=8.000000 predicted=14.138475, expected=24.000000 predicted=16.348926, expected=12.000000 predicted=16.652267, expected=4.000000 predicted=13.869517, expected=4.000000 predicted=10.791239, expected=20.000000 predicted=12.447530, expected=20.000000 predicted=14.376578, expected=8.000000 predicted=11.045526, expected=8.000000 predicted=10.392647, expected=8.000000 predicted=11.251551, expected=12.000000 predicted=12.563052, expected=16.000000 predicted=12.133094, expected=4.000000 predicted=9.050289, expected=28.000000 predicted=13.277753, expected=24.000000 predicted=16.099988, expected=12.000000 predicted=15.695454, expected=8.000000 predicted=14.775028, expected=24.000000 predicted=17.168578, expected=20.000000 predicted=19.445350, expected=4.000000 predicted=14.526115, expected=4.000000 predicted=11.441167, expected=12.000000 predicted=12.120909, expected=12.000000 predicted=12.542216, expected=8.000000 predicted=9.680076, expected=16.000000 predicted=9.655293, expected=20.000000 predicted=12.553805, expected=4.000000 predicted=11.537271, expected=12.000000 predicted=11.824239, expected=16.000000 predicted=13.001572, expected=16.000000 predicted=14.030627, expected=16.000000 predicted=13.972893, expected=12.000000 predicted=12.697449, expected=4.000000 predicted=12.168057, expected=16.000000 predicted=13.378852, expected=16.000000 predicted=13.538500, expected=4.000000 predicted=10.799893, expected=24.000000 predicted=13.119129, expected=4.000000 predicted=11.221103, expected=8.000000 predicted=11.495492, expected=24.000000 predicted=13.884538, expected=12.000000 Test MSE: 96.594
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795])] predicted=60.902417, expected=84.000000 predicted=64.654184, expected=60.000000 predicted=67.648567, expected=44.000000 predicted=61.383125, expected=48.000000 predicted=60.126128, expected=52.000000 predicted=55.814826, expected=60.000000 predicted=59.609949, expected=88.000000 predicted=64.748572, expected=36.000000 predicted=55.502555, expected=72.000000 predicted=55.858948, expected=76.000000 predicted=67.931259, expected=60.000000 predicted=66.054883, expected=96.000000 predicted=74.410101, expected=76.000000 predicted=73.337052, expected=44.000000 predicted=65.760272, expected=40.000000 predicted=57.045215, expected=48.000000 predicted=56.208660, expected=12.000000 predicted=47.910207, expected=64.000000 predicted=46.643066, expected=76.000000 predicted=56.648360, expected=100.000000 predicted=67.066953, expected=24.000000 predicted=53.518305, expected=48.000000 predicted=43.172433, expected=68.000000 predicted=63.676306, expected=32.000000 predicted=57.196885, expected=24.000000 predicted=43.939773, expected=56.000000 predicted=40.999664, expected=116.000000 predicted=69.532355, expected=48.000000 predicted=65.049323, expected=16.000000 predicted=38.147821, expected=60.000000 predicted=47.764202, expected=56.000000 predicted=60.558593, expected=20.000000 predicted=50.311814, expected=88.000000 predicted=50.970761, expected=80.000000 predicted=62.211395, expected=32.000000 predicted=54.096561, expected=80.000000 predicted=58.322413, expected=40.000000 predicted=55.400475, expected=24.000000 predicted=50.230812, expected=24.000000 predicted=41.522342, expected=120.000000 predicted=60.981197, expected=40.000000 predicted=63.975032, expected=88.000000 predicted=56.422618, expected=48.000000 predicted=58.434542, expected=48.000000 predicted=53.230836, expected=84.000000 predicted=74.566181, expected=40.000000 predicted=57.739623, expected=76.000000 predicted=63.717783, expected=56.000000 predicted=60.515038, expected=44.000000 predicted=54.181349, expected=44.000000 predicted=54.769842, expected=16.000000 predicted=40.076200, expected=44.000000 predicted=43.787618, expected=56.000000 predicted=47.408181, expected=32.000000 predicted=40.729250, expected=64.000000 predicted=44.436112, expected=60.000000 predicted=49.062564, expected=76.000000 predicted=58.888233, expected=76.000000 predicted=65.291299, expected=36.000000 predicted=54.061108, expected=64.000000 predicted=58.630512, expected=56.000000 predicted=61.511211, expected=40.000000 predicted=55.768369, expected=20.000000 predicted=43.610511, expected=20.000000 predicted=32.773596, expected=104.000000 predicted=57.695193, expected=40.000000 predicted=55.231795, expected=28.000000 predicted=37.192007, expected=48.000000 predicted=40.293324, expected=44.000000 predicted=46.141260, expected=36.000000 predicted=50.015516, expected=100.000000 predicted=55.850028, expected=48.000000 predicted=56.130991, expected=56.000000 predicted=52.814434, expected=56.000000 predicted=55.563094, expected=56.000000 predicted=56.697287, expected=44.000000 predicted=59.389762, expected=76.000000 predicted=57.307818, expected=36.000000 predicted=54.399567, expected=36.000000 predicted=45.792230, expected=104.000000 predicted=63.606361, expected=48.000000 predicted=62.108541, expected=52.000000 predicted=56.328775, expected=40.000000 predicted=49.021690, expected=48.000000 predicted=50.521666, expected=20.000000 predicted=49.767776, expected=52.000000 predicted=41.787554, expected=52.000000 predicted=47.581225, expected=84.000000 predicted=55.185575, expected=68.000000 predicted=60.293507, expected=60.000000 predicted=55.247615, expected=64.000000 predicted=62.005896, expected=48.000000 predicted=59.675039, expected=48.000000 predicted=59.132796, expected=60.000000 predicted=57.880861, expected=40.000000 predicted=52.607582, expected=68.000000 predicted=55.500801, expected=44.000000 predicted=52.416723, expected=52.000000 predicted=50.315260, expected=88.000000 predicted=63.191439, expected=44.000000 predicted=57.603605, expected=92.000000 predicted=66.194125, expected=60.000000 predicted=65.814330, expected=72.000000 predicted=66.237273, expected=64.000000 predicted=70.511306, expected=28.000000 predicted=53.955428, expected=40.000000 predicted=53.480332, expected=88.000000 predicted=61.897191, expected=36.000000 predicted=58.083968, expected=20.000000 predicted=40.478680, expected=40.000000 predicted=37.361962, expected=44.000000 predicted=44.280804, expected=8.000000 predicted=38.009818, expected=60.000000 predicted=35.081181, expected=24.000000 predicted=34.501063, expected=44.000000 predicted=36.093458, expected=80.000000 predicted=49.848289, expected=40.000000 predicted=45.232160, expected=60.000000 predicted=51.343843, expected=28.000000 predicted=43.183783, expected=32.000000 predicted=41.718043, expected=32.000000 predicted=43.706716, expected=24.000000 predicted=33.865033, expected=48.000000 predicted=38.882594, expected=52.000000 predicted=40.100350, expected=44.000000 predicted=40.974203, expected=48.000000 predicted=41.863073, expected=28.000000 predicted=38.223881, expected=44.000000 predicted=41.941283, expected=24.000000 predicted=38.794489, expected=48.000000 predicted=38.986652, expected=104.000000 predicted=58.827259, expected=40.000000 predicted=53.512263, expected=36.000000 predicted=44.360276, expected=32.000000 predicted=40.957700, expected=64.000000 predicted=52.988405, expected=60.000000 predicted=61.664238, expected=24.000000 predicted=41.398188, expected=56.000000 predicted=43.032355, expected=48.000000 predicted=48.054619, expected=24.000000 predicted=43.887671, expected=24.000000 predicted=35.563510, expected=32.000000 predicted=32.187255, expected=24.000000 predicted=34.190250, expected=20.000000 predicted=27.710930, expected=20.000000 predicted=22.627306, expected=20.000000 predicted=22.370754, expected=32.000000 predicted=25.784087, expected=20.000000 predicted=23.573621, expected=32.000000 predicted=24.357607, expected=88.000000 predicted=43.016910, expected=60.000000 predicted=50.334954, expected=56.000000 predicted=49.397077, expected=72.000000 predicted=55.173206, expected=12.000000 predicted=47.545251, expected=36.000000 predicted=47.099451, expected=64.000000 predicted=51.434539, expected=32.000000 predicted=47.025557, expected=16.000000 predicted=35.708622, expected=32.000000 predicted=28.088790, expected=44.000000 predicted=38.039081, expected=24.000000 predicted=36.657771, expected=52.000000 predicted=34.969489, expected=28.000000 predicted=33.345493, expected=68.000000 predicted=43.465161, expected=68.000000 predicted=53.625704, expected=64.000000 predicted=53.647172, expected=56.000000 predicted=56.521129, expected=64.000000 predicted=56.677257, expected=64.000000 predicted=64.421715, expected=40.000000 predicted=57.241355, expected=68.000000 predicted=58.385655, expected=40.000000 predicted=54.643494, expected=136.000000 predicted=76.091768, expected=60.000000 predicted=76.374410, expected=68.000000 predicted=64.887676, expected=40.000000 predicted=63.271099, expected=40.000000 predicted=55.387319, expected=24.000000 predicted=57.292555, expected=44.000000 predicted=43.644257, expected=64.000000 predicted=51.081032, expected=80.000000 predicted=55.970010, expected=44.000000 predicted=51.884686, expected=72.000000 predicted=53.547439, expected=72.000000 predicted=64.525712, expected=48.000000 predicted=62.125247, expected=108.000000 predicted=74.375086, expected=48.000000 predicted=67.382436, expected=52.000000 predicted=61.618724, expected=64.000000 predicted=63.353638, expected=84.000000 predicted=68.987048, expected=88.000000 predicted=80.434826, expected=100.000000 predicted=77.768669, expected=48.000000 predicted=70.632748, expected=100.000000 predicted=77.841724, expected=92.000000 predicted=88.952794, expected=112.000000 predicted=94.315445, expected=64.000000 predicted=86.737851, expected=44.000000 predicted=66.950840, expected=12.000000 predicted=58.665147, expected=52.000000 predicted=56.234921, expected=52.000000 predicted=59.635871, expected=64.000000 predicted=52.737703, expected=36.000000 predicted=44.665486, expected=28.000000 predicted=35.309396, expected=52.000000 predicted=45.792584, expected=80.000000 predicted=57.551526, expected=48.000000 predicted=55.782838, expected=96.000000 predicted=60.250385, expected=76.000000 predicted=67.900502, expected=72.000000 predicted=70.230146, expected=40.000000 predicted=64.569704, expected=64.000000 predicted=60.649746, expected=52.000000 predicted=66.369140, expected=56.000000 predicted=59.439943, expected=88.000000 predicted=66.487476, expected=76.000000 predicted=67.305795, expected=72.000000 predicted=69.290531, expected=52.000000 predicted=63.055967, expected=68.000000 predicted=65.285336, expected=104.000000 predicted=81.589706, expected=56.000000 predicted=73.966591, expected=88.000000 predicted=72.717105, expected=52.000000 predicted=68.300149, expected=44.000000 predicted=61.999373, expected=128.000000 predicted=84.122779, expected=64.000000 predicted=78.530666, expected=60.000000 predicted=69.712106, expected=20.000000 predicted=52.661086, expected=68.000000 predicted=57.904430, expected=92.000000 predicted=79.629372, expected=36.000000 predicted=58.722747, expected=36.000000 predicted=46.321934, expected=52.000000 predicted=47.274002, expected=80.000000 predicted=64.223832, expected=140.000000 predicted=86.438142, expected=56.000000 predicted=72.312337, expected=68.000000 predicted=65.234739, expected=60.000000 predicted=71.097560, expected=160.000000 predicted=101.257383, expected=108.000000 predicted=110.841588, expected=156.000000 predicted=106.657722, expected=136.000000 predicted=120.815050, expected=32.000000 predicted=96.758873, expected=120.000000 predicted=108.925105, expected=28.000000 predicted=92.438301, expected=52.000000 predicted=78.142812, expected=96.000000 predicted=79.415939, expected=40.000000 predicted=63.738616, expected=44.000000 predicted=58.679413, expected=36.000000 predicted=44.672040, expected=16.000000 predicted=42.314071, expected=12.000000 predicted=35.293729, expected=48.000000 predicted=33.147254, expected=56.000000 predicted=41.866136, expected=44.000000 predicted=39.450541, expected=4.000000 predicted=25.520089, expected=68.000000 predicted=36.972244, expected=44.000000 predicted=48.637412, expected=36.000000 predicted=42.266144, expected=64.000000 predicted=44.292684, expected=40.000000 predicted=43.880406, expected=48.000000 predicted=49.103679, expected=56.000000 predicted=48.638899, expected=60.000000 predicted=52.761474, expected=28.000000 predicted=47.816166, expected=32.000000 predicted=39.161927, expected=76.000000 predicted=51.983877, expected=64.000000 predicted=58.928217, expected=104.000000 predicted=67.751802, expected=52.000000 predicted=61.693816, expected=44.000000 predicted=55.627768, expected=48.000000 predicted=59.162700, expected=20.000000 predicted=50.514843, expected=76.000000 predicted=57.985559, expected=36.000000 predicted=49.326184, expected=40.000000 predicted=42.248771, expected=52.000000 predicted=44.582330, expected=52.000000 predicted=47.641767, expected=40.000000 predicted=49.372660, expected=48.000000 predicted=43.677218, expected=64.000000 predicted=51.250337, expected=44.000000 predicted=51.412387, expected=44.000000 predicted=46.932799, expected=36.000000 predicted=43.481404, expected=32.000000 predicted=42.101865, expected=44.000000 predicted=43.488844, expected=36.000000 predicted=40.001693, expected=40.000000 predicted=38.739638, expected=80.000000 predicted=49.151991, expected=80.000000 predicted=59.883438, expected=64.000000 predicted=60.356473, expected=24.000000 predicted=48.084608, expected=68.000000 predicted=54.918668, expected=80.000000 predicted=70.558569, expected=40.000000 predicted=60.764102, expected=40.000000 predicted=47.898100, expected=60.000000 predicted=50.411682, expected=48.000000 predicted=57.049193, expected=36.000000 predicted=49.119969, expected=120.000000 predicted=63.406971, expected=48.000000 predicted=64.977233, expected=44.000000 predicted=54.727509, expected=52.000000 predicted=53.068651, expected=56.000000 predicted=58.488180, expected=36.000000 predicted=58.549423, expected=68.000000 predicted=51.104615, expected=36.000000 predicted=49.109486, expected=56.000000 predicted=49.769174, expected=56.000000 predicted=52.546473, expected=64.000000 predicted=54.643302, expected=44.000000 predicted=54.089895, expected=64.000000 predicted=52.701088, expected=56.000000 predicted=57.574461, expected=56.000000 predicted=56.745748, expected=28.000000 predicted=48.925997, expected=68.000000 predicted=51.435908, expected=68.000000 predicted=60.849748, expected=52.000000 predicted=56.445348, expected=100.000000 predicted=65.528549, expected=52.000000 predicted=63.442868, expected=68.000000 predicted=65.770339, expected=68.000000 predicted=67.297900, expected=92.000000 predicted=74.611450, expected=60.000000 predicted=75.048203, expected=80.000000 predicted=68.984634, expected=120.000000 predicted=86.472285, expected=44.000000 predicted=78.067861, expected=60.000000 predicted=69.277483, expected=80.000000 predicted=71.926165, expected=112.000000 predicted=88.517193, expected=84.000000 predicted=88.976128, expected=64.000000 predicted=71.401198, expected=52.000000 predicted=68.847623, expected=28.000000 predicted=62.259898, expected=32.000000 predicted=55.941135, expected=48.000000 predicted=50.532413, expected=84.000000 predicted=57.562312, expected=40.000000 predicted=51.147015, expected=64.000000 predicted=48.490866, expected=72.000000 predicted=58.357552, expected=60.000000 predicted=62.609106, expected=76.000000 predicted=67.294374, expected=24.000000 predicted=52.562469, expected=68.000000 predicted=57.192374, expected=32.000000 predicted=54.399076, expected=56.000000 predicted=51.575867, expected=88.000000 predicted=62.440899, expected=48.000000 predicted=55.884594, expected=52.000000 predicted=54.909784, expected=32.000000 predicted=46.818556, expected=40.000000 predicted=48.988749, expected=52.000000 predicted=52.461216, expected=68.000000 predicted=52.674689, expected=40.000000 predicted=48.915216, expected=56.000000 predicted=46.817174, expected=64.000000 predicted=54.560440, expected=40.000000 predicted=53.158616, expected=24.000000 predicted=44.098778, expected=44.000000 predicted=41.499002, expected=48.000000 predicted=47.376642, expected=60.000000 predicted=50.195828, expected=44.000000 predicted=44.964929, expected=28.000000 predicted=38.325897, expected=16.000000 predicted=34.534146, expected=64.000000 predicted=43.817375, expected=48.000000 predicted=48.361316, expected=44.000000 predicted=42.154476, expected=64.000000 predicted=45.242594, expected=44.000000 predicted=47.297920, expected=64.000000 predicted=55.167797, expected=52.000000 predicted=53.535366, expected=60.000000 predicted=54.906263, expected=44.000000 predicted=53.821194, expected=80.000000 predicted=58.667706, expected=88.000000 predicted=70.485211, expected=32.000000 predicted=58.484744, expected=12.000000 predicted=42.756284, expected=52.000000 predicted=46.286736, expected=68.000000 predicted=59.986015, expected=80.000000 predicted=62.822857, expected=64.000000 predicted=54.779688, expected=36.000000 predicted=48.160366, expected=36.000000 predicted=49.848120, expected=40.000000 predicted=51.026088, expected=12.000000 predicted=41.470509, expected=28.000000 predicted=33.031286, expected=32.000000 predicted=31.032849, expected=68.000000 predicted=41.243706, expected=44.000000 predicted=42.089802, expected=60.000000 predicted=42.074857, expected=80.000000 predicted=55.714029, expected=52.000000 predicted=57.647270, expected=80.000000 predicted=64.642823, expected=36.000000 predicted=56.828435, expected=36.000000 predicted=51.588712, expected=36.000000 predicted=49.421850, expected=40.000000 predicted=45.640054, expected=36.000000 predicted=44.104233, expected=56.000000 predicted=41.832970, expected=60.000000 predicted=47.755773, expected=40.000000 predicted=45.323976, expected=68.000000 predicted=50.517285, expected=48.000000 predicted=52.305151, expected=52.000000 predicted=53.208671, expected=52.000000 predicted=52.797954, expected=72.000000 predicted=57.307923, expected=20.000000 predicted=50.217624, expected=24.000000 predicted=37.894723, expected=84.000000 predicted=52.764463, expected=40.000000 predicted=53.366678, expected=40.000000 predicted=45.416844, expected=48.000000 predicted=40.879963, expected=28.000000 predicted=41.896540, expected=40.000000 predicted=45.133233, expected=60.000000 predicted=44.975735, expected=76.000000 predicted=54.541555, expected=88.000000 predicted=63.444227, expected=40.000000 predicted=54.883814, expected=36.000000 predicted=49.619288, expected=48.000000 predicted=53.821887, expected=96.000000 predicted=69.261093, expected=36.000000 predicted=60.523167, expected=44.000000 predicted=45.856981, expected=56.000000 predicted=50.691773, expected=64.000000 predicted=59.158964, expected=72.000000 predicted=64.950279, expected=36.000000 predicted=50.272475, expected=84.000000 predicted=59.308725, expected=56.000000 Test MSE: 632.390
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496])] predicted=15.196744, expected=20.000000 predicted=13.152417, expected=8.000000 predicted=10.632436, expected=4.000000 predicted=9.248128, expected=16.000000 predicted=11.554377, expected=20.000000 predicted=13.072678, expected=4.000000 predicted=11.073819, expected=12.000000 predicted=10.983882, expected=16.000000 predicted=12.109935, expected=8.000000 predicted=11.824659, expected=8.000000 predicted=11.621040, expected=12.000000 predicted=9.982240, expected=8.000000 predicted=10.166298, expected=4.000000 predicted=9.020519, expected=4.000000 predicted=7.042178, expected=8.000000 predicted=7.428073, expected=28.000000 predicted=13.029752, expected=20.000000 predicted=12.325644, expected=4.000000 predicted=9.550189, expected=20.000000 predicted=14.829909, expected=28.000000 predicted=18.519383, expected=16.000000 predicted=18.752043, expected=12.000000 predicted=16.579005, expected=36.000000 predicted=21.056199, expected=28.000000 predicted=22.986652, expected=16.000000 predicted=21.827803, expected=8.000000 predicted=18.390386, expected=8.000000 predicted=16.482962, expected=12.000000 predicted=18.299180, expected=8.000000 predicted=13.216070, expected=28.000000 predicted=15.674708, expected=16.000000 predicted=12.924420, expected=12.000000 predicted=13.159273, expected=20.000000 predicted=16.931759, expected=8.000000 predicted=13.402529, expected=8.000000 predicted=15.241300, expected=16.000000 predicted=14.192934, expected=36.000000 predicted=18.764482, expected=12.000000 predicted=15.492194, expected=12.000000 predicted=14.756709, expected=8.000000 predicted=14.502213, expected=36.000000 predicted=21.718656, expected=20.000000 predicted=20.886934, expected=24.000000 predicted=18.671309, expected=28.000000 predicted=22.408707, expected=32.000000 predicted=24.074564, expected=24.000000 predicted=27.345379, expected=12.000000 predicted=21.700733, expected=4.000000 predicted=19.018184, expected=4.000000 predicted=16.301572, expected=44.000000 predicted=24.464499, expected=20.000000 predicted=17.305385, expected=20.000000 predicted=16.962264, expected=28.000000 predicted=21.306987, expected=8.000000 predicted=17.060929, expected=24.000000 predicted=25.815296, expected=28.000000 predicted=22.248262, expected=20.000000 predicted=20.339238, expected=8.000000 predicted=18.673981, expected=24.000000 predicted=19.278056, expected=12.000000 predicted=18.284354, expected=12.000000 predicted=17.177747, expected=8.000000 predicted=14.047793, expected=40.000000 predicted=19.729461, expected=20.000000 predicted=18.875144, expected=36.000000 predicted=22.446678, expected=4.000000 predicted=17.939713, expected=16.000000 predicted=19.032834, expected=4.000000 predicted=20.308282, expected=20.000000 predicted=16.609746, expected=28.000000 predicted=21.043122, expected=48.000000 predicted=21.800914, expected=4.000000 predicted=17.131781, expected=16.000000 predicted=18.411960, expected=24.000000 predicted=24.552613, expected=16.000000 predicted=20.772766, expected=20.000000 predicted=23.928142, expected=28.000000 predicted=18.320406, expected=4.000000 predicted=15.406304, expected=12.000000 predicted=17.682481, expected=24.000000 predicted=18.678226, expected=12.000000 predicted=15.310189, expected=16.000000 predicted=17.388809, expected=40.000000 predicted=20.004451, expected=20.000000 predicted=18.675757, expected=28.000000 predicted=24.158160, expected=28.000000 predicted=24.125917, expected=16.000000 predicted=21.909274, expected=8.000000 predicted=23.499100, expected=28.000000 predicted=22.493907, expected=36.000000 predicted=25.484603, expected=16.000000 predicted=21.015825, expected=16.000000 predicted=19.930577, expected=24.000000 predicted=20.873684, expected=20.000000 predicted=22.590409, expected=32.000000 predicted=26.390090, expected=12.000000 predicted=18.452806, expected=8.000000 predicted=17.089462, expected=32.000000 predicted=23.916546, expected=12.000000 predicted=17.314249, expected=16.000000 predicted=19.710707, expected=12.000000 predicted=15.407145, expected=28.000000 predicted=17.787454, expected=8.000000 predicted=17.890389, expected=36.000000 predicted=20.221251, expected=20.000000 predicted=19.756895, expected=20.000000 predicted=18.889027, expected=4.000000 predicted=19.525533, expected=20.000000 predicted=17.002606, expected=24.000000 predicted=22.733311, expected=28.000000 predicted=19.572973, expected=16.000000 predicted=18.748367, expected=4.000000 predicted=13.422613, expected=36.000000 predicted=23.775521, expected=24.000000 predicted=21.554361, expected=12.000000 predicted=19.022411, expected=20.000000 predicted=20.113893, expected=20.000000 predicted=17.542297, expected=28.000000 predicted=24.662685, expected=8.000000 predicted=17.854498, expected=4.000000 predicted=13.982650, expected=8.000000 predicted=15.241211, expected=4.000000 predicted=11.187393, expected=36.000000 predicted=18.488167, expected=24.000000 predicted=13.843367, expected=12.000000 predicted=12.553135, expected=4.000000 predicted=14.042792, expected=16.000000 predicted=15.170958, expected=12.000000 predicted=18.179804, expected=12.000000 predicted=13.773307, expected=20.000000 predicted=13.874167, expected=20.000000 predicted=13.371360, expected=12.000000 predicted=14.704850, expected=8.000000 predicted=13.438199, expected=16.000000 predicted=14.921272, expected=12.000000 predicted=14.536086, expected=24.000000 predicted=16.665690, expected=4.000000 predicted=11.416032, expected=4.000000 predicted=10.200414, expected=12.000000 predicted=13.281763, expected=12.000000 predicted=10.764813, expected=24.000000 predicted=15.441729, expected=28.000000 predicted=14.495811, expected=24.000000 predicted=16.311082, expected=4.000000 predicted=15.266109, expected=12.000000 predicted=16.916371, expected=8.000000 predicted=16.628586, expected=16.000000 predicted=16.207613, expected=16.000000 predicted=14.830744, expected=8.000000 predicted=9.238460, expected=28.000000 predicted=16.474457, expected=16.000000 predicted=14.294134, expected=8.000000 predicted=14.023362, expected=20.000000 predicted=17.488483, expected=12.000000 predicted=13.781673, expected=32.000000 predicted=21.513424, expected=16.000000 predicted=16.880105, expected=12.000000 predicted=14.914131, expected=16.000000 predicted=18.886547, expected=28.000000 predicted=19.423787, expected=16.000000 predicted=20.126220, expected=16.000000 predicted=17.061001, expected=20.000000 predicted=18.241608, expected=40.000000 predicted=23.838593, expected=28.000000 predicted=24.633637, expected=16.000000 predicted=20.935849, expected=16.000000 predicted=22.368643, expected=20.000000 predicted=22.852262, expected=20.000000 predicted=24.215340, expected=8.000000 predicted=17.514569, expected=40.000000 predicted=22.549456, expected=28.000000 predicted=21.516042, expected=20.000000 predicted=21.137345, expected=24.000000 predicted=24.383907, expected=8.000000 predicted=18.339350, expected=20.000000 predicted=24.810656, expected=4.000000 predicted=16.871923, expected=8.000000 predicted=13.595647, expected=16.000000 predicted=15.185620, expected=20.000000 predicted=12.489291, expected=16.000000 predicted=14.448721, expected=4.000000 predicted=9.826962, expected=20.000000 predicted=14.761575, expected=8.000000 predicted=13.249478, expected=16.000000 predicted=14.397240, expected=20.000000 predicted=15.285821, expected=12.000000 predicted=11.741148, expected=4.000000 predicted=12.994545, expected=16.000000 predicted=13.199267, expected=12.000000 predicted=13.140304, expected=28.000000 predicted=16.891013, expected=12.000000 predicted=13.373968, expected=8.000000 predicted=11.695797, expected=20.000000 predicted=17.359968, expected=12.000000 predicted=14.148783, expected=16.000000 predicted=16.842961, expected=12.000000 predicted=13.330497, expected=8.000000 predicted=11.548007, expected=48.000000 predicted=23.051204, expected=12.000000 predicted=15.641142, expected=8.000000 predicted=15.947062, expected=8.000000 predicted=16.556823, expected=4.000000 predicted=12.727757, expected=4.000000 predicted=15.835832, expected=28.000000 predicted=12.907740, expected=16.000000 predicted=10.729101, expected=8.000000 predicted=10.189146, expected=16.000000 predicted=13.109349, expected=12.000000 predicted=12.678924, expected=12.000000 predicted=15.893820, expected=8.000000 predicted=12.075163, expected=4.000000 predicted=9.156452, expected=4.000000 predicted=9.523636, expected=4.000000 predicted=7.394987, expected=24.000000 predicted=11.226882, expected=20.000000 predicted=10.851781, expected=28.000000 predicted=14.255999, expected=20.000000 predicted=15.998671, expected=12.000000 predicted=15.905767, expected=24.000000 predicted=22.457113, expected=20.000000 predicted=20.326273, expected=32.000000 predicted=23.965183, expected=12.000000 predicted=18.925290, expected=12.000000 predicted=17.439107, expected=16.000000 predicted=20.078501, expected=20.000000 predicted=18.652583, expected=36.000000 predicted=23.804606, expected=24.000000 predicted=19.171450, expected=4.000000 predicted=16.117068, expected=12.000000 predicted=18.746570, expected=4.000000 predicted=15.801378, expected=20.000000 predicted=18.750121, expected=40.000000 predicted=20.563336, expected=8.000000 predicted=11.580932, expected=8.000000 predicted=14.426795, expected=12.000000 predicted=14.966434, expected=20.000000 predicted=18.356030, expected=8.000000 predicted=16.899933, expected=12.000000 predicted=11.173938, expected=36.000000 predicted=17.958291, expected=20.000000 predicted=16.648078, expected=12.000000 predicted=17.144021, expected=20.000000 predicted=18.215284, expected=12.000000 predicted=17.199706, expected=4.000000 predicted=17.467092, expected=8.000000 predicted=13.339169, expected=24.000000 predicted=14.605313, expected=24.000000 predicted=16.079802, expected=8.000000 predicted=11.931178, expected=28.000000 predicted=16.986211, expected=8.000000 predicted=14.602764, expected=12.000000 predicted=17.283571, expected=16.000000 predicted=17.363270, expected=16.000000 predicted=13.810442, expected=16.000000 predicted=17.002671, expected=12.000000 predicted=12.652705, expected=4.000000 predicted=11.658576, expected=12.000000 predicted=13.296170, expected=12.000000 predicted=12.320646, expected=36.000000 predicted=17.597177, expected=32.000000 predicted=18.336833, expected=20.000000 predicted=17.225549, expected=8.000000 predicted=18.280499, expected=12.000000 predicted=19.044468, expected=4.000000 predicted=18.766353, expected=16.000000 predicted=17.189787, expected=20.000000 predicted=14.737386, expected=12.000000 predicted=11.003244, expected=8.000000 predicted=11.604640, expected=28.000000 predicted=15.699313, expected=44.000000 predicted=23.252451, expected=4.000000 predicted=16.070276, expected=36.000000 predicted=23.720155, expected=32.000000 predicted=24.664197, expected=32.000000 predicted=28.419282, expected=12.000000 predicted=26.994199, expected=12.000000 predicted=19.205061, expected=12.000000 predicted=23.249262, expected=4.000000 predicted=16.749038, expected=4.000000 predicted=13.492929, expected=12.000000 predicted=10.121783, expected=16.000000 predicted=10.599505, expected=16.000000 predicted=11.100252, expected=16.000000 predicted=11.228588, expected=20.000000 predicted=13.927138, expected=8.000000 predicted=13.378776, expected=20.000000 predicted=16.778009, expected=20.000000 predicted=17.044967, expected=32.000000 predicted=20.240789, expected=20.000000 predicted=19.762872, expected=12.000000 predicted=16.815366, expected=8.000000 predicted=18.076914, expected=20.000000 predicted=19.210568, expected=12.000000 predicted=17.603829, expected=28.000000 predicted=18.328460, expected=8.000000 predicted=13.408211, expected=8.000000 predicted=12.650884, expected=8.000000 predicted=14.522818, expected=24.000000 predicted=15.416283, expected=8.000000 predicted=14.024344, expected=12.000000 predicted=11.053739, expected=24.000000 predicted=15.303962, expected=28.000000 predicted=17.166692, expected=8.000000 predicted=16.254383, expected=16.000000 predicted=15.910071, expected=28.000000 predicted=20.224354, expected=8.000000 predicted=16.804250, expected=24.000000 predicted=20.650770, expected=16.000000 predicted=16.009668, expected=36.000000 predicted=22.187983, expected=16.000000 predicted=21.163039, expected=8.000000 predicted=15.676254, expected=16.000000 predicted=20.503307, expected=24.000000 predicted=19.348698, expected=12.000000 predicted=18.733807, expected=8.000000 predicted=13.636438, expected=4.000000 predicted=11.226573, expected=20.000000 predicted=15.023511, expected=16.000000 predicted=14.652646, expected=32.000000 predicted=16.701365, expected=20.000000 predicted=16.163395, expected=8.000000 predicted=14.155768, expected=8.000000 predicted=17.372469, expected=12.000000 predicted=15.712279, expected=4.000000 predicted=14.004764, expected=12.000000 predicted=11.789667, expected=16.000000 predicted=10.644203, expected=16.000000 predicted=11.104901, expected=20.000000 predicted=14.069491, expected=24.000000 predicted=15.377051, expected=8.000000 predicted=14.283874, expected=8.000000 predicted=14.824169, expected=40.000000 predicted=22.345071, expected=12.000000 predicted=16.597036, expected=20.000000 predicted=19.253886, expected=28.000000 predicted=20.468462, expected=32.000000 predicted=22.030259, expected=16.000000 predicted=24.773730, expected=12.000000 predicted=18.770492, expected=16.000000 predicted=20.701579, expected=12.000000 predicted=18.849325, expected=12.000000 predicted=17.374162, expected=16.000000 predicted=14.622148, expected=12.000000 predicted=12.799030, expected=28.000000 predicted=17.587709, expected=20.000000 predicted=16.340396, expected=28.000000 predicted=19.526048, expected=20.000000 predicted=20.446216, expected=16.000000 predicted=19.122906, expected=4.000000 predicted=18.580494, expected=36.000000 predicted=22.960019, expected=12.000000 predicted=18.490921, expected=16.000000 predicted=16.950332, expected=12.000000 predicted=16.741452, expected=32.000000 predicted=18.425543, expected=24.000000 predicted=23.165990, expected=32.000000 predicted=21.370717, expected=8.000000 predicted=19.076710, expected=4.000000 predicted=16.386486, expected=20.000000 predicted=22.241086, expected=52.000000 predicted=26.327370, expected=32.000000 predicted=24.577962, expected=4.000000 predicted=16.293184, expected=12.000000 predicted=20.417469, expected=8.000000 predicted=20.060923, expected=12.000000 predicted=21.569881, expected=12.000000 predicted=15.150813, expected=20.000000 predicted=11.506956, expected=4.000000 predicted=10.147243, expected=8.000000 predicted=10.258192, expected=24.000000 predicted=15.285872, expected=8.000000 predicted=10.875413, expected=36.000000 predicted=19.542342, expected=32.000000 predicted=18.870861, expected=4.000000 predicted=14.380392, expected=48.000000 predicted=29.656610, expected=4.000000 predicted=18.008989, expected=8.000000 predicted=21.449549, expected=24.000000 predicted=23.390404, expected=28.000000 predicted=17.648063, expected=12.000000 predicted=21.756310, expected=4.000000 predicted=11.921654, expected=20.000000 predicted=16.626739, expected=24.000000 predicted=19.288367, expected=16.000000 Test MSE: 111.076
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653])] predicted=32.181675, expected=24.000000 predicted=36.799682, expected=24.000000 predicted=24.839600, expected=56.000000 predicted=38.219603, expected=36.000000 predicted=36.447856, expected=48.000000 predicted=34.195281, expected=48.000000 predicted=37.228707, expected=56.000000 predicted=43.864114, expected=64.000000 predicted=55.539821, expected=44.000000 predicted=45.242439, expected=64.000000 predicted=54.283336, expected=40.000000 predicted=48.616060, expected=28.000000 predicted=45.112074, expected=16.000000 predicted=38.909084, expected=8.000000 predicted=29.303003, expected=24.000000 predicted=35.954467, expected=104.000000 predicted=56.492639, expected=36.000000 predicted=37.461464, expected=24.000000 predicted=24.978143, expected=24.000000 predicted=22.906144, expected=24.000000 predicted=34.532425, expected=40.000000 predicted=55.810213, expected=36.000000 predicted=33.741346, expected=24.000000 predicted=26.165766, expected=52.000000 predicted=35.038101, expected=36.000000 predicted=34.057507, expected=64.000000 predicted=47.326055, expected=20.000000 predicted=32.900220, expected=36.000000 predicted=33.752922, expected=28.000000 predicted=38.437660, expected=28.000000 predicted=35.039938, expected=76.000000 predicted=55.069239, expected=84.000000 predicted=52.040285, expected=60.000000 predicted=50.926736, expected=44.000000 predicted=42.281326, expected=32.000000 predicted=41.412262, expected=28.000000 predicted=52.541517, expected=92.000000 predicted=72.753760, expected=36.000000 predicted=50.698617, expected=44.000000 predicted=43.195461, expected=32.000000 predicted=35.577298, expected=64.000000 predicted=50.425191, expected=40.000000 predicted=58.201205, expected=44.000000 predicted=41.468539, expected=24.000000 predicted=36.113572, expected=200.000000 predicted=94.005023, expected=64.000000 predicted=75.474970, expected=92.000000 predicted=67.860161, expected=32.000000 predicted=53.144503, expected=20.000000 predicted=51.006385, expected=60.000000 predicted=99.298116, expected=168.000000 predicted=98.909094, expected=72.000000 predicted=82.773810, expected=68.000000 predicted=54.592441, expected=24.000000 predicted=42.160453, expected=16.000000 predicted=55.306471, expected=24.000000 predicted=78.024743, expected=52.000000 predicted=54.053158, expected=164.000000 predicted=89.134714, expected=112.000000 predicted=71.828906, expected=32.000000 predicted=41.082719, expected=36.000000 predicted=42.358099, expected=40.000000 predicted=62.441485, expected=44.000000 predicted=90.681606, expected=32.000000 predicted=59.730418, expected=176.000000 predicted=82.486672, expected=148.000000 predicted=92.695845, expected=60.000000 predicted=64.763393, expected=28.000000 predicted=49.210165, expected=144.000000 predicted=95.027192, expected=120.000000 predicted=136.759565, expected=56.000000 predicted=94.911121, expected=160.000000 predicted=99.423960, expected=128.000000 predicted=95.953696, expected=16.000000 predicted=91.265196, expected=16.000000 predicted=70.728418, expected=104.000000 predicted=82.389759, expected=84.000000 predicted=106.529230, expected=36.000000 predicted=71.103113, expected=68.000000 predicted=47.350546, expected=28.000000 predicted=39.303584, expected=20.000000 predicted=58.401042, expected=28.000000 predicted=49.543042, expected=76.000000 predicted=50.787685, expected=32.000000 predicted=46.023590, expected=80.000000 predicted=48.935169, expected=76.000000 predicted=50.924971, expected=40.000000 predicted=44.083972, expected=44.000000 predicted=58.020103, expected=32.000000 predicted=41.171328, expected=32.000000 predicted=53.100929, expected=180.000000 predicted=100.768294, expected=44.000000 predicted=53.023336, expected=96.000000 predicted=68.137747, expected=24.000000 predicted=47.685381, expected=56.000000 predicted=57.726352, expected=28.000000 predicted=88.665193, expected=32.000000 predicted=42.195129, expected=132.000000 predicted=88.111496, expected=60.000000 predicted=51.079061, expected=52.000000 predicted=54.826177, expected=28.000000 predicted=40.365339, expected=44.000000 predicted=49.109879, expected=20.000000 predicted=65.899100, expected=16.000000 predicted=36.627809, expected=88.000000 predicted=55.846915, expected=68.000000 predicted=48.019874, expected=44.000000 predicted=44.360809, expected=32.000000 predicted=33.918771, expected=48.000000 predicted=41.328032, expected=36.000000 predicted=57.622034, expected=112.000000 predicted=73.639952, expected=68.000000 predicted=57.665895, expected=92.000000 predicted=62.483672, expected=48.000000 predicted=57.321044, expected=44.000000 predicted=53.055091, expected=56.000000 predicted=76.601823, expected=88.000000 predicted=73.259710, expected=120.000000 predicted=91.298132, expected=52.000000 predicted=59.008945, expected=64.000000 predicted=60.314880, expected=44.000000 predicted=60.711529, expected=48.000000 predicted=69.254923, expected=28.000000 predicted=66.042264, expected=20.000000 predicted=38.892491, expected=144.000000 predicted=81.638329, expected=52.000000 predicted=54.942158, expected=60.000000 predicted=53.551485, expected=64.000000 predicted=52.653066, expected=32.000000 predicted=46.327866, expected=36.000000 predicted=75.653989, expected=16.000000 predicted=38.630337, expected=48.000000 predicted=48.292457, expected=104.000000 predicted=67.799322, expected=44.000000 predicted=43.713458, expected=104.000000 predicted=62.375822, expected=24.000000 predicted=39.580778, expected=52.000000 predicted=55.619153, expected=40.000000 predicted=65.971810, expected=180.000000 predicted=94.019426, expected=60.000000 predicted=82.778223, expected=68.000000 predicted=54.311344, expected=84.000000 predicted=73.717858, expected=28.000000 predicted=58.897154, expected=44.000000 predicted=92.366622, expected=84.000000 predicted=67.047712, expected=36.000000 predicted=56.693505, expected=244.000000 predicted=121.262934, expected=64.000000 predicted=72.397832, expected=96.000000 predicted=76.989337, expected=56.000000 predicted=81.713028, expected=52.000000 predicted=72.734741, expected=28.000000 predicted=112.584354, expected=44.000000 predicted=55.356206, expected=172.000000 predicted=102.607416, expected=84.000000 predicted=77.186290, expected=76.000000 predicted=66.446568, expected=20.000000 predicted=45.965159, expected=44.000000 predicted=60.431752, expected=48.000000 predicted=92.198825, expected=68.000000 predicted=67.087226, expected=56.000000 predicted=58.472679, expected=236.000000 predicted=100.170032, expected=76.000000 predicted=82.913502, expected=44.000000 predicted=62.253831, expected=80.000000 predicted=79.082731, expected=12.000000 predicted=67.159206, expected=148.000000 predicted=139.828897, expected=60.000000 predicted=74.260597, expected=60.000000 predicted=59.356588, expected=64.000000 predicted=66.040172, expected=28.000000 predicted=48.020729, expected=48.000000 predicted=79.454806, expected=28.000000 predicted=47.070798, expected=60.000000 predicted=53.615944, expected=88.000000 predicted=63.081867, expected=72.000000 predicted=54.442681, expected=60.000000 predicted=54.966278, expected=56.000000 predicted=51.037980, expected=52.000000 predicted=61.558914, expected=24.000000 predicted=57.904887, expected=48.000000 predicted=54.231858, expected=72.000000 predicted=59.180191, expected=64.000000 predicted=58.076394, expected=76.000000 predicted=58.000209, expected=32.000000 predicted=41.748883, expected=16.000000 predicted=41.443459, expected=32.000000 predicted=48.810356, expected=28.000000 predicted=45.929173, expected=96.000000 predicted=63.857264, expected=32.000000 predicted=38.691209, expected=32.000000 predicted=29.931457, expected=48.000000 predicted=39.593286, expected=44.000000 predicted=45.758854, expected=28.000000 predicted=52.995033, expected=32.000000 predicted=32.802413, expected=32.000000 predicted=34.621838, expected=72.000000 predicted=50.618479, expected=60.000000 predicted=49.382849, expected=84.000000 predicted=52.706566, expected=36.000000 predicted=44.154027, expected=44.000000 predicted=45.900442, expected=96.000000 predicted=72.518887, expected=52.000000 predicted=64.085611, expected=60.000000 predicted=63.813128, expected=52.000000 predicted=49.419291, expected=12.000000 predicted=44.009803, expected=28.000000 predicted=52.821471, expected=28.000000 predicted=40.259592, expected=16.000000 predicted=36.627571, expected=32.000000 predicted=32.468498, expected=80.000000 predicted=38.956422, expected=48.000000 predicted=41.132700, expected=36.000000 predicted=34.434148, expected=36.000000 predicted=32.108391, expected=52.000000 predicted=46.496880, expected=64.000000 predicted=62.037513, expected=72.000000 predicted=55.547314, expected=64.000000 predicted=51.999420, expected=76.000000 predicted=57.878505, expected=44.000000 predicted=56.319230, expected=24.000000 predicted=50.559354, expected=52.000000 predicted=56.645453, expected=20.000000 predicted=47.321256, expected=68.000000 predicted=57.109918, expected=68.000000 predicted=51.148383, expected=40.000000 predicted=41.226854, expected=32.000000 predicted=41.180880, expected=36.000000 predicted=36.828309, expected=36.000000 predicted=50.308325, expected=60.000000 predicted=53.535803, expected=80.000000 predicted=53.626676, expected=104.000000 predicted=63.343040, expected=52.000000 predicted=54.082518, expected=24.000000 predicted=43.534641, expected=48.000000 predicted=55.815152, expected=64.000000 predicted=69.762355, expected=64.000000 predicted=71.807222, expected=156.000000 predicted=82.379900, expected=84.000000 predicted=68.636975, expected=72.000000 predicted=69.016898, expected=180.000000 predicted=106.277320, expected=48.000000 predicted=90.350617, expected=44.000000 predicted=94.747621, expected=24.000000 predicted=60.324431, expected=96.000000 predicted=85.117204, expected=52.000000 predicted=95.496273, expected=32.000000 predicted=44.550000, expected=60.000000 predicted=47.510572, expected=32.000000 predicted=43.451361, expected=32.000000 predicted=55.777121, expected=84.000000 predicted=55.481247, expected=40.000000 predicted=45.705798, expected=60.000000 predicted=53.292167, expected=44.000000 predicted=42.636920, expected=28.000000 predicted=41.731329, expected=40.000000 predicted=52.841894, expected=64.000000 predicted=49.650038, expected=68.000000 predicted=58.100541, expected=84.000000 predicted=58.486150, expected=40.000000 predicted=45.346681, expected=36.000000 predicted=45.981136, expected=28.000000 predicted=49.046804, expected=44.000000 predicted=53.985028, expected=32.000000 predicted=50.603076, expected=100.000000 predicted=56.416165, expected=72.000000 predicted=55.272088, expected=16.000000 predicted=37.035487, expected=44.000000 predicted=42.608365, expected=40.000000 predicted=46.572048, expected=40.000000 predicted=61.979633, expected=72.000000 predicted=56.512582, expected=48.000000 predicted=40.129020, expected=36.000000 predicted=42.960285, expected=24.000000 predicted=36.414462, expected=28.000000 predicted=38.612390, expected=24.000000 predicted=43.165600, expected=16.000000 predicted=30.712912, expected=100.000000 predicted=50.086183, expected=64.000000 predicted=47.103137, expected=80.000000 predicted=52.179652, expected=40.000000 predicted=41.531904, expected=56.000000 predicted=49.274113, expected=32.000000 predicted=63.496168, expected=48.000000 predicted=55.125723, expected=100.000000 predicted=72.253661, expected=96.000000 predicted=68.188455, expected=28.000000 predicted=51.803700, expected=68.000000 predicted=51.567868, expected=52.000000 predicted=60.355413, expected=44.000000 predicted=70.296311, expected=84.000000 predicted=71.781025, expected=60.000000 predicted=53.316396, expected=124.000000 predicted=81.740158, expected=36.000000 predicted=58.330804, expected=40.000000 predicted=52.544238, expected=28.000000 predicted=56.340284, expected=32.000000 predicted=53.600033, expected=52.000000 predicted=67.130816, expected=100.000000 predicted=57.923853, expected=104.000000 predicted=67.055128, expected=88.000000 predicted=63.111621, expected=36.000000 predicted=50.960604, expected=56.000000 predicted=61.920754, expected=44.000000 predicted=72.977040, expected=80.000000 predicted=80.207203, expected=76.000000 predicted=72.160763, expected=116.000000 predicted=72.033568, expected=64.000000 predicted=67.676425, expected=44.000000 predicted=57.111771, expected=32.000000 predicted=60.152657, expected=44.000000 predicted=63.104643, expected=48.000000 predicted=69.828440, expected=36.000000 predicted=47.741924, expected=164.000000 predicted=78.578032, expected=112.000000 predicted=78.664265, expected=40.000000 predicted=59.131802, expected=24.000000 predicted=46.116751, expected=84.000000 predicted=70.623539, expected=40.000000 predicted=94.014050, expected=108.000000 predicted=85.483865, expected=96.000000 predicted=66.879799, expected=48.000000 predicted=54.877697, expected=36.000000 predicted=59.913042, expected=28.000000 predicted=47.800973, expected=48.000000 predicted=70.036947, expected=28.000000 predicted=55.234228, expected=32.000000 predicted=37.609679, expected=92.000000 predicted=51.948036, expected=88.000000 predicted=58.671281, expected=40.000000 predicted=50.021100, expected=24.000000 predicted=35.051232, expected=56.000000 predicted=49.498640, expected=76.000000 predicted=75.426340, expected=32.000000 predicted=57.526508, expected=92.000000 predicted=55.759497, expected=60.000000 predicted=51.825816, expected=60.000000 predicted=61.314072, expected=48.000000 predicted=59.095323, expected=48.000000 predicted=50.076381, expected=52.000000 predicted=65.221489, expected=72.000000 predicted=61.435436, expected=112.000000 predicted=75.409942, expected=60.000000 predicted=62.119137, expected=52.000000 predicted=56.073406, expected=40.000000 predicted=54.224459, expected=20.000000 predicted=54.987906, expected=48.000000 predicted=65.593725, expected=32.000000 predicted=45.339959, expected=68.000000 predicted=50.906026, expected=72.000000 predicted=51.195706, expected=32.000000 predicted=37.855736, expected=52.000000 predicted=47.077869, expected=20.000000 predicted=37.658765, expected=32.000000 predicted=48.034438, expected=56.000000 predicted=52.271970, expected=56.000000 predicted=45.004284, expected=76.000000 predicted=55.080463, expected=32.000000 predicted=36.717070, expected=44.000000 predicted=42.428088, expected=28.000000 predicted=45.131820, expected=48.000000 predicted=50.554563, expected=68.000000 predicted=59.599406, expected=72.000000 predicted=51.878369, expected=80.000000 predicted=58.514778, expected=32.000000 predicted=43.343056, expected=24.000000 predicted=43.676362, expected=64.000000 predicted=59.792026, expected=52.000000 predicted=61.407441, expected=68.000000 predicted=62.456516, expected=112.000000 predicted=63.506477, expected=44.000000 predicted=51.563364, expected=92.000000 predicted=71.075920, expected=28.000000 predicted=54.569648, expected=96.000000 predicted=77.204050, expected=80.000000 predicted=85.312713, expected=64.000000 predicted=64.068664, expected=120.000000 predicted=87.265699, expected=40.000000 predicted=58.779755, expected=28.000000 predicted=64.723773, expected=16.000000 predicted=49.849227, expected=20.000000 predicted=48.440659, expected=56.000000 predicted=65.173813, expected=112.000000 predicted=61.123240, expected=64.000000 predicted=50.778347, expected=100.000000 predicted=56.215245, expected=44.000000 predicted=49.959547, expected=64.000000 predicted=67.183619, expected=16.000000 predicted=64.520221, expected=52.000000 predicted=57.384217, expected=80.000000 predicted=73.321071, expected=88.000000 predicted=65.214688, expected=120.000000 predicted=78.760846, expected=32.000000 predicted=47.392604, expected=32.000000 predicted=51.389625, expected=24.000000 predicted=55.676369, expected=40.000000 predicted=63.391524, expected=44.000000 predicted=64.089349, expected=64.000000 predicted=43.876464, expected=44.000000 predicted=40.223348, expected=72.000000 predicted=46.886729, expected=84.000000 predicted=60.221900, expected=88.000000 predicted=68.015778, expected=40.000000 predicted=58.494804, expected=84.000000 predicted=63.460748, expected=76.000000 predicted=75.836507, expected=36.000000 predicted=66.763032, expected=52.000000 predicted=61.533843, expected=36.000000 predicted=47.801634, expected=64.000000 predicted=66.145408, expected=56.000000 predicted=59.489474, expected=48.000000 predicted=46.354689, expected=84.000000 predicted=59.828326, expected=116.000000 predicted=73.663385, expected=36.000000 predicted=62.262376, expected=76.000000 predicted=62.212863, expected=44.000000 predicted=57.885380, expected=48.000000 predicted=69.132194, expected=20.000000 predicted=59.574370, expected=116.000000 predicted=64.915078, expected=28.000000 predicted=59.072760, expected=52.000000 predicted=47.154992, expected=16.000000 predicted=36.640412, expected=32.000000 predicted=37.906263, expected=84.000000 predicted=73.958991, expected=80.000000 predicted=55.668618, expected=60.000000 predicted=54.481237, expected=60.000000 predicted=44.175256, expected=36.000000 predicted=47.839698, expected=28.000000 predicted=56.730450, expected=56.000000 predicted=59.064421, expected=32.000000 Test MSE: 1337.601
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214])] predicted=9.738260, expected=16.000000 predicted=9.530823, expected=8.000000 predicted=7.831280, expected=12.000000 predicted=7.671572, expected=8.000000 predicted=9.424769, expected=4.000000 predicted=9.428248, expected=4.000000 predicted=8.078305, expected=4.000000 predicted=7.237688, expected=12.000000 predicted=7.909457, expected=4.000000 predicted=6.026699, expected=8.000000 predicted=5.248572, expected=12.000000 predicted=7.711523, expected=16.000000 predicted=10.447573, expected=4.000000 predicted=8.299436, expected=8.000000 predicted=7.713375, expected=12.000000 predicted=10.975695, expected=4.000000 predicted=9.893902, expected=12.000000 predicted=8.391734, expected=16.000000 predicted=10.370080, expected=8.000000 predicted=10.127717, expected=8.000000 predicted=8.537718, expected=4.000000 predicted=8.824181, expected=12.000000 predicted=10.795918, expected=4.000000 predicted=8.767116, expected=4.000000 predicted=5.980265, expected=12.000000 predicted=7.513279, expected=4.000000 predicted=7.552850, expected=4.000000 predicted=5.505076, expected=4.000000 predicted=5.200144, expected=8.000000 predicted=6.951296, expected=12.000000 predicted=7.580140, expected=4.000000 predicted=5.668643, expected=8.000000 predicted=5.895854, expected=12.000000 predicted=8.748164, expected=4.000000 predicted=8.302410, expected=4.000000 predicted=6.114628, expected=4.000000 predicted=6.246152, expected=8.000000 predicted=7.495997, expected=12.000000 predicted=7.570277, expected=16.000000 predicted=8.325960, expected=4.000000 predicted=7.206497, expected=16.000000 predicted=9.517877, expected=8.000000 predicted=11.528278, expected=4.000000 predicted=9.594807, expected=8.000000 predicted=8.539608, expected=12.000000 predicted=10.189465, expected=4.000000 predicted=8.371476, expected=24.000000 predicted=9.928667, expected=12.000000 predicted=11.629651, expected=12.000000 predicted=10.939068, expected=12.000000 predicted=11.761625, expected=4.000000 predicted=12.257098, expected=4.000000 predicted=10.539362, expected=12.000000 predicted=10.106756, expected=16.000000 predicted=11.290793, expected=16.000000 predicted=10.430222, expected=16.000000 predicted=10.663340, expected=8.000000 predicted=11.512777, expected=8.000000 predicted=12.231765, expected=4.000000 predicted=11.488207, expected=4.000000 predicted=9.577983, expected=4.000000 predicted=7.312808, expected=4.000000 predicted=5.577959, expected=24.000000 predicted=9.042137, expected=12.000000 predicted=9.492063, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=6.543893, expected=8.000000 predicted=8.175768, expected=8.000000 predicted=11.842837, expected=4.000000 predicted=9.913696, expected=4.000000 predicted=5.951959, expected=8.000000 predicted=6.467575, expected=12.000000 predicted=8.113543, expected=12.000000 predicted=8.069962, expected=4.000000 predicted=6.472205, expected=4.000000 predicted=6.593147, expected=16.000000 predicted=10.449822, expected=4.000000 predicted=9.343653, expected=4.000000 predicted=5.854579, expected=12.000000 predicted=7.516450, expected=8.000000 predicted=9.324341, expected=12.000000 predicted=8.733899, expected=8.000000 predicted=7.723880, expected=4.000000 predicted=7.774943, expected=16.000000 predicted=10.231292, expected=8.000000 predicted=10.215986, expected=4.000000 predicted=7.621105, expected=8.000000 predicted=7.434742, expected=24.000000 predicted=12.755575, expected=4.000000 predicted=10.555659, expected=4.000000 predicted=6.468193, expected=8.000000 predicted=8.851400, expected=4.000000 predicted=10.237530, expected=4.000000 predicted=7.204711, expected=4.000000 predicted=4.583474, expected=12.000000 predicted=6.754204, expected=20.000000 predicted=9.567062, expected=4.000000 predicted=7.307270, expected=4.000000 predicted=6.249592, expected=12.000000 predicted=10.149002, expected=8.000000 predicted=11.360386, expected=20.000000 predicted=11.105831, expected=4.000000 predicted=8.234971, expected=16.000000 predicted=10.287634, expected=4.000000 predicted=10.676593, expected=4.000000 predicted=9.357446, expected=16.000000 predicted=10.675111, expected=4.000000 predicted=9.159956, expected=4.000000 predicted=6.531012, expected=8.000000 predicted=6.618883, expected=8.000000 predicted=8.587507, expected=8.000000 predicted=7.557236, expected=4.000000 predicted=5.560047, expected=20.000000 predicted=9.351031, expected=8.000000 predicted=9.847415, expected=8.000000 predicted=8.265411, expected=12.000000 predicted=9.640842, expected=8.000000 predicted=11.164615, expected=8.000000 predicted=10.004116, expected=8.000000 predicted=8.598063, expected=12.000000 predicted=9.880851, expected=4.000000 predicted=8.413196, expected=4.000000 predicted=6.726265, expected=12.000000 predicted=8.476649, expected=8.000000 predicted=8.826940, expected=12.000000 predicted=8.140841, expected=12.000000 predicted=8.598372, expected=8.000000 predicted=9.435706, expected=4.000000 predicted=8.591293, expected=8.000000 predicted=8.897403, expected=8.000000 predicted=9.288018, expected=4.000000 predicted=7.119909, expected=8.000000 predicted=6.312010, expected=4.000000 predicted=6.276878, expected=4.000000 predicted=5.851921, expected=4.000000 predicted=5.147968, expected=8.000000 predicted=5.856419, expected=8.000000 predicted=6.130673, expected=12.000000 predicted=6.725798, expected=8.000000 predicted=7.143676, expected=4.000000 predicted=6.856776, expected=16.000000 predicted=9.632656, expected=20.000000 predicted=12.728166, expected=16.000000 predicted=12.413498, expected=4.000000 predicted=9.570510, expected=4.000000 predicted=10.234761, expected=4.000000 predicted=11.473993, expected=8.000000 predicted=10.146540, expected=4.000000 predicted=6.371595, expected=12.000000 predicted=6.050793, expected=8.000000 predicted=6.861908, expected=4.000000 predicted=6.247947, expected=8.000000 predicted=6.910768, expected=8.000000 predicted=8.145456, expected=8.000000 predicted=7.987679, expected=20.000000 predicted=9.679830, expected=8.000000 predicted=9.518721, expected=4.000000 predicted=7.990283, expected=8.000000 predicted=9.074231, expected=8.000000 predicted=10.697273, expected=4.000000 predicted=8.274463, expected=12.000000 predicted=7.220718, expected=4.000000 predicted=6.938234, expected=4.000000 predicted=6.149823, expected=4.000000 predicted=5.739885, expected=8.000000 predicted=6.842742, expected=4.000000 predicted=5.851226, expected=12.000000 predicted=6.046105, expected=8.000000 predicted=6.835809, expected=4.000000 predicted=6.247367, expected=4.000000 predicted=6.040618, expected=8.000000 predicted=7.416949, expected=4.000000 predicted=6.841890, expected=4.000000 predicted=4.876538, expected=8.000000 predicted=5.457326, expected=4.000000 predicted=5.654909, expected=4.000000 predicted=4.879816, expected=8.000000 predicted=5.455760, expected=16.000000 predicted=8.304561, expected=8.000000 predicted=7.815573, expected=4.000000 predicted=6.147444, expected=8.000000 predicted=7.913771, expected=12.000000 predicted=10.545392, expected=12.000000 predicted=10.158846, expected=4.000000 predicted=7.121280, expected=4.000000 predicted=6.753133, expected=20.000000 predicted=11.264170, expected=4.000000 predicted=9.816360, expected=4.000000 predicted=6.396840, expected=16.000000 predicted=9.004643, expected=20.000000 predicted=13.353685, expected=28.000000 predicted=15.221277, expected=8.000000 predicted=11.905155, expected=20.000000 predicted=15.446037, expected=16.000000 predicted=18.918997, expected=4.000000 predicted=16.012112, expected=4.000000 predicted=11.671543, expected=8.000000 predicted=11.126326, expected=12.000000 predicted=11.563418, expected=4.000000 predicted=7.279355, expected=8.000000 predicted=6.155123, expected=4.000000 predicted=6.851103, expected=4.000000 predicted=6.779652, expected=8.000000 predicted=6.591783, expected=12.000000 predicted=7.438043, expected=4.000000 predicted=6.202289, expected=4.000000 predicted=5.247653, expected=8.000000 predicted=7.082177, expected=8.000000 predicted=8.031398, expected=4.000000 predicted=6.075144, expected=4.000000 predicted=4.931154, expected=12.000000 predicted=7.377164, expected=8.000000 predicted=7.731041, expected=12.000000 predicted=7.664648, expected=12.000000 predicted=8.698695, expected=4.000000 predicted=8.509313, expected=8.000000 predicted=8.826505, expected=4.000000 predicted=8.346064, expected=8.000000 predicted=8.231054, expected=4.000000 predicted=6.360872, expected=4.000000 predicted=5.275696, expected=4.000000 predicted=5.145491, expected=8.000000 predicted=5.856242, expected=12.000000 predicted=7.020971, expected=4.000000 predicted=5.655839, expected=4.000000 predicted=5.254876, expected=4.000000 predicted=6.178912, expected=4.000000 predicted=6.453561, expected=4.000000 predicted=5.074151, expected=24.000000 predicted=8.517996, expected=12.000000 predicted=9.142000, expected=8.000000 predicted=7.846341, expected=8.000000 predicted=9.262592, expected=4.000000 predicted=10.972656, expected=4.000000 predicted=9.622158, expected=12.000000 predicted=8.498121, expected=4.000000 predicted=6.835306, expected=4.000000 predicted=5.209744, expected=8.000000 predicted=6.104584, expected=8.000000 predicted=7.459510, expected=24.000000 predicted=10.671987, expected=4.000000 predicted=8.258857, expected=8.000000 predicted=8.081306, expected=4.000000 predicted=9.187814, expected=4.000000 predicted=9.685149, expected=8.000000 predicted=8.294582, expected=8.000000 predicted=6.532273, expected=20.000000 predicted=9.187515, expected=8.000000 predicted=8.513188, expected=8.000000 predicted=8.407888, expected=4.000000 predicted=8.875195, expected=4.000000 predicted=9.315433, expected=4.000000 predicted=7.778006, expected=4.000000 predicted=5.506506, expected=4.000000 predicted=4.546283, expected=4.000000 predicted=3.991822, expected=12.000000 predicted=5.826511, expected=8.000000 predicted=6.268946, expected=8.000000 predicted=6.222719, expected=4.000000 predicted=6.163939, expected=12.000000 predicted=8.649576, expected=4.000000 predicted=8.014779, expected=8.000000 predicted=7.047987, expected=12.000000 predicted=8.239194, expected=16.000000 predicted=10.329807, expected=4.000000 predicted=8.374553, expected=8.000000 predicted=7.997751, expected=16.000000 predicted=11.665798, expected=8.000000 predicted=11.216068, expected=8.000000 predicted=8.822987, expected=4.000000 predicted=7.740904, expected=4.000000 predicted=8.317948, expected=4.000000 predicted=7.201384, expected=12.000000 predicted=7.330531, expected=12.000000 predicted=7.734940, expected=8.000000 predicted=6.895333, expected=12.000000 predicted=8.339240, expected=4.000000 predicted=8.748543, expected=4.000000 predicted=8.243435, expected=8.000000 predicted=8.167011, expected=8.000000 predicted=8.040675, expected=8.000000 predicted=7.030386, expected=4.000000 predicted=5.579985, expected=8.000000 predicted=6.772810, expected=16.000000 predicted=9.526823, expected=12.000000 predicted=9.677974, expected=4.000000 predicted=7.448588, expected=8.000000 predicted=8.299796, expected=8.000000 predicted=10.179461, expected=12.000000 predicted=10.394464, expected=12.000000 predicted=9.205042, expected=12.000000 predicted=9.358505, expected=16.000000 predicted=11.442663, expected=4.000000 predicted=10.294004, expected=12.000000 predicted=11.002451, expected=8.000000 predicted=11.059073, expected=4.000000 predicted=9.277305, expected=8.000000 predicted=8.092146, expected=4.000000 predicted=7.159014, expected=8.000000 predicted=7.295636, expected=8.000000 predicted=6.730908, expected=4.000000 predicted=5.943477, expected=4.000000 predicted=5.461203, expected=8.000000 predicted=6.455038, expected=8.000000 predicted=7.090670, expected=4.000000 predicted=5.543349, expected=8.000000 predicted=5.830325, expected=12.000000 predicted=8.048009, expected=8.000000 predicted=8.084735, expected=4.000000 predicted=6.464115, expected=8.000000 predicted=7.379801, expected=8.000000 predicted=8.627146, expected=8.000000 predicted=7.965100, expected=4.000000 predicted=6.137319, expected=8.000000 predicted=6.786651, expected=16.000000 predicted=9.522462, expected=4.000000 predicted=7.824037, expected=4.000000 predicted=6.139806, expected=4.000000 predicted=6.740926, expected=4.000000 Test MSE: 28.582
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571])] predicted=24.112022, expected=24.000000 predicted=23.010866, expected=24.000000 predicted=23.681245, expected=32.000000 predicted=24.126262, expected=28.000000 predicted=28.995930, expected=40.000000 predicted=24.930579, expected=4.000000 predicted=23.432239, expected=20.000000 predicted=24.828697, expected=36.000000 predicted=28.324509, expected=24.000000 predicted=23.131275, expected=28.000000 predicted=27.596116, expected=8.000000 predicted=18.366784, expected=4.000000 predicted=18.603104, expected=12.000000 predicted=19.937956, expected=28.000000 predicted=17.725526, expected=4.000000 predicted=13.448775, expected=24.000000 predicted=14.518458, expected=32.000000 predicted=17.766628, expected=8.000000 predicted=15.086304, expected=16.000000 predicted=20.646019, expected=16.000000 predicted=15.805718, expected=12.000000 predicted=16.798863, expected=24.000000 predicted=20.051019, expected=12.000000 predicted=13.477109, expected=12.000000 predicted=15.084647, expected=24.000000 predicted=17.744827, expected=16.000000 predicted=15.277249, expected=28.000000 predicted=20.480689, expected=12.000000 predicted=16.588261, expected=16.000000 predicted=17.289183, expected=24.000000 predicted=21.094626, expected=16.000000 predicted=17.235488, expected=12.000000 predicted=18.553106, expected=20.000000 predicted=16.991255, expected=8.000000 predicted=14.728233, expected=12.000000 predicted=15.788040, expected=20.000000 predicted=15.424978, expected=12.000000 predicted=12.814017, expected=20.000000 predicted=16.324898, expected=8.000000 predicted=12.522081, expected=24.000000 predicted=16.183067, expected=8.000000 predicted=15.005103, expected=24.000000 predicted=16.027191, expected=36.000000 predicted=21.523851, expected=32.000000 predicted=20.505125, expected=8.000000 predicted=21.611632, expected=28.000000 predicted=23.070249, expected=20.000000 predicted=23.648774, expected=16.000000 predicted=22.780790, expected=28.000000 predicted=24.265872, expected=20.000000 predicted=18.284765, expected=20.000000 predicted=22.240825, expected=16.000000 predicted=20.165250, expected=12.000000 predicted=17.617008, expected=16.000000 predicted=19.283106, expected=8.000000 predicted=14.775176, expected=20.000000 predicted=16.025494, expected=28.000000 predicted=17.322392, expected=28.000000 predicted=18.162562, expected=4.000000 predicted=16.475096, expected=8.000000 predicted=15.622829, expected=12.000000 predicted=16.583410, expected=4.000000 predicted=13.100840, expected=12.000000 predicted=13.031138, expected=36.000000 predicted=13.771796, expected=8.000000 predicted=11.223614, expected=8.000000 predicted=13.667606, expected=16.000000 predicted=14.398181, expected=20.000000 predicted=15.021865, expected=8.000000 predicted=16.817114, expected=4.000000 predicted=10.451127, expected=16.000000 predicted=12.282744, expected=12.000000 predicted=11.931900, expected=12.000000 predicted=12.429943, expected=24.000000 predicted=13.660810, expected=4.000000 predicted=9.999289, expected=16.000000 predicted=14.764690, expected=24.000000 predicted=15.947856, expected=12.000000 predicted=13.495390, expected=16.000000 predicted=17.428471, expected=32.000000 predicted=17.591656, expected=24.000000 predicted=19.414652, expected=20.000000 predicted=21.716615, expected=32.000000 predicted=23.334752, expected=16.000000 predicted=21.322071, expected=24.000000 predicted=25.460741, expected=16.000000 predicted=21.980654, expected=24.000000 predicted=21.426405, expected=60.000000 predicted=31.619077, expected=36.000000 predicted=27.168981, expected=36.000000 predicted=33.084075, expected=20.000000 predicted=31.207961, expected=12.000000 predicted=28.565858, expected=20.000000 predicted=32.659630, expected=28.000000 predicted=25.651988, expected=20.000000 predicted=22.969246, expected=28.000000 predicted=22.254270, expected=24.000000 predicted=21.346486, expected=12.000000 predicted=20.637834, expected=20.000000 predicted=22.974868, expected=24.000000 predicted=21.042386, expected=40.000000 predicted=25.663504, expected=24.000000 predicted=23.772100, expected=16.000000 predicted=21.586444, expected=8.000000 predicted=21.440313, expected=16.000000 predicted=20.720051, expected=8.000000 predicted=19.073278, expected=24.000000 predicted=17.255358, expected=24.000000 predicted=16.551178, expected=16.000000 predicted=14.779170, expected=32.000000 predicted=21.498615, expected=16.000000 predicted=18.061051, expected=12.000000 predicted=20.193770, expected=4.000000 predicted=17.426644, expected=12.000000 predicted=14.611244, expected=12.000000 predicted=15.588166, expected=12.000000 predicted=11.382821, expected=48.000000 predicted=19.396425, expected=16.000000 predicted=14.956417, expected=40.000000 predicted=24.476888, expected=20.000000 predicted=23.978332, expected=48.000000 predicted=29.534545, expected=56.000000 predicted=40.853041, expected=40.000000 predicted=34.312137, expected=32.000000 predicted=40.128679, expected=12.000000 predicted=31.816818, expected=20.000000 predicted=34.235147, expected=16.000000 predicted=29.763196, expected=20.000000 predicted=23.621891, expected=16.000000 predicted=20.185629, expected=12.000000 predicted=15.125560, expected=12.000000 predicted=16.047865, expected=16.000000 predicted=15.204945, expected=20.000000 predicted=16.414916, expected=20.000000 predicted=16.260781, expected=12.000000 predicted=14.814470, expected=12.000000 predicted=14.937150, expected=24.000000 predicted=17.799297, expected=20.000000 predicted=17.776357, expected=12.000000 predicted=16.475678, expected=8.000000 predicted=14.298087, expected=12.000000 predicted=14.015347, expected=32.000000 predicted=19.419777, expected=16.000000 predicted=16.267731, expected=28.000000 predicted=18.870106, expected=28.000000 predicted=20.873442, expected=16.000000 predicted=19.979731, expected=20.000000 predicted=24.287281, expected=16.000000 predicted=19.692960, expected=4.000000 predicted=17.490092, expected=20.000000 predicted=18.706315, expected=32.000000 predicted=18.720022, expected=32.000000 predicted=21.078456, expected=36.000000 predicted=24.629891, expected=24.000000 predicted=23.260504, expected=16.000000 predicted=25.172212, expected=32.000000 predicted=29.498957, expected=32.000000 predicted=28.531298, expected=40.000000 predicted=31.243644, expected=64.000000 predicted=37.354115, expected=20.000000 predicted=30.650414, expected=44.000000 predicted=39.666615, expected=16.000000 predicted=34.076244, expected=16.000000 predicted=31.095954, expected=8.000000 predicted=29.590926, expected=40.000000 predicted=24.243314, expected=56.000000 predicted=33.662292, expected=28.000000 predicted=26.022817, expected=40.000000 predicted=32.411602, expected=8.000000 predicted=26.001065, expected=28.000000 predicted=32.789528, expected=20.000000 predicted=31.285223, expected=24.000000 predicted=23.955431, expected=28.000000 predicted=26.843709, expected=52.000000 predicted=27.426933, expected=44.000000 predicted=33.535692, expected=12.000000 predicted=27.418987, expected=24.000000 predicted=30.340639, expected=36.000000 predicted=32.147844, expected=64.000000 predicted=41.525766, expected=72.000000 predicted=45.696532, expected=24.000000 predicted=34.571381, expected=52.000000 predicted=45.488779, expected=44.000000 predicted=47.174984, expected=24.000000 predicted=44.627297, expected=28.000000 predicted=42.949142, expected=32.000000 predicted=32.646895, expected=60.000000 predicted=42.678158, expected=24.000000 predicted=34.527058, expected=40.000000 predicted=34.847927, expected=16.000000 predicted=31.716949, expected=48.000000 predicted=36.663057, expected=16.000000 predicted=34.565843, expected=68.000000 predicted=36.741925, expected=68.000000 predicted=45.959662, expected=44.000000 predicted=40.047660, expected=8.000000 predicted=40.668042, expected=16.000000 predicted=32.975332, expected=24.000000 predicted=38.850326, expected=40.000000 predicted=36.297777, expected=4.000000 predicted=22.358152, expected=32.000000 predicted=21.097189, expected=20.000000 predicted=22.388094, expected=8.000000 predicted=18.778981, expected=28.000000 predicted=25.158624, expected=36.000000 predicted=20.964953, expected=16.000000 predicted=22.678779, expected=40.000000 predicted=26.614338, expected=8.000000 predicted=19.919179, expected=20.000000 predicted=23.843335, expected=48.000000 predicted=31.598939, expected=12.000000 predicted=20.894025, expected=16.000000 predicted=25.045783, expected=20.000000 predicted=20.277932, expected=16.000000 predicted=20.138422, expected=32.000000 predicted=27.020436, expected=44.000000 predicted=24.440842, expected=24.000000 predicted=24.034468, expected=48.000000 predicted=32.028907, expected=64.000000 predicted=39.076270, expected=28.000000 predicted=37.332499, expected=28.000000 predicted=39.520975, expected=44.000000 predicted=38.898754, expected=12.000000 predicted=34.397061, expected=56.000000 predicted=43.149182, expected=32.000000 predicted=32.775721, expected=36.000000 predicted=33.603985, expected=24.000000 predicted=35.010650, expected=16.000000 predicted=25.829613, expected=36.000000 predicted=35.717931, expected=8.000000 predicted=23.739941, expected=12.000000 predicted=22.115004, expected=28.000000 predicted=21.954654, expected=20.000000 predicted=18.887893, expected=20.000000 predicted=22.041310, expected=32.000000 predicted=20.471900, expected=8.000000 predicted=17.807574, expected=36.000000 predicted=25.620976, expected=20.000000 predicted=22.184881, expected=56.000000 predicted=30.107055, expected=24.000000 predicted=29.653162, expected=20.000000 predicted=24.797025, expected=16.000000 predicted=28.779456, expected=4.000000 predicted=20.388901, expected=28.000000 predicted=27.447632, expected=32.000000 predicted=21.859039, expected=28.000000 predicted=21.689641, expected=8.000000 predicted=18.370158, expected=12.000000 predicted=16.788436, expected=36.000000 predicted=25.343709, expected=16.000000 predicted=21.764887, expected=12.000000 predicted=18.899786, expected=24.000000 predicted=18.139459, expected=16.000000 predicted=17.913039, expected=4.000000 predicted=18.051911, expected=20.000000 predicted=16.033290, expected=40.000000 predicted=20.400716, expected=28.000000 predicted=22.378228, expected=20.000000 predicted=21.123748, expected=20.000000 predicted=20.700443, expected=16.000000 predicted=22.573068, expected=8.000000 predicted=21.918637, expected=20.000000 predicted=19.550354, expected=16.000000 predicted=16.651871, expected=20.000000 predicted=17.081824, expected=28.000000 predicted=19.000500, expected=28.000000 predicted=19.624541, expected=32.000000 predicted=24.548026, expected=24.000000 predicted=23.996367, expected=28.000000 predicted=26.250725, expected=12.000000 predicted=24.218175, expected=20.000000 predicted=23.767491, expected=24.000000 predicted=24.089605, expected=60.000000 predicted=30.542015, expected=56.000000 predicted=35.382293, expected=24.000000 predicted=30.027541, expected=12.000000 predicted=30.129049, expected=12.000000 predicted=28.584656, expected=8.000000 predicted=28.615820, expected=20.000000 predicted=24.638125, expected=24.000000 predicted=18.101002, expected=8.000000 predicted=12.992094, expected=40.000000 predicted=20.689320, expected=8.000000 predicted=15.928723, expected=4.000000 predicted=15.864950, expected=12.000000 predicted=16.724896, expected=20.000000 predicted=14.446622, expected=16.000000 predicted=18.626607, expected=8.000000 predicted=10.754914, expected=28.000000 predicted=15.285725, expected=20.000000 predicted=16.948214, expected=28.000000 predicted=20.763049, expected=16.000000 predicted=18.973712, expected=8.000000 predicted=15.796116, expected=12.000000 predicted=18.820414, expected=8.000000 predicted=14.580855, expected=12.000000 predicted=14.808453, expected=20.000000 predicted=13.780894, expected=12.000000 predicted=11.491871, expected=20.000000 predicted=14.539977, expected=28.000000 predicted=17.236455, expected=32.000000 predicted=21.021409, expected=16.000000 predicted=20.746626, expected=8.000000 predicted=17.497587, expected=12.000000 predicted=18.516166, expected=4.000000 predicted=15.786456, expected=28.000000 predicted=19.163066, expected=20.000000 predicted=15.377658, expected=24.000000 predicted=16.072983, expected=32.000000 predicted=21.048212, expected=4.000000 predicted=15.469196, expected=8.000000 predicted=18.852605, expected=16.000000 predicted=17.362786, expected=12.000000 predicted=15.721387, expected=12.000000 predicted=15.452678, expected=28.000000 predicted=14.230158, expected=20.000000 predicted=15.597944, expected=4.000000 predicted=14.091863, expected=4.000000 predicted=12.286851, expected=16.000000 predicted=13.741525, expected=36.000000 predicted=20.708351, expected=24.000000 predicted=18.312802, expected=20.000000 predicted=16.615643, expected=28.000000 predicted=20.789271, expected=4.000000 predicted=18.495945, expected=40.000000 predicted=27.949440, expected=8.000000 predicted=19.575853, expected=16.000000 predicted=18.688487, expected=16.000000 predicted=19.618096, expected=32.000000 predicted=18.766698, expected=12.000000 predicted=21.600055, expected=16.000000 predicted=15.764793, expected=12.000000 predicted=16.775150, expected=32.000000 predicted=20.559239, expected=16.000000 predicted=20.691577, expected=60.000000 predicted=27.280106, expected=208.000000 predicted=77.313495, expected=224.000000 predicted=125.595747, expected=56.000000 predicted=80.280496, expected=12.000000 predicted=68.922731, expected=68.000000 predicted=102.224496, expected=104.000000 predicted=124.194868, expected=56.000000 predicted=86.604330, expected=44.000000 predicted=55.070460, expected=48.000000 predicted=54.597967, expected=116.000000 predicted=84.146437, expected=92.000000 predicted=77.610218, expected=28.000000 predicted=50.471658, expected=56.000000 predicted=68.591153, expected=48.000000 predicted=61.741673, expected=40.000000 predicted=57.245029, expected=48.000000 predicted=54.508205, expected=28.000000 predicted=36.951377, expected=12.000000 predicted=32.766875, expected=24.000000 predicted=33.980705, expected=24.000000 predicted=28.189424, expected=8.000000 predicted=19.442894, expected=8.000000 predicted=16.441812, expected=24.000000 predicted=19.528350, expected=36.000000 predicted=23.662801, expected=12.000000 predicted=15.037187, expected=44.000000 predicted=28.709411, expected=40.000000 predicted=29.582293, expected=60.000000 predicted=39.977940, expected=40.000000 predicted=38.493890, expected=4.000000 predicted=24.216187, expected=12.000000 predicted=31.931832, expected=36.000000 predicted=35.008441, expected=16.000000 predicted=23.001962, expected=16.000000 predicted=20.062027, expected=8.000000 predicted=14.523755, expected=40.000000 predicted=26.395661, expected=16.000000 predicted=19.097863, expected=8.000000 predicted=13.988481, expected=20.000000 predicted=21.240659, expected=28.000000 predicted=20.963685, expected=16.000000 predicted=18.945377, expected=8.000000 predicted=14.251815, expected=24.000000 predicted=20.365103, expected=32.000000 predicted=23.387510, expected=36.000000 predicted=25.671000, expected=8.000000 predicted=16.366999, expected=16.000000 predicted=20.777657, expected=4.000000 predicted=17.023659, expected=40.000000 predicted=27.557780, expected=32.000000 predicted=24.155975, expected=28.000000 predicted=20.461387, expected=12.000000 predicted=20.492532, expected=8.000000 predicted=17.719441, expected=8.000000 predicted=19.599711, expected=20.000000 predicted=19.033490, expected=40.000000 predicted=24.537365, expected=28.000000 predicted=19.145794, expected=24.000000 predicted=21.151549, expected=4.000000 predicted=16.895370, expected=28.000000 predicted=26.431522, expected=20.000000 predicted=23.165457, expected=24.000000 predicted=20.767362, expected=12.000000 predicted=17.701550, expected=20.000000 predicted=18.350717, expected=28.000000 predicted=24.267635, expected=12.000000 predicted=15.883959, expected=4.000000 predicted=14.035543, expected=8.000000 predicted=14.056794, expected=28.000000 Test MSE: 363.803
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389])] predicted=27.968458, expected=48.000000 predicted=33.153496, expected=48.000000 predicted=30.623428, expected=24.000000 predicted=30.250875, expected=32.000000 predicted=35.903237, expected=16.000000 predicted=25.974447, expected=60.000000 predicted=42.580875, expected=48.000000 predicted=40.650170, expected=56.000000 predicted=39.051174, expected=36.000000 predicted=38.343095, expected=24.000000 predicted=33.946224, expected=60.000000 predicted=50.697527, expected=56.000000 predicted=48.200975, expected=44.000000 predicted=47.686803, expected=28.000000 predicted=38.130218, expected=40.000000 predicted=38.632617, expected=36.000000 predicted=45.758354, expected=24.000000 predicted=39.459501, expected=60.000000 predicted=41.826720, expected=60.000000 predicted=41.225634, expected=56.000000 predicted=46.431841, expected=24.000000 predicted=39.070388, expected=36.000000 predicted=39.057215, expected=28.000000 predicted=44.629139, expected=20.000000 predicted=39.374643, expected=40.000000 predicted=38.118486, expected=32.000000 predicted=29.154301, expected=48.000000 predicted=36.114158, expected=40.000000 predicted=33.752372, expected=52.000000 predicted=37.225450, expected=32.000000 predicted=39.123192, expected=48.000000 predicted=41.064874, expected=64.000000 predicted=49.189890, expected=56.000000 predicted=48.405887, expected=56.000000 predicted=51.797863, expected=36.000000 predicted=43.945650, expected=36.000000 predicted=47.448349, expected=40.000000 predicted=49.514434, expected=40.000000 predicted=45.697626, expected=28.000000 predicted=40.586756, expected=44.000000 predicted=37.735889, expected=32.000000 predicted=35.806129, expected=40.000000 predicted=38.197119, expected=28.000000 predicted=34.797494, expected=20.000000 predicted=29.848804, expected=44.000000 predicted=37.057208, expected=36.000000 predicted=33.471588, expected=52.000000 predicted=39.212588, expected=80.000000 predicted=44.978205, expected=32.000000 predicted=38.644258, expected=28.000000 predicted=42.660685, expected=32.000000 predicted=39.861541, expected=24.000000 predicted=41.536942, expected=44.000000 predicted=47.230360, expected=72.000000 predicted=41.609774, expected=28.000000 predicted=35.182959, expected=24.000000 predicted=34.363320, expected=28.000000 predicted=32.525047, expected=40.000000 predicted=40.808877, expected=20.000000 predicted=39.683255, expected=32.000000 predicted=28.795732, expected=88.000000 predicted=42.073874, expected=56.000000 predicted=43.044849, expected=28.000000 predicted=41.286031, expected=36.000000 predicted=37.366129, expected=44.000000 predicted=44.485600, expected=52.000000 predicted=57.588018, expected=56.000000 predicted=48.344154, expected=36.000000 predicted=38.600499, expected=40.000000 predicted=41.967568, expected=52.000000 predicted=46.692008, expected=36.000000 predicted=45.427831, expected=56.000000 predicted=48.938643, expected=40.000000 predicted=41.258122, expected=24.000000 predicted=39.113339, expected=36.000000 predicted=41.585552, expected=60.000000 predicted=43.352175, expected=40.000000 predicted=44.668096, expected=36.000000 predicted=38.858410, expected=32.000000 predicted=34.318936, expected=8.000000 predicted=32.075114, expected=32.000000 predicted=38.710422, expected=40.000000 predicted=33.708405, expected=40.000000 predicted=33.519371, expected=24.000000 predicted=28.569564, expected=28.000000 predicted=24.794994, expected=20.000000 predicted=29.307226, expected=4.000000 predicted=25.656094, expected=24.000000 predicted=26.107313, expected=28.000000 predicted=22.475781, expected=20.000000 predicted=21.936006, expected=44.000000 predicted=25.018588, expected=16.000000 predicted=18.186052, expected=64.000000 predicted=35.343598, expected=32.000000 predicted=32.028633, expected=36.000000 predicted=33.320867, expected=28.000000 predicted=35.836068, expected=72.000000 predicted=41.197494, expected=36.000000 predicted=46.698593, expected=16.000000 predicted=33.414018, expected=40.000000 predicted=37.205508, expected=28.000000 predicted=34.313764, expected=36.000000 predicted=43.779524, expected=40.000000 predicted=33.639012, expected=40.000000 predicted=31.268544, expected=28.000000 predicted=34.965439, expected=28.000000 predicted=31.590819, expected=24.000000 predicted=31.953594, expected=40.000000 predicted=35.349657, expected=44.000000 predicted=36.100892, expected=40.000000 predicted=33.685473, expected=44.000000 predicted=35.807897, expected=24.000000 predicted=32.217180, expected=28.000000 predicted=36.124629, expected=36.000000 predicted=37.121379, expected=20.000000 predicted=31.951265, expected=24.000000 predicted=31.005127, expected=40.000000 predicted=28.994145, expected=32.000000 predicted=29.943576, expected=28.000000 predicted=30.634860, expected=8.000000 predicted=21.806363, expected=60.000000 predicted=34.190517, expected=28.000000 predicted=33.035275, expected=56.000000 predicted=37.632840, expected=76.000000 predicted=43.435728, expected=64.000000 predicted=44.179626, expected=48.000000 predicted=54.921712, expected=56.000000 predicted=50.005086, expected=44.000000 predicted=55.376580, expected=40.000000 predicted=56.548968, expected=24.000000 predicted=45.881196, expected=60.000000 predicted=47.696630, expected=20.000000 predicted=40.439159, expected=20.000000 predicted=34.588734, expected=104.000000 predicted=50.631300, expected=116.000000 predicted=59.731710, expected=48.000000 predicted=59.530891, expected=28.000000 predicted=45.643946, expected=68.000000 predicted=57.385303, expected=80.000000 predicted=79.979507, expected=44.000000 predicted=69.451866, expected=36.000000 predicted=48.467360, expected=48.000000 predicted=46.977982, expected=16.000000 predicted=47.136126, expected=48.000000 predicted=51.656742, expected=36.000000 predicted=38.098154, expected=32.000000 predicted=35.578838, expected=16.000000 predicted=32.585887, expected=32.000000 predicted=28.255390, expected=56.000000 predicted=40.836735, expected=56.000000 predicted=39.701086, expected=76.000000 predicted=46.855776, expected=72.000000 predicted=48.332890, expected=108.000000 predicted=67.562520, expected=108.000000 predicted=79.831937, expected=64.000000 predicted=74.613142, expected=56.000000 predicted=76.764123, expected=72.000000 predicted=77.750779, expected=44.000000 predicted=75.345206, expected=72.000000 predicted=75.941399, expected=60.000000 predicted=61.101335, expected=68.000000 predicted=62.232569, expected=60.000000 predicted=63.494091, expected=48.000000 predicted=54.957549, expected=48.000000 predicted=59.540826, expected=32.000000 predicted=50.488286, expected=44.000000 predicted=51.832672, expected=20.000000 predicted=40.971551, expected=100.000000 predicted=56.432616, expected=24.000000 predicted=41.547015, expected=44.000000 predicted=42.884475, expected=32.000000 predicted=41.890832, expected=32.000000 predicted=37.325543, expected=40.000000 predicted=52.502950, expected=108.000000 predicted=51.879292, expected=60.000000 predicted=52.062621, expected=80.000000 predicted=58.112380, expected=88.000000 predicted=65.209105, expected=64.000000 predicted=66.759757, expected=16.000000 predicted=67.809356, expected=52.000000 predicted=58.636006, expected=52.000000 predicted=60.286626, expected=100.000000 predicted=71.990961, expected=16.000000 predicted=47.443033, expected=68.000000 predicted=47.808211, expected=20.000000 predicted=47.142166, expected=36.000000 predicted=46.629213, expected=16.000000 predicted=48.397372, expected=68.000000 predicted=37.334389, expected=40.000000 predicted=45.893249, expected=40.000000 predicted=34.203507, expected=28.000000 predicted=36.724141, expected=52.000000 predicted=37.615198, expected=36.000000 predicted=46.782012, expected=48.000000 predicted=41.365599, expected=104.000000 predicted=57.341574, expected=76.000000 predicted=55.430728, expected=32.000000 predicted=53.630328, expected=44.000000 predicted=51.879844, expected=64.000000 predicted=58.843715, expected=20.000000 predicted=58.480938, expected=24.000000 predicted=45.993613, expected=24.000000 predicted=32.554735, expected=52.000000 predicted=40.070500, expected=56.000000 predicted=46.360344, expected=20.000000 predicted=28.812616, expected=24.000000 predicted=30.810080, expected=28.000000 predicted=31.268102, expected=44.000000 predicted=39.918749, expected=56.000000 predicted=43.572039, expected=76.000000 predicted=43.238468, expected=28.000000 predicted=37.720641, expected=28.000000 predicted=38.650631, expected=20.000000 predicted=39.049469, expected=12.000000 predicted=35.080459, expected=24.000000 predicted=37.310369, expected=12.000000 predicted=20.192944, expected=60.000000 predicted=31.260172, expected=36.000000 predicted=27.696690, expected=56.000000 predicted=33.246215, expected=32.000000 predicted=34.659104, expected=44.000000 predicted=35.533085, expected=36.000000 predicted=45.547366, expected=52.000000 predicted=42.501812, expected=52.000000 predicted=48.278172, expected=32.000000 predicted=38.284638, expected=32.000000 predicted=40.402985, expected=12.000000 predicted=32.046320, expected=24.000000 predicted=34.703395, expected=32.000000 predicted=34.099373, expected=32.000000 predicted=28.446597, expected=40.000000 predicted=31.103839, expected=8.000000 predicted=20.130570, expected=40.000000 predicted=29.789559, expected=32.000000 predicted=31.108275, expected=36.000000 predicted=31.628495, expected=40.000000 predicted=35.367085, expected=28.000000 predicted=26.463757, expected=52.000000 predicted=40.342142, expected=20.000000 predicted=32.098245, expected=16.000000 predicted=29.800322, expected=28.000000 predicted=31.724459, expected=36.000000 predicted=30.001943, expected=44.000000 predicted=37.381843, expected=8.000000 predicted=22.035517, expected=44.000000 predicted=29.244306, expected=24.000000 predicted=29.310391, expected=28.000000 predicted=30.467022, expected=60.000000 predicted=40.205021, expected=44.000000 predicted=31.794375, expected=56.000000 predicted=44.956417, expected=52.000000 predicted=42.510130, expected=40.000000 predicted=42.563346, expected=48.000000 predicted=51.205169, expected=20.000000 predicted=39.770527, expected=52.000000 predicted=47.033873, expected=48.000000 predicted=45.438953, expected=44.000000 predicted=41.744967, expected=52.000000 predicted=46.088222, expected=8.000000 predicted=30.274927, expected=24.000000 predicted=37.548591, expected=12.000000 predicted=30.722477, expected=52.000000 predicted=36.115530, expected=44.000000 predicted=37.210527, expected=48.000000 predicted=30.216098, expected=56.000000 predicted=39.889444, expected=36.000000 predicted=36.059119, expected=32.000000 predicted=43.686532, expected=24.000000 predicted=37.971495, expected=84.000000 predicted=51.999526, expected=44.000000 predicted=47.713201, expected=20.000000 predicted=36.288915, expected=36.000000 predicted=38.336092, expected=48.000000 predicted=40.096382, expected=76.000000 predicted=59.678630, expected=36.000000 predicted=42.640649, expected=72.000000 predicted=47.248710, expected=56.000000 predicted=52.073747, expected=36.000000 predicted=50.097654, expected=48.000000 predicted=56.399630, expected=20.000000 predicted=39.612693, expected=40.000000 predicted=47.918708, expected=44.000000 predicted=43.387701, expected=24.000000 predicted=33.587266, expected=36.000000 predicted=37.129594, expected=60.000000 predicted=38.082868, expected=32.000000 predicted=38.370447, expected=20.000000 predicted=34.741269, expected=44.000000 predicted=35.310528, expected=28.000000 predicted=35.044771, expected=40.000000 predicted=40.779421, expected=24.000000 predicted=30.480568, expected=60.000000 predicted=36.847720, expected=8.000000 predicted=32.003873, expected=76.000000 predicted=42.127628, expected=16.000000 predicted=35.785016, expected=36.000000 predicted=33.592616, expected=48.000000 predicted=44.999808, expected=60.000000 predicted=37.996009, expected=60.000000 predicted=55.020057, expected=48.000000 predicted=41.199045, expected=28.000000 predicted=42.483289, expected=48.000000 predicted=48.080310, expected=28.000000 predicted=44.982460, expected=28.000000 predicted=40.737364, expected=68.000000 predicted=45.932143, expected=88.000000 predicted=50.923654, expected=44.000000 predicted=49.801336, expected=48.000000 predicted=47.020197, expected=52.000000 predicted=50.387141, expected=32.000000 predicted=53.400219, expected=56.000000 predicted=58.572404, expected=56.000000 predicted=48.663454, expected=72.000000 predicted=54.583326, expected=52.000000 predicted=53.411195, expected=20.000000 predicted=41.526047, expected=44.000000 predicted=49.652261, expected=24.000000 predicted=43.195660, expected=52.000000 predicted=48.689065, expected=36.000000 predicted=40.157299, expected=56.000000 predicted=38.019763, expected=56.000000 predicted=46.560572, expected=48.000000 predicted=42.522914, expected=36.000000 predicted=46.469342, expected=36.000000 predicted=41.892172, expected=60.000000 predicted=51.083763, expected=60.000000 predicted=51.931547, expected=72.000000 predicted=54.349939, expected=36.000000 predicted=46.358448, expected=32.000000 predicted=44.480844, expected=28.000000 predicted=46.720608, expected=28.000000 predicted=42.590926, expected=36.000000 predicted=42.981962, expected=84.000000 predicted=46.163612, expected=48.000000 predicted=42.511491, expected=24.000000 predicted=36.639710, expected=24.000000 predicted=36.229541, expected=16.000000 predicted=34.449985, expected=24.000000 predicted=41.559610, expected=44.000000 predicted=34.716736, expected=48.000000 predicted=31.864399, expected=364.000000 predicted=122.167874, expected=436.000000 predicted=238.794959, expected=448.000000 predicted=324.397438, expected=544.000000 predicted=444.944631, expected=144.000000 predicted=221.633826, expected=108.000000 predicted=201.078302, expected=72.000000 predicted=164.672214, expected=88.000000 predicted=206.910542, expected=128.000000 predicted=230.127025, expected=56.000000 predicted=91.454660, expected=44.000000 predicted=59.808436, expected=28.000000 predicted=37.128314, expected=96.000000 predicted=84.102904, expected=92.000000 predicted=97.948739, expected=96.000000 predicted=88.846918, expected=44.000000 predicted=51.329464, expected=40.000000 predicted=41.147423, expected=44.000000 predicted=52.639876, expected=24.000000 predicted=45.075031, expected=100.000000 predicted=81.466765, expected=44.000000 predicted=54.935176, expected=40.000000 predicted=44.080783, expected=40.000000 predicted=35.078798, expected=24.000000 predicted=32.789019, expected=28.000000 predicted=40.678669, expected=36.000000 predicted=35.354196, expected=12.000000 predicted=23.901497, expected=48.000000 predicted=37.980701, expected=28.000000 predicted=30.395697, expected=52.000000 predicted=44.062441, expected=32.000000 predicted=33.923949, expected=32.000000 predicted=30.622557, expected=36.000000 predicted=35.238074, expected=72.000000 predicted=56.586776, expected=64.000000 predicted=62.376556, expected=104.000000 predicted=80.717303, expected=36.000000 predicted=48.028998, expected=24.000000 predicted=31.947380, expected=28.000000 predicted=32.711178, expected=56.000000 predicted=56.096411, expected=80.000000 predicted=78.102009, expected=44.000000 predicted=49.860253, expected=84.000000 predicted=61.878693, expected=52.000000 predicted=52.739659, expected=56.000000 predicted=58.784695, expected=64.000000 predicted=61.619373, expected=36.000000 predicted=46.985322, expected=68.000000 predicted=63.257433, expected=64.000000 predicted=61.294182, expected=72.000000 predicted=69.267906, expected=48.000000 predicted=53.841253, expected=32.000000 predicted=38.028832, expected=56.000000 predicted=52.288497, expected=32.000000 predicted=45.152591, expected=36.000000 predicted=43.261462, expected=64.000000 predicted=52.010960, expected=40.000000 predicted=45.633915, expected=60.000000 predicted=54.303709, expected=32.000000 predicted=36.212880, expected=52.000000 predicted=47.027198, expected=32.000000 predicted=40.558061, expected=44.000000 predicted=43.173989, expected=40.000000 predicted=42.516724, expected=40.000000 predicted=40.317737, expected=44.000000 predicted=43.293597, expected=40.000000 predicted=39.782580, expected=64.000000 predicted=54.339420, expected=12.000000 predicted=29.057993, expected=80.000000 predicted=57.261599, expected=72.000000 predicted=65.013285, expected=48.000000 predicted=56.756440, expected=32.000000 predicted=36.829817, expected=36.000000 predicted=32.598449, expected=40.000000 predicted=48.182401, expected=20.000000 Test MSE: 1534.104
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129])] predicted=14.123101, expected=8.000000 predicted=13.804351, expected=28.000000 predicted=17.062586, expected=16.000000 predicted=17.356797, expected=20.000000 predicted=18.319103, expected=44.000000 predicted=22.302965, expected=16.000000 predicted=21.650161, expected=24.000000 predicted=24.600939, expected=32.000000 predicted=25.206759, expected=28.000000 predicted=27.484394, expected=8.000000 predicted=24.028945, expected=4.000000 predicted=16.765737, expected=24.000000 predicted=19.746693, expected=28.000000 predicted=21.473473, expected=8.000000 predicted=16.284375, expected=16.000000 predicted=14.404569, expected=4.000000 predicted=12.539364, expected=4.000000 predicted=12.980929, expected=4.000000 predicted=9.780547, expected=16.000000 predicted=9.093794, expected=16.000000 predicted=10.581264, expected=16.000000 predicted=10.547229, expected=16.000000 predicted=12.125679, expected=4.000000 predicted=11.000229, expected=8.000000 predicted=11.913189, expected=4.000000 predicted=9.717197, expected=4.000000 predicted=8.113010, expected=28.000000 predicted=12.037643, expected=4.000000 predicted=8.346516, expected=28.000000 predicted=13.958635, expected=16.000000 predicted=13.793668, expected=8.000000 predicted=14.117536, expected=4.000000 predicted=13.312443, expected=4.000000 predicted=9.540042, expected=4.000000 predicted=9.946995, expected=4.000000 predicted=6.300022, expected=28.000000 predicted=10.223507, expected=8.000000 predicted=8.764253, expected=8.000000 predicted=9.174445, expected=16.000000 predicted=11.055593, expected=20.000000 predicted=14.361239, expected=16.000000 predicted=16.216068, expected=20.000000 predicted=14.955086, expected=16.000000 predicted=15.733626, expected=20.000000 predicted=18.027681, expected=20.000000 predicted=18.635404, expected=8.000000 predicted=15.799305, expected=16.000000 predicted=16.290409, expected=16.000000 predicted=15.691246, expected=36.000000 predicted=20.875844, expected=12.000000 predicted=17.679255, expected=28.000000 predicted=19.890410, expected=12.000000 predicted=18.887422, expected=24.000000 predicted=21.392038, expected=4.000000 predicted=17.941761, expected=4.000000 predicted=12.765149, expected=8.000000 predicted=12.405514, expected=24.000000 predicted=13.507652, expected=32.000000 predicted=17.775938, expected=36.000000 predicted=19.889555, expected=12.000000 predicted=18.600542, expected=16.000000 predicted=20.171969, expected=12.000000 predicted=20.527672, expected=16.000000 predicted=20.215413, expected=32.000000 predicted=21.811916, expected=4.000000 predicted=14.486060, expected=20.000000 predicted=16.613788, expected=8.000000 predicted=14.187134, expected=4.000000 predicted=13.050045, expected=16.000000 predicted=13.903366, expected=16.000000 predicted=11.630830, expected=8.000000 predicted=11.836160, expected=4.000000 predicted=8.489397, expected=36.000000 predicted=15.442919, expected=16.000000 predicted=16.359899, expected=8.000000 predicted=14.253245, expected=16.000000 predicted=13.999473, expected=16.000000 predicted=15.630810, expected=12.000000 predicted=17.105394, expected=16.000000 predicted=13.986451, expected=12.000000 predicted=12.962694, expected=4.000000 predicted=11.764393, expected=12.000000 predicted=11.652580, expected=24.000000 predicted=14.075749, expected=32.000000 predicted=18.293304, expected=16.000000 predicted=16.804727, expected=8.000000 predicted=14.850610, expected=12.000000 predicted=16.163161, expected=32.000000 predicted=21.521206, expected=48.000000 predicted=27.234357, expected=12.000000 predicted=20.841274, expected=16.000000 predicted=20.259342, expected=20.000000 predicted=22.214811, expected=24.000000 predicted=25.381177, expected=12.000000 predicted=21.399647, expected=24.000000 predicted=18.226231, expected=48.000000 predicted=25.971539, expected=24.000000 predicted=25.549839, expected=4.000000 predicted=20.919720, expected=8.000000 predicted=18.065148, expected=16.000000 predicted=19.945974, expected=8.000000 predicted=17.449133, expected=20.000000 predicted=13.973033, expected=20.000000 predicted=13.099298, expected=20.000000 predicted=15.708516, expected=8.000000 predicted=14.499556, expected=12.000000 predicted=14.023700, expected=8.000000 predicted=13.817290, expected=20.000000 predicted=15.103051, expected=8.000000 predicted=12.252869, expected=16.000000 predicted=12.187077, expected=4.000000 predicted=10.410830, expected=12.000000 predicted=11.139043, expected=16.000000 predicted=12.848633, expected=12.000000 predicted=11.343266, expected=28.000000 predicted=15.802433, expected=32.000000 predicted=18.550932, expected=76.000000 predicted=34.049532, expected=40.000000 predicted=35.156981, expected=32.000000 predicted=36.074393, expected=20.000000 predicted=35.346416, expected=36.000000 predicted=38.526637, expected=40.000000 predicted=41.091303, expected=8.000000 predicted=27.444058, expected=24.000000 predicted=25.943909, expected=48.000000 predicted=30.815014, expected=56.000000 predicted=37.880004, expected=64.000000 predicted=42.952486, expected=64.000000 predicted=46.238801, expected=44.000000 predicted=49.298117, expected=52.000000 predicted=54.041442, expected=24.000000 predicted=47.570382, expected=36.000000 predicted=45.789905, expected=84.000000 predicted=54.227091, expected=56.000000 predicted=50.913654, expected=60.000000 predicted=53.241655, expected=48.000000 predicted=50.190686, expected=304.000000 predicted=119.171485, expected=40.000000 predicted=104.828636, expected=28.000000 predicted=91.714380, expected=40.000000 predicted=97.141157, expected=40.000000 predicted=81.729370, expected=48.000000 predicted=84.638649, expected=20.000000 predicted=34.804637, expected=24.000000 predicted=32.731543, expected=24.000000 predicted=31.673961, expected=32.000000 predicted=30.441925, expected=20.000000 predicted=26.497689, expected=36.000000 predicted=26.914336, expected=20.000000 predicted=25.716803, expected=12.000000 predicted=22.757124, expected=24.000000 predicted=23.744016, expected=16.000000 predicted=20.604599, expected=52.000000 predicted=27.926913, expected=28.000000 predicted=26.018866, expected=28.000000 predicted=27.202739, expected=48.000000 predicted=34.663567, expected=92.000000 predicted=48.689556, expected=8.000000 predicted=39.947812, expected=8.000000 predicted=34.078484, expected=28.000000 predicted=36.036812, expected=36.000000 predicted=34.361921, expected=8.000000 predicted=25.447558, expected=44.000000 predicted=24.688697, expected=8.000000 predicted=21.554864, expected=92.000000 predicted=39.309846, expected=88.000000 predicted=50.752662, expected=60.000000 predicted=51.999422, expected=80.000000 predicted=66.358332, expected=52.000000 predicted=64.996836, expected=56.000000 predicted=68.541387, expected=32.000000 predicted=57.913720, expected=72.000000 predicted=58.853291, expected=60.000000 predicted=58.033328, expected=48.000000 predicted=52.599541, expected=44.000000 predicted=52.003646, expected=40.000000 predicted=48.995817, expected=24.000000 predicted=44.475416, expected=56.000000 predicted=45.268159, expected=36.000000 predicted=40.586363, expected=68.000000 predicted=46.262058, expected=52.000000 predicted=47.723661, expected=28.000000 predicted=43.220206, expected=64.000000 predicted=51.894211, expected=24.000000 predicted=43.859327, expected=20.000000 predicted=39.090899, expected=104.000000 predicted=52.997553, expected=64.000000 predicted=52.111580, expected=68.000000 predicted=58.650998, expected=36.000000 predicted=53.919094, expected=12.000000 predicted=47.967011, expected=24.000000 predicted=46.723366, expected=28.000000 predicted=36.023738, expected=48.000000 predicted=35.652084, expected=96.000000 predicted=46.308433, expected=52.000000 predicted=45.808991, expected=72.000000 predicted=56.426787, expected=56.000000 predicted=59.726718, expected=52.000000 predicted=61.569288, expected=36.000000 predicted=57.408081, expected=44.000000 predicted=50.637455, expected=24.000000 predicted=44.114524, expected=44.000000 predicted=41.888461, expected=80.000000 predicted=49.868665, expected=68.000000 predicted=52.132307, expected=44.000000 predicted=50.949472, expected=36.000000 predicted=48.671332, expected=44.000000 predicted=51.348570, expected=60.000000 predicted=54.850486, expected=76.000000 predicted=56.767297, expected=48.000000 predicted=51.711837, expected=64.000000 predicted=56.115063, expected=64.000000 predicted=60.279533, expected=56.000000 predicted=60.694360, expected=88.000000 predicted=68.114207, expected=96.000000 predicted=72.954150, expected=44.000000 predicted=66.810834, expected=72.000000 predicted=70.332058, expected=76.000000 predicted=72.498985, expected=24.000000 predicted=61.857703, expected=32.000000 predicted=53.996181, expected=36.000000 predicted=45.348513, expected=56.000000 predicted=48.826011, expected=68.000000 predicted=50.595750, expected=36.000000 predicted=42.276494, expected=48.000000 predicted=46.639995, expected=64.000000 predicted=52.777623, expected=64.000000 predicted=56.739319, expected=60.000000 predicted=57.223113, expected=40.000000 predicted=51.347723, expected=56.000000 predicted=55.339900, expected=64.000000 predicted=58.298361, expected=36.000000 predicted=51.321576, expected=48.000000 predicted=50.249242, expected=80.000000 predicted=56.827841, expected=64.000000 predicted=58.723109, expected=132.000000 predicted=77.927370, expected=32.000000 predicted=64.078902, expected=12.000000 predicted=56.683723, expected=36.000000 predicted=55.832425, expected=76.000000 predicted=59.835435, expected=56.000000 predicted=56.135611, expected=92.000000 predicted=55.629565, expected=40.000000 predicted=51.449306, expected=36.000000 predicted=53.699865, expected=64.000000 predicted=60.797113, expected=52.000000 predicted=56.102886, expected=40.000000 predicted=52.477526, expected=36.000000 predicted=43.775812, expected=44.000000 predicted=45.050214, expected=32.000000 predicted=43.113007, expected=44.000000 predicted=41.468289, expected=44.000000 predicted=40.435335, expected=80.000000 predicted=50.290751, expected=100.000000 predicted=62.626032, expected=88.000000 predicted=68.233304, expected=60.000000 predicted=68.833768, expected=52.000000 predicted=68.481784, expected=96.000000 predicted=81.043286, expected=48.000000 predicted=71.040201, expected=60.000000 predicted=66.336548, expected=72.000000 predicted=65.597914, expected=92.000000 predicted=72.448988, expected=40.000000 predicted=65.161614, expected=64.000000 predicted=62.908659, expected=28.000000 predicted=55.900360, expected=72.000000 predicted=61.641837, expected=72.000000 predicted=62.831869, expected=92.000000 predicted=64.702810, expected=32.000000 predicted=57.788449, expected=16.000000 predicted=47.491479, expected=44.000000 predicted=53.478084, expected=52.000000 predicted=51.101105, expected=52.000000 predicted=48.422716, expected=68.000000 predicted=46.968746, expected=100.000000 predicted=60.827806, expected=48.000000 predicted=59.535333, expected=116.000000 predicted=77.438177, expected=100.000000 predicted=83.894603, expected=60.000000 predicted=79.371959, expected=60.000000 predicted=78.873481, expected=68.000000 predicted=73.894541, expected=44.000000 predicted=70.748765, expected=32.000000 predicted=57.041848, expected=56.000000 predicted=53.333618, expected=12.000000 predicted=40.919918, expected=56.000000 predicted=45.502441, expected=76.000000 predicted=49.956752, expected=104.000000 predicted=62.125880, expected=60.000000 predicted=62.250698, expected=44.000000 predicted=56.711922, expected=40.000000 predicted=60.066157, expected=76.000000 predicted=67.008704, expected=52.000000 predicted=61.775030, expected=32.000000 predicted=48.318015, expected=36.000000 predicted=45.480165, expected=60.000000 predicted=50.077851, expected=84.000000 predicted=60.168806, expected=76.000000 predicted=59.700797, expected=28.000000 predicted=49.833108, expected=40.000000 predicted=52.070824, expected=72.000000 predicted=61.465814, expected=80.000000 predicted=65.117470, expected=144.000000 predicted=83.155152, expected=28.000000 predicted=61.255472, expected=52.000000 predicted=66.137396, expected=52.000000 predicted=70.171543, expected=28.000000 predicted=59.329700, expected=64.000000 predicted=62.068405, expected=48.000000 predicted=45.943355, expected=64.000000 predicted=52.750185, expected=64.000000 predicted=54.849954, expected=72.000000 predicted=58.567247, expected=48.000000 predicted=58.655089, expected=48.000000 predicted=55.909798, expected=64.000000 predicted=60.543546, expected=76.000000 predicted=63.944850, expected=88.000000 predicted=68.983574, expected=60.000000 predicted=63.611002, expected=68.000000 predicted=67.143657, expected=32.000000 predicted=60.694914, expected=112.000000 predicted=77.095073, expected=160.000000 predicted=97.093308, expected=88.000000 predicted=86.534430, expected=84.000000 predicted=88.665225, expected=60.000000 predicted=85.551314, expected=52.000000 predicted=88.289518, expected=44.000000 Test MSE: 726.831
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763])] predicted=130.983947, expected=148.000000 predicted=205.120499, expected=188.000000 predicted=171.552160, expected=220.000000 predicted=193.172680, expected=196.000000 predicted=181.711168, expected=132.000000 predicted=142.439350, expected=164.000000 predicted=167.146685, expected=136.000000 predicted=146.786411, expected=264.000000 predicted=234.557044, expected=196.000000 predicted=187.597257, expected=304.000000 predicted=241.693505, expected=260.000000 predicted=229.751483, expected=208.000000 predicted=184.215352, expected=212.000000 predicted=250.591140, expected=176.000000 predicted=177.040525, expected=220.000000 predicted=244.909081, expected=252.000000 predicted=246.265062, expected=120.000000 predicted=153.622621, expected=232.000000 predicted=239.923586, expected=184.000000 predicted=170.089463, expected=172.000000 predicted=181.795893, expected=144.000000 predicted=200.303117, expected=112.000000 predicted=113.481334, expected=292.000000 predicted=257.532910, expected=316.000000 predicted=237.962049, expected=232.000000 predicted=214.314947, expected=196.000000 predicted=214.781568, expected=144.000000 predicted=141.440522, expected=132.000000 predicted=185.423231, expected=152.000000 predicted=204.806962, expected=212.000000 predicted=204.591499, expected=316.000000 predicted=255.772823, expected=196.000000 predicted=176.473504, expected=204.000000 predicted=203.119491, expected=168.000000 predicted=173.461427, expected=60.000000 predicted=112.195635, expected=156.000000 predicted=220.453323, expected=244.000000 predicted=199.396269, expected=352.000000 predicted=268.059788, expected=320.000000 predicted=267.795850, expected=180.000000 predicted=163.534721, expected=224.000000 predicted=226.355774, expected=144.000000 predicted=172.314089, expected=156.000000 predicted=220.374761, expected=296.000000 predicted=296.187914, expected=272.000000 predicted=212.543816, expected=168.000000 predicted=204.153087, expected=164.000000 predicted=186.267020, expected=224.000000 predicted=189.183654, expected=116.000000 predicted=168.536624, expected=100.000000 predicted=178.662418, expected=228.000000 predicted=202.835883, expected=304.000000 predicted=216.710892, expected=232.000000 predicted=225.712014, expected=168.000000 predicted=180.254431, expected=188.000000 predicted=169.721694, expected=108.000000 predicted=143.515733, expected=136.000000 predicted=198.223976, expected=236.000000 predicted=224.044559, expected=200.000000 predicted=168.219393, expected=172.000000 predicted=190.406107, expected=216.000000 predicted=187.862662, expected=200.000000 predicted=166.093356, expected=148.000000 predicted=183.308778, expected=152.000000 predicted=180.609703, expected=188.000000 predicted=175.157247, expected=296.000000 predicted=248.148421, expected=152.000000 predicted=166.563347, expected=200.000000 predicted=203.369625, expected=248.000000 predicted=212.173521, expected=184.000000 predicted=166.685509, expected=276.000000 predicted=292.169423, expected=324.000000 predicted=249.315668, expected=344.000000 predicted=278.452204, expected=204.000000 predicted=239.814395, expected=128.000000 predicted=178.036551, expected=268.000000 predicted=269.836829, expected=152.000000 predicted=185.087066, expected=192.000000 predicted=254.318456, expected=216.000000 predicted=217.976558, expected=252.000000 predicted=187.613269, expected=176.000000 predicted=215.507515, expected=192.000000 predicted=189.831323, expected=188.000000 predicted=189.604472, expected=108.000000 predicted=144.402994, expected=124.000000 predicted=181.372274, expected=168.000000 predicted=162.379877, expected=252.000000 predicted=208.561579, expected=140.000000 predicted=157.152237, expected=100.000000 predicted=127.765147, expected=160.000000 predicted=154.706283, expected=140.000000 predicted=128.426496, expected=132.000000 predicted=175.045033, expected=180.000000 predicted=169.228831, expected=216.000000 predicted=161.620575, expected=200.000000 predicted=181.647114, expected=156.000000 predicted=161.849593, expected=160.000000 predicted=158.948953, expected=88.000000 predicted=122.516239, expected=152.000000 predicted=174.491471, expected=300.000000 predicted=242.589036, expected=384.000000 predicted=268.286243, expected=260.000000 predicted=232.153319, expected=284.000000 predicted=247.232061, expected=196.000000 predicted=189.191676, expected=108.000000 predicted=180.700679, expected=152.000000 predicted=245.818237, expected=220.000000 predicted=210.872140, expected=128.000000 predicted=172.637062, expected=200.000000 predicted=212.815527, expected=200.000000 predicted=162.093217, expected=188.000000 predicted=165.944211, expected=188.000000 predicted=209.844375, expected=280.000000 predicted=217.417644, expected=308.000000 predicted=253.279155, expected=224.000000 predicted=219.726937, expected=176.000000 predicted=206.139651, expected=152.000000 predicted=173.191666, expected=112.000000 predicted=166.758349, expected=140.000000 predicted=197.820309, expected=180.000000 predicted=185.433322, expected=144.000000 predicted=148.423803, expected=232.000000 predicted=206.070762, expected=152.000000 predicted=134.694848, expected=184.000000 predicted=173.695285, expected=208.000000 predicted=200.126080, expected=252.000000 predicted=197.269489, expected=180.000000 predicted=202.698650, expected=348.000000 predicted=278.262564, expected=404.000000 predicted=302.212996, expected=288.000000 predicted=255.581151, expected=488.000000 predicted=426.680079, expected=476.000000 predicted=347.121813, expected=328.000000 predicted=339.949723, expected=484.000000 predicted=487.550899, expected=604.000000 predicted=454.226465, expected=672.000000 predicted=575.390109, expected=452.000000 predicted=491.334476, expected=264.000000 predicted=344.620867, expected=424.000000 predicted=462.431289, expected=384.000000 predicted=411.959799, expected=316.000000 predicted=434.754028, expected=448.000000 predicted=467.544165, expected=444.000000 predicted=356.016949, expected=252.000000 predicted=323.310793, expected=176.000000 predicted=296.528135, expected=224.000000 predicted=256.416913, expected=216.000000 predicted=266.047624, expected=208.000000 predicted=285.054728, expected=320.000000 predicted=295.330832, expected=344.000000 predicted=266.854061, expected=252.000000 predicted=247.750326, expected=172.000000 predicted=219.095067, expected=140.000000 predicted=175.663984, expected=8.000000 predicted=115.282264, expected=44.000000 predicted=153.202022, expected=320.000000 predicted=266.809340, expected=240.000000 predicted=169.597799, expected=364.000000 predicted=303.472730, expected=236.000000 predicted=176.158831, expected=232.000000 predicted=174.635857, expected=280.000000 predicted=301.500829, expected=156.000000 predicted=171.740337, expected=204.000000 predicted=274.338426, expected=312.000000 predicted=272.699177, expected=444.000000 predicted=335.011219, expected=260.000000 predicted=271.553056, expected=268.000000 predicted=268.820552, expected=228.000000 predicted=229.282487, expected=212.000000 predicted=231.667280, expected=212.000000 predicted=295.717192, expected=348.000000 predicted=303.100863, expected=316.000000 predicted=282.030962, expected=212.000000 predicted=232.914300, expected=208.000000 predicted=237.397817, expected=208.000000 predicted=201.692475, expected=132.000000 predicted=200.545957, expected=176.000000 predicted=232.107314, expected=368.000000 predicted=292.772373, expected=236.000000 predicted=202.041944, expected=284.000000 predicted=283.345936, expected=392.000000 predicted=304.136112, expected=380.000000 predicted=280.089143, expected=336.000000 predicted=362.232860, expected=224.000000 predicted=252.458838, expected=432.000000 predicted=377.751503, expected=468.000000 predicted=402.932971, expected=324.000000 predicted=342.739189, expected=232.000000 predicted=319.536098, expected=288.000000 predicted=273.264687, expected=132.000000 predicted=218.833435, expected=124.000000 predicted=256.576980, expected=248.000000 predicted=268.963700, expected=272.000000 predicted=220.968120, expected=180.000000 predicted=224.484790, expected=116.000000 predicted=152.890666, expected=200.000000 predicted=175.509942, expected=132.000000 predicted=151.536258, expected=176.000000 predicted=211.160523, expected=280.000000 predicted=240.496264, expected=352.000000 predicted=244.602314, expected=248.000000 predicted=237.394002, expected=200.000000 predicted=207.376280, expected=244.000000 predicted=228.058846, expected=216.000000 predicted=219.235386, expected=240.000000 predicted=277.553361, expected=284.000000 predicted=270.025112, expected=344.000000 predicted=281.639592, expected=368.000000 predicted=320.289992, expected=276.000000 predicted=264.615050, expected=372.000000 predicted=340.376330, expected=544.000000 predicted=430.482803, expected=172.000000 predicted=224.509641, expected=352.000000 predicted=414.415242, expected=556.000000 predicted=424.510727, expected=1200.000000 predicted=809.337894, expected=304.000000 predicted=410.759183, expected=292.000000 predicted=410.454282, expected=216.000000 predicted=380.710245, expected=216.000000 predicted=219.009207, expected=268.000000 predicted=605.999087, expected=332.000000 predicted=299.264670, expected=508.000000 predicted=408.762655, expected=228.000000 predicted=230.921560, expected=296.000000 predicted=309.140414, expected=224.000000 predicted=261.646785, expected=1040.000000 predicted=682.166460, expected=396.000000 predicted=411.021278, expected=420.000000 predicted=402.219123, expected=340.000000 predicted=475.217548, expected=240.000000 predicted=183.014774, expected=256.000000 predicted=537.837328, expected=304.000000 predicted=320.093588, expected=232.000000 predicted=283.468232, expected=244.000000 predicted=283.116736, expected=176.000000 predicted=213.375349, expected=204.000000 predicted=218.971017, expected=320.000000 predicted=296.514841, expected=248.000000 predicted=226.567728, expected=400.000000 predicted=335.147259, expected=476.000000 predicted=360.521985, expected=332.000000 predicted=287.291460, expected=352.000000 predicted=374.033444, expected=328.000000 predicted=318.648460, expected=140.000000 predicted=239.722241, expected=200.000000 predicted=310.883247, expected=316.000000 predicted=299.495798, expected=412.000000 predicted=337.828618, expected=232.000000 predicted=274.689619, expected=220.000000 predicted=233.034841, expected=180.000000 predicted=213.038620, expected=192.000000 predicted=218.129723, expected=204.000000 predicted=266.112135, expected=276.000000 predicted=244.188323, expected=320.000000 predicted=270.432420, expected=244.000000 predicted=225.805045, expected=220.000000 predicted=232.074416, expected=236.000000 predicted=235.395899, expected=140.000000 predicted=188.349650, expected=168.000000 predicted=223.709213, expected=280.000000 predicted=252.963773, expected=312.000000 predicted=248.686484, expected=196.000000 predicted=218.201456, expected=180.000000 predicted=198.066802, expected=176.000000 predicted=185.362517, expected=104.000000 predicted=160.015033, expected=180.000000 predicted=220.218632, expected=256.000000 predicted=215.953026, expected=352.000000 predicted=259.709440, expected=344.000000 predicted=280.546271, expected=236.000000 predicted=214.196443, expected=212.000000 predicted=232.463027, expected=148.000000 predicted=199.632446, expected=216.000000 predicted=249.548649, expected=184.000000 predicted=229.190132, expected=140.000000 predicted=172.030623, expected=224.000000 predicted=222.709318, expected=236.000000 predicted=191.488806, expected=176.000000 predicted=187.003568, expected=236.000000 predicted=227.729733, expected=180.000000 predicted=169.780844, expected=232.000000 predicted=221.515873, expected=268.000000 predicted=252.570607, expected=276.000000 predicted=229.161122, expected=272.000000 predicted=263.238442, expected=184.000000 predicted=199.487140, expected=156.000000 predicted=198.970602, expected=248.000000 predicted=248.644299, expected=284.000000 predicted=253.848349, expected=348.000000 predicted=301.402862, expected=200.000000 predicted=213.817797, expected=180.000000 predicted=199.261448, expected=212.000000 predicted=235.213818, expected=156.000000 predicted=186.104083, expected=184.000000 predicted=236.893020, expected=316.000000 predicted=260.644001, expected=316.000000 predicted=244.726544, expected=240.000000 predicted=238.547511, expected=304.000000 predicted=272.450076, expected=280.000000 predicted=246.286914, expected=172.000000 predicted=226.914410, expected=216.000000 predicted=265.817378, expected=364.000000 predicted=298.242280, expected=364.000000 predicted=308.500429, expected=176.000000 predicted=233.840149, expected=172.000000 predicted=217.437972, expected=216.000000 predicted=219.159084, expected=164.000000 predicted=209.453389, expected=260.000000 predicted=285.005157, expected=260.000000 predicted=224.304141, expected=252.000000 predicted=217.678936, expected=160.000000 predicted=201.805131, expected=196.000000 predicted=195.429298, expected=220.000000 predicted=226.879990, expected=160.000000 predicted=185.632106, expected=216.000000 predicted=231.128435, expected=292.000000 predicted=234.742108, expected=364.000000 predicted=279.041202, expected=376.000000 predicted=315.068055, expected=128.000000 predicted=175.817269, expected=264.000000 predicted=275.373349, expected=152.000000 predicted=204.574365, expected=116.000000 predicted=187.260520, expected=140.000000 predicted=235.756447, expected=268.000000 predicted=191.023621, expected=160.000000 predicted=183.604780, expected=192.000000 predicted=187.810557, expected=200.000000 predicted=184.414600, expected=184.000000 predicted=158.330177, expected=316.000000 predicted=286.398957, expected=396.000000 predicted=289.601177, expected=468.000000 predicted=350.007597, expected=280.000000 predicted=279.728582, expected=240.000000 predicted=261.952645, expected=284.000000 predicted=310.065636, expected=140.000000 predicted=218.221032, expected=196.000000 predicted=291.085639, expected=316.000000 predicted=289.107980, expected=324.000000 predicted=260.477308, expected=176.000000 predicted=230.564296, expected=128.000000 predicted=173.128468, expected=204.000000 predicted=205.403403, expected=128.000000 predicted=173.753484, expected=160.000000 predicted=211.251281, expected=308.000000 predicted=250.610737, expected=2516.000000 predicted=1493.509490, expected=760.000000 predicted=533.113938, expected=256.000000 predicted=502.249514, expected=656.000000 predicted=871.201313, expected=816.000000 predicted=381.328649, expected=672.000000 predicted=1177.361845, expected=712.000000 predicted=746.612023, expected=296.000000 predicted=417.625217, expected=1188.000000 predicted=906.010276, expected=376.000000 predicted=547.442812, expected=624.000000 predicted=642.975461, expected=360.000000 predicted=624.560098, expected=456.000000 predicted=415.423614, expected=552.000000 predicted=681.450639, expected=476.000000 predicted=434.204205, expected=400.000000 predicted=481.957051, expected=472.000000 predicted=461.039217, expected=228.000000 predicted=357.486373, expected=224.000000 predicted=362.278148, expected=356.000000 predicted=381.952341, expected=196.000000 predicted=256.853179, expected=292.000000 predicted=322.934804, expected=216.000000 predicted=244.440526, expected=232.000000 predicted=231.704332, expected=272.000000 predicted=283.881198, expected=288.000000 predicted=246.828625, expected=260.000000 predicted=263.978905, expected=256.000000 predicted=254.537623, expected=260.000000 predicted=258.929662, expected=136.000000 predicted=209.549074, expected=440.000000 predicted=336.071517, expected=168.000000 predicted=212.160334, expected=268.000000 predicted=259.650401, expected=308.000000 predicted=299.914429, expected=340.000000 predicted=254.347852, expected=172.000000 predicted=272.567310, expected=148.000000 predicted=209.165339, expected=216.000000 predicted=241.705976, expected=188.000000 predicted=207.262519, expected=280.000000 predicted=255.036720, expected=332.000000 predicted=253.432275, expected=340.000000 predicted=261.657396, expected=256.000000 predicted=264.964825, expected=388.000000 predicted=322.212924, expected=252.000000 predicted=280.994746, expected=256.000000 predicted=290.260996, expected=268.000000 predicted=302.692746, expected=316.000000 predicted=281.634656, expected=416.000000 predicted=355.493231, expected=168.000000 predicted=235.373868, expected=208.000000 predicted=264.638758, expected=152.000000 predicted=230.948523, expected=192.000000 predicted=215.974534, expected=200.000000 predicted=240.170746, expected=320.000000 predicted=233.362323, expected=288.000000 predicted=241.807615, expected=188.000000 predicted=204.157586, expected=188.000000 predicted=226.213095, expected=208.000000 predicted=218.072526, expected=132.000000 predicted=194.091457, expected=200.000000 predicted=214.399297, expected=292.000000 predicted=228.079553, expected=200.000000 predicted=188.700454, expected=240.000000 predicted=230.017105, expected=144.000000 predicted=180.196533, expected=248.000000 predicted=223.408990, expected=144.000000 predicted=198.078422, expected=144.000000 predicted=170.144853, expected=360.000000 predicted=273.633089, expected=324.000000 predicted=229.293265, expected=232.000000 predicted=239.555436, expected=168.000000 predicted=221.044017, expected=276.000000 predicted=246.596976, expected=116.000000 Test MSE: 27920.932
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554])] predicted=40.229721, expected=40.000000 predicted=39.536516, expected=36.000000 predicted=40.251242, expected=48.000000 predicted=40.260321, expected=20.000000 predicted=26.304659, expected=16.000000 predicted=27.683529, expected=28.000000 predicted=30.061449, expected=16.000000 predicted=21.975508, expected=44.000000 predicted=38.575008, expected=44.000000 predicted=31.629912, expected=40.000000 predicted=34.213238, expected=24.000000 predicted=29.887419, expected=36.000000 predicted=33.005307, expected=24.000000 predicted=30.248241, expected=32.000000 predicted=35.014237, expected=40.000000 predicted=35.931072, expected=20.000000 predicted=24.614477, expected=36.000000 predicted=35.646734, expected=28.000000 predicted=26.675701, expected=12.000000 predicted=22.902781, expected=32.000000 predicted=32.030631, expected=28.000000 predicted=23.693702, expected=32.000000 predicted=31.609417, expected=32.000000 predicted=29.555340, expected=64.000000 predicted=42.853148, expected=40.000000 predicted=36.742944, expected=36.000000 predicted=39.546761, expected=24.000000 predicted=31.576317, expected=48.000000 predicted=41.795717, expected=40.000000 predicted=42.211483, expected=76.000000 predicted=57.563002, expected=64.000000 predicted=51.765683, expected=24.000000 predicted=36.873475, expected=36.000000 predicted=45.883271, expected=36.000000 predicted=37.767516, expected=24.000000 predicted=39.597117, expected=28.000000 predicted=37.502464, expected=40.000000 predicted=32.821181, expected=44.000000 predicted=37.863688, expected=16.000000 predicted=26.698035, expected=24.000000 predicted=28.561572, expected=52.000000 predicted=38.335785, expected=36.000000 predicted=34.298224, expected=40.000000 predicted=41.375611, expected=20.000000 predicted=24.704793, expected=36.000000 predicted=34.372583, expected=20.000000 predicted=29.165963, expected=12.000000 predicted=23.417060, expected=20.000000 predicted=24.912582, expected=20.000000 predicted=19.076555, expected=44.000000 predicted=34.337124, expected=12.000000 predicted=16.703048, expected=40.000000 predicted=31.903811, expected=28.000000 predicted=24.422284, expected=24.000000 predicted=26.395984, expected=24.000000 predicted=29.472607, expected=20.000000 predicted=20.476115, expected=32.000000 predicted=31.133993, expected=52.000000 predicted=37.569237, expected=72.000000 predicted=49.060192, expected=40.000000 predicted=38.825703, expected=52.000000 predicted=47.843889, expected=16.000000 predicted=29.880126, expected=4.000000 predicted=28.124029, expected=36.000000 predicted=39.961873, expected=96.000000 predicted=59.301785, expected=48.000000 predicted=44.552559, expected=48.000000 predicted=47.101099, expected=24.000000 predicted=29.135894, expected=20.000000 predicted=33.250773, expected=72.000000 predicted=65.265908, expected=20.000000 predicted=29.675212, expected=48.000000 predicted=48.376745, expected=16.000000 predicted=23.348570, expected=60.000000 predicted=45.201046, expected=28.000000 predicted=38.552407, expected=20.000000 predicted=28.161519, expected=28.000000 predicted=33.493466, expected=32.000000 predicted=27.649441, expected=32.000000 predicted=36.305972, expected=52.000000 predicted=39.302493, expected=68.000000 predicted=46.647046, expected=52.000000 predicted=45.422692, expected=80.000000 predicted=62.253877, expected=72.000000 predicted=59.625388, expected=44.000000 predicted=55.007478, expected=12.000000 predicted=41.926038, expected=40.000000 predicted=45.938988, expected=24.000000 predicted=38.519503, expected=32.000000 predicted=40.734388, expected=52.000000 predicted=42.223051, expected=28.000000 predicted=26.813783, expected=72.000000 predicted=54.713588, expected=36.000000 predicted=35.253923, expected=28.000000 predicted=37.787665, expected=32.000000 predicted=38.988890, expected=12.000000 predicted=23.812385, expected=24.000000 predicted=35.544529, expected=40.000000 predicted=32.543712, expected=68.000000 predicted=45.740146, expected=28.000000 predicted=32.173944, expected=32.000000 predicted=33.412969, expected=32.000000 predicted=32.286102, expected=28.000000 predicted=33.590489, expected=12.000000 predicted=30.175585, expected=36.000000 predicted=31.125937, expected=48.000000 predicted=36.112852, expected=20.000000 predicted=26.751520, expected=4.000000 predicted=19.578282, expected=72.000000 predicted=43.465340, expected=28.000000 predicted=28.662771, expected=32.000000 predicted=39.666855, expected=24.000000 predicted=26.698066, expected=64.000000 predicted=40.921966, expected=48.000000 predicted=48.367994, expected=12.000000 predicted=27.871932, expected=28.000000 predicted=33.918836, expected=44.000000 predicted=34.816183, expected=76.000000 predicted=57.581511, expected=32.000000 predicted=38.442557, expected=8.000000 predicted=25.311982, expected=24.000000 predicted=30.878036, expected=32.000000 predicted=32.439658, expected=20.000000 predicted=32.103101, expected=8.000000 predicted=18.690178, expected=40.000000 predicted=27.273885, expected=24.000000 predicted=22.173815, expected=16.000000 predicted=23.050649, expected=40.000000 predicted=30.622268, expected=40.000000 predicted=28.205699, expected=16.000000 predicted=26.402308, expected=28.000000 predicted=29.199032, expected=24.000000 predicted=23.426464, expected=40.000000 predicted=35.089709, expected=28.000000 predicted=29.761208, expected=24.000000 predicted=25.511485, expected=48.000000 predicted=37.664293, expected=48.000000 predicted=37.070218, expected=32.000000 predicted=36.203852, expected=12.000000 predicted=26.069106, expected=40.000000 predicted=35.372049, expected=44.000000 predicted=38.309892, expected=56.000000 predicted=45.989018, expected=52.000000 predicted=43.907348, expected=12.000000 predicted=25.598973, expected=16.000000 predicted=31.767989, expected=28.000000 predicted=31.684832, expected=32.000000 predicted=33.195182, expected=16.000000 predicted=25.593469, expected=12.000000 predicted=17.210871, expected=40.000000 predicted=28.732017, expected=20.000000 predicted=21.326416, expected=40.000000 predicted=33.696595, expected=52.000000 predicted=35.879777, expected=32.000000 predicted=29.695254, expected=56.000000 predicted=47.822310, expected=32.000000 predicted=33.109480, expected=52.000000 predicted=47.688487, expected=24.000000 predicted=35.604691, expected=28.000000 predicted=34.545180, expected=32.000000 predicted=36.948687, expected=72.000000 predicted=49.450796, expected=32.000000 predicted=37.249849, expected=32.000000 predicted=36.857986, expected=32.000000 predicted=35.189614, expected=20.000000 predicted=28.844176, expected=36.000000 predicted=41.024144, expected=28.000000 predicted=28.500805, expected=40.000000 predicted=34.870977, expected=16.000000 predicted=24.493762, expected=40.000000 predicted=33.466553, expected=52.000000 predicted=39.981237, expected=32.000000 predicted=32.548731, expected=32.000000 predicted=36.779669, expected=68.000000 predicted=47.131884, expected=28.000000 predicted=34.816567, expected=40.000000 predicted=45.291211, expected=36.000000 predicted=37.050546, expected=28.000000 predicted=33.372487, expected=20.000000 predicted=34.898690, expected=32.000000 predicted=30.716296, expected=60.000000 predicted=43.700636, expected=24.000000 predicted=29.471055, expected=20.000000 predicted=29.674607, expected=40.000000 predicted=33.935271, expected=52.000000 predicted=39.811556, expected=16.000000 predicted=31.319690, expected=28.000000 predicted=31.554028, expected=24.000000 predicted=25.720977, expected=16.000000 predicted=24.891029, expected=24.000000 predicted=29.098097, expected=40.000000 predicted=28.242445, expected=44.000000 predicted=33.545085, expected=24.000000 predicted=27.344655, expected=36.000000 predicted=32.702374, expected=24.000000 predicted=27.419572, expected=28.000000 predicted=31.899719, expected=44.000000 predicted=38.089896, expected=48.000000 predicted=36.756039, expected=12.000000 predicted=26.172516, expected=36.000000 predicted=34.931658, expected=28.000000 predicted=28.506754, expected=60.000000 predicted=45.676078, expected=24.000000 predicted=32.155322, expected=32.000000 predicted=31.999929, expected=20.000000 predicted=29.229194, expected=12.000000 predicted=22.405265, expected=12.000000 predicted=25.542996, expected=28.000000 predicted=23.032373, expected=4.000000 predicted=13.772390, expected=16.000000 predicted=17.468357, expected=20.000000 predicted=16.034574, expected=40.000000 predicted=24.972823, expected=56.000000 predicted=37.190188, expected=112.000000 predicted=62.634671, expected=56.000000 predicted=48.298513, expected=48.000000 predicted=53.679795, expected=60.000000 predicted=60.062365, expected=12.000000 predicted=37.919511, expected=36.000000 predicted=56.049921, expected=76.000000 predicted=56.547418, expected=44.000000 predicted=43.107527, expected=16.000000 predicted=38.589013, expected=20.000000 predicted=28.102002, expected=28.000000 predicted=30.678661, expected=16.000000 predicted=30.798070, expected=64.000000 predicted=45.443737, expected=40.000000 predicted=30.395617, expected=12.000000 predicted=24.834000, expected=36.000000 predicted=35.580216, expected=20.000000 predicted=22.199424, expected=44.000000 predicted=42.601827, expected=24.000000 predicted=28.387922, expected=32.000000 predicted=28.461506, expected=36.000000 predicted=33.854734, expected=40.000000 predicted=33.019013, expected=24.000000 predicted=31.839891, expected=32.000000 predicted=31.619179, expected=60.000000 predicted=43.814903, expected=32.000000 predicted=34.014306, expected=16.000000 predicted=31.141947, expected=48.000000 predicted=39.085215, expected=52.000000 predicted=39.990828, expected=20.000000 predicted=34.955773, expected=28.000000 predicted=34.054480, expected=28.000000 predicted=27.231995, expected=28.000000 predicted=32.401794, expected=68.000000 predicted=50.117985, expected=36.000000 predicted=31.845313, expected=48.000000 predicted=43.966412, expected=52.000000 predicted=44.559625, expected=60.000000 predicted=49.064701, expected=20.000000 predicted=41.079482, expected=104.000000 predicted=70.012794, expected=92.000000 predicted=66.511643, expected=40.000000 predicted=55.404992, expected=40.000000 predicted=59.235814, expected=40.000000 predicted=43.217663, expected=32.000000 predicted=52.457894, expected=76.000000 predicted=66.635746, expected=84.000000 predicted=59.316991, expected=76.000000 predicted=63.156845, expected=36.000000 predicted=50.529154, expected=48.000000 predicted=53.108901, expected=36.000000 predicted=51.204080, expected=28.000000 predicted=46.873624, expected=56.000000 predicted=54.520861, expected=48.000000 predicted=41.267876, expected=76.000000 predicted=59.301745, expected=56.000000 predicted=50.224747, expected=80.000000 predicted=62.773189, expected=48.000000 predicted=55.574138, expected=44.000000 predicted=53.352948, expected=68.000000 predicted=66.039835, expected=80.000000 predicted=65.206376, expected=52.000000 predicted=61.677381, expected=32.000000 predicted=48.448738, expected=40.000000 predicted=47.369301, expected=52.000000 predicted=52.829647, expected=44.000000 predicted=51.020349, expected=68.000000 predicted=56.786669, expected=32.000000 predicted=38.023976, expected=72.000000 predicted=58.724493, expected=28.000000 predicted=41.170753, expected=40.000000 predicted=45.600697, expected=80.000000 predicted=64.063701, expected=32.000000 predicted=37.474261, expected=40.000000 predicted=52.935097, expected=64.000000 predicted=49.740977, expected=48.000000 predicted=45.777483, expected=48.000000 predicted=56.523692, expected=60.000000 predicted=50.664423, expected=56.000000 predicted=51.035850, expected=40.000000 predicted=50.784197, expected=68.000000 predicted=58.506449, expected=80.000000 predicted=62.510907, expected=72.000000 predicted=65.682467, expected=44.000000 predicted=56.440223, expected=40.000000 predicted=50.579842, expected=36.000000 predicted=49.921221, expected=36.000000 Test MSE: 353.904
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206])] predicted=55.972289, expected=20.000000 predicted=60.253308, expected=48.000000 predicted=59.222448, expected=44.000000 predicted=59.970179, expected=56.000000 predicted=38.594815, expected=36.000000 predicted=39.780742, expected=20.000000 predicted=35.827324, expected=32.000000 predicted=38.973183, expected=32.000000 predicted=36.981318, expected=48.000000 predicted=37.950172, expected=116.000000 predicted=48.882466, expected=252.000000 predicted=87.836924, expected=68.000000 predicted=94.636915, expected=40.000000 predicted=84.459732, expected=244.000000 predicted=128.104237, expected=24.000000 predicted=127.085836, expected=16.000000 predicted=105.511454, expected=4.000000 predicted=66.196501, expected=16.000000 predicted=52.326764, expected=12.000000 predicted=57.312018, expected=56.000000 predicted=21.883680, expected=36.000000 predicted=25.031013, expected=32.000000 predicted=25.192926, expected=4.000000 predicted=25.583330, expected=8.000000 predicted=22.546889, expected=48.000000 predicted=31.507551, expected=36.000000 predicted=28.679377, expected=20.000000 predicted=24.785022, expected=28.000000 predicted=23.467208, expected=20.000000 predicted=25.868675, expected=20.000000 predicted=28.525891, expected=36.000000 predicted=27.140078, expected=56.000000 predicted=30.682844, expected=24.000000 predicted=31.272332, expected=36.000000 predicted=31.109051, expected=28.000000 predicted=33.241481, expected=24.000000 predicted=33.147278, expected=24.000000 predicted=32.459972, expected=56.000000 predicted=32.109606, expected=40.000000 predicted=35.847543, expected=40.000000 predicted=35.009710, expected=32.000000 predicted=35.937977, expected=36.000000 predicted=37.027576, expected=20.000000 predicted=37.540691, expected=28.000000 predicted=32.115110, expected=88.000000 predicted=41.889477, expected=44.000000 predicted=43.017368, expected=32.000000 predicted=40.246906, expected=36.000000 predicted=40.765730, expected=36.000000 predicted=42.688200, expected=16.000000 predicted=42.612342, expected=32.000000 predicted=32.346396, expected=20.000000 predicted=28.874316, expected=4.000000 predicted=23.264236, expected=28.000000 predicted=22.705612, expected=28.000000 predicted=21.714896, expected=28.000000 predicted=23.613853, expected=4.000000 predicted=18.705721, expected=32.000000 predicted=19.557693, expected=20.000000 predicted=24.042125, expected=24.000000 predicted=22.268807, expected=36.000000 predicted=24.812694, expected=36.000000 predicted=25.163872, expected=36.000000 predicted=30.994963, expected=24.000000 predicted=29.121854, expected=16.000000 predicted=27.809022, expected=8.000000 predicted=25.439866, expected=40.000000 predicted=26.634393, expected=28.000000 predicted=26.527476, expected=24.000000 predicted=23.102678, expected=56.000000 predicted=29.160145, expected=48.000000 predicted=34.408859, expected=36.000000 predicted=38.655335, expected=24.000000 predicted=35.548692, expected=20.000000 predicted=33.352538, expected=4.000000 predicted=30.932349, expected=4.000000 predicted=22.107908, expected=20.000000 predicted=18.243712, expected=56.000000 predicted=22.426629, expected=28.000000 predicted=23.427137, expected=36.000000 predicted=23.980923, expected=36.000000 predicted=29.951329, expected=44.000000 predicted=35.967234, expected=20.000000 predicted=37.253212, expected=76.000000 predicted=39.757693, expected=32.000000 predicted=42.161984, expected=40.000000 predicted=39.849705, expected=36.000000 predicted=42.076546, expected=16.000000 predicted=34.904749, expected=20.000000 predicted=36.833974, expected=56.000000 predicted=33.653725, expected=36.000000 predicted=35.155226, expected=20.000000 predicted=30.332306, expected=32.000000 predicted=29.462826, expected=40.000000 predicted=33.609020, expected=28.000000 predicted=35.897695, expected=32.000000 predicted=31.351027, expected=8.000000 predicted=26.147511, expected=36.000000 predicted=28.548337, expected=44.000000 predicted=32.628011, expected=40.000000 predicted=31.579509, expected=20.000000 predicted=30.236798, expected=12.000000 predicted=25.152835, expected=68.000000 predicted=36.812853, expected=84.000000 predicted=47.072624, expected=20.000000 predicted=41.157947, expected=52.000000 predicted=41.216275, expected=32.000000 predicted=44.157786, expected=28.000000 predicted=46.112037, expected=44.000000 predicted=44.771661, expected=60.000000 predicted=39.407683, expected=60.000000 predicted=47.179038, expected=36.000000 predicted=43.298143, expected=44.000000 predicted=44.295284, expected=8.000000 predicted=41.320065, expected=28.000000 predicted=38.153056, expected=8.000000 predicted=31.416785, expected=24.000000 predicted=23.850991, expected=40.000000 predicted=26.856958, expected=36.000000 predicted=24.133873, expected=16.000000 predicted=25.457333, expected=28.000000 predicted=24.391916, expected=28.000000 predicted=28.611921, expected=32.000000 predicted=30.102747, expected=40.000000 predicted=30.728923, expected=40.000000 predicted=30.745025, expected=52.000000 predicted=36.928047, expected=32.000000 predicted=37.483881, expected=28.000000 predicted=36.408227, expected=16.000000 predicted=34.236345, expected=32.000000 predicted=32.695672, expected=36.000000 predicted=33.654985, expected=48.000000 predicted=32.463063, expected=108.000000 predicted=46.455700, expected=44.000000 predicted=48.617001, expected=20.000000 predicted=45.552606, expected=84.000000 predicted=56.305166, expected=12.000000 predicted=52.466467, expected=28.000000 predicted=48.537449, expected=48.000000 predicted=40.511333, expected=48.000000 predicted=39.212796, expected=36.000000 predicted=44.296490, expected=32.000000 predicted=33.222377, expected=48.000000 predicted=39.572339, expected=20.000000 predicted=38.805694, expected=28.000000 predicted=34.703552, expected=40.000000 predicted=34.421926, expected=40.000000 predicted=34.717959, expected=32.000000 predicted=35.277361, expected=8.000000 predicted=27.194310, expected=32.000000 predicted=29.062087, expected=20.000000 predicted=29.172860, expected=32.000000 predicted=27.239776, expected=32.000000 predicted=26.968920, expected=60.000000 predicted=30.586897, expected=60.000000 predicted=40.782522, expected=20.000000 predicted=36.726363, expected=36.000000 predicted=38.814974, expected=44.000000 predicted=41.857549, expected=60.000000 predicted=47.180097, expected=96.000000 predicted=54.897967, expected=56.000000 predicted=52.726044, expected=60.000000 predicted=57.428601, expected=24.000000 predicted=55.875631, expected=44.000000 predicted=54.687013, expected=12.000000 predicted=49.600659, expected=56.000000 predicted=41.298418, expected=44.000000 predicted=42.214458, expected=36.000000 predicted=35.175592, expected=28.000000 predicted=37.028830, expected=32.000000 predicted=33.333043, expected=32.000000 predicted=38.318909, expected=36.000000 predicted=34.886962, expected=24.000000 predicted=31.485474, expected=40.000000 predicted=31.691637, expected=28.000000 predicted=32.369049, expected=20.000000 predicted=29.359026, expected=72.000000 predicted=37.367662, expected=308.000000 predicted=88.081492, expected=36.000000 predicted=89.908292, expected=24.000000 predicted=72.972389, expected=88.000000 predicted=90.498750, expected=928.000000 predicted=250.359229, expected=32.000000 predicted=247.864867, expected=72.000000 predicted=178.968161, expected=68.000000 predicted=267.238991, expected=24.000000 predicted=189.594506, expected=48.000000 predicted=223.889122, expected=56.000000 predicted=50.807535, expected=84.000000 predicted=57.452239, expected=20.000000 predicted=50.562850, expected=36.000000 predicted=43.852825, expected=40.000000 predicted=49.309125, expected=172.000000 predicted=67.074816, expected=24.000000 predicted=63.724438, expected=52.000000 predicted=54.038950, expected=72.000000 predicted=72.806770, expected=32.000000 predicted=60.280041, expected=24.000000 predicted=63.109145, expected=36.000000 predicted=41.147665, expected=28.000000 predicted=39.594033, expected=28.000000 predicted=36.210018, expected=16.000000 predicted=27.696592, expected=32.000000 predicted=27.018968, expected=24.000000 predicted=27.600064, expected=36.000000 predicted=26.709350, expected=40.000000 predicted=30.112341, expected=48.000000 predicted=32.339473, expected=40.000000 predicted=37.036981, expected=52.000000 predicted=40.022505, expected=20.000000 predicted=39.585162, expected=72.000000 predicted=44.970352, expected=32.000000 predicted=45.163541, expected=32.000000 predicted=39.147869, expected=24.000000 predicted=40.824573, expected=32.000000 predicted=33.974687, expected=32.000000 predicted=37.587168, expected=16.000000 predicted=27.482052, expected=32.000000 predicted=28.162649, expected=12.000000 predicted=24.865954, expected=28.000000 predicted=24.455939, expected=20.000000 predicted=24.207484, expected=24.000000 predicted=21.021566, expected=44.000000 predicted=27.473375, expected=20.000000 predicted=24.361011, expected=24.000000 predicted=26.238058, expected=20.000000 predicted=26.258148, expected=48.000000 predicted=29.320393, expected=40.000000 predicted=33.137203, expected=36.000000 predicted=30.684649, expected=44.000000 predicted=36.342371, expected=16.000000 predicted=33.643224, expected=28.000000 predicted=34.854329, expected=40.000000 predicted=34.863159, expected=36.000000 predicted=32.389193, expected=40.000000 predicted=34.221085, expected=28.000000 predicted=31.690585, expected=52.000000 predicted=37.190995, expected=20.000000 predicted=36.331838, expected=36.000000 predicted=34.361003, expected=60.000000 predicted=40.922630, expected=12.000000 predicted=33.340002, expected=48.000000 predicted=37.913405, expected=12.000000 predicted=32.860966, expected=32.000000 predicted=31.031262, expected=28.000000 predicted=33.845423, expected=36.000000 predicted=26.558501, expected=56.000000 predicted=36.287483, expected=20.000000 predicted=30.375779, expected=24.000000 predicted=32.233314, expected=8.000000 predicted=29.666052, expected=24.000000 predicted=26.702779, expected=12.000000 predicted=24.423001, expected=32.000000 predicted=19.231818, expected=24.000000 predicted=21.471041, expected=44.000000 predicted=23.360213, expected=32.000000 predicted=28.871716, expected=8.000000 predicted=24.433094, expected=52.000000 predicted=32.813063, expected=36.000000 predicted=33.002899, expected=20.000000 predicted=30.343715, expected=32.000000 predicted=31.480399, expected=36.000000 predicted=30.503975, expected=32.000000 predicted=34.030514, expected=24.000000 predicted=30.203772, expected=16.000000 predicted=26.645947, expected=20.000000 predicted=26.542836, expected=20.000000 predicted=24.531895, expected=44.000000 predicted=25.849381, expected=36.000000 predicted=26.999243, expected=16.000000 predicted=24.725559, expected=40.000000 predicted=30.105619, expected=32.000000 predicted=31.546738, expected=12.000000 predicted=28.792162, expected=32.000000 predicted=28.752140, expected=48.000000 predicted=30.337763, expected=32.000000 predicted=31.842050, expected=20.000000 predicted=29.456340, expected=24.000000 predicted=28.556894, expected=20.000000 predicted=28.973041, expected=24.000000 predicted=27.537014, expected=40.000000 predicted=26.992911, expected=44.000000 predicted=28.684812, expected=28.000000 predicted=29.821639, expected=132.000000 predicted=49.088323, expected=24.000000 predicted=49.512119, expected=28.000000 predicted=46.257049, expected=16.000000 predicted=50.033949, expected=12.000000 predicted=36.329627, expected=52.000000 predicted=44.668481, expected=24.000000 predicted=25.930293, expected=12.000000 predicted=22.889881, expected=24.000000 predicted=24.835537, expected=28.000000 predicted=24.738791, expected=28.000000 predicted=27.511344, expected=48.000000 predicted=27.780408, expected=44.000000 predicted=30.981193, expected=100.000000 predicted=45.497080, expected=24.000000 predicted=46.174631, expected=44.000000 predicted=46.384091, expected=32.000000 predicted=51.589014, expected=32.000000 predicted=43.236247, expected=16.000000 predicted=42.048542, expected=28.000000 predicted=28.808877, expected=48.000000 predicted=33.837427, expected=12.000000 predicted=27.303810, expected=32.000000 predicted=27.796600, expected=36.000000 predicted=30.000280, expected=24.000000 predicted=28.553123, expected=20.000000 predicted=29.050409, expected=80.000000 predicted=34.659468, expected=144.000000 predicted=57.100757, expected=72.000000 predicted=62.172792, expected=372.000000 predicted=122.325432, expected=84.000000 predicted=135.170446, expected=60.000000 predicted=126.206517, expected=60.000000 predicted=144.428977, expected=40.000000 predicted=105.623333, expected=20.000000 predicted=105.295156, expected=144.000000 predicted=69.324517, expected=88.000000 predicted=70.197255, expected=84.000000 predicted=70.511824, expected=24.000000 predicted=70.296253, expected=36.000000 predicted=62.575728, expected=28.000000 predicted=68.004833, expected=20.000000 predicted=44.412497, expected=8.000000 predicted=33.639887, expected=32.000000 predicted=24.368284, expected=96.000000 predicted=37.888766, expected=80.000000 predicted=44.907895, expected=36.000000 predicted=45.061127, expected=36.000000 predicted=49.074632, expected=512.000000 predicted=137.849677, expected=56.000000 predicted=139.735587, expected=100.000000 predicted=127.912165, expected=36.000000 predicted=150.904788, expected=64.000000 predicted=117.395683, expected=72.000000 predicted=145.408989, expected=68.000000 predicted=63.829641, expected=60.000000 predicted=67.576404, expected=32.000000 predicted=55.232415, expected=60.000000 predicted=58.961208, expected=68.000000 predicted=60.556411, expected=128.000000 predicted=69.176289, expected=104.000000 predicted=77.548019, expected=32.000000 predicted=69.562575, expected=84.000000 predicted=80.697495, expected=44.000000 predicted=76.870945, expected=32.000000 predicted=67.011069, expected=68.000000 predicted=62.837300, expected=80.000000 predicted=56.253422, expected=52.000000 predicted=59.515491, expected=32.000000 predicted=51.805236, expected=452.000000 predicted=123.790879, expected=64.000000 predicted=129.283987, expected=32.000000 predicted=110.287917, expected=48.000000 predicted=131.078785, expected=32.000000 predicted=97.328458, expected=52.000000 predicted=113.980198, expected=52.000000 predicted=47.699806, expected=44.000000 predicted=42.667602, expected=44.000000 predicted=45.928846, expected=36.000000 predicted=43.283869, expected=60.000000 predicted=47.837385, expected=8.000000 predicted=40.625766, expected=40.000000 predicted=37.643136, expected=80.000000 predicted=46.684335, expected=40.000000 predicted=42.471283, expected=48.000000 predicted=46.429887, expected=52.000000 predicted=46.404940, expected=36.000000 predicted=47.826431, expected=32.000000 predicted=47.960490, expected=40.000000 predicted=41.517318, expected=20.000000 predicted=37.375127, expected=28.000000 predicted=34.190024, expected=48.000000 predicted=34.674359, expected=28.000000 predicted=32.107107, expected=24.000000 predicted=31.149268, expected=60.000000 predicted=35.709781, expected=28.000000 predicted=35.653595, expected=40.000000 predicted=37.315188, expected=60.000000 predicted=41.800883, expected=48.000000 predicted=42.446187, expected=52.000000 Test MSE: 4783.357
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738])] predicted=247.519639, expected=284.000000 predicted=265.225364, expected=272.000000 predicted=255.030679, expected=220.000000 predicted=239.578578, expected=248.000000 predicted=249.674890, expected=248.000000 predicted=246.132791, expected=256.000000 predicted=253.189515, expected=212.000000 predicted=238.593035, expected=268.000000 predicted=245.024209, expected=204.000000 predicted=233.384548, expected=344.000000 predicted=266.431536, expected=348.000000 predicted=283.495522, expected=224.000000 predicted=264.373819, expected=340.000000 predicted=297.970596, expected=348.000000 predicted=305.976400, expected=216.000000 predicted=291.087276, expected=316.000000 predicted=302.406125, expected=184.000000 predicted=256.847880, expected=288.000000 predicted=279.071163, expected=148.000000 predicted=234.384760, expected=288.000000 predicted=243.333038, expected=224.000000 predicted=237.815327, expected=220.000000 predicted=224.276749, expected=360.000000 predicted=269.345142, expected=260.000000 predicted=252.649907, expected=264.000000 predicted=271.579089, expected=264.000000 predicted=266.363860, expected=296.000000 predicted=277.301108, expected=180.000000 predicted=257.566418, expected=200.000000 predicted=236.902163, expected=256.000000 predicted=240.998584, expected=284.000000 predicted=248.388871, expected=184.000000 predicted=228.483970, expected=236.000000 predicted=226.715329, expected=236.000000 predicted=231.107896, expected=140.000000 predicted=209.332061, expected=204.000000 predicted=211.166293, expected=220.000000 predicted=202.429150, expected=352.000000 predicted=245.754264, expected=260.000000 predicted=242.809811, expected=232.000000 predicted=239.716967, expected=300.000000 predicted=267.647974, expected=192.000000 predicted=247.763324, expected=256.000000 predicted=262.077617, expected=244.000000 predicted=245.283357, expected=336.000000 predicted=268.517129, expected=228.000000 predicted=257.274584, expected=212.000000 predicted=242.427124, expected=360.000000 predicted=282.580210, expected=152.000000 predicted=240.054528, expected=248.000000 predicted=254.992177, expected=296.000000 predicted=253.338946, expected=252.000000 predicted=251.068932, expected=248.000000 predicted=259.937809, expected=288.000000 predicted=253.704901, expected=484.000000 predicted=325.599495, expected=172.000000 predicted=279.321282, expected=204.000000 predicted=270.955442, expected=264.000000 predicted=270.577893, expected=220.000000 predicted=256.122735, expected=296.000000 predicted=273.902545, expected=220.000000 predicted=230.309111, expected=296.000000 predicted=256.823479, expected=204.000000 predicted=244.180745, expected=204.000000 predicted=234.739047, expected=304.000000 predicted=257.575080, expected=384.000000 predicted=281.995331, expected=232.000000 predicted=269.692843, expected=204.000000 predicted=254.234395, expected=348.000000 predicted=285.995631, expected=312.000000 predicted=294.059974, expected=344.000000 predicted=310.629248, expected=340.000000 predicted=307.096339, expected=244.000000 predicted=293.888502, expected=232.000000 predicted=293.052694, expected=92.000000 predicted=233.922369, expected=276.000000 predicted=249.551355, expected=256.000000 predicted=235.798806, expected=276.000000 predicted=236.329154, expected=220.000000 predicted=229.385300, expected=280.000000 predicted=241.276663, expected=228.000000 predicted=250.975599, expected=616.000000 predicted=350.681341, expected=304.000000 predicted=325.104094, expected=192.000000 predicted=302.684763, expected=236.000000 predicted=301.601369, expected=280.000000 predicted=294.324000, expected=264.000000 predicted=301.300149, expected=240.000000 predicted=252.221164, expected=176.000000 predicted=225.486171, expected=272.000000 predicted=245.847604, expected=200.000000 predicted=230.613838, expected=204.000000 predicted=222.245544, expected=200.000000 predicted=213.062376, expected=240.000000 predicted=216.506692, expected=184.000000 predicted=211.233380, expected=180.000000 predicted=198.730089, expected=308.000000 predicted=229.467499, expected=152.000000 predicted=202.564973, expected=204.000000 predicted=211.726714, expected=312.000000 predicted=233.894788, expected=344.000000 predicted=260.361223, expected=292.000000 predicted=275.830665, expected=224.000000 predicted=256.932864, expected=284.000000 predicted=277.731914, expected=220.000000 predicted=267.554910, expected=248.000000 predicted=263.089412, expected=208.000000 predicted=239.879000, expected=216.000000 predicted=229.362201, expected=292.000000 predicted=248.757265, expected=188.000000 predicted=223.083040, expected=284.000000 predicted=245.848537, expected=200.000000 predicted=227.613814, expected=324.000000 predicted=258.878542, expected=368.000000 predicted=288.065515, expected=248.000000 predicted=269.757959, expected=240.000000 predicted=276.434042, expected=424.000000 predicted=315.413857, expected=280.000000 predicted=306.815686, expected=236.000000 predicted=294.333788, expected=324.000000 predicted=297.701554, expected=232.000000 predicted=277.757008, expected=236.000000 predicted=279.440664, expected=216.000000 predicted=248.135798, expected=224.000000 predicted=238.777030, expected=308.000000 predicted=260.249303, expected=240.000000 predicted=242.490586, expected=216.000000 predicted=239.320959, expected=332.000000 predicted=266.090488, expected=328.000000 predicted=279.934396, expected=296.000000 predicted=290.090031, expected=324.000000 predicted=298.085796, expected=344.000000 predicted=312.369410, expected=204.000000 predicted=291.529055, expected=344.000000 predicted=310.908187, expected=276.000000 predicted=292.023090, expected=356.000000 predicted=312.635454, expected=284.000000 predicted=301.079539, expected=268.000000 predicted=287.920207, expected=312.000000 predicted=306.140231, expected=416.000000 predicted=328.597423, expected=280.000000 predicted=315.343513, expected=264.000000 predicted=303.479333, expected=288.000000 predicted=302.181580, expected=292.000000 predicted=301.306548, expected=228.000000 predicted=283.587484, expected=336.000000 predicted=288.058975, expected=276.000000 predicted=278.998785, expected=356.000000 predicted=304.065426, expected=272.000000 predicted=293.006230, expected=348.000000 predicted=309.512281, expected=292.000000 predicted=310.692046, expected=176.000000 predicted=272.619333, expected=312.000000 predicted=292.776477, expected=196.000000 predicted=252.414460, expected=232.000000 predicted=253.072888, expected=280.000000 predicted=251.133362, expected=264.000000 predicted=244.768211, expected=184.000000 predicted=238.223764, expected=136.000000 predicted=206.263661, expected=328.000000 predicted=243.925492, expected=204.000000 predicted=224.698945, expected=296.000000 predicted=245.135226, expected=348.000000 predicted=265.328679, expected=328.000000 predicted=282.475196, expected=484.000000 predicted=354.446775, expected=232.000000 predicted=311.545749, expected=240.000000 predicted=314.939914, expected=128.000000 predicted=268.001094, expected=324.000000 predicted=282.606140, expected=224.000000 predicted=258.788211, expected=276.000000 predicted=243.378323, expected=200.000000 predicted=231.582897, expected=156.000000 predicted=210.132209, expected=192.000000 predicted=219.758870, expected=156.000000 predicted=190.469827, expected=264.000000 predicted=210.853178, expected=304.000000 predicted=224.102553, expected=276.000000 predicted=235.337915, expected=240.000000 predicted=244.313183, expected=204.000000 predicted=237.977310, expected=212.000000 predicted=241.987911, expected=156.000000 predicted=218.090326, expected=260.000000 predicted=225.393766, expected=228.000000 predicted=216.634514, expected=248.000000 predicted=222.846158, expected=248.000000 predicted=230.543041, expected=172.000000 predicted=213.853092, expected=268.000000 predicted=239.554704, expected=208.000000 predicted=224.401865, expected=228.000000 predicted=227.683033, expected=196.000000 predicted=217.200644, expected=212.000000 predicted=212.669630, expected=236.000000 predicted=224.117882, expected=196.000000 predicted=210.157010, expected=348.000000 predicted=249.894520, expected=224.000000 predicted=236.194894, expected=252.000000 predicted=248.328219, expected=556.000000 predicted=334.383329, expected=312.000000 predicted=318.722853, expected=184.000000 predicted=305.895626, expected=228.000000 predicted=286.343919, expected=280.000000 predicted=288.674818, expected=148.000000 predicted=258.780551, expected=212.000000 predicted=224.807560, expected=272.000000 predicted=224.881044, expected=272.000000 predicted=237.882265, expected=272.000000 predicted=249.434833, expected=156.000000 predicted=217.636450, expected=336.000000 predicted=262.739297, expected=208.000000 predicted=244.117339, expected=256.000000 predicted=250.854418, expected=224.000000 predicted=240.806923, expected=240.000000 predicted=235.758692, expected=228.000000 predicted=244.044557, expected=164.000000 predicted=212.535540, expected=176.000000 predicted=207.708508, expected=176.000000 predicted=194.399155, expected=288.000000 predicted=217.907753, expected=196.000000 predicted=204.195272, expected=280.000000 predicted=225.257583, expected=300.000000 predicted=246.549997, expected=272.000000 predicted=256.395111, expected=308.000000 predicted=280.774690, expected=776.000000 predicted=411.296027, expected=564.000000 predicted=446.489920, expected=252.000000 predicted=411.567190, expected=296.000000 predicted=408.353892, expected=216.000000 predicted=362.036532, expected=252.000000 predicted=356.429251, expected=356.000000 predicted=321.734996, expected=296.000000 predicted=280.356980, expected=232.000000 predicted=272.704292, expected=364.000000 predicted=298.411994, expected=352.000000 predicted=312.151078, expected=440.000000 predicted=356.105767, expected=332.000000 predicted=341.219477, expected=372.000000 predicted=355.845200, expected=300.000000 predicted=351.020522, expected=440.000000 predicted=379.075238, expected=280.000000 predicted=348.545107, expected=332.000000 predicted=342.092588, expected=328.000000 predicted=339.062141, expected=292.000000 predicted=320.152774, expected=248.000000 predicted=309.088085, expected=172.000000 predicted=258.606864, expected=196.000000 predicted=246.470539, expected=192.000000 predicted=224.991636, expected=204.000000 predicted=211.502012, expected=176.000000 predicted=194.264650, expected=160.000000 predicted=179.730703, expected=152.000000 predicted=174.317295, expected=280.000000 predicted=203.662340, expected=288.000000 predicted=221.281905, expected=284.000000 predicted=237.261793, expected=240.000000 predicted=241.022010, expected=420.000000 predicted=299.396256, expected=152.000000 predicted=260.425571, expected=244.000000 predicted=268.661564, expected=240.000000 predicted=256.853969, expected=312.000000 predicted=267.276941, expected=192.000000 predicted=251.818088, expected=176.000000 predicted=215.343521, expected=208.000000 predicted=222.946195, expected=104.000000 predicted=185.058559, expected=228.000000 predicted=202.933544, expected=340.000000 predicted=224.954599, expected=252.000000 predicted=225.573240, expected=260.000000 predicted=244.183055, expected=260.000000 predicted=246.662426, expected=268.000000 predicted=265.285189, expected=144.000000 predicted=237.092033, expected=208.000000 predicted=226.318827, expected=204.000000 predicted=216.203802, expected=260.000000 predicted=225.390437, expected=180.000000 predicted=208.112270, expected=156.000000 predicted=188.359359, expected=260.000000 predicted=216.369741, expected=148.000000 predicted=190.672977, expected=208.000000 predicted=202.777610, expected=284.000000 predicted=217.310034, expected=312.000000 predicted=239.750488, expected=300.000000 predicted=264.249144, expected=200.000000 predicted=241.743242, expected=252.000000 predicted=258.234673, expected=180.000000 predicted=239.454755, expected=240.000000 predicted=241.613961, expected=176.000000 predicted=215.941484, expected=116.000000 predicted=181.015586, expected=216.000000 predicted=196.506554, expected=228.000000 predicted=193.798801, expected=244.000000 predicted=209.635523, expected=204.000000 predicted=202.987291, expected=248.000000 predicted=216.867955, expected=136.000000 predicted=201.087197, expected=196.000000 predicted=205.067719, expected=192.000000 predicted=198.495977, expected=228.000000 predicted=201.794514, expected=188.000000 predicted=197.910635, expected=188.000000 predicted=189.261963, expected=280.000000 predicted=221.205440, expected=288.000000 predicted=235.979259, expected=224.000000 predicted=235.056292, expected=216.000000 predicted=232.217353, expected=220.000000 predicted=231.975423, expected=252.000000 predicted=243.473577, expected=172.000000 predicted=219.340355, expected=220.000000 predicted=217.378550, expected=188.000000 predicted=206.271824, expected=200.000000 predicted=204.947520, expected=232.000000 predicted=213.123781, expected=176.000000 predicted=194.688923, expected=288.000000 predicted=227.632545, expected=160.000000 predicted=201.496561, expected=236.000000 predicted=218.391095, expected=256.000000 predicted=228.876504, expected=276.000000 predicted=237.223535, expected=240.000000 predicted=245.122782, expected=128.000000 predicted=205.716470, expected=296.000000 predicted=243.873000, expected=96.000000 predicted=194.360298, expected=196.000000 predicted=200.928691, expected=228.000000 predicted=200.042434, expected=244.000000 predicted=202.076051, expected=504.000000 predicted=298.178854, expected=240.000000 predicted=260.068815, expected=240.000000 predicted=279.292917, expected=188.000000 predicted=261.945851, expected=212.000000 predicted=253.447905, expected=268.000000 predicted=266.387750, expected=280.000000 predicted=243.468283, expected=296.000000 predicted=257.150234, expected=208.000000 predicted=241.048488, expected=252.000000 predicted=252.788140, expected=132.000000 predicted=221.349496, expected=204.000000 predicted=220.117515, expected=204.000000 predicted=209.910783, expected=224.000000 predicted=204.925282, expected=160.000000 predicted=192.061962, expected=200.000000 predicted=189.567704, expected=180.000000 predicted=191.394695, expected=140.000000 predicted=176.547460, expected=280.000000 predicted=207.325432, expected=280.000000 predicted=217.682539, expected=312.000000 predicted=247.749996, expected=248.000000 predicted=247.697631, expected=404.000000 predicted=298.158444, expected=276.000000 predicted=298.621419, expected=152.000000 predicted=262.599771, expected=220.000000 predicted=258.588822, expected=248.000000 predicted=248.078047, expected=232.000000 predicted=246.895274, expected=156.000000 predicted=207.208910, expected=164.000000 predicted=190.621380, expected=248.000000 predicted=212.232824, expected=116.000000 predicted=180.303326, expected=240.000000 predicted=198.948828, expected=260.000000 predicted=206.513710, expected=728.000000 predicted=358.156892, expected=756.000000 predicted=470.313324, expected=248.000000 predicted=394.490013, expected=440.000000 predicted=460.045371, expected=544.000000 predicted=495.514131, expected=412.000000 predicted=489.618897, expected=328.000000 predicted=435.772467, expected=344.000000 predicted=382.440921, expected=252.000000 predicted=355.514275, expected=260.000000 predicted=331.121440, expected=164.000000 predicted=264.993950, expected=68.000000 predicted=200.145677, expected=176.000000 predicted=194.035218, expected=232.000000 predicted=189.021362, expected=216.000000 predicted=189.065672, expected=292.000000 predicted=214.893044, expected=168.000000 predicted=195.034707, expected=284.000000 predicted=239.499732, expected=152.000000 predicted=211.219029, expected=256.000000 predicted=230.462258, expected=308.000000 predicted=251.934192, expected=192.000000 predicted=223.205500, expected=180.000000 predicted=223.064476, expected=184.000000 predicted=206.271830, expected=144.000000 predicted=192.670776, expected=140.000000 predicted=177.127451, expected=264.000000 predicted=194.377782, expected=192.000000 predicted=185.078539, expected=344.000000 predicted=237.499611, expected=220.000000 predicted=224.472767, expected=160.000000 predicted=214.921571, expected=360.000000 predicted=271.916791, expected=176.000000 predicted=228.867018, expected=248.000000 predicted=250.715058, expected=220.000000 predicted=229.526593, expected=228.000000 predicted=229.626238, expected=184.000000 predicted=224.197677, expected=136.000000 predicted=187.824839, expected=204.000000 predicted=198.658096, expected=188.000000 predicted=188.149141, expected=188.000000 predicted=186.893004, expected=180.000000 predicted=181.255224, expected=192.000000 predicted=183.651159, expected=180.000000 predicted=186.038067, expected=280.000000 predicted=213.880927, expected=268.000000 predicted=225.365143, expected=232.000000 predicted=228.869415, expected=284.000000 predicted=250.744872, expected=284.000000 predicted=260.820632, expected=252.000000 predicted=264.531929, expected=204.000000 predicted=246.709968, expected=188.000000 predicted=230.051583, expected=448.000000 predicted=299.384868, expected=176.000000 predicted=246.167038, expected=172.000000 predicted=235.739286, expected=300.000000 predicted=255.167154, expected=228.000000 predicted=241.774290, expected=156.000000 predicted=228.710560, expected=180.000000 predicted=200.049741, expected=208.000000 predicted=202.603846, expected=148.000000 predicted=188.771233, expected=212.000000 predicted=191.603477, expected=284.000000 predicted=211.927823, expected=168.000000 predicted=197.037833, expected=184.000000 predicted=201.769789, expected=188.000000 predicted=195.185392, expected=208.000000 predicted=202.895110, expected=172.000000 predicted=193.423708, expected=188.000000 predicted=186.031539, expected=252.000000 predicted=206.478798, expected=240.000000 predicted=213.577868, expected=212.000000 predicted=215.296367, expected=196.000000 predicted=210.698690, expected=252.000000 predicted=226.875184, expected=132.000000 Test MSE: 7270.373
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419])] predicted=75.494481, expected=88.000000 predicted=79.515825, expected=88.000000 predicted=79.779784, expected=80.000000 predicted=75.589422, expected=72.000000 predicted=77.663583, expected=40.000000 predicted=67.088998, expected=84.000000 predicted=77.871888, expected=40.000000 predicted=61.854798, expected=140.000000 predicted=89.621355, expected=72.000000 predicted=73.277285, expected=112.000000 predicted=86.199730, expected=60.000000 predicted=80.386301, expected=84.000000 predicted=81.024491, expected=108.000000 predicted=100.862488, expected=44.000000 predicted=72.131512, expected=96.000000 predicted=89.099259, expected=104.000000 predicted=84.171723, expected=64.000000 predicted=79.798250, expected=68.000000 predicted=81.185201, expected=40.000000 predicted=61.337849, expected=40.000000 predicted=64.254595, expected=20.000000 predicted=51.162330, expected=56.000000 predicted=49.905965, expected=148.000000 predicted=78.603815, expected=72.000000 predicted=63.206162, expected=80.000000 predicted=72.506347, expected=92.000000 predicted=76.768987, expected=72.000000 predicted=80.866084, expected=60.000000 predicted=86.305136, expected=60.000000 predicted=69.827878, expected=132.000000 predicted=91.522319, expected=80.000000 predicted=82.304856, expected=80.000000 predicted=81.965393, expected=40.000000 predicted=67.539484, expected=56.000000 predicted=69.360340, expected=28.000000 predicted=64.081230, expected=52.000000 predicted=56.258691, expected=84.000000 predicted=62.987336, expected=148.000000 predicted=82.222794, expected=92.000000 predicted=79.597892, expected=64.000000 predicted=73.983789, expected=136.000000 predicted=101.224094, expected=72.000000 predicted=91.069889, expected=104.000000 predicted=107.298633, expected=108.000000 predicted=97.804851, expected=128.000000 predicted=104.389635, expected=80.000000 predicted=102.699987, expected=44.000000 predicted=79.925235, expected=68.000000 predicted=84.761824, expected=36.000000 predicted=68.980666, expected=48.000000 predicted=66.988877, expected=84.000000 predicted=65.607191, expected=124.000000 predicted=77.025954, expected=88.000000 predicted=78.225580, expected=64.000000 predicted=71.297864, expected=112.000000 predicted=89.310817, expected=44.000000 predicted=75.949864, expected=64.000000 predicted=82.400911, expected=124.000000 predicted=90.371009, expected=64.000000 predicted=73.900632, expected=84.000000 predicted=86.711475, expected=44.000000 predicted=62.983695, expected=104.000000 predicted=83.571896, expected=84.000000 predicted=85.808237, expected=40.000000 predicted=64.635634, expected=76.000000 predicted=74.082793, expected=100.000000 predicted=76.105390, expected=100.000000 predicted=88.477385, expected=80.000000 predicted=81.601599, expected=160.000000 predicted=103.491921, expected=120.000000 predicted=106.473974, expected=100.000000 predicted=109.562954, expected=128.000000 predicted=117.183254, expected=132.000000 predicted=118.583209, expected=44.000000 predicted=103.452973, expected=56.000000 predicted=90.947461, expected=108.000000 predicted=94.983214, expected=88.000000 predicted=91.772194, expected=104.000000 predicted=96.544622, expected=48.000000 predicted=68.143015, expected=100.000000 predicted=85.727935, expected=68.000000 predicted=82.306928, expected=72.000000 predicted=79.070029, expected=96.000000 predicted=85.883647, expected=88.000000 predicted=78.010444, expected=76.000000 predicted=83.716837, expected=124.000000 predicted=93.927481, expected=100.000000 predicted=92.272002, expected=100.000000 predicted=99.124536, expected=60.000000 predicted=85.465970, expected=92.000000 predicted=90.540821, expected=60.000000 predicted=84.278727, expected=88.000000 predicted=85.180942, expected=124.000000 predicted=95.210607, expected=76.000000 predicted=80.523444, expected=56.000000 predicted=79.920927, expected=72.000000 predicted=76.207894, expected=84.000000 predicted=81.841887, expected=72.000000 predicted=81.467814, expected=68.000000 predicted=71.747164, expected=64.000000 predicted=67.412915, expected=100.000000 predicted=80.586982, expected=124.000000 predicted=92.661160, expected=100.000000 predicted=90.401118, expected=68.000000 predicted=84.068737, expected=24.000000 predicted=67.763575, expected=56.000000 predicted=74.078121, expected=48.000000 predicted=66.601626, expected=84.000000 predicted=69.592866, expected=68.000000 predicted=61.036130, expected=100.000000 predicted=69.166643, expected=60.000000 predicted=66.995325, expected=68.000000 predicted=69.729668, expected=140.000000 predicted=96.922224, expected=240.000000 predicted=135.992669, expected=160.000000 predicted=135.102108, expected=92.000000 predicted=119.558536, expected=60.000000 predicted=109.334700, expected=80.000000 predicted=116.414721, expected=112.000000 predicted=127.715660, expected=56.000000 predicted=88.701765, expected=96.000000 predicted=87.590994, expected=88.000000 predicted=81.281611, expected=116.000000 predicted=95.777661, expected=64.000000 predicted=85.300528, expected=116.000000 predicted=93.729453, expected=56.000000 predicted=82.010098, expected=124.000000 predicted=99.941132, expected=76.000000 predicted=90.268142, expected=100.000000 predicted=89.814792, expected=80.000000 predicted=91.865289, expected=124.000000 predicted=96.625865, expected=140.000000 predicted=115.786055, expected=112.000000 predicted=105.360682, expected=116.000000 predicted=113.675313, expected=160.000000 predicted=127.585304, expected=128.000000 predicted=128.683853, expected=144.000000 predicted=137.222057, expected=84.000000 predicted=115.413393, expected=148.000000 predicted=132.446745, expected=64.000000 predicted=111.317619, expected=84.000000 predicted=103.893209, expected=112.000000 predicted=109.812576, expected=148.000000 predicted=112.079199, expected=72.000000 predicted=101.976723, expected=48.000000 predicted=79.437347, expected=144.000000 predicted=109.118085, expected=84.000000 predicted=95.492903, expected=80.000000 predicted=96.986993, expected=76.000000 predicted=83.611560, expected=112.000000 predicted=90.616856, expected=128.000000 predicted=111.053144, expected=76.000000 predicted=89.229550, expected=52.000000 predicted=81.108734, expected=76.000000 predicted=83.648942, expected=112.000000 predicted=95.765116, expected=112.000000 predicted=98.098712, expected=116.000000 predicted=96.441818, expected=52.000000 predicted=78.546390, expected=52.000000 predicted=79.170315, expected=80.000000 predicted=86.554867, expected=92.000000 predicted=85.365335, expected=104.000000 predicted=89.304038, expected=144.000000 predicted=98.193633, expected=148.000000 predicted=110.422647, expected=80.000000 predicted=101.255529, expected=112.000000 predicted=113.377385, expected=60.000000 predicted=96.662053, expected=36.000000 predicted=85.118610, expected=64.000000 predicted=83.170647, expected=100.000000 predicted=79.001075, expected=92.000000 predicted=82.378712, expected=52.000000 predicted=64.878476, expected=52.000000 predicted=62.110748, expected=36.000000 predicted=58.428112, expected=44.000000 predicted=59.720416, expected=56.000000 predicted=57.424470, expected=80.000000 predicted=58.676279, expected=132.000000 predicted=80.610148, expected=116.000000 predicted=84.059919, expected=100.000000 predicted=89.540022, expected=68.000000 predicted=85.565421, expected=36.000000 predicted=75.460983, expected=100.000000 predicted=95.611295, expected=120.000000 predicted=97.134849, expected=104.000000 predicted=92.467655, expected=60.000000 predicted=77.560584, expected=48.000000 predicted=68.841341, expected=76.000000 predicted=82.920943, expected=44.000000 predicted=69.799501, expected=60.000000 predicted=66.758138, expected=64.000000 predicted=60.165840, expected=24.000000 predicted=45.161652, expected=80.000000 predicted=64.629834, expected=84.000000 predicted=63.240985, expected=84.000000 predicted=69.384063, expected=28.000000 predicted=54.872883, expected=76.000000 predicted=63.381748, expected=80.000000 predicted=73.460342, expected=116.000000 predicted=86.051061, expected=96.000000 predicted=85.008898, expected=76.000000 predicted=75.315914, expected=56.000000 predicted=77.417008, expected=28.000000 predicted=64.201855, expected=40.000000 predicted=64.582717, expected=64.000000 predicted=62.443017, expected=96.000000 predicted=68.712726, expected=108.000000 predicted=75.000028, expected=96.000000 predicted=75.422860, expected=56.000000 predicted=70.173747, expected=76.000000 predicted=80.059032, expected=48.000000 predicted=72.930643, expected=32.000000 predicted=62.594776, expected=64.000000 predicted=64.974676, expected=48.000000 predicted=51.749209, expected=48.000000 predicted=53.162786, expected=64.000000 predicted=54.084877, expected=64.000000 predicted=53.846163, expected=76.000000 predicted=64.640024, expected=68.000000 predicted=62.292191, expected=88.000000 predicted=71.424704, expected=64.000000 predicted=68.798835, expected=60.000000 predicted=67.293905, expected=76.000000 predicted=73.368497, expected=76.000000 predicted=71.982750, expected=48.000000 predicted=65.260700, expected=72.000000 predicted=67.645176, expected=72.000000 predicted=67.481239, expected=116.000000 predicted=85.427963, expected=68.000000 predicted=74.235120, expected=140.000000 predicted=96.440152, expected=68.000000 predicted=83.951355, expected=72.000000 predicted=83.695971, expected=68.000000 predicted=86.815581, expected=76.000000 predicted=77.760997, expected=56.000000 predicted=78.800079, expected=60.000000 predicted=65.119114, expected=84.000000 predicted=72.832023, expected=96.000000 predicted=77.779954, expected=84.000000 predicted=78.332337, expected=112.000000 predicted=87.960506, expected=164.000000 predicted=112.572394, expected=124.000000 predicted=112.330719, expected=120.000000 predicted=117.650234, expected=208.000000 predicted=150.013219, expected=160.000000 predicted=147.541896, expected=88.000000 predicted=133.832076, expected=64.000000 predicted=114.088147, expected=76.000000 predicted=106.355799, expected=112.000000 predicted=120.344164, expected=132.000000 predicted=115.210238, expected=116.000000 predicted=102.622872, expected=64.000000 predicted=85.936656, expected=136.000000 predicted=111.615588, expected=96.000000 predicted=105.205587, expected=60.000000 predicted=92.658393, expected=64.000000 predicted=86.684600, expected=80.000000 predicted=79.461932, expected=64.000000 predicted=81.195630, expected=72.000000 predicted=74.449648, expected=156.000000 predicted=99.151927, expected=60.000000 predicted=75.526275, expected=64.000000 predicted=79.742759, expected=60.000000 predicted=74.723898, expected=44.000000 predicted=65.082789, expected=28.000000 predicted=65.141124, expected=60.000000 predicted=54.458654, expected=88.000000 predicted=64.407590, expected=52.000000 predicted=54.836794, expected=36.000000 predicted=48.561415, expected=76.000000 predicted=59.544104, expected=60.000000 predicted=59.791234, expected=28.000000 predicted=52.102861, expected=60.000000 predicted=54.988950, expected=72.000000 predicted=56.719484, expected=92.000000 predicted=71.542072, expected=80.000000 predicted=69.757949, expected=44.000000 predicted=56.351045, expected=32.000000 predicted=55.932520, expected=24.000000 predicted=49.184416, expected=68.000000 predicted=60.610257, expected=96.000000 predicted=67.846660, expected=56.000000 predicted=53.572588, expected=52.000000 predicted=54.188153, expected=72.000000 predicted=61.419682, expected=32.000000 predicted=54.117227, expected=60.000000 predicted=63.853332, expected=72.000000 predicted=60.664942, expected=48.000000 predicted=52.841292, expected=80.000000 predicted=67.324241, expected=92.000000 predicted=68.276805, expected=104.000000 predicted=81.423340, expected=52.000000 predicted=70.104845, expected=44.000000 predicted=62.670340, expected=92.000000 predicted=80.706038, expected=120.000000 predicted=91.493794, expected=56.000000 predicted=74.820758, expected=76.000000 predicted=74.673078, expected=56.000000 predicted=67.248954, expected=36.000000 predicted=63.506330, expected=68.000000 predicted=72.764043, expected=92.000000 predicted=69.112517, expected=108.000000 predicted=81.323315, expected=48.000000 predicted=63.377858, expected=44.000000 predicted=59.578016, expected=68.000000 predicted=69.985639, expected=16.000000 predicted=51.363927, expected=52.000000 predicted=59.433771, expected=100.000000 predicted=64.942779, expected=88.000000 predicted=65.123412, expected=64.000000 predicted=66.625747, expected=68.000000 predicted=63.087607, expected=68.000000 predicted=69.569808, expected=60.000000 predicted=72.330139, expected=48.000000 predicted=63.408906, expected=44.000000 predicted=55.348798, expected=120.000000 predicted=80.409002, expected=64.000000 predicted=65.595224, expected=52.000000 predicted=62.526854, expected=72.000000 predicted=68.147538, expected=24.000000 predicted=49.640780, expected=68.000000 predicted=71.369813, expected=68.000000 predicted=60.407608, expected=60.000000 predicted=56.781282, expected=32.000000 predicted=51.317391, expected=68.000000 predicted=54.626787, expected=88.000000 predicted=69.220578, expected=20.000000 predicted=47.627202, expected=56.000000 predicted=56.814307, expected=44.000000 predicted=47.284766, expected=32.000000 predicted=46.442587, expected=44.000000 predicted=50.544454, expected=36.000000 predicted=35.852442, expected=36.000000 predicted=40.941368, expected=44.000000 predicted=40.948851, expected=24.000000 predicted=32.368338, expected=88.000000 predicted=55.745339, expected=76.000000 predicted=55.086497, expected=60.000000 predicted=55.012845, expected=68.000000 predicted=62.505621, expected=76.000000 predicted=64.098354, expected=92.000000 predicted=80.824388, expected=104.000000 predicted=85.349409, expected=104.000000 predicted=87.530051, expected=136.000000 predicted=104.929198, expected=104.000000 predicted=101.252845, expected=72.000000 predicted=94.728218, expected=56.000000 predicted=87.430227, expected=76.000000 predicted=87.153287, expected=68.000000 predicted=83.488684, expected=64.000000 predicted=73.188306, expected=96.000000 predicted=78.406475, expected=40.000000 predicted=58.773996, expected=40.000000 predicted=59.740398, expected=80.000000 predicted=68.620086, expected=56.000000 predicted=59.120874, expected=44.000000 predicted=59.154496, expected=80.000000 predicted=61.958045, expected=192.000000 predicted=104.999503, expected=188.000000 predicted=125.027562, expected=120.000000 predicted=113.874346, expected=84.000000 predicted=107.731959, expected=76.000000 predicted=107.190889, expected=80.000000 predicted=115.106827, expected=72.000000 predicted=100.363804, expected=92.000000 predicted=90.929621, expected=72.000000 predicted=77.603648, expected=64.000000 predicted=73.075529, expected=72.000000 predicted=75.144757, expected=24.000000 predicted=54.587140, expected=28.000000 predicted=53.266465, expected=48.000000 predicted=51.317442, expected=128.000000 predicted=77.094401, expected=56.000000 predicted=59.166278, expected=96.000000 predicted=71.223703, expected=160.000000 predicted=102.236470, expected=76.000000 predicted=83.800028, expected=64.000000 predicted=93.864032, expected=108.000000 predicted=94.895753, expected=56.000000 predicted=80.272450, expected=48.000000 predicted=82.404860, expected=76.000000 predicted=73.321070, expected=80.000000 predicted=71.195420, expected=32.000000 predicted=61.070478, expected=48.000000 predicted=55.806159, expected=80.000000 predicted=63.613833, expected=60.000000 predicted=61.265270, expected=52.000000 predicted=60.065563, expected=44.000000 predicted=49.485890, expected=52.000000 predicted=53.408751, expected=76.000000 predicted=65.628792, expected=52.000000 predicted=54.849705, expected=56.000000 predicted=56.267946, expected=64.000000 predicted=58.298350, expected=48.000000 predicted=53.973398, expected=36.000000 predicted=52.254583, expected=80.000000 predicted=62.013912, expected=28.000000 predicted=44.632226, expected=72.000000 predicted=60.941120, expected=88.000000 predicted=65.454187, expected=72.000000 predicted=61.975260, expected=40.000000 predicted=60.650253, expected=120.000000 predicted=80.233457, expected=60.000000 predicted=68.917079, expected=92.000000 predicted=84.116349, expected=72.000000 predicted=76.063588, expected=84.000000 predicted=75.038062, expected=124.000000 predicted=103.173727, expected=44.000000 predicted=67.998706, expected=60.000000 predicted=77.405800, expected=56.000000 predicted=68.121060, expected=40.000000 predicted=59.446793, expected=52.000000 predicted=65.126625, expected=72.000000 predicted=57.185409, expected=72.000000 predicted=61.742054, expected=20.000000 predicted=44.907781, expected=64.000000 predicted=56.155876, expected=68.000000 predicted=58.391898, expected=56.000000 predicted=58.086678, expected=60.000000 predicted=60.484087, expected=120.000000 predicted=75.297962, expected=40.000000 predicted=59.638346, expected=16.000000 predicted=51.675593, expected=28.000000 predicted=47.417133, expected=32.000000 predicted=41.749222, expected=36.000000 predicted=48.075902, expected=44.000000 predicted=36.623835, expected=96.000000 predicted=54.126388, expected=80.000000 predicted=57.764542, expected=44.000000 predicted=52.294843, expected=60.000000 predicted=59.998372, expected=56.000000 predicted=58.094666, expected=36.000000 Test MSE: 1027.225
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615])] predicted=82.928300, expected=76.000000 predicted=79.223357, expected=76.000000 predicted=74.650236, expected=44.000000 predicted=52.974830, expected=44.000000 predicted=56.767047, expected=140.000000 predicted=102.804050, expected=64.000000 predicted=76.871309, expected=108.000000 predicted=85.503340, expected=24.000000 predicted=54.253250, expected=28.000000 predicted=58.326179, expected=12.000000 predicted=58.153773, expected=4.000000 predicted=37.834025, expected=20.000000 predicted=37.570607, expected=12.000000 predicted=17.417747, expected=28.000000 predicted=21.153195, expected=52.000000 predicted=26.495282, expected=52.000000 predicted=32.522090, expected=60.000000 predicted=40.680199, expected=88.000000 predicted=52.747002, expected=36.000000 predicted=48.263923, expected=24.000000 predicted=44.162482, expected=36.000000 predicted=42.706201, expected=36.000000 predicted=47.710118, expected=44.000000 predicted=49.948682, expected=32.000000 predicted=34.184564, expected=32.000000 predicted=32.086565, expected=24.000000 predicted=31.137835, expected=16.000000 predicted=27.946328, expected=20.000000 predicted=27.122336, expected=16.000000 predicted=22.683379, expected=60.000000 predicted=35.534856, expected=20.000000 predicted=26.473952, expected=32.000000 predicted=26.934048, expected=40.000000 predicted=29.113646, expected=20.000000 predicted=29.478799, expected=24.000000 predicted=32.637776, expected=12.000000 predicted=20.289275, expected=48.000000 predicted=33.747963, expected=12.000000 predicted=25.747258, expected=48.000000 predicted=30.844298, expected=32.000000 predicted=28.367170, expected=16.000000 predicted=25.617193, expected=48.000000 predicted=35.454591, expected=28.000000 predicted=29.595008, expected=44.000000 predicted=39.872004, expected=80.000000 predicted=47.218304, expected=16.000000 predicted=35.002056, expected=40.000000 predicted=40.220859, expected=32.000000 predicted=33.785331, expected=20.000000 predicted=38.486865, expected=4.000000 predicted=29.355767, expected=24.000000 predicted=20.807836, expected=24.000000 predicted=26.367759, expected=24.000000 predicted=24.511590, expected=24.000000 predicted=20.009615, expected=16.000000 predicted=16.825193, expected=40.000000 predicted=27.684258, expected=12.000000 predicted=21.899341, expected=56.000000 predicted=33.590072, expected=68.000000 predicted=41.635978, expected=28.000000 predicted=36.562713, expected=28.000000 predicted=33.296204, expected=52.000000 predicted=37.370067, expected=20.000000 predicted=41.601114, expected=12.000000 predicted=32.966887, expected=24.000000 predicted=23.646934, expected=24.000000 predicted=27.399219, expected=24.000000 predicted=29.189919, expected=60.000000 predicted=32.936457, expected=16.000000 predicted=24.749893, expected=16.000000 predicted=23.969199, expected=16.000000 predicted=20.015783, expected=20.000000 predicted=25.347392, expected=32.000000 predicted=31.613727, expected=20.000000 predicted=20.317935, expected=12.000000 predicted=17.130008, expected=16.000000 predicted=16.639698, expected=12.000000 predicted=17.457867, expected=36.000000 predicted=25.707733, expected=8.000000 predicted=16.538814, expected=24.000000 predicted=18.283083, expected=12.000000 predicted=15.009044, expected=16.000000 predicted=17.875256, expected=32.000000 predicted=24.076325, expected=16.000000 predicted=17.879516, expected=60.000000 predicted=32.986469, expected=16.000000 predicted=23.026689, expected=32.000000 predicted=28.227217, expected=24.000000 predicted=25.968546, expected=12.000000 predicted=24.330343, expected=20.000000 predicted=27.527729, expected=28.000000 predicted=22.557584, expected=20.000000 predicted=24.319102, expected=32.000000 predicted=24.295004, expected=24.000000 predicted=21.671651, expected=12.000000 predicted=20.524951, expected=12.000000 predicted=18.445399, expected=24.000000 predicted=20.769267, expected=4.000000 predicted=17.616340, expected=12.000000 predicted=14.449840, expected=20.000000 predicted=13.825515, expected=16.000000 predicted=16.088124, expected=20.000000 predicted=17.474501, expected=12.000000 predicted=12.100466, expected=44.000000 predicted=24.278135, expected=8.000000 predicted=18.757494, expected=40.000000 predicted=25.667375, expected=40.000000 predicted=27.882129, expected=32.000000 predicted=30.906854, expected=44.000000 predicted=35.934790, expected=32.000000 predicted=30.110678, expected=8.000000 predicted=28.565292, expected=28.000000 predicted=28.508691, expected=40.000000 predicted=32.876393, expected=8.000000 predicted=27.284254, expected=28.000000 predicted=23.692150, expected=4.000000 predicted=13.855678, expected=20.000000 predicted=22.396743, expected=44.000000 predicted=28.571543, expected=32.000000 predicted=26.027266, expected=20.000000 predicted=24.065540, expected=20.000000 predicted=18.249312, expected=36.000000 predicted=28.870428, expected=12.000000 predicted=27.266917, expected=12.000000 predicted=20.404349, expected=16.000000 predicted=16.715366, expected=12.000000 predicted=17.891616, expected=36.000000 predicted=25.271940, expected=36.000000 predicted=23.789487, expected=28.000000 predicted=24.443090, expected=8.000000 predicted=17.561300, expected=28.000000 predicted=22.255343, expected=8.000000 predicted=22.266487, expected=8.000000 predicted=19.298266, expected=20.000000 predicted=16.629078, expected=20.000000 predicted=16.719246, expected=24.000000 predicted=20.840290, expected=24.000000 predicted=17.390671, expected=28.000000 predicted=20.905107, expected=8.000000 predicted=18.000288, expected=4.000000 predicted=14.267066, expected=32.000000 predicted=21.251178, expected=24.000000 predicted=23.201090, expected=44.000000 predicted=29.171879, expected=24.000000 predicted=21.034123, expected=16.000000 predicted=20.307978, expected=36.000000 predicted=28.605850, expected=100.000000 predicted=52.363089, expected=12.000000 predicted=38.919620, expected=24.000000 predicted=29.731906, expected=28.000000 predicted=26.073939, expected=40.000000 predicted=43.144457, expected=24.000000 predicted=42.397787, expected=32.000000 predicted=25.708242, expected=28.000000 predicted=27.658537, expected=8.000000 predicted=23.658397, expected=48.000000 predicted=33.010633, expected=16.000000 predicted=24.976243, expected=24.000000 predicted=27.102478, expected=32.000000 predicted=24.827430, expected=24.000000 predicted=24.959457, expected=4.000000 predicted=22.736667, expected=24.000000 predicted=18.946198, expected=48.000000 predicted=30.292463, expected=36.000000 predicted=32.841906, expected=20.000000 predicted=24.521486, expected=20.000000 predicted=19.730386, expected=20.000000 predicted=25.425830, expected=20.000000 predicted=28.455711, expected=44.000000 predicted=31.007257, expected=36.000000 predicted=28.974811, expected=24.000000 predicted=26.602693, expected=44.000000 predicted=30.789512, expected=36.000000 predicted=33.487858, expected=20.000000 predicted=33.208335, expected=24.000000 predicted=27.998787, expected=32.000000 predicted=29.272533, expected=32.000000 predicted=33.838322, expected=76.000000 predicted=44.657879, expected=20.000000 predicted=31.756787, expected=24.000000 predicted=30.682620, expected=24.000000 predicted=28.219347, expected=56.000000 predicted=43.138449, expected=52.000000 predicted=49.140859, expected=68.000000 predicted=45.107433, expected=76.000000 predicted=52.041621, expected=52.000000 predicted=52.152508, expected=44.000000 predicted=53.672600, expected=48.000000 predicted=52.554330, expected=4.000000 predicted=42.320440, expected=4.000000 predicted=33.202850, expected=8.000000 predicted=22.942559, expected=4.000000 predicted=19.616830, expected=4.000000 predicted=14.030836, expected=48.000000 predicted=18.103533, expected=64.000000 predicted=31.390032, expected=48.000000 predicted=34.325325, expected=36.000000 predicted=29.976796, expected=20.000000 predicted=27.452410, expected=28.000000 predicted=37.539121, expected=32.000000 predicted=39.379520, expected=20.000000 predicted=31.285053, expected=40.000000 predicted=31.588118, expected=28.000000 predicted=27.407330, expected=48.000000 predicted=36.107210, expected=24.000000 predicted=30.209844, expected=68.000000 predicted=42.336730, expected=16.000000 predicted=33.944062, expected=52.000000 predicted=40.532630, expected=40.000000 predicted=39.981128, expected=68.000000 predicted=49.598423, expected=24.000000 predicted=43.412533, expected=28.000000 predicted=32.489744, expected=20.000000 predicted=33.430005, expected=16.000000 predicted=30.541958, expected=32.000000 predicted=34.679650, expected=24.000000 predicted=24.857935, expected=24.000000 predicted=24.834031, expected=16.000000 predicted=19.638671, expected=20.000000 predicted=20.466110, expected=24.000000 predicted=24.119886, expected=28.000000 predicted=24.468603, expected=36.000000 predicted=27.260246, expected=32.000000 predicted=26.717278, expected=40.000000 predicted=31.029504, expected=36.000000 predicted=32.461747, expected=20.000000 predicted=29.273290, expected=28.000000 predicted=30.112063, expected=28.000000 predicted=29.852187, expected=24.000000 predicted=30.104647, expected=16.000000 predicted=24.044998, expected=32.000000 predicted=24.839961, expected=16.000000 predicted=23.321453, expected=24.000000 predicted=23.943644, expected=8.000000 predicted=17.103417, expected=12.000000 predicted=16.159093, expected=20.000000 predicted=19.464138, expected=40.000000 predicted=24.683192, expected=16.000000 predicted=21.171401, expected=16.000000 predicted=16.263854, expected=16.000000 predicted=16.397791, expected=16.000000 predicted=19.988863, expected=8.000000 predicted=18.691340, expected=32.000000 predicted=19.601028, expected=64.000000 predicted=33.389384, expected=40.000000 predicted=33.583263, expected=4.000000 predicted=20.864874, expected=8.000000 predicted=15.893281, expected=28.000000 predicted=28.091347, expected=40.000000 predicted=38.477930, expected=16.000000 predicted=24.740310, expected=120.000000 predicted=48.578857, expected=60.000000 predicted=49.149755, expected=40.000000 predicted=48.522621, expected=20.000000 predicted=35.647081, expected=20.000000 predicted=35.740877, expected=20.000000 predicted=48.872451, expected=16.000000 predicted=30.195377, expected=40.000000 predicted=30.256881, expected=28.000000 predicted=25.632723, expected=28.000000 predicted=25.883723, expected=20.000000 predicted=22.392790, expected=32.000000 predicted=26.641129, expected=24.000000 predicted=29.195112, expected=16.000000 predicted=23.398117, expected=8.000000 predicted=17.943510, expected=128.000000 predicted=54.105157, expected=12.000000 predicted=38.668577, expected=12.000000 predicted=27.707921, expected=8.000000 predicted=16.155217, expected=8.000000 predicted=23.954816, expected=12.000000 predicted=37.488149, expected=44.000000 predicted=21.495740, expected=32.000000 predicted=23.237297, expected=28.000000 predicted=22.475917, expected=4.000000 predicted=14.680282, expected=8.000000 predicted=15.757841, expected=20.000000 predicted=23.541375, expected=32.000000 predicted=25.598167, expected=36.000000 predicted=26.450115, expected=28.000000 predicted=21.274655, expected=16.000000 predicted=19.399587, expected=16.000000 predicted=20.946828, expected=36.000000 predicted=29.076076, expected=4.000000 predicted=21.742345, expected=24.000000 predicted=21.211814, expected=40.000000 predicted=24.549937, expected=28.000000 predicted=26.791990, expected=4.000000 predicted=20.177102, expected=8.000000 predicted=11.747322, expected=24.000000 predicted=21.220518, expected=4.000000 predicted=19.155880, expected=24.000000 predicted=18.122687, expected=56.000000 predicted=25.358273, expected=32.000000 predicted=27.417792, expected=28.000000 predicted=27.486522, expected=16.000000 predicted=19.596624, expected=12.000000 predicted=23.442761, expected=12.000000 predicted=25.787327, expected=36.000000 predicted=26.450094, expected=12.000000 predicted=20.298181, expected=32.000000 predicted=21.753146, expected=8.000000 predicted=15.126586, expected=28.000000 predicted=21.366599, expected=16.000000 predicted=22.062692, expected=12.000000 predicted=16.562141, expected=32.000000 predicted=23.573119, expected=48.000000 predicted=28.121870, expected=44.000000 predicted=34.780952, expected=36.000000 predicted=30.744535, expected=48.000000 predicted=35.050721, expected=24.000000 predicted=35.092362, expected=40.000000 predicted=40.190749, expected=20.000000 predicted=32.665166, expected=20.000000 predicted=29.381146, expected=32.000000 predicted=31.666718, expected=32.000000 predicted=29.277419, expected=16.000000 predicted=26.667176, expected=24.000000 predicted=22.260306, expected=12.000000 predicted=19.618427, expected=20.000000 predicted=23.033565, expected=16.000000 predicted=20.265013, expected=12.000000 predicted=15.836706, expected=16.000000 predicted=16.731522, expected=12.000000 predicted=13.740871, expected=28.000000 predicted=19.795413, expected=36.000000 predicted=23.508240, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=15.698650, expected=24.000000 predicted=18.465973, expected=16.000000 predicted=17.448375, expected=24.000000 predicted=24.063071, expected=4.000000 predicted=16.995463, expected=40.000000 predicted=20.437453, expected=8.000000 predicted=18.575075, expected=36.000000 predicted=23.758850, expected=8.000000 predicted=17.608099, expected=32.000000 predicted=21.298387, expected=16.000000 predicted=23.565359, expected=20.000000 predicted=18.966285, expected=44.000000 predicted=29.944231, expected=24.000000 predicted=23.943802, expected=32.000000 predicted=29.225940, expected=8.000000 predicted=18.821459, expected=20.000000 predicted=22.113402, expected=16.000000 predicted=24.075410, expected=8.000000 predicted=17.241952, expected=8.000000 predicted=14.845628, expected=20.000000 predicted=13.513403, expected=20.000000 predicted=17.626079, expected=20.000000 predicted=16.938019, expected=28.000000 predicted=18.157241, expected=16.000000 predicted=17.262799, expected=28.000000 predicted=22.540073, expected=36.000000 predicted=26.376188, expected=52.000000 predicted=34.585614, expected=24.000000 predicted=30.325732, expected=24.000000 predicted=25.954757, expected=16.000000 predicted=25.069328, expected=4.000000 predicted=22.349779, expected=4.000000 predicted=19.652516, expected=24.000000 predicted=17.899245, expected=20.000000 predicted=18.712698, expected=12.000000 predicted=14.144552, expected=8.000000 predicted=9.116663, expected=16.000000 Test MSE: 370.084
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329])] predicted=41.646810, expected=36.000000 predicted=40.505801, expected=36.000000 predicted=39.238774, expected=16.000000 predicted=30.711347, expected=16.000000 predicted=24.048367, expected=56.000000 predicted=38.705559, expected=72.000000 predicted=54.892632, expected=16.000000 predicted=37.554612, expected=8.000000 predicted=18.149150, expected=44.000000 predicted=27.722275, expected=36.000000 predicted=39.782525, expected=40.000000 predicted=44.983715, expected=68.000000 predicted=46.443174, expected=60.000000 predicted=49.139652, expected=24.000000 predicted=41.348971, expected=24.000000 predicted=30.773792, expected=36.000000 predicted=33.748744, expected=12.000000 predicted=31.146625, expected=36.000000 predicted=35.052454, expected=64.000000 predicted=43.216170, expected=64.000000 predicted=52.318309, expected=32.000000 predicted=43.191688, expected=32.000000 predicted=31.541030, expected=20.000000 predicted=28.397337, expected=12.000000 predicted=27.649589, expected=56.000000 predicted=43.566570, expected=56.000000 predicted=46.062386, expected=32.000000 predicted=39.612716, expected=24.000000 predicted=28.191758, expected=24.000000 predicted=23.150793, expected=32.000000 predicted=34.977689, expected=52.000000 predicted=45.097525, expected=52.000000 predicted=45.177581, expected=28.000000 predicted=34.895453, expected=32.000000 predicted=31.616298, expected=36.000000 predicted=34.010385, expected=40.000000 predicted=41.103571, expected=16.000000 predicted=31.267208, expected=28.000000 predicted=26.734970, expected=20.000000 predicted=24.420441, expected=60.000000 predicted=42.205932, expected=48.000000 predicted=45.483380, expected=28.000000 predicted=33.072976, expected=28.000000 predicted=30.157928, expected=16.000000 predicted=22.023954, expected=4.000000 predicted=21.923702, expected=36.000000 predicted=29.308969, expected=8.000000 predicted=18.549229, expected=32.000000 predicted=25.659756, expected=8.000000 predicted=15.202144, expected=16.000000 predicted=13.651451, expected=20.000000 predicted=21.104168, expected=4.000000 predicted=10.320303, expected=4.000000 predicted=11.557196, expected=16.000000 predicted=10.491800, expected=16.000000 predicted=14.841370, expected=16.000000 predicted=16.454750, expected=16.000000 predicted=13.208842, expected=20.000000 predicted=15.267922, expected=20.000000 predicted=18.667550, expected=28.000000 predicted=22.579466, expected=28.000000 predicted=24.410016, expected=12.000000 predicted=18.252343, expected=16.000000 predicted=17.311271, expected=24.000000 predicted=20.358684, expected=16.000000 predicted=20.569850, expected=28.000000 predicted=24.473870, expected=8.000000 predicted=14.422868, expected=20.000000 predicted=17.342680, expected=12.000000 predicted=16.129866, expected=12.000000 predicted=13.986024, expected=4.000000 predicted=11.774059, expected=28.000000 predicted=16.569318, expected=24.000000 predicted=21.755393, expected=12.000000 predicted=16.194785, expected=24.000000 predicted=18.375450, expected=8.000000 predicted=11.771331, expected=8.000000 predicted=14.157394, expected=28.000000 predicted=20.307439, expected=12.000000 predicted=15.478395, expected=8.000000 predicted=14.211395, expected=16.000000 predicted=12.024997, expected=24.000000 predicted=17.315264, expected=24.000000 predicted=23.652327, expected=16.000000 predicted=17.561104, expected=4.000000 predicted=9.934481, expected=12.000000 predicted=11.836404, expected=36.000000 predicted=24.570759, expected=36.000000 predicted=30.412666, expected=48.000000 predicted=36.157570, expected=16.000000 predicted=22.646963, expected=8.000000 predicted=15.462028, expected=28.000000 predicted=24.499292, expected=12.000000 predicted=21.216451, expected=20.000000 predicted=24.666743, expected=24.000000 predicted=19.873409, expected=12.000000 predicted=15.077252, expected=32.000000 predicted=25.317231, expected=8.000000 predicted=15.035204, expected=36.000000 predicted=25.546651, expected=32.000000 predicted=28.343379, expected=4.000000 predicted=15.971619, expected=40.000000 predicted=28.486866, expected=24.000000 predicted=22.745156, expected=4.000000 predicted=19.655816, expected=28.000000 predicted=22.347470, expected=8.000000 predicted=12.326283, expected=20.000000 predicted=22.376733, expected=4.000000 predicted=12.160878, expected=48.000000 predicted=25.385012, expected=24.000000 predicted=27.768980, expected=48.000000 predicted=33.243396, expected=12.000000 predicted=23.106584, expected=24.000000 predicted=20.178388, expected=12.000000 predicted=22.885001, expected=4.000000 predicted=13.313021, expected=32.000000 predicted=26.283312, expected=24.000000 predicted=21.371648, expected=24.000000 predicted=24.340056, expected=20.000000 predicted=19.211138, expected=24.000000 predicted=19.229057, expected=28.000000 predicted=27.015081, expected=24.000000 predicted=24.935386, expected=24.000000 predicted=24.294077, expected=16.000000 predicted=19.784809, expected=12.000000 predicted=17.155509, expected=16.000000 predicted=17.866743, expected=12.000000 predicted=15.808696, expected=16.000000 predicted=16.718123, expected=12.000000 predicted=13.762709, expected=12.000000 predicted=12.519215, expected=32.000000 predicted=21.448670, expected=36.000000 predicted=27.078836, expected=24.000000 predicted=25.473643, expected=8.000000 predicted=15.468141, expected=20.000000 predicted=16.498967, expected=4.000000 predicted=14.980811, expected=20.000000 predicted=19.720567, expected=24.000000 predicted=20.616817, expected=44.000000 predicted=28.714512, expected=16.000000 predicted=23.698675, expected=20.000000 predicted=18.105121, expected=32.000000 predicted=25.072475, expected=8.000000 predicted=19.207315, expected=36.000000 predicted=30.140691, expected=16.000000 predicted=20.070010, expected=44.000000 predicted=31.239847, expected=20.000000 predicted=27.421852, expected=16.000000 predicted=18.668772, expected=20.000000 predicted=22.384596, expected=28.000000 predicted=23.056294, expected=28.000000 predicted=30.224207, expected=36.000000 predicted=29.354520, expected=16.000000 predicted=22.020843, expected=4.000000 predicted=14.096528, expected=32.000000 predicted=23.084006, expected=12.000000 predicted=20.042586, expected=24.000000 predicted=24.100562, expected=36.000000 predicted=25.663149, expected=24.000000 predicted=22.903521, expected=20.000000 predicted=24.729709, expected=12.000000 predicted=15.552451, expected=8.000000 predicted=14.454100, expected=28.000000 predicted=23.337121, expected=8.000000 predicted=16.394439, expected=8.000000 predicted=12.550782, expected=8.000000 predicted=8.901209, expected=4.000000 predicted=7.005773, expected=12.000000 predicted=12.884339, expected=4.000000 predicted=6.819884, expected=8.000000 predicted=7.424951, expected=32.000000 predicted=17.697470, expected=16.000000 predicted=16.277503, expected=8.000000 predicted=12.861259, expected=16.000000 predicted=11.454211, expected=20.000000 predicted=15.869479, expected=12.000000 predicted=18.483734, expected=8.000000 predicted=11.771133, expected=4.000000 predicted=7.023701, expected=8.000000 predicted=9.162009, expected=32.000000 predicted=20.445708, expected=8.000000 predicted=14.331203, expected=28.000000 predicted=18.695839, expected=16.000000 predicted=15.330818, expected=16.000000 predicted=16.094957, expected=4.000000 predicted=13.967904, expected=20.000000 predicted=13.705118, expected=4.000000 predicted=13.149887, expected=4.000000 predicted=8.434744, expected=8.000000 predicted=8.237357, expected=20.000000 predicted=12.274001, expected=4.000000 predicted=11.385932, expected=12.000000 predicted=8.957484, expected=8.000000 predicted=7.776294, expected=4.000000 predicted=7.070802, expected=60.000000 predicted=31.457212, expected=20.000000 predicted=24.125625, expected=36.000000 predicted=28.520100, expected=12.000000 predicted=17.570683, expected=20.000000 predicted=17.888582, expected=20.000000 predicted=27.568488, expected=20.000000 predicted=20.591484, expected=4.000000 predicted=16.243654, expected=28.000000 predicted=17.968872, expected=32.000000 predicted=25.427040, expected=20.000000 predicted=23.506332, expected=20.000000 predicted=20.632143, expected=40.000000 predicted=25.546571, expected=36.000000 predicted=33.542089, expected=28.000000 predicted=31.545756, expected=8.000000 predicted=18.535319, expected=16.000000 predicted=17.175418, expected=36.000000 predicted=29.449798, expected=12.000000 predicted=23.430757, expected=44.000000 predicted=30.942970, expected=32.000000 predicted=27.451031, expected=36.000000 predicted=31.618362, expected=44.000000 predicted=38.186848, expected=52.000000 predicted=40.068014, expected=32.000000 predicted=40.402293, expected=16.000000 predicted=27.492257, expected=76.000000 predicted=48.223936, expected=60.000000 predicted=55.636498, expected=28.000000 predicted=45.181840, expected=12.000000 predicted=25.530735, expected=20.000000 predicted=20.901805, expected=4.000000 predicted=25.372577, expected=12.000000 predicted=21.207413, expected=32.000000 predicted=23.024714, expected=32.000000 predicted=25.213097, expected=12.000000 predicted=19.888137, expected=12.000000 predicted=12.639588, expected=12.000000 predicted=12.979437, expected=16.000000 predicted=18.455511, expected=12.000000 predicted=16.962502, expected=8.000000 predicted=10.696831, expected=4.000000 predicted=7.752211, expected=8.000000 predicted=8.225498, expected=4.000000 predicted=7.650845, expected=12.000000 predicted=9.524317, expected=8.000000 predicted=8.357429, expected=44.000000 predicted=22.777372, expected=20.000000 predicted=21.200123, expected=8.000000 predicted=13.606665, expected=8.000000 predicted=10.526044, expected=4.000000 predicted=7.734132, expected=4.000000 predicted=13.116470, expected=16.000000 predicted=12.519117, expected=16.000000 predicted=12.743554, expected=12.000000 predicted=12.089347, expected=4.000000 predicted=7.144112, expected=12.000000 predicted=8.752539, expected=16.000000 predicted=13.858833, expected=16.000000 predicted=15.295203, expected=4.000000 predicted=9.620687, expected=4.000000 predicted=5.618820, expected=4.000000 predicted=6.203747, expected=24.000000 predicted=15.325493, expected=8.000000 predicted=12.635277, expected=16.000000 predicted=11.930748, expected=8.000000 predicted=9.094714, expected=12.000000 predicted=10.216180, expected=4.000000 predicted=10.578622, expected=4.000000 predicted=6.055630, expected=4.000000 predicted=6.679836, expected=4.000000 predicted=5.068349, expected=16.000000 predicted=10.687345, expected=8.000000 predicted=8.391573, expected=8.000000 predicted=7.751465, expected=4.000000 predicted=5.462122, expected=8.000000 predicted=6.549357, expected=8.000000 predicted=9.219064, expected=8.000000 predicted=7.922182, expected=12.000000 predicted=9.539339, expected=4.000000 predicted=6.385390, expected=20.000000 predicted=12.552371, expected=4.000000 predicted=8.691880, expected=4.000000 predicted=6.636309, expected=8.000000 predicted=7.544658, expected=8.000000 predicted=7.146939, expected=20.000000 predicted=15.292596, expected=8.000000 predicted=9.756143, expected=8.000000 predicted=8.348509, expected=8.000000 predicted=8.174402, expected=8.000000 predicted=8.422591, expected=4.000000 predicted=8.722814, expected=20.000000 predicted=12.155121, expected=4.000000 predicted=8.631288, expected=12.000000 predicted=9.876414, expected=12.000000 predicted=10.239160, expected=24.000000 predicted=15.604787, expected=4.000000 predicted=12.690537, expected=4.000000 predicted=6.342535, expected=20.000000 predicted=12.975620, expected=4.000000 predicted=9.947939, expected=4.000000 predicted=9.607838, expected=4.000000 predicted=4.239593, expected=12.000000 predicted=7.924823, expected=8.000000 predicted=10.719826, expected=8.000000 predicted=7.359644, expected=20.000000 predicted=12.171923, expected=4.000000 predicted=8.354863, expected=4.000000 predicted=7.382398, expected=32.000000 predicted=17.007781, expected=16.000000 predicted=16.757166, expected=8.000000 predicted=14.419963, expected=20.000000 predicted=13.296869, expected=4.000000 predicted=9.174552, expected=20.000000 predicted=18.490787, expected=20.000000 predicted=17.171971, expected=12.000000 predicted=13.962212, expected=8.000000 predicted=12.576340, expected=28.000000 predicted=16.615892, expected=4.000000 predicted=13.763560, expected=16.000000 predicted=15.041417, expected=16.000000 predicted=13.895002, expected=16.000000 predicted=14.602700, expected=12.000000 predicted=16.353135, expected=4.000000 predicted=7.614178, expected=16.000000 predicted=12.884150, expected=4.000000 predicted=9.689743, expected=4.000000 predicted=7.904922, expected=8.000000 predicted=7.475288, expected=8.000000 predicted=6.989100, expected=8.000000 predicted=9.403506, expected=12.000000 predicted=8.714509, expected=4.000000 predicted=6.399948, expected=4.000000 predicted=5.801313, expected=12.000000 predicted=8.421464, expected=8.000000 predicted=8.566241, expected=4.000000 predicted=7.315680, expected=16.000000 predicted=9.552203, expected=4.000000 predicted=7.043142, expected=8.000000 predicted=8.638105, expected=8.000000 predicted=7.568422, expected=24.000000 predicted=14.108473, expected=4.000000 predicted=11.428684, expected=8.000000 predicted=7.882246, expected=8.000000 predicted=7.849894, expected=12.000000 predicted=10.153435, expected=12.000000 predicted=13.686839, expected=8.000000 predicted=8.484967, expected=8.000000 predicted=8.458196, expected=8.000000 predicted=8.194305, expected=4.000000 predicted=7.259978, expected=28.000000 predicted=16.282721, expected=20.000000 predicted=17.152709, expected=20.000000 predicted=17.694712, expected=24.000000 predicted=18.828839, expected=24.000000 predicted=19.631549, expected=4.000000 predicted=16.244512, expected=8.000000 predicted=11.822477, expected=4.000000 predicted=9.160996, expected=8.000000 predicted=10.819874, expected=20.000000 predicted=15.750706, expected=16.000000 predicted=13.187684, expected=12.000000 predicted=12.552628, expected=8.000000 predicted=9.079124, expected=24.000000 predicted=15.659238, expected=12.000000 predicted=16.080726, expected=20.000000 predicted=17.313856, expected=8.000000 predicted=12.199618, expected=16.000000 predicted=13.168075, expected=8.000000 predicted=13.409755, expected=12.000000 predicted=11.694333, expected=8.000000 predicted=11.480278, expected=16.000000 predicted=12.016798, expected=4.000000 Test MSE: 155.284
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984])] predicted=5.594402, expected=20.000000 predicted=10.117503, expected=8.000000 predicted=8.202264, expected=4.000000 predicted=9.141031, expected=24.000000 predicted=11.227389, expected=4.000000 predicted=10.330180, expected=4.000000 predicted=11.866546, expected=4.000000 predicted=6.246456, expected=4.000000 predicted=8.208657, expected=8.000000 predicted=6.889533, expected=12.000000 predicted=6.169913, expected=4.000000 predicted=5.952434, expected=4.000000 predicted=6.330989, expected=4.000000 predicted=5.502493, expected=8.000000 predicted=6.952809, expected=8.000000 predicted=6.197361, expected=16.000000 predicted=8.039305, expected=4.000000 predicted=6.797009, expected=4.000000 predicted=8.136034, expected=8.000000 predicted=7.210059, expected=8.000000 predicted=8.320417, expected=8.000000 predicted=7.726052, expected=16.000000 predicted=8.346559, expected=8.000000 predicted=8.455537, expected=4.000000 predicted=9.107663, expected=4.000000 predicted=7.337909, expected=20.000000 predicted=10.746086, expected=8.000000 predicted=9.058603, expected=24.000000 predicted=12.909957, expected=4.000000 predicted=9.172258, expected=8.000000 predicted=13.036129, expected=4.000000 predicted=9.773426, expected=4.000000 predicted=9.473811, expected=4.000000 predicted=7.268075, expected=8.000000 predicted=5.523035, expected=8.000000 predicted=5.916196, expected=8.000000 predicted=6.212959, expected=4.000000 predicted=5.786536, expected=4.000000 predicted=5.989512, expected=4.000000 predicted=5.702178, expected=4.000000 predicted=5.313797, expected=4.000000 predicted=4.529681, expected=4.000000 predicted=3.934275, expected=4.000000 predicted=3.934482, expected=8.000000 predicted=4.749620, expected=4.000000 predicted=4.516984, expected=36.000000 predicted=11.258415, expected=8.000000 predicted=10.125776, expected=4.000000 predicted=12.429765, expected=4.000000 predicted=8.675720, expected=4.000000 predicted=10.782947, expected=4.000000 predicted=9.873171, expected=4.000000 predicted=4.535229, expected=4.000000 predicted=3.936832, expected=4.000000 predicted=3.937025, expected=40.000000 predicted=11.443801, expected=4.000000 predicted=9.647360, expected=4.000000 predicted=11.778030, expected=12.000000 predicted=9.202647, expected=12.000000 predicted=13.584723, expected=4.000000 predicted=12.646755, expected=4.000000 predicted=6.689752, expected=4.000000 predicted=6.328947, expected=8.000000 predicted=7.319550, expected=4.000000 predicted=5.658545, expected=4.000000 predicted=4.832345, expected=8.000000 predicted=5.218965, expected=4.000000 predicted=5.241146, expected=16.000000 predicted=7.766897, expected=4.000000 predicted=6.211001, expected=4.000000 predicted=7.351039, expected=4.000000 predicted=5.955891, expected=4.000000 predicted=6.130973, expected=16.000000 predicted=7.959539, expected=4.000000 predicted=5.713438, expected=4.000000 predicted=6.601776, expected=4.000000 predicted=5.379409, expected=4.000000 predicted=6.241371, expected=4.000000 predicted=5.597288, expected=8.000000 predicted=4.718199, expected=4.000000 predicted=4.530267, expected=4.000000 predicted=4.821248, expected=4.000000 predicted=4.417888, expected=4.000000 predicted=4.701200, expected=16.000000 predicted=6.823555, expected=8.000000 predicted=6.474353, expected=4.000000 predicted=7.154917, expected=16.000000 predicted=8.559446, expected=4.000000 predicted=8.473567, expected=4.000000 predicted=9.117834, expected=4.000000 predicted=5.891889, expected=4.000000 predicted=6.236146, expected=4.000000 predicted=5.604199, expected=12.000000 predicted=5.488371, expected=8.000000 predicted=5.888180, expected=4.000000 predicted=6.316384, expected=4.000000 predicted=5.755063, expected=8.000000 predicted=6.692109, expected=12.000000 predicted=7.971732, expected=4.000000 predicted=6.548423, expected=4.000000 predicted=6.202908, expected=4.000000 predicted=5.650467, expected=16.000000 predicted=8.356483, expected=4.000000 predicted=6.772625, expected=8.000000 predicted=7.364929, expected=4.000000 predicted=6.005881, expected=12.000000 predicted=8.605609, expected=4.000000 predicted=7.329650, expected=8.000000 predicted=7.182686, expected=4.000000 predicted=6.143263, expected=4.000000 predicted=6.313772, expected=4.000000 predicted=5.604952, expected=12.000000 predicted=6.171248, expected=4.000000 predicted=5.703607, expected=4.000000 predicted=5.675390, expected=4.000000 predicted=4.994992, expected=4.000000 predicted=5.432059, expected=4.000000 predicted=5.113839, expected=12.000000 predicted=5.421103, expected=4.000000 predicted=5.115488, expected=16.000000 predicted=7.848460, expected=40.000000 predicted=13.921890, expected=4.000000 predicted=13.278264, expected=16.000000 predicted=17.073669, expected=12.000000 predicted=13.796514, expected=8.000000 predicted=17.085408, expected=16.000000 predicted=15.328249, expected=4.000000 predicted=9.932876, expected=8.000000 predicted=11.045056, expected=4.000000 predicted=7.740271, expected=4.000000 predicted=7.685274, expected=16.000000 predicted=8.202638, expected=24.000000 predicted=10.427243, expected=8.000000 predicted=10.981987, expected=12.000000 predicted=11.929356, expected=4.000000 predicted=10.521141, expected=4.000000 predicted=11.726367, expected=8.000000 predicted=9.190527, expected=4.000000 predicted=6.657418, expected=8.000000 predicted=6.746982, expected=8.000000 predicted=5.766745, expected=4.000000 predicted=6.230314, expected=8.000000 predicted=6.594631, expected=8.000000 predicted=6.529717, expected=12.000000 Test MSE: 51.428
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703])] predicted=14.531336, expected=28.000000 predicted=18.534431, expected=12.000000 predicted=17.878376, expected=4.000000 predicted=17.224293, expected=12.000000 predicted=17.793637, expected=12.000000 predicted=18.873806, expected=4.000000 predicted=12.663246, expected=32.000000 predicted=12.317003, expected=16.000000 predicted=14.323819, expected=12.000000 predicted=12.921958, expected=144.000000 predicted=36.530997, expected=8.000000 predicted=40.548102, expected=20.000000 predicted=29.281637, expected=20.000000 predicted=34.793014, expected=4.000000 predicted=40.088048, expected=4.000000 predicted=39.860856, expected=8.000000 predicted=10.809002, expected=24.000000 predicted=14.656062, expected=24.000000 predicted=15.048014, expected=4.000000 predicted=10.232788, expected=12.000000 predicted=10.709957, expected=24.000000 predicted=16.534790, expected=4.000000 predicted=16.676368, expected=4.000000 predicted=11.051977, expected=8.000000 predicted=9.002372, expected=8.000000 predicted=10.978042, expected=12.000000 predicted=10.620274, expected=12.000000 predicted=7.817479, expected=24.000000 predicted=11.059521, expected=4.000000 predicted=11.327329, expected=4.000000 predicted=9.289298, expected=4.000000 predicted=9.967131, expected=28.000000 predicted=13.669633, expected=12.000000 predicted=14.165109, expected=8.000000 predicted=8.380064, expected=8.000000 predicted=9.547605, expected=28.000000 predicted=15.069261, expected=12.000000 predicted=17.460726, expected=16.000000 predicted=12.777903, expected=8.000000 predicted=12.753284, expected=12.000000 predicted=13.852943, expected=16.000000 predicted=16.185969, expected=12.000000 predicted=12.958165, expected=8.000000 predicted=11.692179, expected=16.000000 predicted=11.635221, expected=12.000000 predicted=13.165969, expected=12.000000 predicted=12.591131, expected=4.000000 predicted=10.383819, expected=8.000000 predicted=9.677317, expected=16.000000 predicted=11.982123, expected=12.000000 predicted=11.232356, expected=24.000000 predicted=12.278835, expected=12.000000 predicted=12.451146, expected=8.000000 predicted=12.331872, expected=16.000000 predicted=14.437768, expected=4.000000 predicted=13.351447, expected=12.000000 predicted=12.689255, expected=20.000000 predicted=12.412172, expected=12.000000 predicted=12.340704, expected=36.000000 predicted=16.115655, expected=4.000000 predicted=14.783077, expected=8.000000 predicted=13.500281, expected=20.000000 predicted=16.893979, expected=20.000000 predicted=18.126848, expected=8.000000 predicted=16.419296, expected=16.000000 predicted=11.325111, expected=40.000000 predicted=19.091248, expected=28.000000 predicted=23.172097, expected=16.000000 predicted=19.807304, expected=4.000000 predicted=16.846915, expected=4.000000 predicted=18.031179, expected=4.000000 predicted=17.767594, expected=4.000000 predicted=11.186415, expected=8.000000 predicted=7.094587, expected=8.000000 predicted=5.416176, expected=4.000000 predicted=5.080399, expected=32.000000 predicted=9.802006, expected=24.000000 predicted=14.267313, expected=16.000000 predicted=14.124438, expected=24.000000 predicted=16.485053, expected=4.000000 predicted=17.220315, expected=4.000000 predicted=17.100540, expected=12.000000 predicted=14.603262, expected=8.000000 predicted=12.528104, expected=16.000000 predicted=11.686803, expected=4.000000 predicted=7.778247, expected=20.000000 predicted=10.005050, expected=8.000000 predicted=11.880250, expected=8.000000 predicted=10.052072, expected=8.000000 predicted=10.510185, expected=4.000000 predicted=8.754100, expected=12.000000 predicted=10.329282, expected=4.000000 predicted=7.657404, expected=36.000000 predicted=11.935750, expected=28.000000 predicted=16.436163, expected=8.000000 predicted=13.852811, expected=12.000000 predicted=14.505731, expected=4.000000 predicted=15.463716, expected=8.000000 predicted=17.145598, expected=12.000000 predicted=12.938375, expected=12.000000 predicted=9.672630, expected=8.000000 predicted=9.148106, expected=28.000000 predicted=11.650760, expected=8.000000 predicted=13.209245, expected=12.000000 predicted=12.116404, expected=12.000000 predicted=13.065466, expected=4.000000 predicted=12.271707, expected=12.000000 predicted=12.900867, expected=8.000000 predicted=9.701475, expected=4.000000 predicted=8.648425, expected=4.000000 predicted=7.053761, expected=12.000000 predicted=7.474731, expected=12.000000 predicted=9.343750, expected=8.000000 predicted=7.780609, expected=4.000000 predicted=6.579337, expected=8.000000 predicted=7.690570, expected=20.000000 predicted=11.323652, expected=4.000000 predicted=9.847195, expected=4.000000 predicted=6.802016, expected=4.000000 predicted=6.951918, expected=12.000000 predicted=9.286887, expected=16.000000 predicted=10.902299, expected=4.000000 predicted=7.024732, expected=4.000000 predicted=6.174612, expected=12.000000 predicted=8.608521, expected=4.000000 predicted=9.458083, expected=4.000000 predicted=7.122477, expected=12.000000 predicted=6.490155, expected=24.000000 predicted=10.630307, expected=12.000000 predicted=11.635762, expected=24.000000 predicted=12.071430, expected=4.000000 predicted=12.947525, expected=36.000000 predicted=18.110112, expected=4.000000 predicted=18.698129, expected=16.000000 predicted=14.514580, expected=20.000000 predicted=17.709472, expected=16.000000 predicted=16.534158, expected=20.000000 predicted=18.793973, expected=8.000000 predicted=13.513792, expected=8.000000 predicted=14.152857, expected=16.000000 predicted=15.046756, expected=16.000000 predicted=14.904082, expected=8.000000 predicted=12.700452, expected=8.000000 predicted=9.832107, expected=4.000000 predicted=9.938481, expected=8.000000 predicted=10.343765, expected=4.000000 predicted=8.491612, expected=16.000000 predicted=8.021890, expected=8.000000 predicted=8.386039, expected=8.000000 predicted=7.328875, expected=12.000000 predicted=9.016330, expected=24.000000 predicted=12.329690, expected=16.000000 predicted=14.512923, expected=12.000000 predicted=12.293389, expected=16.000000 predicted=13.950246, expected=24.000000 predicted=17.791802, expected=20.000000 predicted=19.319593, expected=36.000000 predicted=20.299945, expected=16.000000 predicted=20.634173, expected=8.000000 predicted=18.550590, expected=16.000000 predicted=19.645196, expected=48.000000 predicted=25.629178, expected=12.000000 predicted=24.446050, expected=12.000000 predicted=15.953480, expected=24.000000 predicted=19.262968, expected=4.000000 predicted=20.686551, expected=4.000000 predicted=17.481162, expected=8.000000 predicted=10.673279, expected=32.000000 predicted=15.138349, expected=8.000000 predicted=14.494540, expected=36.000000 predicted=13.589363, expected=8.000000 predicted=16.086601, expected=16.000000 predicted=16.590560, expected=32.000000 predicted=22.619605, expected=8.000000 predicted=18.824722, expected=4.000000 predicted=16.402524, expected=28.000000 predicted=15.643618, expected=8.000000 predicted=17.678884, expected=4.000000 predicted=13.561663, expected=4.000000 predicted=8.593834, expected=28.000000 predicted=13.278982, expected=20.000000 predicted=17.017385, expected=8.000000 predicted=10.882254, expected=8.000000 predicted=10.471891, expected=8.000000 predicted=12.711590, expected=28.000000 predicted=17.804632, expected=12.000000 predicted=14.929946, expected=8.000000 predicted=10.678613, expected=20.000000 predicted=13.374082, expected=8.000000 predicted=14.687653, expected=20.000000 predicted=16.028286, expected=4.000000 predicted=12.135060, expected=16.000000 predicted=12.063311, expected=16.000000 predicted=14.668622, expected=4.000000 predicted=11.322160, expected=28.000000 predicted=14.238911, expected=24.000000 predicted=16.107207, expected=8.000000 predicted=15.586984, expected=20.000000 predicted=15.373431, expected=4.000000 predicted=14.962091, expected=8.000000 predicted=15.499153, expected=8.000000 predicted=12.514534, expected=8.000000 predicted=9.699265, expected=12.000000 predicted=10.292517, expected=4.000000 predicted=7.236569, expected=16.000000 predicted=8.975085, expected=20.000000 predicted=11.773927, expected=20.000000 predicted=13.358665, expected=8.000000 predicted=12.650803, expected=4.000000 predicted=10.930847, expected=12.000000 predicted=13.547064, expected=64.000000 predicted=22.838015, expected=12.000000 predicted=21.572446, expected=16.000000 predicted=15.435036, expected=4.000000 predicted=17.415454, expected=4.000000 predicted=19.665105, expected=8.000000 predicted=20.082747, expected=8.000000 predicted=9.346299, expected=16.000000 predicted=9.600330, expected=20.000000 predicted=10.016973, expected=4.000000 predicted=9.542997, expected=8.000000 predicted=9.524329, expected=12.000000 predicted=11.567748, expected=8.000000 predicted=12.088910, expected=52.000000 predicted=17.637947, expected=12.000000 predicted=16.882806, expected=4.000000 predicted=13.118014, expected=24.000000 predicted=17.487662, expected=8.000000 predicted=19.846894, expected=4.000000 predicted=18.020741, expected=24.000000 predicted=12.278631, expected=12.000000 predicted=13.581761, expected=16.000000 predicted=14.411190, expected=4.000000 predicted=10.698398, expected=4.000000 predicted=10.190665, expected=4.000000 predicted=11.282587, expected=4.000000 predicted=7.907634, expected=28.000000 predicted=10.538150, expected=24.000000 predicted=11.980144, expected=4.000000 predicted=10.136652, expected=16.000000 predicted=11.434684, expected=4.000000 predicted=13.735318, expected=4.000000 predicted=13.963860, expected=4.000000 predicted=9.720670, expected=4.000000 predicted=6.280628, expected=76.000000 predicted=18.875029, expected=4.000000 predicted=17.684366, expected=16.000000 predicted=13.258619, expected=12.000000 predicted=17.745771, expected=12.000000 predicted=22.360626, expected=20.000000 predicted=25.371510, expected=12.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=12.698398, expected=4.000000 predicted=12.234127, expected=12.000000 predicted=11.573607, expected=4.000000 predicted=11.397379, expected=16.000000 predicted=11.621164, expected=12.000000 predicted=10.336755, expected=8.000000 predicted=8.972894, expected=4.000000 predicted=8.816866, expected=8.000000 predicted=8.549153, expected=8.000000 predicted=9.968026, expected=4.000000 predicted=7.527002, expected=12.000000 predicted=7.082185, expected=4.000000 predicted=6.835844, expected=8.000000 predicted=7.044339, expected=4.000000 predicted=6.639574, expected=4.000000 predicted=5.949838, expected=40.000000 predicted=12.233994, expected=24.000000 predicted=15.037749, expected=8.000000 predicted=12.894380, expected=28.000000 predicted=15.879181, expected=12.000000 predicted=20.261750, expected=4.000000 predicted=19.770320, expected=4.000000 predicted=12.931519, expected=4.000000 predicted=10.617417, expected=24.000000 predicted=13.790562, expected=12.000000 predicted=10.736417, expected=16.000000 predicted=9.596127, expected=12.000000 predicted=11.214098, expected=8.000000 predicted=12.490089, expected=32.000000 predicted=17.598412, expected=4.000000 predicted=14.827683, expected=4.000000 predicted=11.406825, expected=8.000000 predicted=10.915864, expected=8.000000 predicted=11.801868, expected=4.000000 predicted=10.714556, expected=8.000000 predicted=5.605854, expected=4.000000 predicted=6.066122, expected=4.000000 predicted=5.960605, expected=4.000000 predicted=5.301717, expected=4.000000 predicted=4.747862, expected=8.000000 predicted=5.432431, expected=4.000000 predicted=4.712611, expected=4.000000 predicted=4.365037, expected=8.000000 predicted=5.190459, expected=4.000000 predicted=5.511376, expected=24.000000 predicted=8.588105, expected=16.000000 predicted=10.381964, expected=8.000000 predicted=9.801257, expected=12.000000 predicted=10.900257, expected=12.000000 predicted=12.922301, expected=12.000000 predicted=14.614834, expected=4.000000 predicted=10.602246, expected=4.000000 predicted=8.284189, expected=12.000000 predicted=9.622469, expected=4.000000 predicted=8.661924, expected=24.000000 predicted=9.803503, expected=16.000000 predicted=10.938427, expected=8.000000 predicted=10.607345, expected=4.000000 predicted=10.320948, expected=8.000000 predicted=10.712447, expected=4.000000 predicted=11.646503, expected=8.000000 predicted=8.241349, expected=12.000000 predicted=7.440900, expected=4.000000 predicted=6.690742, expected=24.000000 predicted=9.568894, expected=4.000000 predicted=9.680685, expected=4.000000 predicted=8.427826, expected=8.000000 predicted=8.991104, expected=40.000000 predicted=14.872014, expected=8.000000 predicted=15.899734, expected=8.000000 predicted=9.697818, expected=4.000000 predicted=10.982518, expected=20.000000 predicted=15.631202, expected=16.000000 predicted=17.572394, expected=12.000000 predicted=10.837974, expected=4.000000 predicted=9.770763, expected=16.000000 predicted=11.723145, expected=12.000000 predicted=14.298798, expected=4.000000 predicted=10.682349, expected=12.000000 predicted=9.444029, expected=16.000000 predicted=11.042416, expected=4.000000 predicted=11.025465, expected=12.000000 predicted=9.294687, expected=8.000000 predicted=9.446005, expected=12.000000 predicted=10.880369, expected=8.000000 predicted=10.087205, expected=8.000000 Test MSE: 177.598
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474])] predicted=23.707370, expected=16.000000 predicted=29.053274, expected=44.000000 predicted=33.703827, expected=36.000000 predicted=29.375044, expected=48.000000 predicted=32.164317, expected=32.000000 predicted=29.273379, expected=28.000000 predicted=28.280120, expected=20.000000 predicted=32.722440, expected=4.000000 predicted=23.356792, expected=32.000000 predicted=33.482062, expected=48.000000 predicted=33.644380, expected=32.000000 predicted=29.601191, expected=36.000000 predicted=29.033609, expected=8.000000 predicted=15.504838, expected=4.000000 predicted=22.025361, expected=12.000000 predicted=25.703474, expected=16.000000 predicted=20.899812, expected=48.000000 predicted=32.296933, expected=56.000000 predicted=28.977045, expected=44.000000 predicted=28.314330, expected=20.000000 predicted=23.900751, expected=16.000000 predicted=23.510124, expected=16.000000 predicted=31.631550, expected=20.000000 predicted=33.315180, expected=32.000000 predicted=31.848863, expected=40.000000 predicted=27.726987, expected=4.000000 predicted=15.455015, expected=16.000000 predicted=18.478758, expected=8.000000 predicted=15.544292, expected=20.000000 predicted=23.579091, expected=16.000000 predicted=22.706724, expected=64.000000 predicted=29.009360, expected=52.000000 predicted=32.632473, expected=32.000000 predicted=27.048781, expected=48.000000 predicted=35.943004, expected=40.000000 predicted=34.018165, expected=8.000000 predicted=38.074151, expected=28.000000 predicted=36.969272, expected=44.000000 predicted=35.003900, expected=60.000000 predicted=47.930260, expected=28.000000 predicted=34.962611, expected=20.000000 predicted=22.257226, expected=12.000000 predicted=24.157977, expected=20.000000 predicted=30.810904, expected=28.000000 predicted=36.413641, expected=48.000000 predicted=33.308991, expected=52.000000 predicted=34.240905, expected=24.000000 predicted=24.290599, expected=24.000000 predicted=26.726445, expected=28.000000 predicted=29.806896, expected=16.000000 predicted=31.637219, expected=24.000000 predicted=33.470533, expected=16.000000 predicted=20.442434, expected=8.000000 predicted=17.407162, expected=20.000000 predicted=21.296554, expected=12.000000 predicted=14.587433, expected=44.000000 predicted=28.787426, expected=32.000000 predicted=23.337540, expected=8.000000 predicted=14.468710, expected=28.000000 predicted=23.614280, expected=60.000000 predicted=33.637911, expected=12.000000 predicted=29.455452, expected=12.000000 predicted=24.460996, expected=20.000000 predicted=16.916387, expected=16.000000 predicted=22.747469, expected=24.000000 predicted=33.959983, expected=32.000000 predicted=21.009682, expected=40.000000 predicted=25.770517, expected=36.000000 predicted=28.567185, expected=12.000000 predicted=19.768807, expected=28.000000 predicted=27.217301, expected=24.000000 predicted=27.425537, expected=12.000000 predicted=25.713559, expected=28.000000 predicted=28.096711, expected=12.000000 predicted=14.796026, expected=8.000000 predicted=18.485148, expected=16.000000 predicted=17.962014, expected=12.000000 predicted=12.941074, expected=16.000000 predicted=19.128933, expected=16.000000 predicted=13.643764, expected=20.000000 predicted=14.575918, expected=40.000000 predicted=24.891329, expected=24.000000 predicted=19.781620, expected=20.000000 predicted=20.825957, expected=8.000000 predicted=15.530534, expected=16.000000 predicted=19.233562, expected=8.000000 predicted=21.029866, expected=24.000000 predicted=20.985069, expected=20.000000 predicted=18.015093, expected=8.000000 predicted=11.107865, expected=20.000000 predicted=17.105032, expected=8.000000 predicted=10.505896, expected=4.000000 predicted=14.026031, expected=16.000000 predicted=15.207387, expected=20.000000 predicted=13.394946, expected=40.000000 predicted=25.448649, expected=28.000000 predicted=19.088891, expected=16.000000 predicted=15.544487, expected=28.000000 predicted=23.043894, expected=12.000000 predicted=18.980846, expected=28.000000 predicted=30.371367, expected=12.000000 predicted=19.552456, expected=32.000000 predicted=23.523024, expected=12.000000 predicted=19.660496, expected=16.000000 predicted=16.682738, expected=28.000000 predicted=24.420096, expected=20.000000 predicted=18.044333, expected=12.000000 predicted=21.193472, expected=4.000000 predicted=10.868500, expected=12.000000 predicted=14.219038, expected=8.000000 predicted=15.595471, expected=24.000000 predicted=18.409949, expected=8.000000 predicted=10.443533, expected=8.000000 predicted=8.591902, expected=12.000000 predicted=11.480519, expected=24.000000 predicted=15.316112, expected=24.000000 predicted=20.865077, expected=8.000000 predicted=11.059354, expected=24.000000 predicted=16.547483, expected=8.000000 predicted=12.459700, expected=8.000000 predicted=16.175431, expected=28.000000 predicted=21.345649, expected=8.000000 predicted=10.737309, expected=24.000000 predicted=21.262453, expected=16.000000 predicted=13.019462, expected=12.000000 predicted=13.295090, expected=4.000000 predicted=15.033840, expected=24.000000 predicted=15.442515, expected=36.000000 predicted=25.157048, expected=24.000000 predicted=20.498541, expected=12.000000 predicted=15.362075, expected=12.000000 predicted=12.565056, expected=24.000000 predicted=22.753769, expected=12.000000 predicted=21.805854, expected=20.000000 predicted=20.155173, expected=36.000000 predicted=21.909350, expected=28.000000 predicted=21.444770, expected=32.000000 predicted=27.443205, expected=8.000000 predicted=15.461739, expected=8.000000 predicted=17.536653, expected=8.000000 predicted=19.881496, expected=28.000000 predicted=23.800135, expected=20.000000 predicted=21.914355, expected=4.000000 predicted=9.515426, expected=24.000000 predicted=15.686966, expected=4.000000 predicted=9.433079, expected=8.000000 predicted=16.734824, expected=40.000000 predicted=23.551738, expected=36.000000 predicted=20.372511, expected=4.000000 predicted=17.091090, expected=16.000000 predicted=13.713202, expected=12.000000 predicted=13.289291, expected=28.000000 predicted=29.091281, expected=12.000000 predicted=20.740517, expected=24.000000 predicted=15.680934, expected=36.000000 predicted=23.711301, expected=36.000000 predicted=25.053729, expected=16.000000 predicted=23.687239, expected=28.000000 predicted=22.771936, expected=12.000000 predicted=20.579740, expected=12.000000 predicted=23.680278, expected=44.000000 predicted=32.702811, expected=28.000000 predicted=22.731250, expected=16.000000 predicted=23.441034, expected=12.000000 predicted=15.513997, expected=20.000000 predicted=18.552560, expected=8.000000 predicted=23.207534, expected=28.000000 predicted=24.022492, expected=20.000000 predicted=17.360064, expected=32.000000 predicted=21.951536, expected=28.000000 predicted=23.295440, expected=8.000000 predicted=14.123416, expected=12.000000 predicted=20.311054, expected=16.000000 predicted=17.963977, expected=12.000000 predicted=19.994985, expected=20.000000 predicted=20.363863, expected=36.000000 predicted=20.152808, expected=8.000000 predicted=13.466744, expected=4.000000 predicted=13.090760, expected=8.000000 predicted=11.233662, expected=20.000000 predicted=18.051205, expected=16.000000 predicted=20.968481, expected=56.000000 predicted=26.967515, expected=32.000000 predicted=20.291315, expected=28.000000 predicted=23.347744, expected=28.000000 predicted=26.157854, expected=24.000000 predicted=24.720361, expected=8.000000 predicted=30.267675, expected=12.000000 predicted=21.583513, expected=28.000000 predicted=24.519367, expected=52.000000 predicted=33.966932, expected=12.000000 predicted=20.408842, expected=12.000000 predicted=15.637718, expected=24.000000 predicted=19.470058, expected=12.000000 predicted=21.110331, expected=24.000000 predicted=31.212938, expected=24.000000 predicted=17.803405, expected=32.000000 predicted=22.306046, expected=16.000000 predicted=20.822088, expected=4.000000 predicted=12.930471, expected=20.000000 predicted=20.649749, expected=16.000000 predicted=18.850682, expected=24.000000 predicted=24.152688, expected=16.000000 predicted=15.886198, expected=40.000000 predicted=21.834900, expected=28.000000 predicted=23.880333, expected=12.000000 predicted=18.551320, expected=12.000000 predicted=19.412747, expected=20.000000 predicted=19.066469, expected=24.000000 predicted=27.522040, expected=16.000000 predicted=20.526514, expected=32.000000 predicted=21.264587, expected=4.000000 predicted=12.133460, expected=32.000000 predicted=24.504419, expected=24.000000 predicted=22.332888, expected=16.000000 predicted=18.851268, expected=24.000000 predicted=25.039480, expected=16.000000 predicted=14.154084, expected=16.000000 predicted=22.804793, expected=32.000000 predicted=24.856888, expected=12.000000 predicted=16.352740, expected=12.000000 predicted=18.652460, expected=16.000000 predicted=16.039531, expected=8.000000 predicted=13.680444, expected=32.000000 predicted=26.020694, expected=8.000000 predicted=11.837916, expected=20.000000 predicted=16.795824, expected=16.000000 predicted=15.593599, expected=16.000000 predicted=14.606973, expected=12.000000 predicted=19.471032, expected=24.000000 predicted=16.181259, expected=24.000000 predicted=20.392646, expected=40.000000 predicted=25.897061, expected=24.000000 predicted=21.671202, expected=24.000000 predicted=21.700418, expected=4.000000 predicted=17.617087, expected=32.000000 predicted=26.508377, expected=16.000000 predicted=25.109565, expected=24.000000 predicted=23.187569, expected=44.000000 predicted=29.181993, expected=20.000000 predicted=17.713143, expected=20.000000 predicted=26.457729, expected=40.000000 predicted=27.218733, expected=16.000000 predicted=23.378067, expected=28.000000 predicted=32.760670, expected=20.000000 predicted=21.154090, expected=4.000000 predicted=16.583054, expected=8.000000 predicted=21.202650, expected=20.000000 predicted=16.589733, expected=16.000000 predicted=19.253098, expected=4.000000 predicted=12.190417, expected=8.000000 predicted=7.721340, expected=8.000000 predicted=8.833286, expected=8.000000 predicted=12.418617, expected=20.000000 predicted=14.607881, expected=4.000000 predicted=6.168618, expected=8.000000 predicted=8.941371, expected=36.000000 predicted=18.027680, expected=20.000000 predicted=15.217798, expected=16.000000 predicted=18.543452, expected=4.000000 predicted=8.429378, expected=16.000000 predicted=14.132262, expected=28.000000 predicted=25.932772, expected=12.000000 predicted=16.276863, expected=8.000000 predicted=13.178829, expected=4.000000 predicted=7.250603, expected=8.000000 predicted=12.115436, expected=12.000000 predicted=15.897646, expected=12.000000 predicted=10.835641, expected=16.000000 predicted=11.239113, expected=32.000000 predicted=16.457776, expected=4.000000 predicted=9.819251, expected=12.000000 predicted=13.725336, expected=24.000000 predicted=16.623724, expected=16.000000 predicted=16.902423, expected=16.000000 predicted=21.015470, expected=32.000000 predicted=17.745375, expected=32.000000 predicted=22.245934, expected=20.000000 predicted=23.081801, expected=24.000000 predicted=21.688338, expected=24.000000 predicted=21.937339, expected=8.000000 predicted=21.412736, expected=12.000000 predicted=20.835802, expected=24.000000 predicted=19.978523, expected=20.000000 predicted=20.489576, expected=16.000000 predicted=19.029476, expected=12.000000 predicted=12.425878, expected=12.000000 predicted=13.749990, expected=8.000000 predicted=15.346290, expected=4.000000 predicted=11.772206, expected=24.000000 predicted=16.528346, expected=8.000000 predicted=10.393655, expected=8.000000 predicted=10.892605, expected=12.000000 predicted=9.840830, expected=4.000000 predicted=6.780710, expected=20.000000 predicted=17.673022, expected=24.000000 predicted=14.329895, expected=20.000000 predicted=14.954605, expected=36.000000 predicted=22.248575, expected=12.000000 predicted=13.293523, expected=4.000000 predicted=15.799323, expected=8.000000 predicted=15.629885, expected=8.000000 predicted=13.914573, expected=16.000000 predicted=20.241514, expected=28.000000 predicted=16.745090, expected=16.000000 predicted=11.945789, expected=28.000000 predicted=18.331075, expected=8.000000 predicted=11.956409, expected=12.000000 predicted=16.229140, expected=4.000000 predicted=15.019156, expected=32.000000 predicted=20.871045, expected=20.000000 predicted=20.570996, expected=12.000000 predicted=13.120813, expected=4.000000 predicted=10.291939, expected=20.000000 predicted=13.476362, expected=16.000000 predicted=20.448173, expected=8.000000 predicted=14.026859, expected=28.000000 predicted=17.535411, expected=16.000000 predicted=12.379545, expected=32.000000 predicted=23.940600, expected=4.000000 predicted=12.989309, expected=28.000000 predicted=19.241797, expected=8.000000 predicted=17.698013, expected=20.000000 predicted=18.640415, expected=16.000000 predicted=20.477754, expected=16.000000 predicted=12.966212, expected=4.000000 predicted=15.353366, expected=16.000000 predicted=12.620220, expected=28.000000 predicted=20.263796, expected=28.000000 predicted=20.613427, expected=52.000000 predicted=30.070426, expected=40.000000 predicted=25.429499, expected=20.000000 predicted=24.760906, expected=20.000000 predicted=26.943144, expected=12.000000 predicted=23.247862, expected=20.000000 predicted=31.529609, expected=4.000000 predicted=20.056647, expected=28.000000 predicted=21.073771, expected=52.000000 predicted=29.810118, expected=20.000000 predicted=20.157589, expected=16.000000 predicted=21.157680, expected=16.000000 predicted=15.064284, expected=24.000000 predicted=25.803842, expected=44.000000 predicted=38.842970, expected=20.000000 predicted=21.905705, expected=24.000000 predicted=22.542967, expected=12.000000 predicted=17.670211, expected=40.000000 predicted=30.094958, expected=4.000000 predicted=23.374207, expected=20.000000 predicted=20.606108, expected=44.000000 predicted=28.432820, expected=32.000000 predicted=24.402757, expected=12.000000 predicted=26.086574, expected=20.000000 predicted=16.640519, expected=16.000000 predicted=20.256781, expected=16.000000 predicted=26.664429, expected=20.000000 predicted=22.553515, expected=32.000000 predicted=20.977773, expected=60.000000 predicted=34.715650, expected=4.000000 predicted=17.340722, expected=20.000000 predicted=22.310271, expected=12.000000 predicted=18.612762, expected=8.000000 predicted=21.404756, expected=12.000000 predicted=27.220118, expected=52.000000 predicted=23.527491, expected=40.000000 predicted=27.654583, expected=4.000000 predicted=15.363923, expected=8.000000 predicted=13.770936, expected=16.000000 predicted=16.820645, expected=20.000000 predicted=29.700150, expected=12.000000 predicted=21.461059, expected=12.000000 predicted=10.126729, expected=48.000000 predicted=24.195573, expected=4.000000 predicted=13.955772, expected=36.000000 predicted=26.197537, expected=28.000000 predicted=20.774320, expected=4.000000 predicted=15.478809, expected=24.000000 predicted=29.786386, expected=20.000000 predicted=15.019919, expected=32.000000 predicted=29.638415, expected=24.000000 predicted=23.926453, expected=12.000000 predicted=13.986470, expected=4.000000 predicted=16.144890, expected=48.000000 predicted=28.718093, expected=28.000000 predicted=27.138262, expected=40.000000 predicted=30.397128, expected=32.000000 predicted=24.330397, expected=32.000000 predicted=24.802924, expected=12.000000 predicted=30.514550, expected=20.000000 predicted=25.501726, expected=16.000000 predicted=25.943145, expected=36.000000 predicted=29.655505, expected=36.000000 predicted=29.810190, expected=28.000000 predicted=22.983105, expected=16.000000 predicted=21.570747, expected=32.000000 predicted=25.533192, expected=8.000000 predicted=23.438755, expected=24.000000 predicted=27.312931, expected=20.000000 predicted=22.094285, expected=20.000000 predicted=19.359572, expected=20.000000 predicted=23.253650, expected=28.000000 predicted=19.117978, expected=4.000000 predicted=16.495360, expected=28.000000 predicted=22.205560, expected=12.000000 predicted=16.736116, expected=16.000000 predicted=18.463669, expected=12.000000 predicted=17.951158, expected=24.000000 predicted=15.081335, expected=20.000000 predicted=21.331677, expected=20.000000 predicted=16.998714, expected=4.000000 predicted=12.798219, expected=4.000000 predicted=10.736049, expected=20.000000 predicted=18.257669, expected=36.000000 predicted=22.922620, expected=52.000000 predicted=30.338527, expected=28.000000 predicted=20.618604, expected=16.000000 predicted=18.151217, expected=8.000000 predicted=19.371158, expected=12.000000 Test MSE: 154.539
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819])] predicted=13.999171, expected=24.000000 predicted=17.924764, expected=24.000000 predicted=18.715591, expected=28.000000 predicted=18.365097, expected=16.000000 predicted=19.775114, expected=12.000000 predicted=16.767762, expected=20.000000 predicted=21.058833, expected=36.000000 predicted=23.257212, expected=16.000000 predicted=20.690438, expected=24.000000 predicted=21.401543, expected=8.000000 predicted=18.314624, expected=8.000000 predicted=17.363971, expected=8.000000 predicted=17.505735, expected=24.000000 predicted=14.899641, expected=24.000000 predicted=16.864566, expected=24.000000 predicted=16.070383, expected=20.000000 predicted=18.058966, expected=8.000000 predicted=16.395201, expected=4.000000 predicted=16.801703, expected=12.000000 predicted=15.561149, expected=24.000000 predicted=16.133568, expected=20.000000 predicted=15.073014, expected=20.000000 predicted=14.967049, expected=8.000000 predicted=13.607073, expected=12.000000 predicted=15.376638, expected=4.000000 predicted=14.256198, expected=12.000000 predicted=12.811956, expected=4.000000 predicted=10.120392, expected=16.000000 predicted=9.625864, expected=20.000000 predicted=12.233633, expected=16.000000 predicted=11.281622, expected=12.000000 predicted=13.570064, expected=12.000000 predicted=12.657459, expected=20.000000 predicted=16.196157, expected=32.000000 predicted=19.721722, expected=32.000000 predicted=21.136910, expected=12.000000 predicted=18.779531, expected=12.000000 predicted=19.410761, expected=16.000000 predicted=20.224264, expected=12.000000 predicted=18.742195, expected=12.000000 predicted=16.870116, expected=12.000000 predicted=12.646033, expected=24.000000 predicted=15.202910, expected=20.000000 predicted=16.101703, expected=16.000000 predicted=15.676343, expected=4.000000 predicted=13.858060, expected=16.000000 predicted=15.220671, expected=16.000000 predicted=16.225995, expected=12.000000 predicted=13.695761, expected=4.000000 predicted=11.411598, expected=8.000000 predicted=9.460343, expected=8.000000 predicted=10.537493, expected=12.000000 predicted=10.270719, expected=12.000000 predicted=9.794767, expected=4.000000 predicted=7.176691, expected=4.000000 predicted=7.833757, expected=8.000000 predicted=7.965972, expected=4.000000 predicted=6.880426, expected=20.000000 predicted=10.067079, expected=20.000000 predicted=10.304052, expected=16.000000 predicted=11.491331, expected=12.000000 predicted=13.391079, expected=16.000000 predicted=14.026209, expected=24.000000 predicted=18.524248, expected=12.000000 predicted=16.042220, expected=8.000000 predicted=14.389819, expected=20.000000 predicted=15.969999, expected=12.000000 predicted=14.290693, expected=16.000000 predicted=15.976177, expected=36.000000 predicted=19.202566, expected=16.000000 predicted=16.191716, expected=12.000000 predicted=18.571828, expected=24.000000 predicted=20.119503, expected=12.000000 predicted=17.267486, expected=12.000000 predicted=19.430484, expected=24.000000 predicted=17.804832, expected=20.000000 predicted=16.390845, expected=20.000000 predicted=19.263702, expected=12.000000 predicted=16.220674, expected=12.000000 predicted=15.801639, expected=16.000000 predicted=17.715332, expected=16.000000 predicted=15.882172, expected=12.000000 predicted=14.752469, expected=20.000000 predicted=15.193555, expected=20.000000 predicted=15.863987, expected=20.000000 predicted=17.287281, expected=12.000000 predicted=16.380196, expected=24.000000 predicted=18.285617, expected=28.000000 predicted=21.080134, expected=8.000000 predicted=17.199567, expected=4.000000 predicted=15.968037, expected=12.000000 predicted=14.457298, expected=20.000000 predicted=16.081766, expected=12.000000 predicted=14.442423, expected=12.000000 predicted=11.543141, expected=28.000000 predicted=15.520154, expected=20.000000 predicted=16.419507, expected=4.000000 predicted=15.149534, expected=12.000000 predicted=15.234400, expected=8.000000 predicted=12.693816, expected=4.000000 predicted=12.341649, expected=28.000000 predicted=15.260862, expected=8.000000 predicted=8.990820, expected=8.000000 predicted=11.290764, expected=12.000000 predicted=12.041711, expected=28.000000 predicted=14.242778, expected=8.000000 predicted=15.095631, expected=12.000000 predicted=12.813619, expected=20.000000 predicted=15.241595, expected=12.000000 predicted=13.616040, expected=20.000000 predicted=18.230590, expected=12.000000 predicted=13.385857, expected=32.000000 predicted=18.780952, expected=8.000000 predicted=16.392583, expected=4.000000 predicted=13.600120, expected=16.000000 predicted=16.730686, expected=12.000000 predicted=12.316201, expected=24.000000 predicted=17.885478, expected=12.000000 predicted=12.318151, expected=4.000000 predicted=10.667952, expected=4.000000 predicted=12.184923, expected=20.000000 predicted=12.904738, expected=32.000000 predicted=17.425203, expected=40.000000 predicted=19.880599, expected=32.000000 predicted=21.899482, expected=28.000000 predicted=25.077177, expected=36.000000 predicted=31.426644, expected=20.000000 predicted=29.667919, expected=4.000000 predicted=25.380357, expected=32.000000 predicted=27.363629, expected=28.000000 predicted=23.958321, expected=20.000000 predicted=23.370927, expected=24.000000 predicted=22.816173, expected=8.000000 predicted=16.600033, expected=28.000000 predicted=24.616081, expected=4.000000 predicted=17.443913, expected=20.000000 predicted=17.713072, expected=20.000000 predicted=18.466826, expected=24.000000 predicted=16.369945, expected=8.000000 predicted=17.623613, expected=4.000000 predicted=11.974599, expected=24.000000 predicted=17.961549, expected=8.000000 predicted=13.215052, expected=20.000000 predicted=16.026275, expected=16.000000 predicted=13.649287, expected=32.000000 predicted=17.327965, expected=12.000000 predicted=18.423322, expected=4.000000 predicted=13.866867, expected=28.000000 predicted=20.557748, expected=16.000000 predicted=16.294622, expected=28.000000 predicted=21.511859, expected=28.000000 predicted=20.263319, expected=12.000000 predicted=17.043547, expected=32.000000 predicted=25.841894, expected=24.000000 predicted=22.440591, expected=24.000000 predicted=24.421678, expected=20.000000 predicted=23.978029, expected=44.000000 predicted=26.642958, expected=16.000000 predicted=25.429450, expected=16.000000 predicted=23.701644, expected=28.000000 predicted=25.867704, expected=24.000000 predicted=22.955719, expected=20.000000 predicted=25.590559, expected=8.000000 predicted=17.968509, expected=28.000000 predicted=21.235284, expected=16.000000 predicted=20.033484, expected=16.000000 predicted=18.527159, expected=8.000000 predicted=16.223345, expected=16.000000 predicted=14.655763, expected=12.000000 predicted=16.149340, expected=20.000000 predicted=14.987592, expected=20.000000 predicted=15.883602, expected=4.000000 predicted=11.874001, expected=12.000000 predicted=14.594929, expected=20.000000 predicted=14.810959, expected=8.000000 predicted=12.929698, expected=12.000000 predicted=13.600086, expected=52.000000 predicted=20.504701, expected=16.000000 predicted=17.453704, expected=28.000000 predicted=24.052032, expected=24.000000 predicted=23.626697, expected=20.000000 predicted=22.637760, expected=16.000000 predicted=27.403160, expected=8.000000 predicted=17.388576, expected=28.000000 predicted=21.817137, expected=28.000000 predicted=20.872653, expected=24.000000 predicted=20.610634, expected=60.000000 predicted=30.633849, expected=52.000000 predicted=32.891541, expected=12.000000 predicted=31.627174, expected=8.000000 predicted=30.633070, expected=20.000000 predicted=27.756634, expected=24.000000 predicted=29.089589, expected=20.000000 predicted=24.123015, expected=8.000000 predicted=14.859199, expected=28.000000 predicted=18.914325, expected=12.000000 predicted=17.275583, expected=28.000000 predicted=21.034458, expected=12.000000 predicted=17.852707, expected=56.000000 predicted=25.923402, expected=12.000000 predicted=23.472920, expected=12.000000 predicted=20.638575, expected=24.000000 predicted=26.182182, expected=28.000000 predicted=21.346890, expected=8.000000 predicted=23.871219, expected=40.000000 predicted=22.989659, expected=56.000000 predicted=29.136805, expected=28.000000 predicted=28.604511, expected=12.000000 predicted=29.307330, expected=24.000000 predicted=27.412775, expected=8.000000 predicted=24.928363, expected=8.000000 predicted=23.119322, expected=16.000000 predicted=17.393500, expected=36.000000 predicted=17.917103, expected=12.000000 predicted=16.756947, expected=44.000000 predicted=23.409418, expected=32.000000 predicted=24.468592, expected=16.000000 predicted=23.265463, expected=20.000000 predicted=28.765299, expected=16.000000 predicted=20.640499, expected=24.000000 predicted=25.830822, expected=8.000000 predicted=18.981625, expected=16.000000 predicted=16.685580, expected=24.000000 predicted=18.911578, expected=52.000000 predicted=25.053949, expected=8.000000 predicted=20.517940, expected=28.000000 predicted=23.759897, expected=28.000000 predicted=26.318245, expected=16.000000 predicted=22.319801, expected=28.000000 predicted=30.135572, expected=16.000000 predicted=18.864704, expected=16.000000 predicted=21.447879, expected=20.000000 predicted=21.640014, expected=24.000000 predicted=19.345562, expected=20.000000 predicted=21.055074, expected=28.000000 predicted=21.458319, expected=16.000000 predicted=19.827490, expected=40.000000 predicted=26.044808, expected=32.000000 predicted=26.903569, expected=12.000000 predicted=22.732965, expected=36.000000 predicted=29.965428, expected=12.000000 predicted=21.582775, expected=20.000000 predicted=25.461622, expected=36.000000 predicted=27.141046, expected=32.000000 predicted=22.983425, expected=56.000000 predicted=35.519377, expected=32.000000 predicted=30.485376, expected=44.000000 predicted=36.938912, expected=32.000000 predicted=38.562922, expected=32.000000 predicted=36.134293, expected=48.000000 predicted=42.842364, expected=52.000000 predicted=39.884928, expected=48.000000 predicted=43.539903, expected=28.000000 predicted=39.203688, expected=20.000000 predicted=36.213977, expected=28.000000 predicted=36.755930, expected=40.000000 predicted=36.346215, expected=52.000000 predicted=38.117301, expected=28.000000 predicted=32.116870, expected=24.000000 predicted=31.414276, expected=56.000000 predicted=39.691168, expected=12.000000 predicted=31.560295, expected=20.000000 predicted=33.242175, expected=44.000000 predicted=32.589796, expected=56.000000 predicted=34.095816, expected=44.000000 predicted=40.799313, expected=16.000000 predicted=30.447147, expected=40.000000 predicted=37.251193, expected=4.000000 predicted=30.304563, expected=32.000000 predicted=33.274222, expected=36.000000 predicted=30.631416, expected=56.000000 predicted=30.693450, expected=28.000000 predicted=33.713183, expected=28.000000 predicted=29.312066, expected=28.000000 predicted=34.570774, expected=28.000000 predicted=32.239156, expected=4.000000 predicted=28.017610, expected=20.000000 predicted=23.159406, expected=8.000000 predicted=18.185232, expected=12.000000 predicted=16.028104, expected=8.000000 predicted=14.369270, expected=28.000000 predicted=13.677932, expected=12.000000 predicted=14.593072, expected=12.000000 predicted=13.003521, expected=28.000000 predicted=18.420193, expected=20.000000 predicted=16.366323, expected=16.000000 predicted=19.869899, expected=8.000000 predicted=15.644303, expected=28.000000 predicted=18.832125, expected=24.000000 predicted=20.881345, expected=32.000000 predicted=22.215507, expected=20.000000 predicted=21.709989, expected=16.000000 predicted=19.856512, expected=12.000000 predicted=21.682957, expected=8.000000 predicted=17.206602, expected=12.000000 predicted=16.985262, expected=4.000000 predicted=11.285308, expected=16.000000 predicted=12.058295, expected=28.000000 predicted=14.783743, expected=20.000000 predicted=14.295628, expected=16.000000 predicted=16.585564, expected=32.000000 predicted=20.287738, expected=24.000000 predicted=21.619708, expected=20.000000 predicted=23.363085, expected=24.000000 predicted=23.457626, expected=24.000000 predicted=22.332086, expected=44.000000 predicted=29.899558, expected=20.000000 predicted=25.128728, expected=12.000000 predicted=22.979166, expected=16.000000 predicted=23.477045, expected=12.000000 predicted=18.995430, expected=28.000000 predicted=23.820309, expected=24.000000 predicted=19.252811, expected=8.000000 predicted=15.372112, expected=4.000000 predicted=15.093143, expected=36.000000 predicted=19.836464, expected=8.000000 predicted=16.127156, expected=64.000000 predicted=28.611132, expected=20.000000 predicted=22.750106, expected=12.000000 predicted=21.035675, expected=8.000000 predicted=26.284663, expected=12.000000 predicted=16.679561, expected=20.000000 predicted=24.926992, expected=24.000000 predicted=16.870434, expected=8.000000 predicted=13.398319, expected=12.000000 predicted=13.879090, expected=12.000000 predicted=14.159263, expected=16.000000 predicted=14.998424, expected=60.000000 predicted=26.264119, expected=36.000000 predicted=23.660445, expected=40.000000 predicted=30.038487, expected=36.000000 predicted=33.773614, expected=24.000000 predicted=31.710166, expected=12.000000 predicted=34.278904, expected=4.000000 predicted=23.239684, expected=44.000000 predicted=28.997680, expected=12.000000 predicted=21.032917, expected=12.000000 predicted=18.085637, expected=16.000000 predicted=17.642296, expected=24.000000 predicted=16.685957, expected=12.000000 predicted=20.769735, expected=20.000000 predicted=16.499468, expected=16.000000 predicted=16.407362, expected=20.000000 predicted=17.606498, expected=144.000000 predicted=50.517605, expected=60.000000 predicted=43.838781, expected=12.000000 predicted=42.058034, expected=20.000000 predicted=45.749998, expected=8.000000 predicted=35.101384, expected=36.000000 predicted=53.590126, expected=16.000000 predicted=26.014592, expected=20.000000 predicted=18.500278, expected=32.000000 predicted=23.739623, expected=8.000000 predicted=17.037831, expected=40.000000 predicted=28.316951, expected=24.000000 predicted=22.687511, expected=20.000000 predicted=23.123960, expected=32.000000 predicted=27.723218, expected=12.000000 predicted=19.995500, expected=36.000000 predicted=29.346055, expected=28.000000 predicted=25.368527, expected=12.000000 predicted=21.637189, expected=40.000000 predicted=29.141312, expected=44.000000 predicted=29.048183, expected=20.000000 predicted=28.920732, expected=12.000000 predicted=25.258974, expected=28.000000 predicted=25.611924, expected=24.000000 predicted=27.383022, expected=4.000000 predicted=20.844012, expected=24.000000 predicted=20.041259, expected=12.000000 predicted=15.792394, expected=24.000000 predicted=20.266816, expected=12.000000 predicted=16.551851, expected=4.000000 predicted=11.714734, expected=40.000000 predicted=22.341961, expected=28.000000 predicted=19.644782, expected=8.000000 predicted=18.429840, expected=16.000000 predicted=18.439302, expected=44.000000 predicted=24.439262, expected=24.000000 predicted=25.941976, expected=28.000000 predicted=25.956786, expected=64.000000 predicted=34.107469, expected=16.000000 predicted=28.057987, expected=8.000000 predicted=30.240507, expected=40.000000 predicted=31.509669, expected=24.000000 predicted=27.093417, expected=44.000000 predicted=36.286030, expected=20.000000 predicted=24.242358, expected=36.000000 predicted=28.913315, expected=24.000000 predicted=30.775500, expected=32.000000 predicted=29.827106, expected=24.000000 predicted=30.076728, expected=28.000000 predicted=27.026601, expected=16.000000 predicted=25.908884, expected=12.000000 predicted=21.584791, expected=12.000000 predicted=20.251098, expected=12.000000 predicted=16.679261, expected=8.000000 predicted=14.387295, expected=12.000000 predicted=12.234287, expected=16.000000 predicted=12.305916, expected=12.000000 predicted=11.813744, expected=16.000000 predicted=13.209770, expected=12.000000 predicted=12.284866, expected=20.000000 predicted=15.167101, expected=4.000000 predicted=12.197516, expected=12.000000 predicted=12.835494, expected=4.000000 predicted=10.506143, expected=20.000000 predicted=12.756307, expected=8.000000 predicted=11.108351, expected=12.000000 predicted=10.096024, expected=20.000000 predicted=13.642848, expected=24.000000 predicted=14.797153, expected=20.000000 predicted=17.846807, expected=12.000000 predicted=15.423468, expected=20.000000 predicted=18.146192, expected=24.000000 predicted=20.109819, expected=4.000000 Test MSE: 191.025
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872])] predicted=35.440014, expected=52.000000 predicted=39.266515, expected=28.000000 predicted=34.159923, expected=52.000000 predicted=41.483669, expected=8.000000 predicted=38.317004, expected=16.000000 predicted=24.938086, expected=8.000000 predicted=26.351799, expected=12.000000 predicted=21.132728, expected=24.000000 predicted=23.523750, expected=40.000000 predicted=20.931649, expected=28.000000 predicted=22.068247, expected=4.000000 predicted=14.941606, expected=4.000000 predicted=14.469245, expected=40.000000 predicted=26.453073, expected=36.000000 predicted=30.141849, expected=44.000000 predicted=28.625930, expected=36.000000 predicted=25.333030, expected=24.000000 predicted=26.796617, expected=8.000000 predicted=27.949864, expected=20.000000 predicted=27.394352, expected=4.000000 predicted=22.605956, expected=44.000000 predicted=27.334043, expected=32.000000 predicted=24.538373, expected=44.000000 predicted=26.431076, expected=44.000000 predicted=31.236949, expected=28.000000 predicted=29.323712, expected=48.000000 predicted=40.775985, expected=52.000000 predicted=42.748242, expected=44.000000 predicted=44.113117, expected=32.000000 predicted=39.202121, expected=68.000000 predicted=46.722036, expected=36.000000 predicted=46.533775, expected=20.000000 predicted=38.912819, expected=28.000000 predicted=35.505623, expected=16.000000 predicted=31.718111, expected=20.000000 predicted=33.329351, expected=68.000000 predicted=37.519743, expected=24.000000 predicted=29.275936, expected=16.000000 predicted=25.106301, expected=16.000000 predicted=22.108799, expected=4.000000 predicted=22.292367, expected=8.000000 predicted=24.989579, expected=12.000000 predicted=14.252197, expected=36.000000 predicted=19.128419, expected=24.000000 predicted=18.273123, expected=60.000000 predicted=27.162826, expected=24.000000 predicted=25.102616, expected=4.000000 predicted=20.666649, expected=8.000000 predicted=22.322842, expected=12.000000 predicted=21.781840, expected=40.000000 predicted=31.712790, expected=16.000000 predicted=18.466302, expected=32.000000 predicted=18.280585, expected=16.000000 predicted=18.084327, expected=24.000000 predicted=22.449411, expected=36.000000 predicted=29.741187, expected=56.000000 predicted=33.601146, expected=16.000000 predicted=28.283292, expected=32.000000 predicted=27.104996, expected=28.000000 predicted=30.355985, expected=40.000000 predicted=36.794005, expected=32.000000 predicted=35.884111, expected=8.000000 predicted=21.870583, expected=20.000000 predicted=24.976806, expected=36.000000 predicted=29.438308, expected=100.000000 predicted=50.556646, expected=72.000000 predicted=49.289329, expected=12.000000 predicted=30.914432, expected=24.000000 predicted=34.473726, expected=68.000000 predicted=55.223566, expected=28.000000 predicted=55.153205, expected=88.000000 predicted=55.793077, expected=44.000000 predicted=40.757454, expected=44.000000 predicted=45.570482, expected=36.000000 predicted=48.998953, expected=24.000000 predicted=40.591800, expected=16.000000 predicted=42.616178, expected=32.000000 predicted=33.929485, expected=84.000000 predicted=48.063302, expected=64.000000 predicted=46.929078, expected=40.000000 predicted=38.971592, expected=28.000000 predicted=35.860963, expected=12.000000 predicted=37.635105, expected=16.000000 predicted=42.134444, expected=48.000000 predicted=41.036861, expected=40.000000 predicted=34.716629, expected=40.000000 predicted=31.210056, expected=24.000000 predicted=25.673285, expected=16.000000 predicted=26.352455, expected=24.000000 predicted=32.443544, expected=8.000000 predicted=24.973943, expected=16.000000 predicted=22.322080, expected=36.000000 predicted=23.625458, expected=24.000000 predicted=21.714707, expected=28.000000 predicted=22.837151, expected=12.000000 predicted=17.080670, expected=16.000000 predicted=20.236312, expected=20.000000 predicted=23.797177, expected=32.000000 predicted=24.572818, expected=8.000000 predicted=18.474542, expected=24.000000 predicted=17.789695, expected=4.000000 predicted=15.045805, expected=28.000000 predicted=21.025669, expected=16.000000 predicted=19.931351, expected=20.000000 predicted=16.348057, expected=40.000000 predicted=24.447626, expected=20.000000 predicted=20.041325, expected=8.000000 predicted=19.387566, expected=8.000000 predicted=15.551256, expected=20.000000 predicted=20.374356, expected=20.000000 predicted=22.577008, expected=44.000000 predicted=23.845626, expected=28.000000 predicted=21.005257, expected=80.000000 predicted=37.585558, expected=16.000000 predicted=30.686756, expected=20.000000 predicted=28.718459, expected=16.000000 predicted=30.837201, expected=20.000000 predicted=30.415904, expected=20.000000 predicted=33.226685, expected=48.000000 predicted=26.657723, expected=44.000000 predicted=30.451634, expected=24.000000 predicted=25.974888, expected=4.000000 predicted=20.300408, expected=16.000000 predicted=23.234566, expected=40.000000 predicted=34.713576, expected=44.000000 predicted=34.480717, expected=68.000000 predicted=37.056364, expected=44.000000 predicted=33.201886, expected=24.000000 predicted=32.654372, expected=20.000000 predicted=35.178381, expected=4.000000 predicted=31.007585, expected=20.000000 predicted=33.263734, expected=60.000000 predicted=36.915778, expected=72.000000 predicted=40.836574, expected=40.000000 predicted=33.943753, expected=40.000000 predicted=32.058041, expected=32.000000 predicted=38.544033, expected=32.000000 predicted=46.388512, expected=52.000000 predicted=49.645397, expected=48.000000 predicted=42.883836, expected=76.000000 predicted=50.793781, expected=52.000000 predicted=47.269946, expected=28.000000 predicted=41.453036, expected=8.000000 predicted=36.773937, expected=28.000000 predicted=39.471207, expected=24.000000 predicted=40.972470, expected=36.000000 predicted=34.050406, expected=48.000000 predicted=31.716760, expected=56.000000 predicted=34.614377, expected=40.000000 predicted=37.190111, expected=28.000000 predicted=33.603363, expected=16.000000 predicted=32.543415, expected=20.000000 predicted=34.026602, expected=20.000000 predicted=32.304080, expected=116.000000 predicted=54.652757, expected=36.000000 predicted=40.452173, expected=32.000000 predicted=31.500227, expected=8.000000 predicted=27.088104, expected=24.000000 predicted=36.489134, expected=20.000000 predicted=47.768463, expected=64.000000 predicted=38.210385, expected=20.000000 predicted=28.157371, expected=56.000000 predicted=30.762613, expected=36.000000 predicted=34.810059, expected=24.000000 predicted=32.539443, expected=16.000000 predicted=34.805341, expected=36.000000 predicted=31.027407, expected=56.000000 predicted=44.820757, expected=32.000000 predicted=34.346511, expected=72.000000 predicted=41.076218, expected=32.000000 predicted=36.548182, expected=32.000000 predicted=39.200504, expected=48.000000 predicted=46.134602, expected=52.000000 predicted=46.367726, expected=40.000000 predicted=48.809901, expected=52.000000 predicted=41.643201, expected=64.000000 predicted=48.986096, expected=24.000000 predicted=43.668308, expected=8.000000 predicted=33.842319, expected=12.000000 predicted=29.623534, expected=24.000000 predicted=34.394967, expected=28.000000 predicted=33.441992, expected=68.000000 predicted=34.239565, expected=72.000000 predicted=39.278680, expected=8.000000 predicted=26.303997, expected=20.000000 predicted=27.526264, expected=40.000000 predicted=38.557472, expected=28.000000 predicted=44.716047, expected=20.000000 predicted=34.390235, expected=40.000000 predicted=24.896661, expected=44.000000 predicted=33.611665, expected=52.000000 predicted=40.785676, expected=20.000000 predicted=29.985259, expected=24.000000 predicted=28.149055, expected=24.000000 predicted=33.141369, expected=60.000000 predicted=43.720636, expected=24.000000 predicted=36.026035, expected=56.000000 predicted=34.698330, expected=20.000000 predicted=30.619381, expected=32.000000 predicted=32.965446, expected=16.000000 predicted=34.823557, expected=4.000000 predicted=21.628274, expected=28.000000 predicted=30.122370, expected=44.000000 predicted=28.657962, expected=44.000000 predicted=32.399126, expected=48.000000 predicted=30.666547, expected=16.000000 predicted=23.375626, expected=16.000000 predicted=27.504892, expected=8.000000 predicted=27.681515, expected=32.000000 predicted=31.585439, expected=44.000000 predicted=34.673287, expected=16.000000 predicted=20.427107, expected=8.000000 predicted=15.406486, expected=12.000000 predicted=16.115956, expected=40.000000 predicted=30.362458, expected=20.000000 predicted=27.129706, expected=12.000000 predicted=15.271613, expected=44.000000 predicted=23.262121, expected=32.000000 predicted=27.387172, expected=24.000000 predicted=28.980155, expected=16.000000 predicted=20.968208, expected=8.000000 predicted=18.482739, expected=24.000000 predicted=27.518360, expected=12.000000 predicted=20.774478, expected=52.000000 predicted=27.957481, expected=28.000000 predicted=24.086229, expected=20.000000 predicted=19.867225, expected=40.000000 predicted=28.950370, expected=8.000000 predicted=22.699456, expected=36.000000 predicted=33.711702, expected=92.000000 predicted=46.614379, expected=76.000000 predicted=50.243442, expected=48.000000 predicted=45.843616, expected=64.000000 predicted=45.946587, expected=32.000000 predicted=51.114276, expected=60.000000 predicted=66.082390, expected=28.000000 predicted=51.468125, expected=56.000000 predicted=49.225420, expected=96.000000 predicted=65.087250, expected=104.000000 predicted=68.505780, expected=48.000000 predicted=60.078470, expected=100.000000 predicted=67.063438, expected=88.000000 predicted=81.307200, expected=52.000000 predicted=79.273323, expected=60.000000 predicted=74.109912, expected=20.000000 predicted=52.276001, expected=48.000000 predicted=64.307116, expected=80.000000 predicted=67.857894, expected=76.000000 predicted=61.797099, expected=100.000000 predicted=69.237743, expected=52.000000 predicted=53.914364, expected=40.000000 predicted=56.415425, expected=16.000000 predicted=53.746474, expected=16.000000 predicted=48.049328, expected=84.000000 predicted=66.153310, expected=76.000000 predicted=57.547925, expected=28.000000 predicted=38.951994, expected=4.000000 predicted=22.720670, expected=24.000000 predicted=32.294120, expected=16.000000 predicted=44.244990, expected=40.000000 predicted=40.625084, expected=16.000000 predicted=21.336222, expected=4.000000 predicted=11.751227, expected=56.000000 predicted=30.459645, expected=64.000000 predicted=39.333475, expected=20.000000 predicted=31.788165, expected=32.000000 predicted=25.864503, expected=16.000000 predicted=25.013838, expected=20.000000 predicted=36.190701, expected=48.000000 predicted=40.809649, expected=88.000000 predicted=46.439844, expected=72.000000 predicted=49.966480, expected=12.000000 predicted=29.791319, expected=32.000000 predicted=35.338574, expected=88.000000 predicted=64.071631, expected=16.000000 predicted=53.600823, expected=88.000000 predicted=58.380892, expected=36.000000 predicted=38.990705, expected=20.000000 predicted=39.989289, expected=16.000000 predicted=42.700096, expected=36.000000 predicted=34.608675, expected=28.000000 predicted=44.907975, expected=48.000000 predicted=34.607661, expected=56.000000 predicted=35.968066, expected=20.000000 predicted=28.691296, expected=12.000000 predicted=27.525049, expected=28.000000 predicted=30.362192, expected=24.000000 predicted=34.612513, expected=36.000000 predicted=34.987373, expected=28.000000 predicted=24.269292, expected=40.000000 predicted=27.546627, expected=12.000000 predicted=24.768974, expected=32.000000 predicted=27.867517, expected=24.000000 predicted=29.331075, expected=28.000000 predicted=28.216710, expected=20.000000 predicted=26.447346, expected=48.000000 predicted=28.888606, expected=36.000000 predicted=33.135453, expected=16.000000 predicted=25.034025, expected=24.000000 predicted=26.001935, expected=28.000000 predicted=28.029161, expected=32.000000 predicted=34.558602, expected=28.000000 predicted=28.592356, expected=32.000000 predicted=25.621253, expected=48.000000 predicted=33.844424, expected=28.000000 predicted=31.572396, expected=16.000000 predicted=27.027491, expected=24.000000 predicted=27.257388, expected=24.000000 predicted=29.423335, expected=80.000000 predicted=47.436573, expected=36.000000 predicted=35.179533, expected=48.000000 predicted=34.361195, expected=24.000000 predicted=32.461086, expected=44.000000 predicted=40.813103, expected=20.000000 predicted=44.378022, expected=20.000000 predicted=30.219669, expected=56.000000 predicted=40.858980, expected=36.000000 predicted=34.443880, expected=24.000000 predicted=32.167229, expected=36.000000 predicted=29.238921, expected=20.000000 predicted=29.031844, expected=28.000000 predicted=35.779555, expected=32.000000 predicted=30.838780, expected=28.000000 predicted=28.005484, expected=32.000000 predicted=30.398347, expected=60.000000 predicted=36.369267, expected=16.000000 predicted=29.658358, expected=12.000000 predicted=24.983753, expected=24.000000 predicted=26.866294, expected=8.000000 predicted=25.185827, expected=36.000000 predicted=32.960811, expected=24.000000 predicted=20.617952, expected=24.000000 predicted=20.279298, expected=8.000000 predicted=17.677088, expected=24.000000 predicted=19.194553, expected=12.000000 predicted=22.523662, expected=12.000000 predicted=17.415204, expected=40.000000 predicted=23.928286, expected=48.000000 predicted=27.383623, expected=20.000000 predicted=24.417533, expected=8.000000 predicted=16.375719, expected=12.000000 predicted=18.867420, expected=32.000000 predicted=31.254189, expected=48.000000 predicted=36.163245, expected=48.000000 predicted=30.621998, expected=40.000000 predicted=28.161373, expected=52.000000 predicted=36.058898, expected=64.000000 predicted=48.635855, expected=100.000000 predicted=65.797983, expected=84.000000 predicted=66.440092, expected=100.000000 predicted=72.176391, expected=120.000000 predicted=87.515435, expected=76.000000 predicted=84.835419, expected=88.000000 predicted=92.084583, expected=72.000000 predicted=85.537072, expected=12.000000 predicted=69.079448, expected=16.000000 predicted=60.063396, expected=60.000000 predicted=59.714131, expected=8.000000 predicted=45.900919, expected=32.000000 predicted=37.033884, expected=28.000000 predicted=23.627454, expected=32.000000 predicted=29.404902, expected=20.000000 predicted=31.788624, expected=44.000000 predicted=27.582386, expected=16.000000 predicted=27.200645, expected=56.000000 predicted=36.215683, expected=52.000000 predicted=39.918444, expected=44.000000 predicted=37.719552, expected=24.000000 predicted=35.273962, expected=4.000000 predicted=23.322761, expected=8.000000 predicted=29.572732, expected=24.000000 predicted=30.297811, expected=8.000000 predicted=21.435000, expected=64.000000 predicted=30.547461, expected=32.000000 predicted=23.811162, expected=8.000000 predicted=17.461443, expected=52.000000 predicted=31.725037, expected=8.000000 predicted=23.705342, expected=40.000000 predicted=39.137839, expected=24.000000 predicted=26.923447, expected=68.000000 predicted=37.537002, expected=28.000000 predicted=38.020317, expected=40.000000 predicted=30.649905, expected=40.000000 predicted=38.960763, expected=20.000000 predicted=32.579022, expected=52.000000 predicted=46.369250, expected=36.000000 predicted=36.037923, expected=60.000000 predicted=45.120606, expected=32.000000 predicted=38.270122, expected=16.000000 predicted=28.897550, expected=28.000000 predicted=35.995962, expected=44.000000 predicted=39.042317, expected=28.000000 predicted=38.364531, expected=4.000000 predicted=20.861885, expected=76.000000 predicted=37.418799, expected=40.000000 predicted=39.396078, expected=56.000000 predicted=44.321483, expected=8.000000 predicted=26.976191, expected=20.000000 predicted=25.843239, expected=40.000000 predicted=45.203805, expected=24.000000 predicted=33.585557, expected=40.000000 predicted=35.617003, expected=48.000000 predicted=30.354046, expected=48.000000 predicted=37.456924, expected=12.000000 predicted=30.754546, expected=36.000000 predicted=31.583539, expected=44.000000 predicted=40.421812, expected=52.000000 predicted=45.178900, expected=36.000000 predicted=38.598971, expected=44.000000 predicted=34.061098, expected=16.000000 predicted=33.288822, expected=24.000000 predicted=34.106284, expected=32.000000 predicted=36.255783, expected=20.000000 predicted=29.226413, expected=60.000000 predicted=39.090611, expected=48.000000 predicted=35.123271, expected=44.000000 predicted=37.149859, expected=24.000000 predicted=32.731534, expected=32.000000 predicted=33.670288, expected=36.000000 predicted=43.008992, expected=40.000000 predicted=40.298006, expected=32.000000 Test MSE: 426.138
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577])] predicted=123.915145, expected=36.000000 predicted=107.694636, expected=36.000000 predicted=72.892399, expected=72.000000 predicted=105.795864, expected=112.000000 predicted=90.964567, expected=124.000000 predicted=117.907781, expected=112.000000 predicted=79.597082, expected=148.000000 predicted=100.252206, expected=152.000000 predicted=120.459994, expected=160.000000 predicted=134.248999, expected=88.000000 predicted=125.009585, expected=76.000000 predicted=114.613039, expected=100.000000 predicted=123.603565, expected=148.000000 predicted=126.820046, expected=108.000000 predicted=116.125329, expected=100.000000 predicted=99.399290, expected=112.000000 predicted=107.438760, expected=88.000000 predicted=105.181580, expected=116.000000 predicted=115.142891, expected=112.000000 predicted=108.309925, expected=140.000000 predicted=112.326885, expected=228.000000 predicted=144.634529, expected=144.000000 predicted=133.385889, expected=84.000000 predicted=124.159454, expected=84.000000 predicted=128.321514, expected=88.000000 predicted=125.024536, expected=108.000000 predicted=130.348315, expected=144.000000 predicted=117.280006, expected=176.000000 predicted=119.315444, expected=116.000000 predicted=113.986791, expected=96.000000 predicted=112.767997, expected=100.000000 predicted=121.194028, expected=148.000000 predicted=134.233540, expected=144.000000 predicted=136.785733, expected=116.000000 predicted=116.756860, expected=160.000000 predicted=129.535551, expected=116.000000 predicted=126.664402, expected=84.000000 predicted=121.148501, expected=136.000000 predicted=131.862979, expected=84.000000 predicted=112.302280, expected=76.000000 predicted=106.948710, expected=144.000000 predicted=115.921425, expected=112.000000 predicted=104.163286, expected=116.000000 predicted=111.653056, expected=28.000000 predicted=85.053741, expected=92.000000 predicted=91.161991, expected=112.000000 predicted=111.008860, expected=84.000000 predicted=87.896632, expected=148.000000 predicted=105.644090, expected=144.000000 predicted=101.202096, expected=96.000000 predicted=104.958818, expected=120.000000 predicted=117.891011, expected=108.000000 predicted=113.820241, expected=56.000000 predicted=106.094375, expected=128.000000 predicted=115.854345, expected=124.000000 predicted=108.998513, expected=104.000000 predicted=104.241908, expected=136.000000 predicted=113.974436, expected=84.000000 predicted=97.503336, expected=124.000000 predicted=117.230265, expected=96.000000 predicted=112.990494, expected=92.000000 predicted=101.487195, expected=116.000000 predicted=113.545482, expected=128.000000 predicted=107.087912, expected=112.000000 predicted=111.874100, expected=132.000000 predicted=113.279552, expected=128.000000 predicted=117.360216, expected=88.000000 predicted=112.024451, expected=172.000000 predicted=133.317182, expected=132.000000 predicted=128.115632, expected=168.000000 predicted=136.868661, expected=124.000000 predicted=135.603204, expected=60.000000 predicted=109.191741, expected=212.000000 predicted=157.950296, expected=68.000000 predicted=123.834445, expected=136.000000 predicted=126.248862, expected=124.000000 predicted=127.252291, expected=144.000000 predicted=117.138324, expected=36.000000 predicted=120.792377, expected=68.000000 predicted=87.690024, expected=100.000000 predicted=108.686535, expected=108.000000 predicted=98.946434, expected=100.000000 predicted=97.753405, expected=124.000000 predicted=88.127163, expected=180.000000 predicted=118.089138, expected=104.000000 predicted=115.168797, expected=120.000000 predicted=118.598450, expected=88.000000 predicted=116.701818, expected=104.000000 predicted=116.629558, expected=100.000000 predicted=121.495469, expected=100.000000 predicted=101.436472, expected=184.000000 predicted=125.316844, expected=88.000000 predicted=106.560164, expected=48.000000 predicted=93.203404, expected=116.000000 predicted=110.201871, expected=120.000000 predicted=110.601497, expected=128.000000 predicted=119.813238, expected=120.000000 predicted=104.323098, expected=152.000000 predicted=112.166906, expected=100.000000 predicted=119.724849, expected=84.000000 predicted=111.788456, expected=72.000000 predicted=108.179418, expected=84.000000 predicted=101.179724, expected=104.000000 predicted=105.256674, expected=76.000000 predicted=86.053527, expected=88.000000 predicted=84.113105, expected=68.000000 predicted=80.277911, expected=96.000000 predicted=86.086918, expected=132.000000 predicted=100.733769, expected=140.000000 predicted=102.035341, expected=100.000000 predicted=100.998564, expected=156.000000 predicted=115.895885, expected=140.000000 predicted=127.895797, expected=136.000000 predicted=131.739661, expected=92.000000 predicted=125.019274, expected=100.000000 predicted=115.500973, expected=80.000000 predicted=117.345213, expected=120.000000 predicted=114.127511, expected=68.000000 predicted=99.642629, expected=140.000000 predicted=102.271742, expected=120.000000 predicted=109.134467, expected=140.000000 predicted=108.938676, expected=80.000000 predicted=109.909438, expected=96.000000 predicted=100.346853, expected=92.000000 predicted=113.799244, expected=120.000000 predicted=109.238148, expected=104.000000 predicted=109.101674, expected=116.000000 predicted=99.993236, expected=120.000000 predicted=109.438379, expected=96.000000 predicted=104.247171, expected=104.000000 predicted=109.832851, expected=112.000000 predicted=109.490484, expected=172.000000 predicted=125.997767, expected=128.000000 predicted=123.198109, expected=84.000000 predicted=107.425733, expected=88.000000 predicted=111.833930, expected=144.000000 predicted=124.409511, expected=80.000000 predicted=116.352605, expected=96.000000 predicted=102.185605, expected=128.000000 predicted=107.793981, expected=152.000000 predicted=115.741035, expected=124.000000 predicted=122.719595, expected=80.000000 predicted=102.534651, expected=120.000000 predicted=116.156568, expected=92.000000 predicted=115.290207, expected=108.000000 predicted=113.329158, expected=132.000000 predicted=115.388674, expected=204.000000 predicted=128.776566, expected=140.000000 predicted=132.602368, expected=76.000000 predicted=112.679640, expected=120.000000 predicted=129.667793, expected=84.000000 predicted=122.366940, expected=84.000000 predicted=118.801731, expected=148.000000 predicted=119.093676, expected=172.000000 predicted=118.014811, expected=124.000000 predicted=120.144694, expected=88.000000 predicted=109.191912, expected=152.000000 predicted=128.761882, expected=96.000000 predicted=127.761023, expected=156.000000 predicted=135.764891, expected=112.000000 predicted=123.825325, expected=244.000000 predicted=146.146838, expected=140.000000 predicted=153.350772, expected=88.000000 predicted=121.705898, expected=148.000000 predicted=154.658535, expected=100.000000 predicted=131.183634, expected=104.000000 predicted=140.448386, expected=144.000000 predicted=128.365606, expected=204.000000 predicted=136.044254, expected=104.000000 predicted=130.756474, expected=104.000000 predicted=119.108185, expected=172.000000 predicted=144.041386, expected=56.000000 predicted=120.343429, expected=116.000000 predicted=130.495702, expected=184.000000 predicted=133.377301, expected=184.000000 predicted=134.908703, expected=104.000000 predicted=135.413165, expected=80.000000 predicted=109.412674, expected=148.000000 predicted=138.077586, expected=64.000000 predicted=123.693978, expected=48.000000 predicted=102.606681, expected=160.000000 predicted=113.056048, expected=204.000000 predicted=123.008436, expected=88.000000 predicted=113.723694, expected=104.000000 predicted=107.886389, expected=60.000000 predicted=100.937936, expected=68.000000 predicted=109.077490, expected=148.000000 predicted=129.656812, expected=136.000000 predicted=102.262884, expected=76.000000 predicted=93.838148, expected=96.000000 predicted=95.466464, expected=100.000000 predicted=100.402519, expected=164.000000 predicted=127.272515, expected=96.000000 predicted=111.880783, expected=144.000000 predicted=111.184772, expected=220.000000 predicted=147.320029, expected=172.000000 predicted=143.162342, expected=52.000000 predicted=130.679204, expected=72.000000 predicted=119.849634, expected=140.000000 predicted=138.512433, expected=84.000000 predicted=123.498387, expected=80.000000 predicted=104.263557, expected=84.000000 predicted=85.401246, expected=164.000000 predicted=107.553728, expected=112.000000 predicted=112.531199, expected=88.000000 predicted=95.981631, expected=112.000000 predicted=109.410229, expected=88.000000 predicted=101.117694, expected=80.000000 predicted=108.080405, expected=168.000000 predicted=119.010554, expected=140.000000 predicted=111.952650, expected=120.000000 predicted=114.781086, expected=52.000000 predicted=101.524645, expected=108.000000 predicted=108.248057, expected=76.000000 predicted=112.809979, expected=72.000000 predicted=92.394645, expected=112.000000 predicted=99.604443, expected=200.000000 predicted=110.451168, expected=128.000000 predicted=113.930755, expected=112.000000 predicted=110.769746, expected=128.000000 predicted=125.590173, expected=96.000000 predicted=119.788011, expected=180.000000 predicted=152.905221, expected=140.000000 predicted=132.102080, expected=168.000000 predicted=135.733666, expected=164.000000 predicted=150.570222, expected=48.000000 predicted=113.640630, expected=168.000000 predicted=154.777194, expected=104.000000 predicted=131.003466, expected=132.000000 predicted=128.485729, expected=108.000000 predicted=128.764322, expected=116.000000 predicted=103.731895, expected=108.000000 predicted=126.851477, expected=72.000000 predicted=100.513195, expected=104.000000 predicted=109.759807, expected=52.000000 predicted=89.391334, expected=116.000000 predicted=98.287691, expected=144.000000 predicted=108.317835, expected=132.000000 predicted=100.305744, expected=76.000000 predicted=100.830108, expected=156.000000 predicted=114.264413, expected=148.000000 predicted=130.599690, expected=48.000000 predicted=106.125084, expected=116.000000 predicted=119.222748, expected=112.000000 predicted=108.004760, expected=80.000000 predicted=105.497216, expected=80.000000 predicted=102.798638, expected=124.000000 predicted=93.603629, expected=92.000000 predicted=99.269551, expected=188.000000 predicted=122.373623, expected=96.000000 predicted=105.951354, expected=8.000000 predicted=80.841364, expected=80.000000 predicted=105.366926, expected=136.000000 predicted=102.954055, expected=80.000000 predicted=99.196360, expected=160.000000 predicted=104.475060, expected=180.000000 predicted=108.224617, expected=172.000000 predicted=129.804216, expected=88.000000 predicted=131.331280, expected=124.000000 predicted=128.696006, expected=140.000000 predicted=146.702009, expected=88.000000 predicted=126.601070, expected=108.000000 predicted=125.836205, expected=100.000000 predicted=106.092872, expected=196.000000 predicted=133.861531, expected=140.000000 predicted=130.935495, expected=84.000000 predicted=108.657045, expected=104.000000 predicted=123.844505, expected=56.000000 predicted=102.595245, expected=164.000000 predicted=136.094204, expected=180.000000 predicted=132.078603, expected=176.000000 predicted=124.765067, expected=64.000000 predicted=115.443911, expected=104.000000 predicted=116.031372, expected=80.000000 predicted=127.967047, expected=136.000000 predicted=127.621067, expected=160.000000 predicted=133.527190, expected=152.000000 predicted=112.175412, expected=192.000000 predicted=142.805591, expected=160.000000 predicted=141.383409, expected=144.000000 predicted=151.909457, expected=96.000000 predicted=145.778919, expected=144.000000 predicted=148.229003, expected=148.000000 predicted=153.060624, expected=120.000000 predicted=132.847872, expected=108.000000 predicted=127.479846, expected=88.000000 predicted=111.505326, expected=136.000000 predicted=128.035279, expected=164.000000 predicted=134.936324, expected=172.000000 predicted=133.779900, expected=96.000000 predicted=120.400513, expected=164.000000 predicted=137.061592, expected=196.000000 predicted=160.672547, expected=148.000000 predicted=151.156842, expected=128.000000 predicted=151.389187, expected=136.000000 predicted=140.879672, expected=80.000000 predicted=134.021101, expected=140.000000 predicted=145.155061, expected=144.000000 predicted=134.807634, expected=184.000000 predicted=138.403898, expected=148.000000 predicted=140.751192, expected=128.000000 predicted=128.605647, expected=128.000000 predicted=144.741965, expected=124.000000 predicted=139.607034, expected=168.000000 predicted=153.910874, expected=140.000000 predicted=139.853552, expected=200.000000 predicted=152.701439, expected=140.000000 predicted=147.189413, expected=148.000000 predicted=147.291604, expected=152.000000 predicted=161.875131, expected=72.000000 predicted=129.035971, expected=128.000000 predicted=146.335101, expected=148.000000 predicted=136.770017, expected=216.000000 predicted=151.539715, expected=164.000000 predicted=149.743265, expected=48.000000 predicted=108.750409, expected=84.000000 predicted=129.215015, expected=92.000000 predicted=125.551601, expected=124.000000 predicted=128.917967, expected=168.000000 predicted=127.834094, expected=136.000000 predicted=103.863934, expected=116.000000 predicted=114.469121, expected=116.000000 predicted=122.237706, expected=148.000000 predicted=135.759437, expected=120.000000 predicted=134.856140, expected=140.000000 predicted=131.077136, expected=112.000000 predicted=123.422612, expected=100.000000 predicted=117.409743, expected=24.000000 predicted=100.254546, expected=100.000000 predicted=102.971309, expected=80.000000 predicted=97.616313, expected=64.000000 predicted=76.960991, expected=96.000000 predicted=85.424449, expected=172.000000 predicted=94.489974, expected=196.000000 predicted=126.419117, expected=84.000000 predicted=103.232793, expected=120.000000 predicted=117.577501, expected=120.000000 predicted=129.485417, expected=60.000000 predicted=116.004234, expected=184.000000 predicted=146.610578, expected=200.000000 predicted=134.479525, expected=236.000000 predicted=157.843328, expected=104.000000 predicted=140.475531, expected=136.000000 predicted=140.076277, expected=80.000000 predicted=152.413411, expected=84.000000 predicted=134.430394, expected=108.000000 predicted=138.229098, expected=160.000000 predicted=117.675231, expected=208.000000 predicted=143.046036, expected=112.000000 predicted=115.327253, expected=76.000000 predicted=111.280183, expected=100.000000 predicted=124.950894, expected=100.000000 predicted=124.765213, expected=92.000000 predicted=120.894231, expected=164.000000 predicted=118.731697, expected=232.000000 predicted=139.338446, expected=224.000000 predicted=155.795219, expected=232.000000 predicted=175.804823, expected=176.000000 predicted=174.406425, expected=124.000000 predicted=175.039549, expected=96.000000 predicted=172.832189, expected=172.000000 predicted=178.556610, expected=128.000000 predicted=158.755353, expected=88.000000 predicted=125.446108, expected=132.000000 predicted=128.669240, expected=116.000000 predicted=116.919090, expected=104.000000 predicted=123.619349, expected=168.000000 predicted=134.182783, expected=192.000000 predicted=138.691784, expected=220.000000 predicted=163.687616, expected=208.000000 predicted=170.883918, expected=72.000000 predicted=134.814941, expected=100.000000 predicted=150.508063, expected=96.000000 predicted=146.077419, expected=112.000000 predicted=137.115088, expected=164.000000 predicted=145.561349, expected=128.000000 predicted=109.304586, expected=120.000000 predicted=116.558149, expected=88.000000 predicted=110.806496, expected=152.000000 predicted=129.838309, expected=84.000000 predicted=120.553437, expected=116.000000 predicted=114.481592, expected=116.000000 predicted=117.508896, expected=184.000000 predicted=128.628428, expected=96.000000 predicted=123.231227, expected=104.000000 predicted=108.027750, expected=112.000000 predicted=122.682545, expected=56.000000 predicted=97.749864, expected=72.000000 predicted=108.210499, expected=144.000000 predicted=108.312842, expected=160.000000 predicted=116.291448, expected=136.000000 predicted=116.651412, expected=92.000000 predicted=100.252472, expected=96.000000 predicted=107.182674, expected=80.000000 predicted=113.896208, expected=100.000000 predicted=113.952169, expected=116.000000 predicted=110.981890, expected=96.000000 predicted=94.836034, expected=128.000000 predicted=107.275203, expected=164.000000 predicted=120.787573, expected=160.000000 predicted=129.222675, expected=84.000000 predicted=114.741739, expected=108.000000 predicted=117.514935, expected=184.000000 predicted=148.195872, expected=132.000000 predicted=137.652760, expected=92.000000 predicted=122.920385, expected=92.000000 predicted=109.775752, expected=108.000000 predicted=114.888608, expected=112.000000 predicted=125.762986, expected=100.000000 predicted=107.725196, expected=80.000000 predicted=93.223092, expected=156.000000 predicted=116.637914, expected=76.000000 predicted=99.107189, expected=96.000000 predicted=100.799831, expected=156.000000 predicted=122.873597, expected=108.000000 predicted=103.549478, expected=100.000000 predicted=117.008599, expected=176.000000 predicted=127.898613, expected=104.000000 predicted=113.653386, expected=128.000000 predicted=130.847572, expected=112.000000 predicted=121.237135, expected=88.000000 predicted=106.658216, expected=100.000000 predicted=123.348179, expected=116.000000 predicted=109.063364, expected=112.000000 predicted=111.339620, expected=120.000000 predicted=111.048123, expected=100.000000 predicted=102.699934, expected=104.000000 predicted=106.269881, expected=112.000000 predicted=112.272908, expected=76.000000 Test MSE: 1752.122
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754])] predicted=33.315937, expected=32.000000 predicted=29.049893, expected=44.000000 predicted=35.808958, expected=16.000000 predicted=35.182894, expected=44.000000 predicted=36.154171, expected=28.000000 predicted=29.616606, expected=20.000000 predicted=30.176797, expected=24.000000 predicted=28.939942, expected=36.000000 predicted=28.358095, expected=40.000000 predicted=33.962035, expected=44.000000 predicted=32.781897, expected=48.000000 predicted=35.195110, expected=36.000000 predicted=36.673108, expected=48.000000 predicted=41.910475, expected=24.000000 predicted=38.386518, expected=28.000000 predicted=37.381118, expected=20.000000 predicted=33.241995, expected=24.000000 predicted=30.261695, expected=32.000000 predicted=30.822559, expected=32.000000 predicted=27.278311, expected=32.000000 predicted=28.236335, expected=32.000000 predicted=28.109454, expected=24.000000 predicted=28.319979, expected=28.000000 predicted=29.754318, expected=36.000000 predicted=31.312349, expected=12.000000 predicted=26.314352, expected=32.000000 predicted=27.636393, expected=8.000000 predicted=21.775469, expected=32.000000 predicted=25.841088, expected=76.000000 predicted=37.085092, expected=32.000000 predicted=31.763439, expected=20.000000 predicted=30.548828, expected=48.000000 predicted=33.758594, expected=8.000000 predicted=34.370675, expected=36.000000 predicted=39.566013, expected=16.000000 predicted=25.319937, expected=12.000000 predicted=22.913199, expected=28.000000 predicted=25.572480, expected=48.000000 predicted=26.482924, expected=40.000000 predicted=31.825247, expected=64.000000 predicted=35.850914, expected=28.000000 predicted=33.625197, expected=24.000000 predicted=36.126558, expected=28.000000 predicted=37.267696, expected=4.000000 predicted=30.131253, expected=8.000000 predicted=26.534612, expected=24.000000 predicted=20.097097, expected=20.000000 predicted=19.540880, expected=28.000000 predicted=20.266838, expected=16.000000 predicted=15.184602, expected=48.000000 predicted=25.325890, expected=36.000000 predicted=29.325957, expected=24.000000 predicted=27.908175, expected=36.000000 predicted=30.332727, expected=24.000000 predicted=29.231762, expected=16.000000 predicted=30.493947, expected=52.000000 predicted=33.254141, expected=52.000000 predicted=36.046921, expected=52.000000 predicted=40.580375, expected=36.000000 predicted=36.256438, expected=24.000000 predicted=34.980534, expected=48.000000 predicted=44.659884, expected=32.000000 predicted=41.272173, expected=24.000000 predicted=36.111514, expected=24.000000 predicted=29.806575, expected=48.000000 predicted=34.595067, expected=40.000000 predicted=37.887517, expected=20.000000 predicted=30.156790, expected=4.000000 predicted=22.801095, expected=40.000000 predicted=29.948266, expected=48.000000 predicted=36.895895, expected=48.000000 predicted=36.127710, expected=68.000000 predicted=39.164352, expected=28.000000 predicted=35.492089, expected=20.000000 predicted=38.863995, expected=40.000000 predicted=41.228974, expected=28.000000 predicted=39.559247, expected=36.000000 predicted=39.145702, expected=56.000000 predicted=35.984775, expected=40.000000 predicted=36.437749, expected=48.000000 predicted=41.699131, expected=44.000000 predicted=40.502099, expected=44.000000 predicted=44.407964, expected=44.000000 predicted=46.256141, expected=16.000000 predicted=36.753327, expected=20.000000 predicted=34.543134, expected=28.000000 predicted=32.692209, expected=20.000000 predicted=29.712601, expected=24.000000 predicted=26.328677, expected=28.000000 predicted=22.457566, expected=24.000000 predicted=23.960924, expected=20.000000 predicted=23.601491, expected=20.000000 predicted=21.834121, expected=20.000000 predicted=22.428804, expected=60.000000 predicted=32.406992, expected=8.000000 predicted=23.802037, expected=40.000000 predicted=28.242685, expected=16.000000 predicted=24.305024, expected=28.000000 predicted=29.268200, expected=24.000000 predicted=30.017335, expected=48.000000 predicted=28.779432, expected=44.000000 predicted=35.114396, expected=44.000000 predicted=34.025237, expected=20.000000 predicted=31.738933, expected=56.000000 predicted=39.588365, expected=76.000000 predicted=51.641748, expected=52.000000 predicted=50.048985, expected=16.000000 predicted=39.527850, expected=20.000000 predicted=34.969007, expected=24.000000 predicted=40.484322, expected=36.000000 predicted=41.211992, expected=16.000000 predicted=27.777295, expected=44.000000 predicted=26.940444, expected=52.000000 predicted=33.480221, expected=52.000000 predicted=38.950014, expected=32.000000 predicted=36.959865, expected=44.000000 predicted=38.201111, expected=44.000000 predicted=44.610163, expected=16.000000 predicted=38.505412, expected=32.000000 predicted=36.408048, expected=56.000000 predicted=39.227376, expected=48.000000 predicted=42.372635, expected=32.000000 predicted=37.311089, expected=32.000000 predicted=33.192148, expected=44.000000 predicted=40.552521, expected=24.000000 predicted=39.167461, expected=32.000000 predicted=35.586801, expected=60.000000 predicted=39.385947, expected=36.000000 predicted=38.147160, expected=40.000000 predicted=39.425074, expected=60.000000 predicted=42.109362, expected=48.000000 predicted=46.008306, expected=44.000000 predicted=48.322111, expected=64.000000 predicted=49.042563, expected=56.000000 predicted=52.075015, expected=64.000000 predicted=57.465062, expected=76.000000 predicted=59.685977, expected=64.000000 predicted=60.835873, expected=60.000000 predicted=63.369830, expected=36.000000 predicted=55.817960, expected=64.000000 predicted=61.272060, expected=44.000000 predicted=57.344258, expected=72.000000 predicted=59.553117, expected=40.000000 predicted=51.440478, expected=32.000000 predicted=45.368448, expected=40.000000 predicted=47.777267, expected=20.000000 predicted=39.611873, expected=44.000000 predicted=43.746887, expected=48.000000 predicted=38.805783, expected=52.000000 predicted=41.077995, expected=88.000000 predicted=52.583785, expected=48.000000 predicted=48.247775, expected=28.000000 predicted=47.542546, expected=44.000000 predicted=48.579398, expected=36.000000 predicted=48.847466, expected=60.000000 predicted=55.170717, expected=80.000000 predicted=53.045325, expected=48.000000 predicted=48.300218, expected=40.000000 predicted=48.386837, expected=60.000000 predicted=52.372811, expected=72.000000 predicted=62.614665, expected=36.000000 predicted=55.927702, expected=60.000000 predicted=52.413021, expected=88.000000 predicted=61.113641, expected=36.000000 predicted=57.403250, expected=48.000000 predicted=56.172488, expected=48.000000 predicted=49.678870, expected=40.000000 predicted=53.503789, expected=8.000000 predicted=43.129964, expected=4.000000 predicted=26.960193, expected=60.000000 predicted=38.622943, expected=28.000000 predicted=33.071423, expected=32.000000 predicted=30.357810, expected=36.000000 predicted=26.135359, expected=24.000000 predicted=28.509457, expected=16.000000 predicted=32.362855, expected=56.000000 predicted=34.398592, expected=68.000000 predicted=42.373091, expected=56.000000 predicted=44.672951, expected=32.000000 predicted=38.614133, expected=52.000000 predicted=44.546204, expected=32.000000 predicted=47.614240, expected=40.000000 predicted=47.910346, expected=40.000000 predicted=42.281480, expected=68.000000 predicted=46.621135, expected=36.000000 predicted=44.240669, expected=36.000000 predicted=40.502869, expected=44.000000 predicted=42.875316, expected=32.000000 predicted=41.563558, expected=44.000000 predicted=45.348676, expected=24.000000 predicted=34.222022, expected=32.000000 predicted=35.071444, expected=36.000000 predicted=35.666647, expected=52.000000 predicted=38.717059, expected=48.000000 predicted=40.876460, expected=44.000000 predicted=38.861719, expected=44.000000 predicted=41.693548, expected=40.000000 predicted=42.860715, expected=40.000000 predicted=44.626079, expected=16.000000 predicted=36.287949, expected=28.000000 predicted=34.804866, expected=52.000000 predicted=39.022261, expected=44.000000 predicted=38.567965, expected=60.000000 predicted=42.713071, expected=52.000000 predicted=41.020310, expected=40.000000 predicted=44.074232, expected=48.000000 predicted=48.894912, expected=20.000000 predicted=40.792703, expected=28.000000 predicted=40.938610, expected=84.000000 predicted=50.595846, expected=44.000000 predicted=44.691743, expected=44.000000 predicted=45.205364, expected=56.000000 predicted=43.731524, expected=24.000000 predicted=42.938022, expected=4.000000 predicted=40.876342, expected=24.000000 predicted=31.416790, expected=72.000000 predicted=42.989148, expected=52.000000 predicted=42.790389, expected=56.000000 predicted=40.076478, expected=72.000000 predicted=45.708424, expected=72.000000 predicted=57.701401, expected=28.000000 predicted=55.701021, expected=52.000000 predicted=54.160958, expected=40.000000 predicted=50.959482, expected=64.000000 predicted=58.272197, expected=60.000000 predicted=55.162275, expected=4.000000 predicted=35.467953, expected=16.000000 predicted=36.339869, expected=60.000000 predicted=42.654774, expected=36.000000 predicted=42.320750, expected=48.000000 predicted=41.215051, expected=72.000000 predicted=40.096108, expected=16.000000 predicted=35.969201, expected=36.000000 predicted=45.037065, expected=36.000000 predicted=38.230900, expected=64.000000 predicted=49.228146, expected=24.000000 predicted=41.533214, expected=40.000000 predicted=35.106719, expected=52.000000 predicted=41.942365, expected=28.000000 predicted=39.158687, expected=40.000000 predicted=43.140745, expected=40.000000 predicted=35.982015, expected=16.000000 predicted=33.987402, expected=8.000000 predicted=29.144925, expected=16.000000 predicted=23.169596, expected=72.000000 predicted=38.452063, expected=40.000000 predicted=33.964325, expected=44.000000 predicted=33.524772, expected=52.000000 predicted=36.780300, expected=32.000000 predicted=39.187050, expected=76.000000 predicted=57.610630, expected=56.000000 predicted=49.628339, expected=52.000000 predicted=52.351355, expected=48.000000 predicted=51.076046, expected=32.000000 predicted=45.696143, expected=32.000000 predicted=49.072764, expected=44.000000 predicted=44.753306, expected=80.000000 predicted=53.134606, expected=36.000000 predicted=44.481976, expected=52.000000 predicted=46.019426, expected=4.000000 predicted=34.242771, expected=24.000000 predicted=38.810885, expected=32.000000 predicted=39.917930, expected=64.000000 predicted=40.402284, expected=56.000000 predicted=42.283035, expected=40.000000 predicted=34.364656, expected=40.000000 predicted=39.875770, expected=20.000000 predicted=37.841625, expected=32.000000 predicted=42.744225, expected=60.000000 predicted=45.162700, expected=60.000000 predicted=45.038351, expected=48.000000 predicted=43.814518, expected=52.000000 predicted=43.329502, expected=52.000000 predicted=48.969254, expected=60.000000 predicted=56.731386, expected=40.000000 predicted=51.002794, expected=28.000000 predicted=44.086016, expected=72.000000 predicted=53.426277, expected=56.000000 predicted=52.426492, expected=44.000000 predicted=50.784658, expected=48.000000 predicted=46.281600, expected=56.000000 predicted=49.489814, expected=32.000000 predicted=50.768594, expected=4.000000 predicted=36.144901, expected=32.000000 predicted=35.632242, expected=40.000000 predicted=37.189923, expected=32.000000 predicted=35.396082, expected=52.000000 predicted=34.577111, expected=72.000000 predicted=40.269245, expected=28.000000 predicted=39.906902, expected=28.000000 predicted=39.699076, expected=48.000000 predicted=42.059147, expected=40.000000 predicted=45.192539, expected=44.000000 predicted=46.436112, expected=20.000000 predicted=31.472180, expected=48.000000 predicted=38.686521, expected=52.000000 predicted=43.630845, expected=88.000000 predicted=54.429249, expected=48.000000 predicted=48.894969, expected=48.000000 predicted=47.787794, expected=60.000000 predicted=55.991887, expected=44.000000 predicted=54.904558, expected=36.000000 predicted=54.587586, expected=24.000000 predicted=40.451363, expected=40.000000 predicted=42.275997, expected=68.000000 predicted=50.015429, expected=88.000000 predicted=55.706769, expected=32.000000 predicted=44.465791, expected=44.000000 predicted=46.104688, expected=36.000000 predicted=47.193934, expected=36.000000 predicted=50.962280, expected=28.000000 predicted=45.320658, expected=52.000000 predicted=39.659877, expected=84.000000 predicted=52.165381, expected=24.000000 predicted=39.983763, expected=28.000000 predicted=39.436352, expected=36.000000 predicted=38.840747, expected=16.000000 predicted=38.219159, expected=16.000000 predicted=35.891568, expected=44.000000 predicted=29.228478, expected=40.000000 predicted=31.475476, expected=32.000000 predicted=31.682343, expected=40.000000 predicted=30.881652, expected=8.000000 predicted=25.098233, expected=40.000000 predicted=36.075705, expected=48.000000 predicted=36.659352, expected=88.000000 predicted=49.471917, expected=52.000000 predicted=46.053717, expected=24.000000 predicted=37.125364, expected=8.000000 predicted=36.557436, expected=24.000000 predicted=39.112661, expected=32.000000 predicted=42.374591, expected=52.000000 predicted=37.646374, expected=8.000000 predicted=21.616160, expected=24.000000 predicted=22.871849, expected=48.000000 predicted=32.633108, expected=36.000000 predicted=34.256125, expected=16.000000 predicted=30.333469, expected=52.000000 predicted=31.439618, expected=20.000000 predicted=29.614381, expected=52.000000 predicted=41.259587, expected=24.000000 predicted=31.415626, expected=16.000000 predicted=27.054328, expected=40.000000 predicted=36.056150, expected=20.000000 predicted=26.741727, expected=28.000000 predicted=32.118040, expected=28.000000 predicted=25.534771, expected=44.000000 predicted=30.615715, expected=40.000000 predicted=34.827328, expected=40.000000 predicted=33.158905, expected=48.000000 predicted=38.312371, expected=8.000000 predicted=29.894013, expected=48.000000 predicted=40.187397, expected=32.000000 predicted=35.300909, expected=60.000000 predicted=43.382962, expected=36.000000 predicted=38.463715, expected=36.000000 predicted=34.177229, expected=36.000000 predicted=40.572786, expected=40.000000 predicted=39.586613, expected=12.000000 predicted=35.160483, expected=24.000000 predicted=30.112102, expected=32.000000 predicted=30.602838, expected=24.000000 predicted=28.584274, expected=12.000000 predicted=23.523519, expected=16.000000 predicted=18.383235, expected=12.000000 predicted=19.109868, expected=20.000000 predicted=20.750465, expected=20.000000 predicted=18.220189, expected=28.000000 predicted=18.985842, expected=36.000000 predicted=23.414053, expected=36.000000 predicted=25.720652, expected=28.000000 predicted=27.141864, expected=8.000000 predicted=22.468032, expected=24.000000 predicted=26.249902, expected=32.000000 predicted=28.820340, expected=32.000000 predicted=28.710888, expected=60.000000 predicted=34.748599, expected=36.000000 predicted=30.186533, expected=20.000000 predicted=30.982250, expected=32.000000 predicted=33.867909, expected=16.000000 predicted=30.221612, expected=56.000000 predicted=42.203677, expected=36.000000 predicted=33.233108, expected=24.000000 predicted=29.070198, expected=48.000000 predicted=36.074100, expected=32.000000 predicted=33.228703, expected=32.000000 predicted=39.153772, expected=44.000000 predicted=36.652079, expected=36.000000 predicted=35.107804, expected=64.000000 predicted=46.483915, expected=32.000000 predicted=37.791602, expected=32.000000 predicted=38.327134, expected=48.000000 predicted=42.826304, expected=16.000000 predicted=35.127939, expected=12.000000 predicted=33.557321, expected=48.000000 predicted=33.289426, expected=32.000000 predicted=31.997110, expected=32.000000 predicted=33.395572, expected=40.000000 predicted=29.333542, expected=28.000000 predicted=29.715976, expected=52.000000 predicted=41.604077, expected=40.000000 predicted=36.958040, expected=24.000000 predicted=34.243196, expected=84.000000 predicted=49.460134, expected=28.000000 predicted=39.271648, expected=32.000000 predicted=43.515634, expected=20.000000 predicted=33.789513, expected=36.000000 predicted=36.978498, expected=36.000000 predicted=42.796270, expected=28.000000 predicted=29.880423, expected=40.000000 predicted=32.801560, expected=60.000000 predicted=38.477465, expected=20.000000 predicted=34.460528, expected=12.000000 predicted=29.892342, expected=16.000000 predicted=26.427063, expected=20.000000 predicted=28.551915, expected=48.000000 predicted=35.071543, expected=40.000000 predicted=27.413929, expected=44.000000 predicted=30.549934, expected=20.000000 predicted=27.529280, expected=32.000000 predicted=32.541652, expected=8.000000 predicted=29.625952, expected=20.000000 predicted=27.914657, expected=12.000000 predicted=22.561504, expected=32.000000 predicted=22.768421, expected=40.000000 predicted=26.833108, expected=24.000000 predicted=21.807251, expected=28.000000 predicted=25.323071, expected=32.000000 Test MSE: 303.352
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052])] predicted=58.288118, expected=40.000000 predicted=51.739847, expected=56.000000 predicted=92.589277, expected=124.000000 predicted=96.438071, expected=104.000000 predicted=68.742069, expected=76.000000 predicted=64.532599, expected=80.000000 predicted=72.258008, expected=40.000000 predicted=47.290738, expected=60.000000 predicted=89.665293, expected=132.000000 predicted=114.576132, expected=100.000000 predicted=77.571921, expected=144.000000 predicted=115.697155, expected=88.000000 predicted=72.543397, expected=108.000000 predicted=85.762224, expected=108.000000 predicted=123.317600, expected=64.000000 predicted=76.491412, expected=60.000000 predicted=105.898192, expected=56.000000 predicted=72.421888, expected=96.000000 predicted=94.983579, expected=80.000000 predicted=88.997353, expected=52.000000 predicted=59.138052, expected=56.000000 predicted=65.195431, expected=32.000000 predicted=42.848878, expected=20.000000 predicted=54.883727, expected=88.000000 predicted=82.615029, expected=152.000000 predicted=92.689194, expected=84.000000 predicted=64.467864, expected=72.000000 predicted=66.930939, expected=36.000000 predicted=40.272097, expected=52.000000 predicted=64.651559, expected=80.000000 predicted=109.646569, expected=84.000000 predicted=76.297632, expected=112.000000 predicted=92.299028, expected=60.000000 predicted=51.389944, expected=72.000000 predicted=67.244827, expected=64.000000 predicted=74.816583, expected=36.000000 predicted=54.659361, expected=72.000000 predicted=92.697539, expected=112.000000 predicted=81.670634, expected=100.000000 predicted=79.334028, expected=84.000000 predicted=79.388379, expected=80.000000 predicted=66.036266, expected=80.000000 predicted=75.890213, expected=68.000000 predicted=87.274636, expected=64.000000 predicted=81.533920, expected=96.000000 predicted=89.337656, expected=116.000000 predicted=93.595358, expected=96.000000 predicted=86.113789, expected=36.000000 predicted=58.783276, expected=72.000000 predicted=75.467923, expected=64.000000 predicted=74.809328, expected=60.000000 predicted=79.460950, expected=64.000000 predicted=82.707395, expected=84.000000 predicted=59.466222, expected=56.000000 predicted=61.999134, expected=96.000000 predicted=81.767312, expected=68.000000 predicted=64.250353, expected=44.000000 predicted=53.373322, expected=52.000000 predicted=73.694782, expected=76.000000 predicted=62.186851, expected=64.000000 predicted=73.858992, expected=112.000000 predicted=90.331108, expected=92.000000 predicted=68.427349, expected=52.000000 predicted=53.610472, expected=56.000000 predicted=74.760208, expected=40.000000 predicted=50.416249, expected=88.000000 predicted=93.767640, expected=120.000000 predicted=100.796138, expected=64.000000 predicted=54.859230, expected=64.000000 predicted=70.219737, expected=112.000000 predicted=80.877946, expected=52.000000 predicted=60.888007, expected=92.000000 predicted=107.746681, expected=180.000000 predicted=123.309872, expected=152.000000 predicted=95.840035, expected=96.000000 predicted=111.308256, expected=76.000000 predicted=81.820384, expected=72.000000 predicted=82.387600, expected=48.000000 predicted=105.579538, expected=52.000000 predicted=98.410690, expected=80.000000 predicted=85.487720, expected=72.000000 predicted=68.451602, expected=44.000000 predicted=58.742767, expected=96.000000 predicted=77.140896, expected=76.000000 predicted=60.022836, expected=60.000000 predicted=67.886565, expected=32.000000 predicted=59.374789, expected=144.000000 predicted=93.035486, expected=208.000000 predicted=140.139696, expected=68.000000 predicted=65.455905, expected=76.000000 predicted=94.324169, expected=44.000000 predicted=49.881333, expected=40.000000 predicted=77.204971, expected=40.000000 predicted=119.085618, expected=72.000000 predicted=65.042093, expected=84.000000 predicted=75.423929, expected=44.000000 predicted=43.703095, expected=48.000000 predicted=51.432389, expected=72.000000 predicted=57.867790, expected=44.000000 predicted=51.136575, expected=84.000000 predicted=84.462135, expected=52.000000 predicted=48.637757, expected=144.000000 predicted=94.464420, expected=88.000000 predicted=78.515505, expected=64.000000 predicted=56.621526, expected=84.000000 predicted=96.390480, expected=44.000000 predicted=42.954246, expected=96.000000 predicted=115.855560, expected=76.000000 predicted=79.602043, expected=48.000000 predicted=53.823909, expected=124.000000 predicted=109.499155, expected=100.000000 predicted=66.434058, expected=72.000000 predicted=82.385390, expected=52.000000 predicted=75.130450, expected=160.000000 predicted=103.442792, expected=160.000000 predicted=128.656580, expected=32.000000 predicted=65.347946, expected=84.000000 predicted=101.482413, expected=60.000000 predicted=56.407240, expected=44.000000 predicted=86.282391, expected=60.000000 predicted=110.611052, expected=64.000000 predicted=45.866684, expected=80.000000 predicted=77.748244, expected=116.000000 predicted=87.598829, expected=116.000000 predicted=79.301398, expected=76.000000 predicted=71.935151, expected=60.000000 predicted=71.267884, expected=72.000000 predicted=78.177017, expected=56.000000 predicted=78.991560, expected=148.000000 predicted=127.015922, expected=148.000000 predicted=105.902548, expected=84.000000 predicted=73.183582, expected=112.000000 predicted=108.520703, expected=76.000000 predicted=68.729726, expected=96.000000 predicted=115.532887, expected=128.000000 predicted=135.334508, expected=152.000000 predicted=112.205912, expected=116.000000 predicted=114.272888, expected=84.000000 predicted=89.388788, expected=68.000000 predicted=89.180548, expected=72.000000 predicted=96.691765, expected=84.000000 predicted=110.372717, expected=88.000000 predicted=96.815893, expected=72.000000 predicted=77.700110, expected=120.000000 predicted=96.288660, expected=72.000000 predicted=70.321167, expected=68.000000 predicted=78.296279, expected=80.000000 predicted=88.881705, expected=48.000000 predicted=55.554916, expected=84.000000 predicted=100.200990, expected=96.000000 predicted=81.879009, expected=152.000000 predicted=105.053180, expected=76.000000 predicted=78.846403, expected=56.000000 predicted=62.655233, expected=76.000000 predicted=88.167113, expected=80.000000 predicted=78.644133, expected=96.000000 predicted=116.174061, expected=92.000000 predicted=84.485961, expected=116.000000 predicted=87.917981, expected=96.000000 predicted=87.063360, expected=64.000000 predicted=74.837324, expected=92.000000 predicted=98.431693, expected=76.000000 predicted=80.230468, expected=88.000000 predicted=97.568629, expected=168.000000 predicted=131.241845, expected=156.000000 predicted=104.284720, expected=16.000000 predicted=59.623953, expected=96.000000 predicted=106.633762, expected=96.000000 predicted=86.319291, expected=84.000000 predicted=107.515718, expected=88.000000 predicted=125.628872, expected=92.000000 predicted=58.236964, expected=156.000000 predicted=122.738870, expected=96.000000 predicted=92.323073, expected=36.000000 predicted=67.827455, expected=80.000000 predicted=95.732875, expected=32.000000 predicted=54.138012, expected=56.000000 predicted=97.447843, expected=44.000000 predicted=69.345939, expected=164.000000 predicted=94.535902, expected=80.000000 predicted=73.168238, expected=68.000000 predicted=58.436713, expected=60.000000 predicted=73.781783, expected=48.000000 predicted=42.441533, expected=60.000000 predicted=105.006151, expected=112.000000 predicted=91.600596, expected=128.000000 predicted=91.750111, expected=60.000000 predicted=62.134663, expected=44.000000 predicted=59.698532, expected=52.000000 predicted=61.308514, expected=40.000000 predicted=66.710709, expected=64.000000 predicted=89.633998, expected=96.000000 predicted=75.190719, expected=68.000000 predicted=53.370196, expected=72.000000 predicted=67.020819, expected=88.000000 predicted=68.737632, expected=108.000000 predicted=82.511058, expected=64.000000 predicted=78.435046, expected=60.000000 predicted=70.128637, expected=140.000000 predicted=107.473288, expected=168.000000 predicted=116.431922, expected=68.000000 predicted=85.931057, expected=44.000000 predicted=73.808037, expected=84.000000 predicted=80.634600, expected=52.000000 predicted=80.539854, expected=56.000000 predicted=104.941029, expected=60.000000 predicted=67.000389, expected=92.000000 predicted=65.065529, expected=64.000000 predicted=70.423194, expected=56.000000 predicted=57.610860, expected=76.000000 predicted=70.494598, expected=32.000000 predicted=43.094475, expected=40.000000 predicted=66.314028, expected=112.000000 predicted=87.310035, expected=160.000000 predicted=96.677055, expected=64.000000 predicted=67.426768, expected=52.000000 predicted=61.548113, expected=72.000000 predicted=66.630475, expected=68.000000 predicted=77.363603, expected=32.000000 predicted=88.922859, expected=152.000000 predicted=110.575964, expected=136.000000 predicted=84.649090, expected=92.000000 predicted=80.587818, expected=96.000000 predicted=100.441708, expected=104.000000 predicted=71.968306, expected=60.000000 predicted=98.665988, expected=56.000000 predicted=97.356442, expected=76.000000 predicted=84.422666, expected=172.000000 predicted=124.761355, expected=104.000000 predicted=94.434754, expected=76.000000 predicted=78.256332, expected=56.000000 predicted=72.877973, expected=44.000000 predicted=57.279455, expected=72.000000 predicted=113.588681, expected=84.000000 predicted=86.444374, expected=160.000000 predicted=113.225422, expected=68.000000 predicted=61.022603, expected=52.000000 predicted=60.269974, expected=60.000000 predicted=77.472194, expected=112.000000 predicted=87.474464, expected=44.000000 predicted=90.921217, expected=628.000000 predicted=331.905643, expected=136.000000 predicted=90.044776, expected=84.000000 predicted=105.030016, expected=80.000000 predicted=183.652621, expected=64.000000 predicted=24.753379, expected=56.000000 predicted=324.554687, expected=88.000000 predicted=104.479127, expected=100.000000 predicted=86.106339, expected=64.000000 predicted=71.811426, expected=68.000000 predicted=71.728176, expected=100.000000 predicted=79.028654, expected=72.000000 predicted=76.273331, expected=120.000000 predicted=105.892958, expected=68.000000 predicted=70.593687, expected=104.000000 predicted=86.843678, expected=72.000000 predicted=88.741192, expected=132.000000 predicted=97.575024, expected=68.000000 predicted=94.334508, expected=72.000000 predicted=74.145407, expected=116.000000 predicted=109.986045, expected=136.000000 predicted=96.426912, expected=40.000000 predicted=87.557980, expected=36.000000 predicted=65.629806, expected=60.000000 predicted=69.668733, expected=60.000000 predicted=75.387130, expected=52.000000 predicted=85.455695, expected=52.000000 predicted=49.176216, expected=72.000000 predicted=54.365993, expected=48.000000 predicted=53.201893, expected=48.000000 predicted=55.100240, expected=40.000000 predicted=48.741762, expected=36.000000 predicted=43.386700, expected=32.000000 predicted=50.035761, expected=72.000000 predicted=55.810237, expected=156.000000 predicted=91.135111, expected=52.000000 predicted=47.500642, expected=64.000000 predicted=62.581643, expected=76.000000 predicted=65.372986, expected=48.000000 predicted=55.518199, expected=48.000000 predicted=96.058388, expected=108.000000 predicted=77.360797, expected=148.000000 predicted=95.815918, expected=64.000000 predicted=71.780881, expected=48.000000 predicted=63.853445, expected=48.000000 predicted=58.758308, expected=36.000000 predicted=65.242124, expected=64.000000 predicted=94.767590, expected=68.000000 predicted=61.787328, expected=96.000000 predicted=68.186351, expected=68.000000 predicted=60.607034, expected=96.000000 predicted=69.268469, expected=72.000000 predicted=71.385563, expected=72.000000 predicted=70.933289, expected=60.000000 predicted=79.582101, expected=80.000000 predicted=72.606952, expected=108.000000 predicted=95.868854, expected=124.000000 predicted=93.359214, expected=92.000000 predicted=85.177793, expected=132.000000 predicted=100.998587, expected=60.000000 predicted=76.919745, expected=88.000000 predicted=98.770626, expected=80.000000 predicted=101.867973, expected=116.000000 predicted=96.219979, expected=64.000000 predicted=96.464782, expected=40.000000 predicted=57.542027, expected=52.000000 predicted=73.959957, expected=16.000000 predicted=45.830840, expected=36.000000 predicted=68.908236, expected=84.000000 predicted=67.464779, expected=44.000000 predicted=38.149287, expected=52.000000 predicted=54.081431, expected=36.000000 predicted=34.091539, expected=80.000000 predicted=54.805788, expected=76.000000 predicted=74.088384, expected=48.000000 predicted=47.611583, expected=88.000000 predicted=72.999394, expected=72.000000 predicted=55.471433, expected=80.000000 predicted=76.908398, expected=64.000000 predicted=72.980653, expected=60.000000 predicted=57.122562, expected=20.000000 predicted=56.535023, expected=52.000000 predicted=60.687729, expected=92.000000 predicted=77.762640, expected=80.000000 predicted=64.743989, expected=48.000000 predicted=58.283875, expected=64.000000 predicted=51.064609, expected=68.000000 predicted=60.109005, expected=44.000000 predicted=64.261478, expected=40.000000 predicted=61.002826, expected=56.000000 predicted=52.537218, expected=92.000000 predicted=71.007284, expected=60.000000 predicted=61.184707, expected=40.000000 predicted=47.998919, expected=64.000000 predicted=57.278380, expected=44.000000 predicted=48.497718, expected=56.000000 predicted=68.956260, expected=56.000000 predicted=57.955970, expected=56.000000 predicted=47.624206, expected=48.000000 predicted=56.138927, expected=40.000000 predicted=44.157850, expected=36.000000 predicted=46.558755, expected=40.000000 predicted=46.566546, expected=72.000000 predicted=59.127383, expected=96.000000 predicted=66.458723, expected=176.000000 predicted=100.956407, expected=88.000000 predicted=68.174372, expected=68.000000 predicted=69.203988, expected=104.000000 predicted=98.206150, expected=52.000000 predicted=70.890015, expected=44.000000 predicted=103.675982, expected=76.000000 predicted=81.926334, expected=112.000000 predicted=81.224164, expected=36.000000 predicted=67.661558, expected=40.000000 predicted=55.125991, expected=64.000000 predicted=58.329773, expected=40.000000 predicted=51.115826, expected=48.000000 predicted=74.563989, expected=68.000000 predicted=52.961348, expected=300.000000 predicted=150.867582, expected=192.000000 predicted=119.612281, expected=188.000000 predicted=130.407201, expected=264.000000 predicted=184.525209, expected=52.000000 predicted=78.669314, expected=64.000000 predicted=185.721430, expected=108.000000 predicted=148.070133, expected=64.000000 predicted=104.855273, expected=48.000000 predicted=140.668091, expected=72.000000 predicted=66.754547, expected=56.000000 predicted=57.187478, expected=36.000000 predicted=67.775243, expected=40.000000 predicted=53.468514, expected=156.000000 predicted=93.608287, expected=60.000000 predicted=61.987516, expected=52.000000 predicted=63.385966, expected=84.000000 predicted=71.221638, expected=68.000000 predicted=51.273531, expected=84.000000 predicted=109.339303, expected=100.000000 predicted=81.202393, expected=104.000000 predicted=78.931754, expected=92.000000 predicted=89.988864, expected=16.000000 predicted=51.764712, expected=44.000000 predicted=67.471097, expected=52.000000 predicted=68.642104, expected=52.000000 predicted=66.071392, expected=80.000000 predicted=80.138030, expected=104.000000 predicted=61.389935, expected=64.000000 predicted=57.688430, expected=68.000000 predicted=67.023134, expected=56.000000 predicted=59.086391, expected=36.000000 predicted=56.539889, expected=68.000000 predicted=80.228544, expected=64.000000 predicted=60.172850, expected=64.000000 predicted=63.389018, expected=68.000000 predicted=63.969332, expected=64.000000 predicted=52.920636, expected=44.000000 predicted=57.073143, expected=68.000000 predicted=65.645732, expected=44.000000 predicted=53.025203, expected=72.000000 predicted=66.995481, expected=104.000000 predicted=80.617565, expected=84.000000 predicted=64.259827, expected=128.000000 predicted=99.333343, expected=128.000000 predicted=90.886544, expected=80.000000 predicted=82.016836, expected=88.000000 predicted=102.028228, expected=76.000000 predicted=82.627384, expected=164.000000 predicted=134.129995, expected=84.000000 predicted=102.252537, expected=84.000000 predicted=89.501808, expected=48.000000 predicted=77.955052, expected=44.000000 predicted=59.744053, expected=48.000000 predicted=94.716307, expected=108.000000 predicted=86.209564, expected=76.000000 predicted=74.771305, expected=40.000000 predicted=50.997639, expected=40.000000 predicted=51.281030, expected=48.000000 predicted=47.406115, expected=60.000000 predicted=73.642538, expected=72.000000 predicted=68.852085, expected=84.000000 predicted=62.392003, expected=108.000000 predicted=75.209583, expected=92.000000 predicted=73.699240, expected=40.000000 predicted=58.376135, expected=24.000000 predicted=55.316384, expected=28.000000 predicted=53.790786, expected=56.000000 predicted=69.390762, expected=60.000000 predicted=66.227701, expected=104.000000 predicted=69.256385, expected=52.000000 predicted=44.045466, expected=32.000000 predicted=39.508630, expected=76.000000 predicted=68.257089, expected=48.000000 Test MSE: 2243.229
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946])] predicted=42.436626, expected=12.000000 predicted=32.234639, expected=8.000000 predicted=28.928181, expected=40.000000 predicted=34.056657, expected=24.000000 predicted=42.669051, expected=24.000000 predicted=20.975721, expected=240.000000 predicted=51.990313, expected=24.000000 predicted=59.775453, expected=4.000000 predicted=58.215707, expected=20.000000 predicted=53.275466, expected=20.000000 predicted=54.809427, expected=28.000000 predicted=70.107001, expected=20.000000 predicted=19.526059, expected=200.000000 predicted=43.592280, expected=4.000000 predicted=49.436995, expected=12.000000 predicted=45.163666, expected=236.000000 predicted=74.382863, expected=40.000000 predicted=82.527722, expected=4.000000 predicted=96.984515, expected=388.000000 predicted=91.389240, expected=64.000000 predicted=107.705822, expected=8.000000 predicted=159.917869, expected=68.000000 predicted=90.540469, expected=16.000000 predicted=77.787755, expected=20.000000 predicted=128.545276, expected=12.000000 predicted=33.620553, expected=24.000000 predicted=22.198604, expected=8.000000 predicted=28.064126, expected=8.000000 predicted=15.205133, expected=12.000000 predicted=13.991277, expected=24.000000 predicted=13.643162, expected=28.000000 predicted=17.517613, expected=28.000000 predicted=17.371340, expected=8.000000 predicted=17.718573, expected=8.000000 predicted=17.880460, expected=8.000000 predicted=17.101918, expected=4.000000 predicted=14.683691, expected=16.000000 predicted=13.058538, expected=16.000000 predicted=9.236617, expected=20.000000 predicted=11.717033, expected=8.000000 predicted=11.838279, expected=20.000000 predicted=13.174831, expected=28.000000 predicted=16.957404, expected=36.000000 predicted=20.568757, expected=40.000000 predicted=25.014933, expected=20.000000 predicted=24.419102, expected=84.000000 predicted=36.053483, expected=16.000000 predicted=35.678294, expected=20.000000 predicted=39.094006, expected=4.000000 predicted=30.659171, expected=12.000000 predicted=24.346005, expected=28.000000 predicted=31.102317, expected=36.000000 predicted=18.358537, expected=12.000000 predicted=19.550474, expected=60.000000 predicted=23.695400, expected=20.000000 predicted=25.565361, expected=12.000000 predicted=30.005037, expected=4.000000 predicted=24.869268, expected=28.000000 predicted=20.310834, expected=24.000000 predicted=26.662019, expected=292.000000 predicted=55.891479, expected=12.000000 predicted=57.525466, expected=16.000000 predicted=71.849055, expected=28.000000 predicted=59.991661, expected=16.000000 predicted=56.820269, expected=28.000000 predicted=88.114446, expected=144.000000 predicted=35.326114, expected=184.000000 predicted=62.337525, expected=12.000000 predicted=69.605428, expected=20.000000 predicted=68.115552, expected=12.000000 predicted=57.889030, expected=44.000000 predicted=75.009777, expected=68.000000 predicted=69.927837, expected=24.000000 predicted=28.849060, expected=40.000000 predicted=34.828395, expected=112.000000 predicted=44.248436, expected=12.000000 predicted=48.843877, expected=16.000000 predicted=51.823526, expected=48.000000 predicted=37.812422, expected=8.000000 predicted=37.580217, expected=48.000000 predicted=49.573619, expected=8.000000 predicted=20.987835, expected=8.000000 predicted=23.102347, expected=20.000000 predicted=25.046455, expected=20.000000 predicted=16.574189, expected=344.000000 predicted=69.794747, expected=16.000000 predicted=61.274434, expected=32.000000 predicted=82.111347, expected=8.000000 predicted=63.697230, expected=8.000000 predicted=65.324502, expected=4.000000 predicted=98.795079, expected=8.000000 predicted=12.529492, expected=20.000000 predicted=14.688363, expected=16.000000 predicted=10.209660, expected=20.000000 predicted=12.494831, expected=4.000000 predicted=11.168700, expected=272.000000 predicted=49.983756, expected=16.000000 predicted=53.433385, expected=40.000000 predicted=68.138419, expected=12.000000 predicted=53.134415, expected=4.000000 predicted=51.433765, expected=4.000000 predicted=78.879949, expected=12.000000 predicted=13.903520, expected=16.000000 predicted=16.622819, expected=160.000000 predicted=31.664566, expected=36.000000 predicted=35.653890, expected=304.000000 predicted=84.663321, expected=28.000000 predicted=88.203434, expected=4.000000 predicted=92.918924, expected=8.000000 predicted=90.873647, expected=28.000000 predicted=59.852585, expected=212.000000 predicted=115.952909, expected=12.000000 predicted=49.786253, expected=28.000000 predicted=50.012714, expected=4.000000 predicted=40.167239, expected=20.000000 predicted=50.015714, expected=20.000000 predicted=62.289616, expected=28.000000 predicted=18.369950, expected=36.000000 predicted=22.822249, expected=24.000000 predicted=20.772033, expected=32.000000 predicted=26.114446, expected=4.000000 predicted=23.572242, expected=40.000000 predicted=27.093952, expected=16.000000 predicted=25.624242, expected=20.000000 predicted=23.620430, expected=8.000000 predicted=20.265583, expected=316.000000 predicted=58.007292, expected=36.000000 predicted=73.310541, expected=20.000000 predicted=73.624261, expected=12.000000 predicted=58.700131, expected=24.000000 predicted=65.339068, expected=20.000000 predicted=92.937538, expected=188.000000 predicted=46.913800, expected=20.000000 predicted=46.380645, expected=8.000000 predicted=46.010813, expected=120.000000 predicted=53.867186, expected=60.000000 predicted=64.697333, expected=176.000000 predicted=105.383781, expected=8.000000 predicted=61.460950, expected=356.000000 predicted=104.939087, expected=28.000000 predicted=131.185345, expected=8.000000 predicted=112.311611, expected=12.000000 predicted=101.215436, expected=8.000000 predicted=65.920555, expected=8.000000 predicted=96.237073, expected=12.000000 predicted=13.549544, expected=12.000000 predicted=9.681005, expected=264.000000 predicted=44.479465, expected=16.000000 predicted=56.070675, expected=12.000000 predicted=55.788316, expected=24.000000 predicted=47.808629, expected=16.000000 predicted=53.976505, expected=12.000000 predicted=74.769311, expected=16.000000 predicted=15.596877, expected=20.000000 predicted=15.987798, expected=8.000000 predicted=16.809777, expected=112.000000 predicted=27.441608, expected=4.000000 predicted=29.617112, expected=36.000000 predicted=32.715618, expected=156.000000 predicted=48.347501, expected=4.000000 predicted=53.971246, expected=8.000000 predicted=60.998335, expected=40.000000 predicted=34.179851, expected=28.000000 predicted=44.534251, expected=112.000000 predicted=64.538937, expected=16.000000 predicted=34.129735, expected=12.000000 predicted=35.958234, expected=8.000000 predicted=34.103559, expected=8.000000 predicted=30.399033, expected=16.000000 predicted=34.600916, expected=12.000000 predicted=12.232361, expected=16.000000 predicted=11.942631, expected=20.000000 predicted=12.597244, expected=24.000000 predicted=15.271094, expected=232.000000 predicted=46.232530, expected=4.000000 predicted=53.728348, expected=16.000000 predicted=54.161421, expected=16.000000 predicted=44.435735, expected=12.000000 predicted=49.657490, expected=12.000000 predicted=62.736296, expected=8.000000 predicted=10.638703, expected=24.000000 predicted=14.270955, expected=8.000000 predicted=13.637240, expected=44.000000 predicted=17.025106, expected=20.000000 predicted=18.837140, expected=12.000000 predicted=19.411901, expected=288.000000 predicted=56.201850, expected=12.000000 predicted=66.299070, expected=8.000000 predicted=70.392838, expected=104.000000 predicted=61.014465, expected=8.000000 predicted=70.286653, expected=32.000000 predicted=93.909793, expected=8.000000 predicted=25.393369, expected=16.000000 predicted=28.459741, expected=8.000000 predicted=33.739811, expected=32.000000 predicted=16.239060, expected=24.000000 predicted=20.544445, expected=36.000000 predicted=20.080445, expected=16.000000 predicted=21.707308, expected=4.000000 predicted=19.791198, expected=4.000000 predicted=19.577801, expected=32.000000 predicted=18.520209, expected=8.000000 predicted=18.290618, expected=28.000000 predicted=15.594610, expected=24.000000 predicted=15.047214, expected=4.000000 predicted=16.737282, expected=20.000000 predicted=19.643051, expected=64.000000 predicted=21.745973, expected=12.000000 predicted=26.912819, expected=12.000000 predicted=24.066942, expected=20.000000 predicted=19.102349, expected=28.000000 predicted=25.271483, expected=12.000000 predicted=27.774208, expected=16.000000 predicted=16.414545, expected=16.000000 predicted=16.405791, expected=20.000000 predicted=18.637916, expected=16.000000 predicted=18.621024, expected=8.000000 predicted=14.673453, expected=20.000000 predicted=15.504551, expected=12.000000 predicted=15.168498, expected=200.000000 predicted=39.868780, expected=368.000000 predicted=99.084015, expected=4.000000 predicted=106.211237, expected=8.000000 predicted=101.504056, expected=200.000000 predicted=113.767696, expected=12.000000 predicted=137.720715, expected=16.000000 predicted=128.587416, expected=20.000000 predicted=36.820438, expected=36.000000 predicted=44.317645, expected=4.000000 predicted=56.946490, expected=28.000000 predicted=19.401373, expected=8.000000 predicted=17.533487, expected=32.000000 predicted=21.461964, expected=28.000000 predicted=22.762219, expected=12.000000 predicted=18.536452, expected=20.000000 predicted=21.779590, expected=24.000000 predicted=19.159758, expected=60.000000 predicted=29.049583, expected=16.000000 predicted=27.097856, expected=28.000000 predicted=27.273674, expected=8.000000 predicted=24.652056, expected=4.000000 predicted=23.327335, expected=200.000000 predicted=50.206454, expected=12.000000 predicted=43.258841, expected=4.000000 predicted=50.301221, expected=24.000000 predicted=36.036449, expected=28.000000 predicted=40.885617, expected=28.000000 predicted=58.109726, expected=120.000000 predicted=33.660340, expected=4.000000 predicted=33.325368, expected=28.000000 predicted=41.595281, expected=20.000000 predicted=34.495992, expected=20.000000 predicted=35.890678, expected=40.000000 predicted=43.169814, expected=8.000000 predicted=19.088402, expected=4.000000 predicted=21.386275, expected=4.000000 predicted=15.349168, expected=28.000000 predicted=16.648751, expected=12.000000 predicted=17.183828, expected=8.000000 predicted=11.331277, expected=36.000000 predicted=13.930254, expected=12.000000 predicted=15.544747, expected=16.000000 predicted=20.135086, expected=8.000000 predicted=14.584634, expected=16.000000 predicted=15.305882, expected=296.000000 predicted=58.302182, expected=8.000000 predicted=57.435128, expected=8.000000 predicted=68.596259, expected=24.000000 predicted=51.063999, expected=4.000000 predicted=55.939015, expected=12.000000 predicted=73.914756, expected=44.000000 predicted=15.011777, expected=8.000000 predicted=16.213922, expected=20.000000 predicted=20.142074, expected=40.000000 predicted=18.940493, expected=12.000000 predicted=22.177249, expected=208.000000 predicted=52.793008, expected=16.000000 predicted=47.847953, expected=16.000000 predicted=58.294648, expected=196.000000 predicted=71.097654, expected=8.000000 predicted=71.874990, expected=8.000000 predicted=92.866398, expected=24.000000 predicted=38.041348, expected=12.000000 predicted=41.381874, expected=96.000000 predicted=64.166109, expected=4.000000 predicted=24.076347, expected=8.000000 predicted=28.564503, expected=20.000000 predicted=24.320333, expected=24.000000 predicted=26.069514, expected=4.000000 predicted=30.201400, expected=28.000000 predicted=14.080539, expected=8.000000 predicted=14.152120, expected=28.000000 predicted=19.287824, expected=16.000000 predicted=17.496267, expected=16.000000 predicted=16.661830, expected=36.000000 predicted=21.522560, expected=312.000000 predicted=60.771607, expected=16.000000 predicted=69.060985, expected=32.000000 predicted=82.478506, expected=12.000000 predicted=61.007638, expected=772.000000 predicted=158.678681, expected=8.000000 predicted=195.711386, expected=24.000000 predicted=174.546153, expected=16.000000 predicted=181.391295, expected=24.000000 predicted=141.310966, expected=16.000000 predicted=182.783042, expected=24.000000 predicted=18.103672, expected=16.000000 predicted=20.157636, expected=8.000000 predicted=17.638767, expected=24.000000 predicted=18.796979, expected=4.000000 predicted=15.186033, expected=12.000000 predicted=15.128026, expected=24.000000 predicted=14.323979, expected=16.000000 predicted=13.570563, expected=8.000000 predicted=15.406366, expected=20.000000 predicted=13.898861, expected=24.000000 predicted=16.320337, expected=28.000000 predicted=19.276653, expected=12.000000 predicted=18.317623, expected=20.000000 predicted=18.788469, expected=20.000000 predicted=20.498291, expected=28.000000 predicted=21.257850, expected=40.000000 predicted=23.891451, expected=32.000000 predicted=24.371935, expected=24.000000 predicted=27.651847, expected=4.000000 predicted=25.975031, expected=24.000000 predicted=25.680591, expected=20.000000 predicted=23.729097, expected=12.000000 predicted=19.405631, expected=12.000000 predicted=16.898544, expected=16.000000 predicted=14.201427, expected=20.000000 predicted=16.922795, expected=20.000000 predicted=16.346119, expected=12.000000 predicted=15.400862, expected=4.000000 predicted=14.611869, expected=12.000000 predicted=14.218748, expected=12.000000 predicted=13.012652, expected=44.000000 predicted=15.793567, expected=24.000000 predicted=16.880265, expected=12.000000 predicted=18.372740, expected=24.000000 predicted=22.021164, expected=32.000000 predicted=23.239306, expected=8.000000 predicted=24.536608, expected=28.000000 predicted=21.839776, expected=32.000000 predicted=21.650861, expected=44.000000 predicted=26.386547, expected=28.000000 predicted=28.851806, expected=20.000000 predicted=27.039959, expected=108.000000 predicted=40.439881, expected=16.000000 predicted=39.776508, expected=16.000000 predicted=41.845755, expected=28.000000 predicted=38.426404, expected=4.000000 predicted=30.598140, expected=12.000000 predicted=33.479015, expected=40.000000 predicted=18.285866, expected=20.000000 predicted=18.538989, expected=24.000000 predicted=21.895898, expected=36.000000 predicted=22.180159, expected=28.000000 predicted=25.470750, expected=24.000000 predicted=29.308062, expected=16.000000 predicted=25.303042, expected=8.000000 predicted=23.310286, expected=92.000000 predicted=31.305568, expected=8.000000 predicted=27.969130, expected=12.000000 predicted=29.102876, expected=20.000000 predicted=28.018896, expected=28.000000 predicted=25.365327, expected=24.000000 predicted=31.914709, expected=36.000000 predicted=20.563553, expected=16.000000 predicted=22.590621, expected=8.000000 predicted=22.945193, expected=24.000000 predicted=23.120162, expected=8.000000 predicted=18.993254, expected=20.000000 predicted=19.011295, expected=48.000000 predicted=19.250427, expected=20.000000 predicted=19.948233, expected=8.000000 predicted=22.893897, expected=20.000000 predicted=21.368809, expected=32.000000 predicted=23.187171, expected=20.000000 predicted=24.630306, expected=20.000000 predicted=20.473908, expected=84.000000 predicted=27.902516, expected=12.000000 predicted=30.073590, expected=4.000000 predicted=31.633955, expected=52.000000 predicted=32.559746, expected=28.000000 predicted=30.329904, expected=16.000000 predicted=34.759982, expected=44.000000 predicted=26.268872, expected=48.000000 predicted=29.336516, expected=4.000000 predicted=33.255894, expected=20.000000 predicted=28.765277, expected=8.000000 predicted=23.570395, expected=20.000000 predicted=23.718289, expected=20.000000 predicted=20.515552, expected=4.000000 predicted=12.499897, expected=8.000000 predicted=14.304321, expected=204.000000 predicted=35.402505, expected=16.000000 predicted=40.677875, expected=4.000000 predicted=49.072458, expected=24.000000 predicted=48.956749, expected=20.000000 predicted=41.588268, expected=8.000000 predicted=50.887634, expected=104.000000 predicted=26.159449, expected=40.000000 predicted=29.587957, expected=32.000000 Test MSE: 6312.177
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733])] predicted=214.680827, expected=221.032000 predicted=327.018016, expected=323.056000 predicted=270.076103, expected=343.224000 predicted=231.111976, expected=144.116000 predicted=121.170973, expected=171.728000 predicted=209.496522, expected=159.024000 predicted=158.975545, expected=171.208000 predicted=215.363578, expected=358.280000 predicted=447.961401, expected=418.484000 predicted=258.845554, expected=295.576000 predicted=200.295609, expected=153.860000 predicted=167.292689, expected=177.472000 predicted=169.394319, expected=130.016000 predicted=192.150700, expected=170.872000 predicted=319.168277, expected=208.316000 predicted=290.017665, expected=461.516000 predicted=356.136695, expected=468.740000 predicted=304.293266, expected=146.960000 predicted=52.019661, expected=167.824000 predicted=261.394106, expected=144.204000 predicted=103.562561, expected=119.524000 predicted=236.409236, expected=219.260000 predicted=449.378103, expected=294.688000 predicted=216.338593, expected=288.732000 predicted=219.200291, expected=139.948000 predicted=126.525890, expected=156.592000 predicted=157.060613, expected=157.752000 predicted=165.188095, expected=133.920000 predicted=186.010714, expected=175.752000 predicted=281.239012, expected=368.488000 predicted=295.156942, expected=335.028000 predicted=203.717293, expected=148.028000 predicted=125.534832, expected=135.984000 predicted=182.714998, expected=170.856000 predicted=132.898189, expected=146.432000 predicted=222.645970, expected=153.288000 predicted=288.726898, expected=313.972000 predicted=280.805277, expected=280.580000 predicted=162.561166, expected=148.520000 predicted=140.695372, expected=154.592000 predicted=196.890901, expected=155.656000 predicted=110.334406, expected=154.724000 predicted=220.267123, expected=198.388000 predicted=280.449061, expected=330.980000 predicted=267.498280, expected=313.656000 predicted=209.479141, expected=119.868000 predicted=99.287420, expected=182.520000 predicted=228.477651, expected=143.436000 predicted=113.876413, expected=162.140000 predicted=232.427150, expected=167.252000 predicted=289.790349, expected=317.136000 predicted=237.827437, expected=293.428000 predicted=219.961919, expected=134.492000 predicted=101.320788, expected=135.788000 predicted=197.219474, expected=166.900000 predicted=135.138820, expected=160.636000 predicted=212.044724, expected=224.096000 predicted=311.617718, expected=371.384000 predicted=286.840597, expected=379.144000 predicted=230.858655, expected=192.292000 predicted=143.929748, expected=134.652000 predicted=172.404155, expected=149.788000 predicted=164.909571, expected=124.380000 predicted=205.516845, expected=224.996000 predicted=364.880325, expected=282.592000 predicted=251.102582, expected=350.432000 predicted=247.738445, expected=161.896000 predicted=118.345527, expected=175.840000 predicted=172.373496, expected=214.776000 predicted=222.262987, expected=166.272000 predicted=160.873309, expected=258.608000 predicted=380.338867, expected=401.780000 predicted=307.489298, expected=379.708000 predicted=236.645846, expected=235.676000 predicted=219.752436, expected=162.124000 predicted=169.803471, expected=250.492000 predicted=252.443775, expected=163.624000 predicted=225.332437, expected=242.072000 predicted=367.096639, expected=359.956000 predicted=344.817505, expected=264.680000 predicted=139.638970, expected=127.640000 predicted=202.354834, expected=171.356000 predicted=200.267354, expected=214.996000 predicted=189.396748, expected=127.188000 predicted=213.043944, expected=250.608000 predicted=341.944665, expected=335.808000 predicted=230.008456, expected=248.668000 predicted=154.098686, expected=143.728000 predicted=206.323553, expected=181.356000 predicted=165.736547, expected=186.176000 predicted=178.892083, expected=152.236000 predicted=237.257589, expected=250.496000 predicted=309.722208, expected=306.220000 predicted=216.242814, expected=323.200000 predicted=244.995169, expected=164.308000 predicted=155.118205, expected=169.196000 predicted=175.511468, expected=179.164000 predicted=203.446955, expected=136.308000 predicted=179.442590, expected=242.556000 predicted=352.882844, expected=315.992000 predicted=242.425546, expected=247.948000 predicted=173.510695, expected=133.620000 predicted=164.959001, expected=186.404000 predicted=180.693630, expected=226.836000 predicted=207.624980, expected=115.048000 predicted=177.206348, expected=155.320000 predicted=264.026551, expected=295.364000 predicted=237.394745, expected=302.548000 predicted=199.128519, expected=226.016000 predicted=239.440514, expected=162.280000 predicted=148.038863, expected=172.844000 predicted=146.674188, expected=170.756000 predicted=215.252141, expected=275.260000 predicted=323.644981, expected=352.592000 predicted=308.747711, expected=292.580000 predicted=199.823330, expected=204.872000 predicted=194.551123, expected=167.188000 predicted=161.708057, expected=200.316000 predicted=224.716152, expected=177.904000 predicted=251.608952, expected=238.996000 predicted=299.274437, expected=350.776000 predicted=310.986126, expected=293.472000 predicted=188.665287, expected=151.260000 predicted=164.714013, expected=178.800000 predicted=212.120595, expected=208.072000 predicted=190.367315, expected=174.640000 predicted=239.435636, expected=263.260000 predicted=342.977971, expected=325.824000 predicted=239.178427, expected=292.016000 predicted=207.820956, expected=206.724000 predicted=213.175280, expected=211.852000 predicted=198.893344, expected=237.904000 predicted=236.027125, expected=168.520000 predicted=218.145973, expected=251.708000 predicted=325.110798, expected=472.644000 predicted=387.405170, expected=370.380000 predicted=214.094227, expected=208.908000 predicted=231.639655, expected=218.080000 predicted=236.653508, expected=181.400000 predicted=137.464593, expected=172.204000 predicted=322.926583, expected=235.128000 predicted=355.546700, expected=438.404000 predicted=360.967857, expected=330.512000 predicted=221.152084, expected=177.408000 predicted=173.790652, expected=171.244000 predicted=210.910834, expected=200.096000 predicted=161.891986, expected=193.924000 predicted=308.600760, expected=287.876000 predicted=368.095068, expected=382.440000 predicted=296.301430, expected=337.384000 predicted=222.952021, expected=169.464000 predicted=165.745280, expected=166.688000 predicted=200.904161, expected=193.540000 predicted=216.687420, expected=172.756000 predicted=250.618080, expected=223.612000 predicted=333.843780, expected=396.616000 predicted=326.479396, expected=289.100000 predicted=163.324885, expected=149.428000 predicted=168.968116, expected=165.260000 predicted=209.787064, expected=181.956000 predicted=146.712380, expected=152.484000 predicted=265.390119, expected=298.236000 predicted=371.186098, expected=480.828000 predicted=339.956167, expected=352.388000 predicted=190.293203, expected=200.008000 predicted=205.455096, expected=154.360000 predicted=159.296645, expected=180.168000 predicted=189.900590, expected=224.016000 predicted=363.183421, expected=280.820000 predicted=351.396077, expected=301.444000 predicted=262.514717, expected=299.956000 predicted=226.973163, expected=179.472000 predicted=147.548452, expected=201.632000 predicted=229.890330, expected=154.864000 predicted=193.663595, expected=154.856000 predicted=217.540836, expected=227.736000 predicted=311.733886, expected=370.184000 predicted=290.101182, expected=327.452000 predicted=242.411744, expected=165.428000 predicted=138.487817, expected=186.072000 predicted=208.615598, expected=195.752000 predicted=169.180309, expected=150.080000 predicted=230.178948, expected=234.176000 predicted=349.741088, expected=322.572000 predicted=250.535300, expected=325.452000 predicted=235.857570, expected=190.256000 predicted=181.440589, expected=159.472000 predicted=164.672957, expected=165.868000 predicted=184.557011, expected=133.736000 predicted=195.230383, expected=207.796000 predicted=316.495770, expected=334.408000 predicted=292.057817, expected=323.180000 predicted=213.820076, expected=294.140000 predicted=246.875799, expected=226.308000 predicted=170.253814, expected=215.744000 predicted=190.371250, expected=136.212000 predicted=210.848258, expected=222.740000 predicted=304.681875, expected=345.200000 predicted=350.362138, expected=299.664000 predicted=223.356599, expected=189.348000 predicted=214.341917, expected=155.472000 predicted=154.091615, expected=186.688000 predicted=182.315959, expected=190.528000 predicted=255.096691, expected=244.908000 predicted=305.872587, expected=338.908000 predicted=293.941775, expected=337.032000 predicted=226.596890, expected=193.320000 predicted=161.461602, expected=207.464000 predicted=229.808406, expected=179.796000 predicted=177.896017, expected=127.244000 predicted=200.996761, expected=258.996000 predicted=375.241637, expected=322.676000 predicted=245.450853, expected=363.272000 predicted=288.587564, expected=215.084000 predicted=184.619906, expected=133.024000 predicted=114.616965, expected=164.820000 predicted=222.529293, expected=176.300000 predicted=213.166568, expected=219.356000 predicted=320.908103, expected=377.524000 predicted=356.183523, expected=339.560000 predicted=197.002428, expected=196.776000 predicted=157.024241, expected=178.360000 predicted=209.956829, expected=204.308000 predicted=178.162065, expected=138.660000 predicted=221.053020, expected=282.732000 predicted=390.057836, expected=432.404000 predicted=338.752845, expected=321.904000 predicted=184.567506, expected=212.352000 predicted=237.579579, expected=178.616000 predicted=156.022177, expected=159.068000 predicted=168.809732, expected=153.548000 predicted=300.500509, expected=227.824000 predicted=313.785781, expected=333.084000 predicted=294.137584, expected=338.500000 predicted=249.313483, expected=171.736000 predicted=134.578888, expected=199.604000 predicted=212.118996, expected=209.408000 predicted=190.101496, expected=189.560000 predicted=228.250251, expected=329.628000 predicted=416.192211, expected=422.096000 predicted=295.010070, expected=370.556000 predicted=256.088171, expected=274.192000 predicted=252.698694, expected=279.972000 predicted=235.133977, expected=317.260000 predicted=302.629403, expected=356.712000 predicted=390.995367, expected=419.472000 predicted=429.053998, expected=329.808000 predicted=273.459824, expected=205.436000 predicted=223.632365, expected=187.884000 predicted=266.524843, expected=307.276000 predicted=337.484672, expected=414.776000 predicted=427.274102, expected=442.248000 predicted=403.835094, expected=310.372000 predicted=242.220345, expected=207.200000 predicted=183.332074, expected=178.416000 predicted=230.038593, expected=198.932000 predicted=288.889366, expected=157.304000 predicted=295.379411, expected=230.404000 predicted=315.303666, expected=366.176000 predicted=320.884810, expected=365.452000 predicted=242.040442, expected=150.680000 predicted=139.138657, expected=155.808000 predicted=199.393689, expected=170.536000 predicted=168.359952, expected=120.660000 predicted=194.227194, expected=222.696000 predicted=376.931192, expected=473.464000 predicted=365.833873, expected=359.444000 predicted=177.158695, expected=181.004000 predicted=179.417399, expected=147.112000 predicted=166.914011, expected=178.544000 predicted=138.991321, expected=138.176000 predicted=284.973444, expected=227.208000 predicted=358.521129, expected=383.496000 predicted=322.765335, expected=349.576000 predicted=203.642046, expected=188.748000 predicted=171.468484, expected=133.956000 predicted=151.394312, expected=189.216000 predicted=189.660667, expected=141.496000 predicted=220.163834, expected=221.656000 predicted=343.661901, expected=402.536000 predicted=352.727912, expected=349.480000 predicted=180.715072, expected=138.712000 predicted=141.650209, expected=150.116000 predicted=193.481281, expected=160.088000 predicted=138.079869, expected=137.144000 predicted=240.964949, expected=207.632000 predicted=349.419571, expected=343.488000 predicted=266.682350, expected=286.044000 predicted=176.239507, expected=253.312000 predicted=227.704270, expected=276.248000 predicted=223.133183, expected=193.708000 predicted=134.743144, expected=135.604000 predicted=244.556146, expected=259.620000 predicted=325.426577, expected=292.244000 predicted=242.155986, expected=320.212000 predicted=314.174690, expected=163.304000 predicted=162.559538, expected=117.392000 predicted=119.097545, expected=125.956000 predicted=194.962685, expected=119.928000 predicted=171.135086, expected=221.436000 predicted=326.896308, expected=365.188000 predicted=299.571042, expected=368.308000 predicted=221.653802, expected=162.124000 predicted=106.609334, expected=147.780000 predicted=164.587822, expected=133.884000 predicted=138.996351, expected=137.956000 predicted=222.177848, expected=199.552000 predicted=341.810497, expected=364.800000 predicted=301.789037, expected=313.188000 predicted=194.863770, expected=145.892000 predicted=115.072828, expected=141.400000 predicted=176.596337, expected=203.488000 predicted=171.258334, expected=118.680000 predicted=192.293665, expected=207.268000 predicted=336.649074, expected=402.264000 predicted=322.903418, expected=362.492000 predicted=185.484933, expected=133.796000 predicted=148.689122, expected=120.256000 predicted=163.452754, expected=160.352000 predicted=141.718185, expected=105.900000 predicted=204.464466, expected=215.288000 predicted=378.083502, expected=411.480000 predicted=318.335626, expected=304.316000 predicted=135.796229, expected=114.148000 predicted=136.152543, expected=128.652000 predicted=156.129869, expected=165.360000 predicted=132.896503, expected=145.244000 predicted=260.947231, expected=219.496000 predicted=331.334116, expected=285.656000 predicted=208.545676, expected=341.296000 predicted=232.024086, expected=183.084000 predicted=137.872139, expected=190.300000 predicted=192.293345, expected=196.248000 predicted=197.783132, expected=179.100000 predicted=189.976991, expected=216.460000 predicted=327.958389, expected=275.640000 predicted=239.172322, expected=264.908000 predicted=212.346483, expected=133.964000 predicted=140.941632, expected=171.876000 predicted=209.006864, expected=134.344000 predicted=139.697156, expected=119.004000 predicted=182.170810, expected=202.176000 predicted=292.645455, expected=379.384000 predicted=279.364847, expected=427.628000 predicted=293.986468, expected=173.436000 predicted=94.762948, expected=142.220000 predicted=175.393386, expected=153.604000 predicted=147.190851, expected=113.092000 predicted=181.619980, expected=197.860000 predicted=394.232009, expected=361.808000 predicted=308.152406, expected=285.764000 predicted=159.527683, expected=152.536000 predicted=155.100477, expected=138.372000 predicted=148.354001, expected=173.728000 predicted=146.856301, expected=118.616000 predicted=213.552543, expected=192.492000 predicted=297.152096, expected=389.368000 predicted=322.441893, expected=322.196000 predicted=164.850069, expected=130.584000 predicted=138.480737, expected=128.124000 predicted=167.081770, expected=179.392000 predicted=141.611714, expected=156.132000 predicted=242.092614, expected=193.780000 predicted=315.463852, expected=332.576000 predicted=273.479837, expected=385.676000 predicted=236.409694, expected=125.364000 predicted=83.648642, expected=112.404000 predicted=189.894105, expected=122.624000 predicted=132.927091, expected=145.868000 predicted=191.208509, expected=216.784000 predicted=372.818427, expected=344.968000 predicted=265.796331, expected=327.612000 predicted=197.886414, expected=126.204000 predicted=79.313425, expected=120.504000 predicted=169.433973, expected=174.636000 predicted=175.211352, expected=131.628000 predicted=188.830876, expected=218.008000 predicted=349.640279, expected=433.068000 predicted=335.995833, expected=404.308000 predicted=203.035257, expected=128.932000 predicted=106.697324, expected=156.016000 predicted=212.182598, expected=171.412000 predicted=133.588317, expected=128.044000 predicted=229.767924, expected=193.984000 predicted=390.935324, expected=315.876000 predicted=242.013297, expected=248.008000 predicted=154.313726, expected=167.876000 predicted=181.936794, expected=118.372000 predicted=124.647275, expected=155.920000 predicted=154.312140, expected=130.256000 predicted=209.716082, expected=214.264000 predicted=270.721989, expected=304.828000 predicted=264.633534, expected=323.056000 predicted=202.001033, expected=153.216000 predicted=124.232352, expected=134.572000 predicted=151.875497, expected=171.056000 predicted=183.856432, expected=140.324000 predicted=176.122392, expected=306.292000 predicted=403.498723, expected=359.008000 predicted=252.599758, expected=303.508000 predicted=187.440232, expected=149.296000 predicted=159.388012, expected=141.780000 predicted=134.769997, expected=176.644000 predicted=227.773942, expected=134.792000 predicted=216.629787, expected=268.792000 predicted=365.570519, expected=382.324000 predicted=282.276920, expected=306.592000 predicted=174.223787, expected=122.484000 predicted=142.753749, expected=153.884000 predicted=170.161690, expected=172.300000 predicted=178.022288, expected=119.244000 predicted=221.174256, expected=238.732000 predicted=362.062249, expected=291.656000 predicted=196.841828, expected=336.828000 predicted=241.828893, expected=115.516000 predicted=105.259587, expected=94.096000 predicted=120.384616, expected=153.392000 predicted=205.442652, expected=216.676000 predicted=217.209244, expected=191.268000 predicted=293.190562, expected=430.680000 predicted=361.874227, expected=393.948000 predicted=190.786661, expected=128.460000 predicted=59.901757, expected=143.400000 predicted=270.784910, expected=167.488000 predicted=116.682840, expected=135.708000 predicted=237.682637, expected=225.120000 predicted=401.950429, expected=288.308000 predicted=211.363013, expected=283.928000 predicted=195.272062, expected=125.304000 predicted=124.717134, expected=118.300000 predicted=141.322200, expected=164.308000 predicted=189.475649, expected=175.948000 Test MSE: 2835.051
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903])] predicted=20.002397, expected=48.000000 predicted=25.995406, expected=4.000000 predicted=19.474056, expected=12.000000 predicted=21.849859, expected=28.000000 predicted=24.948486, expected=12.000000 predicted=18.251944, expected=4.000000 predicted=14.926911, expected=32.000000 predicted=18.454429, expected=8.000000 predicted=14.341439, expected=20.000000 predicted=15.892109, expected=20.000000 predicted=17.890495, expected=8.000000 predicted=14.349034, expected=32.000000 predicted=20.283385, expected=20.000000 predicted=18.238358, expected=148.000000 predicted=46.651642, expected=12.000000 predicted=37.633675, expected=12.000000 predicted=39.790091, expected=16.000000 predicted=50.917163, expected=24.000000 predicted=35.343114, expected=12.000000 predicted=26.892822, expected=52.000000 predicted=23.284068, expected=24.000000 predicted=23.338199, expected=16.000000 predicted=22.998635, expected=20.000000 predicted=27.332284, expected=16.000000 predicted=22.838214, expected=12.000000 predicted=20.410781, expected=40.000000 predicted=22.192682, expected=28.000000 predicted=21.467366, expected=8.000000 predicted=19.166145, expected=8.000000 predicted=20.523611, expected=8.000000 predicted=17.526048, expected=12.000000 predicted=14.687505, expected=20.000000 predicted=12.977868, expected=16.000000 predicted=11.761327, expected=12.000000 predicted=12.705329, expected=4.000000 predicted=12.334641, expected=4.000000 predicted=11.096479, expected=32.000000 predicted=15.035236, expected=8.000000 predicted=10.718097, expected=12.000000 predicted=11.510514, expected=8.000000 predicted=13.350784, expected=24.000000 predicted=14.668938, expected=28.000000 predicted=17.695289, expected=16.000000 predicted=15.365803, expected=32.000000 predicted=21.706770, expected=24.000000 predicted=22.917661, expected=36.000000 predicted=26.271953, expected=12.000000 predicted=24.255960, expected=4.000000 predicted=20.234232, expected=32.000000 predicted=24.692855, expected=12.000000 predicted=17.683684, expected=24.000000 predicted=18.163956, expected=12.000000 predicted=17.322590, expected=28.000000 predicted=19.100600, expected=4.000000 predicted=17.364334, expected=12.000000 predicted=15.016305, expected=20.000000 predicted=17.408548, expected=20.000000 predicted=14.755677, expected=16.000000 predicted=15.623732, expected=12.000000 predicted=14.854888, expected=24.000000 predicted=18.104746, expected=8.000000 predicted=15.506972, expected=12.000000 predicted=14.631829, expected=12.000000 predicted=14.558332, expected=20.000000 predicted=14.127690, expected=16.000000 predicted=14.423530, expected=8.000000 predicted=12.421687, expected=12.000000 predicted=13.935812, expected=12.000000 predicted=13.235845, expected=16.000000 predicted=13.015981, expected=36.000000 predicted=17.283398, expected=44.000000 predicted=22.113822, expected=28.000000 predicted=24.537505, expected=16.000000 predicted=26.674093, expected=20.000000 predicted=28.390645, expected=28.000000 predicted=27.815075, expected=4.000000 predicted=20.066027, expected=20.000000 predicted=19.282562, expected=8.000000 predicted=16.213086, expected=12.000000 predicted=13.582356, expected=20.000000 predicted=15.409682, expected=4.000000 predicted=10.460790, expected=20.000000 predicted=14.025552, expected=20.000000 predicted=14.855158, expected=36.000000 predicted=18.439887, expected=52.000000 predicted=26.727359, expected=28.000000 predicted=26.968239, expected=20.000000 predicted=30.215627, expected=16.000000 predicted=30.430335, expected=16.000000 predicted=26.411450, expected=12.000000 predicted=21.253456, expected=28.000000 predicted=19.649979, expected=8.000000 predicted=15.489582, expected=12.000000 predicted=14.862225, expected=24.000000 predicted=18.109452, expected=28.000000 predicted=18.082864, expected=16.000000 predicted=17.946947, expected=24.000000 predicted=20.163907, expected=12.000000 predicted=19.696384, expected=24.000000 predicted=20.775961, expected=24.000000 predicted=21.202017, expected=12.000000 predicted=17.475238, expected=24.000000 predicted=20.591111, expected=24.000000 predicted=20.636552, expected=24.000000 predicted=20.888481, expected=36.000000 predicted=24.822194, expected=36.000000 predicted=26.862491, expected=36.000000 predicted=30.090144, expected=20.000000 predicted=29.587806, expected=28.000000 predicted=30.753793, expected=12.000000 predicted=26.965021, expected=12.000000 predicted=22.127981, expected=20.000000 predicted=21.033591, expected=40.000000 predicted=21.969541, expected=20.000000 predicted=20.355667, expected=8.000000 predicted=18.640024, expected=20.000000 predicted=22.333278, expected=44.000000 predicted=25.768429, expected=24.000000 predicted=23.037352, expected=28.000000 predicted=24.476992, expected=36.000000 predicted=29.793974, expected=16.000000 predicted=26.688528, expected=32.000000 predicted=29.555821, expected=4.000000 predicted=22.814154, expected=24.000000 predicted=22.496103, expected=16.000000 predicted=20.953124, expected=16.000000 predicted=16.345052, expected=8.000000 predicted=16.101275, expected=24.000000 predicted=16.312267, expected=12.000000 predicted=15.563927, expected=36.000000 predicted=18.934602, expected=20.000000 predicted=19.704866, expected=12.000000 predicted=18.079666, expected=12.000000 predicted=20.329357, expected=20.000000 predicted=18.755337, expected=8.000000 predicted=15.604838, expected=4.000000 predicted=11.682073, expected=4.000000 predicted=10.314232, expected=36.000000 predicted=14.667116, expected=44.000000 predicted=19.050780, expected=16.000000 predicted=17.516555, expected=12.000000 predicted=21.683644, expected=8.000000 predicted=21.957859, expected=40.000000 predicted=25.169881, expected=32.000000 predicted=23.143678, expected=40.000000 predicted=24.591524, expected=20.000000 predicted=27.023735, expected=4.000000 predicted=24.045572, expected=16.000000 predicted=25.511941, expected=44.000000 predicted=25.981801, expected=20.000000 predicted=20.556642, expected=24.000000 predicted=21.406063, expected=28.000000 predicted=25.850407, expected=52.000000 predicted=31.389084, expected=32.000000 predicted=31.561297, expected=16.000000 predicted=28.288199, expected=24.000000 predicted=31.636546, expected=16.000000 predicted=27.059545, expected=16.000000 predicted=23.056481, expected=20.000000 predicted=20.374945, expected=32.000000 predicted=20.962782, expected=52.000000 predicted=27.379106, expected=12.000000 predicted=23.351736, expected=12.000000 predicted=24.759207, expected=40.000000 predicted=31.501520, expected=40.000000 predicted=29.190456, expected=40.000000 predicted=30.346363, expected=28.000000 predicted=30.543058, expected=44.000000 predicted=36.314493, expected=40.000000 predicted=38.515307, expected=12.000000 predicted=31.428822, expected=32.000000 predicted=33.830408, expected=16.000000 predicted=28.376214, expected=36.000000 predicted=27.967299, expected=24.000000 predicted=26.174388, expected=28.000000 predicted=24.545972, expected=4.000000 predicted=22.771611, expected=16.000000 predicted=20.902877, expected=24.000000 predicted=21.822307, expected=28.000000 predicted=18.995723, expected=20.000000 predicted=19.201047, expected=4.000000 predicted=16.440471, expected=16.000000 predicted=18.994341, expected=12.000000 predicted=16.514444, expected=12.000000 predicted=13.211229, expected=28.000000 predicted=16.061298, expected=40.000000 predicted=19.826501, expected=24.000000 predicted=21.171653, expected=16.000000 predicted=22.790181, expected=36.000000 predicted=28.757111, expected=20.000000 predicted=25.893853, expected=12.000000 predicted=22.294733, expected=40.000000 predicted=27.057346, expected=68.000000 predicted=33.536960, expected=52.000000 predicted=36.158094, expected=36.000000 predicted=39.256424, expected=48.000000 predicted=47.235682, expected=16.000000 predicted=41.737119, expected=32.000000 predicted=39.840824, expected=20.000000 predicted=33.250343, expected=24.000000 predicted=27.080769, expected=12.000000 predicted=23.963156, expected=28.000000 predicted=22.395484, expected=24.000000 predicted=22.786094, expected=24.000000 predicted=21.112015, expected=20.000000 predicted=22.386667, expected=24.000000 predicted=22.618365, expected=20.000000 predicted=22.752021, expected=12.000000 predicted=19.652065, expected=20.000000 predicted=20.204261, expected=44.000000 predicted=24.489659, expected=8.000000 predicted=18.799385, expected=8.000000 predicted=18.392874, expected=20.000000 predicted=21.491240, expected=12.000000 predicted=16.315646, expected=40.000000 predicted=21.190980, expected=12.000000 predicted=16.599048, expected=20.000000 predicted=18.774860, expected=16.000000 predicted=21.585731, expected=40.000000 predicted=23.619390, expected=16.000000 predicted=22.024679, expected=8.000000 predicted=18.041178, expected=4.000000 predicted=18.528158, expected=16.000000 predicted=16.178509, expected=16.000000 predicted=14.427253, expected=32.000000 predicted=15.353031, expected=4.000000 predicted=12.866797, expected=48.000000 predicted=22.612165, expected=48.000000 predicted=29.360252, expected=24.000000 predicted=26.169141, expected=28.000000 predicted=32.786408, expected=36.000000 predicted=34.194531, expected=36.000000 predicted=34.463804, expected=56.000000 predicted=38.032203, expected=48.000000 predicted=38.951352, expected=64.000000 predicted=46.183369, expected=40.000000 predicted=47.477206, expected=28.000000 predicted=44.770716, expected=56.000000 predicted=50.599170, expected=20.000000 predicted=39.727420, expected=24.000000 predicted=35.744582, expected=40.000000 predicted=36.907442, expected=44.000000 predicted=34.164150, expected=20.000000 predicted=31.045977, expected=48.000000 predicted=35.489223, expected=32.000000 predicted=35.291287, expected=32.000000 predicted=33.939583, expected=24.000000 predicted=33.777357, expected=32.000000 predicted=31.665190, expected=72.000000 predicted=41.192738, expected=16.000000 predicted=31.754989, expected=32.000000 predicted=35.208136, expected=32.000000 predicted=38.416023, expected=32.000000 predicted=33.283697, expected=20.000000 predicted=31.264341, expected=24.000000 predicted=26.875353, expected=40.000000 predicted=30.639233, expected=12.000000 predicted=24.271248, expected=36.000000 predicted=27.806800, expected=24.000000 predicted=27.109534, expected=28.000000 predicted=25.872007, expected=20.000000 predicted=26.566239, expected=28.000000 predicted=25.240432, expected=56.000000 predicted=33.031590, expected=84.000000 predicted=41.801931, expected=32.000000 predicted=39.785050, expected=48.000000 predicted=48.141055, expected=28.000000 predicted=48.870846, expected=12.000000 predicted=38.874795, expected=20.000000 predicted=35.181675, expected=52.000000 predicted=32.653493, expected=56.000000 predicted=34.365950, expected=24.000000 predicted=30.532112, expected=44.000000 predicted=38.640134, expected=4.000000 predicted=33.161238, expected=8.000000 predicted=27.997061, expected=16.000000 predicted=25.025267, expected=16.000000 predicted=16.152238, expected=24.000000 predicted=17.192970, expected=28.000000 predicted=17.335094, expected=16.000000 predicted=17.898377, expected=4.000000 predicted=16.984029, expected=8.000000 predicted=16.354203, expected=20.000000 predicted=16.200156, expected=8.000000 predicted=11.698338, expected=12.000000 predicted=11.017762, expected=12.000000 predicted=11.754328, expected=12.000000 predicted=11.480818, expected=4.000000 predicted=10.378543, expected=4.000000 predicted=8.509416, expected=4.000000 predicted=7.663201, expected=8.000000 predicted=6.639292, expected=28.000000 predicted=10.704867, expected=8.000000 predicted=8.614051, expected=12.000000 predicted=10.991064, expected=8.000000 predicted=12.777336, expected=8.000000 predicted=11.069902, expected=8.000000 predicted=10.983359, expected=24.000000 predicted=11.997824, expected=12.000000 predicted=11.346050, expected=12.000000 predicted=11.842432, expected=12.000000 predicted=13.792944, expected=12.000000 predicted=12.964072, expected=4.000000 predicted=11.343922, expected=8.000000 predicted=9.857891, expected=12.000000 predicted=10.032040, expected=8.000000 predicted=8.366596, expected=4.000000 predicted=7.487505, expected=16.000000 predicted=9.648232, expected=8.000000 predicted=8.795195, expected=16.000000 predicted=10.409716, expected=8.000000 predicted=10.336918, expected=4.000000 predicted=8.801037, expected=16.000000 predicted=11.928396, expected=4.000000 predicted=8.406781, expected=8.000000 predicted=8.487928, expected=4.000000 predicted=7.704333, expected=4.000000 predicted=6.021387, expected=12.000000 predicted=7.924958, expected=12.000000 predicted=7.247500, expected=4.000000 predicted=6.625990, expected=4.000000 predicted=7.038661, expected=4.000000 predicted=6.796776, expected=4.000000 predicted=5.741487, expected=4.000000 predicted=4.704526, expected=4.000000 predicted=3.828819, expected=8.000000 predicted=4.739036, expected=4.000000 predicted=4.369620, expected=24.000000 predicted=9.018063, expected=20.000000 predicted=11.144834, expected=4.000000 predicted=9.705817, expected=20.000000 predicted=15.294912, expected=4.000000 predicted=12.446156, expected=12.000000 predicted=12.476251, expected=112.000000 predicted=35.008935, expected=4.000000 predicted=21.771813, expected=4.000000 predicted=25.331440, expected=4.000000 predicted=30.864273, expected=4.000000 predicted=19.421585, expected=12.000000 predicted=18.068462, expected=4.000000 predicted=4.898963, expected=4.000000 predicted=5.129931, expected=16.000000 predicted=8.405704, expected=4.000000 predicted=6.513645, expected=4.000000 predicted=6.679827, expected=4.000000 predicted=6.654106, expected=16.000000 predicted=8.141882, expected=24.000000 predicted=11.266265, expected=8.000000 predicted=9.346559, expected=8.000000 predicted=11.337803, expected=12.000000 predicted=13.143110, expected=12.000000 predicted=12.334073, expected=12.000000 predicted=11.714262, expected=20.000000 predicted=12.662124, expected=96.000000 predicted=31.481565, expected=32.000000 predicted=28.873459, expected=248.000000 predicted=83.393862, expected=72.000000 predicted=88.765217, expected=52.000000 predicted=84.207845, expected=72.000000 predicted=106.387150, expected=60.000000 predicted=86.334834, expected=64.000000 predicted=83.664441, expected=40.000000 predicted=58.766506, expected=48.000000 predicted=55.416705, expected=16.000000 predicted=46.676365, expected=20.000000 predicted=37.654941, expected=44.000000 predicted=37.684688, expected=48.000000 predicted=35.125092, expected=52.000000 predicted=37.993864, expected=56.000000 predicted=42.854954, expected=64.000000 predicted=50.482180, expected=4.000000 predicted=42.151652, expected=4.000000 predicted=35.143685, expected=4.000000 predicted=28.049651, expected=24.000000 predicted=21.459272, expected=12.000000 predicted=14.934769, expected=32.000000 predicted=15.005249, expected=4.000000 predicted=14.049585, expected=12.000000 predicted=14.422328, expected=8.000000 predicted=15.101411, expected=4.000000 predicted=10.159580, expected=4.000000 predicted=8.951315, expected=12.000000 predicted=7.619635, expected=12.000000 predicted=8.395805, expected=4.000000 predicted=6.844419, expected=4.000000 predicted=6.804802, expected=4.000000 predicted=6.567576, expected=8.000000 predicted=6.615009, expected=8.000000 predicted=6.262065, expected=16.000000 predicted=8.001237, expected=4.000000 predicted=7.336778, expected=8.000000 predicted=8.047962, expected=8.000000 predicted=8.925441, expected=12.000000 predicted=8.982159, expected=4.000000 predicted=7.860723, expected=4.000000 predicted=6.467410, expected=32.000000 predicted=13.110851, expected=20.000000 predicted=13.761558, expected=12.000000 predicted=13.636623, expected=12.000000 predicted=15.563424, expected=16.000000 predicted=16.286148, expected=12.000000 predicted=15.546891, expected=8.000000 Test MSE: 397.085
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052])] predicted=8.819812, expected=8.000000 predicted=9.309586, expected=16.000000 predicted=11.478876, expected=8.000000 predicted=8.840697, expected=12.000000 predicted=9.477121, expected=8.000000 predicted=10.764109, expected=8.000000 predicted=9.471431, expected=8.000000 predicted=10.127315, expected=8.000000 predicted=8.539676, expected=4.000000 predicted=7.810440, expected=4.000000 predicted=6.245100, expected=4.000000 predicted=5.861415, expected=8.000000 predicted=6.213606, expected=8.000000 predicted=6.466926, expected=16.000000 predicted=8.005263, expected=4.000000 predicted=7.332782, expected=4.000000 predicted=6.213870, expected=4.000000 predicted=7.075971, expected=12.000000 predicted=8.273435, expected=4.000000 predicted=7.881304, expected=4.000000 predicted=4.693467, expected=4.000000 predicted=5.207657, expected=20.000000 predicted=8.801248, expected=4.000000 predicted=8.639160, expected=12.000000 predicted=7.241369, expected=4.000000 predicted=8.225192, expected=12.000000 predicted=8.548112, expected=4.000000 predicted=10.073608, expected=4.000000 predicted=5.682797, expected=4.000000 predicted=6.842408, expected=28.000000 predicted=10.386978, expected=4.000000 predicted=10.393031, expected=8.000000 predicted=6.903126, expected=4.000000 predicted=9.189580, expected=4.000000 predicted=7.291383, expected=4.000000 predicted=9.581638, expected=4.000000 predicted=4.449541, expected=8.000000 predicted=5.636710, expected=4.000000 predicted=4.770081, expected=12.000000 predicted=6.078288, expected=8.000000 predicted=7.196130, expected=4.000000 predicted=5.951516, expected=12.000000 predicted=8.269886, expected=8.000000 predicted=8.170927, expected=4.000000 predicted=7.547003, expected=8.000000 predicted=7.395185, expected=4.000000 predicted=6.460138, expected=4.000000 predicted=6.386497, expected=4.000000 predicted=5.442340, expected=8.000000 predicted=5.336431, expected=8.000000 predicted=6.443264, expected=16.000000 predicted=7.812291, expected=12.000000 predicted=9.262215, expected=16.000000 predicted=10.568407, expected=8.000000 predicted=11.379840, expected=8.000000 predicted=10.323952, expected=4.000000 predicted=10.495069, expected=4.000000 predicted=7.941487, expected=8.000000 predicted=8.378021, expected=12.000000 predicted=7.909277, expected=4.000000 predicted=6.753873, expected=8.000000 predicted=6.247906, expected=8.000000 predicted=7.537524, expected=4.000000 predicted=6.857753, expected=4.000000 predicted=6.573203, expected=8.000000 predicted=6.021072, expected=4.000000 predicted=6.042501, expected=4.000000 predicted=5.110714, expected=8.000000 predicted=5.562904, expected=8.000000 predicted=6.163916, expected=8.000000 predicted=6.863431, expected=4.000000 predicted=5.818627, expected=4.000000 predicted=5.447170, expected=12.000000 predicted=7.741760, expected=4.000000 predicted=6.860363, expected=8.000000 predicted=6.384165, expected=4.000000 predicted=6.155780, expected=4.000000 predicted=5.243755, expected=4.000000 predicted=6.226290, expected=8.000000 predicted=5.339757, expected=16.000000 predicted=8.350805, expected=24.000000 predicted=11.589621, expected=8.000000 predicted=10.671109, expected=12.000000 predicted=10.818452, expected=4.000000 predicted=11.437021, expected=4.000000 predicted=9.985748, expected=12.000000 predicted=11.734955, expected=24.000000 predicted=12.184802, expected=4.000000 predicted=10.358600, expected=4.000000 predicted=6.862692, expected=12.000000 predicted=10.069646, expected=4.000000 predicted=9.483877, expected=8.000000 predicted=10.021988, expected=12.000000 predicted=7.894534, expected=8.000000 predicted=7.664759, expected=4.000000 predicted=7.875752, expected=8.000000 predicted=6.975158, expected=12.000000 predicted=9.004255, expected=4.000000 predicted=8.054908, expected=24.000000 predicted=10.832039, expected=4.000000 predicted=9.637842, expected=4.000000 predicted=7.619908, expected=4.000000 predicted=8.973284, expected=4.000000 predicted=6.168479, expected=16.000000 predicted=11.193955, expected=4.000000 predicted=6.338020, expected=8.000000 predicted=5.933795, expected=4.000000 predicted=6.595818, expected=12.000000 predicted=7.577103, expected=8.000000 predicted=9.681004, expected=4.000000 predicted=5.980095, expected=12.000000 predicted=8.188057, expected=4.000000 predicted=7.213225, expected=24.000000 predicted=11.167566, expected=8.000000 predicted=11.057300, expected=8.000000 predicted=8.491194, expected=8.000000 predicted=10.771123, expected=4.000000 predicted=8.543046, expected=8.000000 predicted=10.509717, expected=8.000000 predicted=7.636725, expected=4.000000 predicted=6.542025, expected=4.000000 predicted=5.749998, expected=16.000000 predicted=7.672742, expected=4.000000 predicted=7.834111, expected=4.000000 predicted=5.918112, expected=12.000000 predicted=7.454303, expected=16.000000 predicted=9.737889, expected=12.000000 predicted=11.328274, expected=8.000000 predicted=8.805133, expected=4.000000 predicted=8.474966, expected=4.000000 predicted=8.876630, expected=4.000000 predicted=8.154004, expected=4.000000 predicted=6.148968, expected=4.000000 predicted=4.786517, expected=8.000000 predicted=4.841587, expected=8.000000 predicted=5.654319, expected=12.000000 predicted=6.909653, expected=8.000000 predicted=7.456773, expected=12.000000 predicted=8.427556, expected=12.000000 predicted=10.310023, expected=16.000000 predicted=11.483657, expected=4.000000 predicted=10.553695, expected=8.000000 predicted=9.050546, expected=8.000000 predicted=10.210164, expected=4.000000 predicted=8.349446, expected=8.000000 predicted=8.272760, expected=4.000000 predicted=5.932312, expected=4.000000 predicted=5.669387, expected=4.000000 predicted=5.382064, expected=16.000000 predicted=7.148771, expected=4.000000 predicted=7.252126, expected=16.000000 predicted=7.679673, expected=4.000000 predicted=8.368991, expected=4.000000 predicted=6.622739, expected=8.000000 predicted=9.114850, expected=12.000000 predicted=8.103906, expected=8.000000 predicted=9.349601, expected=4.000000 predicted=6.143688, expected=4.000000 predicted=6.092497, expected=8.000000 predicted=7.332881, expected=16.000000 predicted=9.577931, expected=48.000000 predicted=17.940736, expected=12.000000 predicted=16.287424, expected=4.000000 predicted=11.318531, expected=12.000000 predicted=15.793295, expected=8.000000 predicted=16.506406, expected=4.000000 predicted=16.486370, expected=8.000000 predicted=8.190827, expected=8.000000 predicted=7.263107, expected=4.000000 predicted=7.292305, expected=12.000000 predicted=7.701216, expected=12.000000 predicted=8.473222, expected=20.000000 predicted=11.434573, expected=12.000000 predicted=11.733222, expected=4.000000 predicted=9.099177, expected=4.000000 predicted=9.742746, expected=4.000000 predicted=8.817885, expected=4.000000 predicted=8.360671, expected=20.000000 predicted=9.663771, expected=4.000000 predicted=7.012864, expected=4.000000 predicted=5.390951, expected=4.000000 predicted=6.251524, expected=4.000000 predicted=5.970334, expected=20.000000 predicted=11.305272, expected=4.000000 predicted=7.009434, expected=4.000000 predicted=5.381875, expected=4.000000 predicted=6.221655, expected=8.000000 predicted=7.134500, expected=12.000000 predicted=10.018367, expected=28.000000 predicted=11.544759, expected=4.000000 predicted=9.651314, expected=4.000000 predicted=7.633479, expected=8.000000 predicted=10.286216, expected=4.000000 predicted=9.898419, expected=12.000000 predicted=11.689488, expected=28.000000 predicted=11.557406, expected=4.000000 predicted=9.461054, expected=4.000000 predicted=8.098269, expected=8.000000 predicted=9.091444, expected=4.000000 predicted=9.969629, expected=4.000000 predicted=10.359959, expected=4.000000 predicted=4.481630, expected=4.000000 predicted=4.505439, expected=8.000000 predicted=5.885967, expected=4.000000 predicted=4.667592, expected=8.000000 predicted=5.268953, expected=4.000000 predicted=5.181303, expected=4.000000 predicted=4.871066, expected=4.000000 predicted=5.457894, expected=4.000000 predicted=4.509354, expected=4.000000 predicted=4.946984, expected=4.000000 Test MSE: 39.589
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838])] predicted=16.838986, expected=40.000000 predicted=20.907395, expected=20.000000 predicted=20.698926, expected=24.000000 predicted=25.412012, expected=16.000000 predicted=17.201237, expected=32.000000 predicted=25.418292, expected=12.000000 predicted=24.435390, expected=40.000000 predicted=25.380518, expected=32.000000 predicted=25.229262, expected=44.000000 predicted=28.995121, expected=44.000000 predicted=33.333008, expected=32.000000 predicted=31.101102, expected=8.000000 predicted=31.996580, expected=28.000000 predicted=32.642525, expected=12.000000 predicted=29.332152, expected=28.000000 predicted=28.832812, expected=16.000000 predicted=20.941790, expected=20.000000 predicted=17.924179, expected=28.000000 predicted=22.955322, expected=20.000000 predicted=19.621226, expected=24.000000 predicted=23.298898, expected=16.000000 predicted=19.527033, expected=8.000000 predicted=18.887502, expected=4.000000 predicted=17.314420, expected=8.000000 predicted=14.388690, expected=24.000000 predicted=16.484471, expected=28.000000 predicted=15.546401, expected=24.000000 predicted=14.879358, expected=8.000000 predicted=13.046436, expected=16.000000 predicted=17.096665, expected=12.000000 predicted=19.211224, expected=4.000000 predicted=16.349459, expected=28.000000 predicted=17.688622, expected=48.000000 predicted=20.315203, expected=28.000000 predicted=21.145043, expected=20.000000 predicted=20.539383, expected=32.000000 predicted=24.520916, expected=20.000000 predicted=28.915908, expected=24.000000 predicted=31.089468, expected=12.000000 predicted=22.096126, expected=20.000000 predicted=21.784606, expected=24.000000 predicted=23.466358, expected=20.000000 predicted=20.076410, expected=16.000000 predicted=19.290843, expected=8.000000 predicted=15.324174, expected=4.000000 predicted=15.311793, expected=52.000000 predicted=24.816498, expected=28.000000 predicted=20.564071, expected=4.000000 predicted=16.173589, expected=48.000000 predicted=24.138263, expected=28.000000 predicted=24.328982, expected=32.000000 predicted=34.910737, expected=20.000000 predicted=25.048120, expected=44.000000 predicted=28.735052, expected=16.000000 predicted=31.422544, expected=36.000000 predicted=30.472019, expected=12.000000 predicted=25.568439, expected=8.000000 predicted=22.170100, expected=36.000000 predicted=28.844184, expected=28.000000 predicted=22.269561, expected=32.000000 predicted=26.798212, expected=24.000000 predicted=21.141696, expected=16.000000 predicted=21.836055, expected=48.000000 predicted=33.273181, expected=20.000000 predicted=26.765038, expected=24.000000 predicted=27.952767, expected=20.000000 predicted=24.328021, expected=20.000000 predicted=24.439118, expected=32.000000 predicted=30.101981, expected=32.000000 predicted=24.497002, expected=20.000000 predicted=23.822216, expected=16.000000 predicted=22.331427, expected=16.000000 predicted=22.403477, expected=20.000000 predicted=24.184165, expected=16.000000 predicted=21.064184, expected=44.000000 predicted=23.656026, expected=20.000000 predicted=20.093890, expected=12.000000 predicted=20.052570, expected=20.000000 predicted=21.611478, expected=8.000000 predicted=19.532770, expected=24.000000 predicted=24.766519, expected=20.000000 predicted=17.340555, expected=12.000000 predicted=15.333600, expected=32.000000 predicted=20.189885, expected=12.000000 predicted=16.079143, expected=12.000000 predicted=19.200424, expected=8.000000 predicted=15.589140, expected=36.000000 predicted=20.309814, expected=16.000000 predicted=19.660624, expected=8.000000 predicted=14.315845, expected=20.000000 predicted=16.211853, expected=16.000000 predicted=16.841598, expected=16.000000 predicted=20.526887, expected=16.000000 predicted=15.086946, expected=20.000000 predicted=15.582280, expected=40.000000 predicted=22.546910, expected=24.000000 predicted=20.590708, expected=24.000000 predicted=22.349106, expected=24.000000 predicted=23.385287, expected=36.000000 predicted=28.487512, expected=16.000000 predicted=27.426830, expected=24.000000 predicted=24.933550, expected=24.000000 predicted=24.474916, expected=48.000000 predicted=30.250162, expected=44.000000 predicted=32.217995, expected=28.000000 predicted=28.151450, expected=40.000000 predicted=33.793307, expected=16.000000 predicted=31.284546, expected=52.000000 predicted=41.374406, expected=40.000000 predicted=36.814908, expected=36.000000 predicted=34.848803, expected=44.000000 predicted=37.710275, expected=24.000000 predicted=32.961664, expected=12.000000 predicted=35.534279, expected=24.000000 predicted=31.435988, expected=28.000000 predicted=29.801349, expected=28.000000 predicted=28.667560, expected=24.000000 predicted=22.809452, expected=8.000000 predicted=18.712693, expected=24.000000 predicted=23.674611, expected=28.000000 predicted=24.397091, expected=48.000000 predicted=28.574904, expected=32.000000 predicted=25.753069, expected=40.000000 predicted=28.163534, expected=56.000000 predicted=37.537712, expected=12.000000 predicted=33.255379, expected=12.000000 predicted=33.912813, expected=64.000000 predicted=38.642546, expected=16.000000 predicted=32.660301, expected=28.000000 predicted=34.454680, expected=24.000000 predicted=23.068427, expected=36.000000 predicted=30.333534, expected=8.000000 predicted=30.928165, expected=28.000000 predicted=23.762439, expected=28.000000 predicted=25.473302, expected=8.000000 predicted=21.664219, expected=20.000000 predicted=22.948424, expected=12.000000 predicted=16.031110, expected=32.000000 predicted=23.526666, expected=8.000000 predicted=17.401357, expected=24.000000 predicted=17.418856, expected=20.000000 predicted=18.850275, expected=16.000000 predicted=18.336900, expected=16.000000 predicted=20.149323, expected=20.000000 predicted=16.799541, expected=64.000000 predicted=29.051374, expected=24.000000 predicted=24.036801, expected=20.000000 predicted=25.242078, expected=24.000000 predicted=26.336334, expected=20.000000 predicted=28.738212, expected=8.000000 predicted=29.440409, expected=24.000000 predicted=21.142226, expected=32.000000 predicted=21.838664, expected=8.000000 predicted=18.664263, expected=12.000000 predicted=17.440241, expected=12.000000 predicted=15.150426, expected=40.000000 predicted=23.625312, expected=40.000000 predicted=24.719443, expected=40.000000 predicted=23.844629, expected=48.000000 predicted=30.429994, expected=20.000000 predicted=29.922117, expected=12.000000 predicted=33.219125, expected=12.000000 predicted=29.240301, expected=4.000000 predicted=23.893894, expected=48.000000 predicted=29.146652, expected=16.000000 predicted=17.348661, expected=36.000000 predicted=21.773649, expected=24.000000 predicted=20.867461, expected=16.000000 predicted=22.399491, expected=8.000000 predicted=25.612311, expected=12.000000 predicted=18.655283, expected=24.000000 predicted=22.329603, expected=32.000000 predicted=20.747694, expected=36.000000 predicted=21.424935, expected=12.000000 predicted=17.887005, expected=20.000000 predicted=21.640513, expected=8.000000 predicted=21.237895, expected=12.000000 predicted=21.613175, expected=44.000000 predicted=25.250774, expected=16.000000 predicted=17.232992, expected=20.000000 predicted=19.920830, expected=20.000000 predicted=17.996656, expected=12.000000 predicted=20.069847, expected=24.000000 predicted=25.132738, expected=20.000000 predicted=18.352738, expected=32.000000 predicted=22.254502, expected=8.000000 predicted=17.791482, expected=16.000000 predicted=18.296267, expected=32.000000 predicted=22.868638, expected=40.000000 predicted=25.792543, expected=16.000000 predicted=23.269496, expected=20.000000 predicted=20.256330, expected=32.000000 predicted=25.656499, expected=40.000000 predicted=31.546787, expected=44.000000 predicted=33.123926, expected=12.000000 predicted=24.124422, expected=36.000000 predicted=30.654505, expected=36.000000 predicted=33.449942, expected=4.000000 predicted=28.616769, expected=16.000000 predicted=26.037205, expected=32.000000 predicted=22.802060, expected=56.000000 predicted=33.152365, expected=52.000000 predicted=32.842362, expected=20.000000 predicted=25.265302, expected=48.000000 predicted=36.592095, expected=24.000000 predicted=37.104542, expected=20.000000 predicted=38.614439, expected=64.000000 predicted=41.068387, expected=32.000000 predicted=32.704911, expected=4.000000 predicted=31.766872, expected=28.000000 predicted=28.303141, expected=12.000000 predicted=26.061546, expected=32.000000 predicted=33.838465, expected=72.000000 predicted=32.151746, expected=28.000000 predicted=25.074322, expected=48.000000 predicted=36.502053, expected=8.000000 predicted=27.420311, expected=24.000000 predicted=37.405261, expected=24.000000 predicted=36.868676, expected=8.000000 predicted=24.369613, expected=28.000000 predicted=25.853478, expected=68.000000 predicted=27.755164, expected=32.000000 predicted=29.176956, expected=32.000000 predicted=30.597619, expected=32.000000 predicted=29.207914, expected=8.000000 predicted=32.466327, expected=24.000000 predicted=36.761171, expected=36.000000 predicted=28.538586, expected=40.000000 predicted=30.671856, expected=16.000000 predicted=24.718025, expected=8.000000 predicted=19.298757, expected=56.000000 predicted=32.169279, expected=24.000000 predicted=29.841155, expected=20.000000 predicted=28.819933, expected=60.000000 predicted=29.770975, expected=148.000000 predicted=57.899713, expected=44.000000 predicted=52.268965, expected=40.000000 predicted=52.775484, expected=28.000000 predicted=50.168877, expected=24.000000 predicted=59.139759, expected=16.000000 predicted=58.643052, expected=20.000000 predicted=29.658563, expected=8.000000 predicted=22.484449, expected=20.000000 predicted=20.761140, expected=20.000000 predicted=18.467811, expected=40.000000 predicted=22.826118, expected=8.000000 predicted=17.137174, expected=36.000000 predicted=23.202727, expected=16.000000 predicted=21.252523, expected=28.000000 predicted=25.492070, expected=28.000000 predicted=27.009995, expected=12.000000 predicted=19.202593, expected=8.000000 predicted=21.385870, expected=16.000000 predicted=17.809944, expected=36.000000 predicted=23.883847, expected=32.000000 predicted=23.235573, expected=12.000000 predicted=17.494292, expected=28.000000 predicted=21.729014, expected=28.000000 predicted=24.589235, expected=28.000000 predicted=28.459174, expected=44.000000 predicted=30.621050, expected=28.000000 predicted=26.035035, expected=28.000000 predicted=30.474839, expected=8.000000 predicted=24.914549, expected=4.000000 predicted=22.272331, expected=8.000000 predicted=21.040767, expected=24.000000 predicted=18.986544, expected=12.000000 predicted=14.654364, expected=40.000000 predicted=18.418545, expected=24.000000 predicted=16.999456, expected=12.000000 predicted=18.261283, expected=12.000000 predicted=19.849881, expected=20.000000 predicted=19.589052, expected=16.000000 predicted=21.985072, expected=32.000000 predicted=21.497740, expected=32.000000 predicted=20.748563, expected=28.000000 predicted=22.792922, expected=60.000000 predicted=33.876130, expected=44.000000 predicted=33.883552, expected=20.000000 predicted=33.905850, expected=16.000000 predicted=31.133311, expected=16.000000 predicted=28.953812, expected=16.000000 predicted=30.518233, expected=20.000000 predicted=23.980748, expected=8.000000 predicted=15.184427, expected=16.000000 predicted=15.768786, expected=20.000000 predicted=16.330548, expected=44.000000 predicted=23.538831, expected=28.000000 predicted=22.475145, expected=40.000000 predicted=26.520004, expected=16.000000 predicted=24.128568, expected=24.000000 predicted=27.918737, expected=8.000000 predicted=25.543708, expected=16.000000 predicted=22.365587, expected=32.000000 predicted=25.466146, expected=52.000000 predicted=27.596178, expected=36.000000 predicted=28.255099, expected=32.000000 predicted=27.649697, expected=24.000000 predicted=29.090572, expected=16.000000 predicted=30.087894, expected=8.000000 predicted=27.771968, expected=24.000000 predicted=25.007133, expected=28.000000 predicted=23.775475, expected=36.000000 predicted=24.857604, expected=28.000000 predicted=22.956232, expected=20.000000 predicted=21.819318, expected=20.000000 predicted=24.957094, expected=8.000000 predicted=21.636203, expected=28.000000 predicted=25.707914, expected=32.000000 predicted=24.327125, expected=28.000000 predicted=23.297418, expected=48.000000 predicted=29.525838, expected=24.000000 predicted=24.922035, expected=24.000000 predicted=29.888352, expected=16.000000 predicted=26.847899, expected=40.000000 predicted=31.764287, expected=20.000000 predicted=29.153132, expected=68.000000 predicted=36.793297, expected=8.000000 predicted=25.130184, expected=16.000000 predicted=25.828823, expected=24.000000 predicted=29.216136, expected=24.000000 predicted=26.179266, expected=20.000000 predicted=30.412481, expected=28.000000 predicted=19.745691, expected=52.000000 predicted=29.557325, expected=8.000000 predicted=23.096459, expected=24.000000 predicted=25.951184, expected=28.000000 predicted=25.660655, expected=24.000000 predicted=27.375923, expected=24.000000 predicted=29.087791, expected=20.000000 predicted=19.645390, expected=40.000000 predicted=28.347006, expected=24.000000 predicted=26.258515, expected=28.000000 predicted=26.834013, expected=12.000000 predicted=22.625042, expected=24.000000 predicted=24.406842, expected=40.000000 predicted=30.819986, expected=36.000000 predicted=28.198838, expected=36.000000 predicted=30.073753, expected=36.000000 predicted=29.259832, expected=48.000000 predicted=37.003432, expected=20.000000 predicted=34.153801, expected=8.000000 predicted=28.406505, expected=28.000000 predicted=29.919620, expected=40.000000 predicted=32.145164, expected=24.000000 predicted=29.568224, expected=24.000000 predicted=23.619003, expected=20.000000 predicted=21.659210, expected=20.000000 predicted=25.600064, expected=28.000000 predicted=27.819699, expected=32.000000 predicted=25.591289, expected=20.000000 predicted=23.394652, expected=24.000000 predicted=23.676410, expected=28.000000 predicted=25.091654, expected=12.000000 predicted=22.817840, expected=24.000000 predicted=24.562301, expected=28.000000 predicted=22.964283, expected=48.000000 predicted=30.013581, expected=40.000000 predicted=30.870162, expected=40.000000 predicted=31.085005, expected=20.000000 predicted=30.279748, expected=36.000000 predicted=35.007712, expected=12.000000 predicted=31.303686, expected=24.000000 predicted=29.677524, expected=56.000000 predicted=35.586631, expected=36.000000 predicted=30.108239, expected=52.000000 predicted=38.474541, expected=16.000000 predicted=27.599822, expected=28.000000 predicted=33.693046, expected=36.000000 predicted=38.982352, expected=28.000000 predicted=32.791006, expected=48.000000 predicted=38.345265, expected=60.000000 predicted=36.975810, expected=28.000000 predicted=35.527917, expected=28.000000 predicted=36.495234, expected=24.000000 predicted=33.307957, expected=16.000000 predicted=33.518666, expected=28.000000 predicted=33.703532, expected=52.000000 predicted=32.444171, expected=28.000000 predicted=28.917675, expected=52.000000 predicted=35.091184, expected=24.000000 predicted=29.498780, expected=16.000000 predicted=30.868742, expected=40.000000 predicted=37.647954, expected=24.000000 predicted=29.674631, expected=48.000000 predicted=38.422913, expected=28.000000 predicted=28.477664, expected=48.000000 predicted=34.376399, expected=36.000000 predicted=36.985977, expected=20.000000 predicted=31.445925, expected=24.000000 predicted=33.949382, expected=32.000000 predicted=31.224679, expected=44.000000 predicted=37.280973, expected=24.000000 predicted=29.748441, expected=36.000000 predicted=29.762548, expected=48.000000 predicted=35.078639, expected=44.000000 predicted=38.526788, expected=20.000000 predicted=34.568281, expected=28.000000 predicted=31.584112, expected=48.000000 predicted=38.730957, expected=40.000000 predicted=39.644190, expected=36.000000 predicted=36.877694, expected=16.000000 predicted=27.720453, expected=44.000000 predicted=36.143158, expected=16.000000 predicted=32.443474, expected=12.000000 predicted=27.132693, expected=68.000000 predicted=36.905097, expected=20.000000 predicted=26.591883, expected=48.000000 predicted=38.057737, expected=52.000000 predicted=34.518325, expected=28.000000 predicted=35.051499, expected=48.000000 predicted=46.729614, expected=44.000000 predicted=38.112789, expected=32.000000 predicted=42.086538, expected=64.000000 predicted=47.608474, expected=44.000000 predicted=41.643718, expected=32.000000 predicted=43.675065, expected=12.000000 predicted=34.600988, expected=12.000000 predicted=30.428074, expected=20.000000 predicted=32.868709, expected=36.000000 predicted=29.672365, expected=44.000000 predicted=29.079450, expected=36.000000 predicted=26.294502, expected=24.000000 predicted=26.006577, expected=36.000000 predicted=31.636185, expected=36.000000 predicted=35.565717, expected=12.000000 Test MSE: 246.011
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171])] predicted=409.570808, expected=416.000000 predicted=555.310786, expected=532.000000 predicted=467.664880, expected=624.000000 predicted=529.707804, expected=316.000000 predicted=296.765397, expected=348.000000 predicted=393.905614, expected=380.000000 predicted=394.220393, expected=344.000000 predicted=373.474980, expected=444.000000 predicted=561.746735, expected=716.000000 predicted=545.397321, expected=704.000000 predicted=500.776887, expected=464.000000 predicted=429.296309, expected=368.000000 predicted=412.768544, expected=440.000000 predicted=437.671976, expected=256.000000 predicted=403.717135, expected=440.000000 predicted=603.177195, expected=592.000000 predicted=534.455236, expected=352.000000 predicted=292.475940, expected=432.000000 predicted=514.837899, expected=360.000000 predicted=300.148422, expected=404.000000 predicted=392.822739, expected=280.000000 predicted=429.304072, expected=364.000000 predicted=367.555952, expected=668.000000 predicted=582.231654, expected=656.000000 predicted=462.621660, expected=440.000000 predicted=433.185585, expected=396.000000 predicted=405.488387, expected=496.000000 predicted=426.392803, expected=304.000000 predicted=408.832474, expected=364.000000 predicted=535.928338, expected=516.000000 predicted=498.103877, expected=704.000000 predicted=528.693467, expected=428.000000 predicted=433.868035, expected=304.000000 predicted=352.409745, expected=356.000000 predicted=392.273925, expected=252.000000 predicted=302.513362, expected=376.000000 predicted=549.356202, expected=636.000000 predicted=559.466125, expected=632.000000 predicted=433.006494, expected=488.000000 predicted=445.617414, expected=308.000000 predicted=314.051897, expected=480.000000 predicted=452.828624, expected=336.000000 predicted=412.966380, expected=416.000000 predicted=527.236596, expected=536.000000 predicted=545.582251, expected=624.000000 predicted=442.972578, expected=424.000000 predicted=443.196301, expected=360.000000 predicted=383.908906, expected=456.000000 predicted=455.526204, expected=204.000000 predicted=285.033699, expected=352.000000 predicted=527.050384, expected=600.000000 predicted=532.775543, expected=600.000000 predicted=419.891434, expected=388.000000 predicted=442.353449, expected=376.000000 predicted=350.228770, expected=448.000000 predicted=392.363274, expected=296.000000 predicted=381.172322, expected=432.000000 predicted=553.531226, expected=512.000000 predicted=451.483239, expected=352.000000 predicted=315.583172, expected=404.000000 predicted=479.820823, expected=384.000000 predicted=334.166636, expected=384.000000 predicted=382.436781, expected=356.000000 predicted=440.700860, expected=372.000000 predicted=361.779699, expected=516.000000 predicted=475.519421, expected=668.000000 predicted=529.273396, expected=392.000000 predicted=351.279232, expected=300.000000 predicted=377.165956, expected=576.000000 predicted=525.575314, expected=508.000000 predicted=418.343920, expected=584.000000 predicted=647.805988, expected=700.000000 predicted=601.157171, expected=732.000000 predicted=499.047433, expected=356.000000 predicted=437.431711, expected=260.000000 predicted=427.865890, expected=448.000000 predicted=528.704703, expected=268.000000 predicted=366.286074, expected=320.000000 predicted=550.309445, expected=500.000000 predicted=470.187706, expected=544.000000 predicted=359.269671, expected=428.000000 predicted=443.803926, expected=412.000000 predicted=383.930501, expected=356.000000 predicted=328.904214, expected=364.000000 predicted=414.414043, expected=388.000000 predicted=462.743250, expected=584.000000 predicted=520.486745, expected=640.000000 predicted=520.572114, expected=340.000000 predicted=320.922334, expected=360.000000 predicted=431.413923, expected=408.000000 predicted=388.472624, expected=272.000000 predicted=350.404793, expected=316.000000 predicted=507.339635, expected=452.000000 predicted=408.600920, expected=456.000000 predicted=373.558061, expected=332.000000 predicted=372.688475, expected=284.000000 predicted=307.023744, expected=456.000000 predicted=403.032992, expected=288.000000 predicted=305.036158, expected=352.000000 predicted=432.498344, expected=580.000000 predicted=500.703858, expected=716.000000 predicted=469.096651, expected=536.000000 predicted=490.957215, expected=392.000000 predicted=387.906371, expected=388.000000 predicted=391.212287, expected=284.000000 predicted=371.528239, expected=372.000000 predicted=540.596018, expected=372.000000 predicted=439.243161, expected=444.000000 predicted=414.739244, expected=384.000000 predicted=389.150854, expected=304.000000 predicted=292.117072, expected=432.000000 predicted=435.280629, expected=336.000000 predicted=311.150275, expected=432.000000 predicted=454.431371, expected=708.000000 predicted=593.197022, expected=584.000000 predicted=390.943012, expected=352.000000 predicted=411.207450, expected=348.000000 predicted=402.490237, expected=340.000000 predicted=340.860823, expected=356.000000 predicted=492.822406, expected=384.000000 predicted=487.333170, expected=388.000000 predicted=367.570687, expected=512.000000 predicted=451.995632, expected=376.000000 predicted=333.615573, expected=328.000000 predicted=356.936976, expected=428.000000 predicted=436.328301, expected=300.000000 predicted=286.943346, expected=388.000000 predicted=472.977026, expected=468.000000 predicted=434.100671, expected=460.000000 predicted=367.951809, expected=320.000000 predicted=379.022897, expected=508.000000 predicted=455.091370, expected=516.000000 predicted=423.490270, expected=340.000000 predicted=367.706992, expected=392.000000 predicted=485.455363, expected=668.000000 predicted=512.932711, expected=660.000000 predicted=529.755178, expected=428.000000 predicted=473.727226, expected=272.000000 predicted=355.545471, expected=344.000000 predicted=370.219033, expected=332.000000 predicted=436.155686, expected=236.000000 predicted=412.661313, expected=452.000000 predicted=492.650725, expected=524.000000 predicted=378.362471, expected=380.000000 predicted=333.985131, expected=276.000000 predicted=349.311244, expected=556.000000 predicted=445.056821, expected=312.000000 predicted=286.285334, expected=348.000000 predicted=465.820861, expected=616.000000 predicted=566.833009, expected=648.000000 predicted=395.396420, expected=384.000000 predicted=461.255046, expected=372.000000 predicted=417.377578, expected=412.000000 predicted=369.010992, expected=276.000000 predicted=371.258012, expected=380.000000 predicted=544.618359, expected=596.000000 predicted=507.871105, expected=604.000000 predicted=451.520634, expected=400.000000 predicted=414.969905, expected=392.000000 predicted=391.688461, expected=500.000000 predicted=438.856845, expected=416.000000 predicted=444.398437, expected=460.000000 predicted=555.306429, expected=720.000000 predicted=607.107057, expected=704.000000 predicted=508.297284, expected=472.000000 predicted=484.719691, expected=324.000000 predicted=417.821731, expected=420.000000 predicted=442.721758, expected=336.000000 predicted=451.275510, expected=476.000000 predicted=600.375106, expected=448.000000 predicted=457.211928, expected=556.000000 predicted=451.083702, expected=356.000000 predicted=376.105061, expected=324.000000 predicted=343.868049, expected=364.000000 predicted=434.259785, expected=224.000000 predicted=269.457159, expected=440.000000 predicted=540.453036, expected=500.000000 predicted=413.995193, expected=636.000000 predicted=483.256062, expected=372.000000 predicted=367.023809, expected=352.000000 predicted=326.862271, expected=320.000000 predicted=382.488529, expected=348.000000 predicted=376.335750, expected=336.000000 predicted=479.080542, expected=440.000000 predicted=417.599789, expected=540.000000 predicted=455.821319, expected=360.000000 predicted=310.860154, expected=320.000000 predicted=371.694959, expected=320.000000 predicted=335.253422, expected=224.000000 predicted=278.979813, expected=344.000000 predicted=461.754312, expected=440.000000 predicted=395.802535, expected=324.000000 predicted=287.713461, expected=460.000000 predicted=450.494723, expected=652.000000 predicted=460.885774, expected=496.000000 predicted=368.388095, expected=340.000000 predicted=424.285836, expected=364.000000 predicted=383.578369, expected=576.000000 predicted=501.363536, expected=736.000000 predicted=672.221413, expected=356.000000 predicted=380.012033, expected=356.000000 predicted=435.594098, expected=412.000000 predicted=395.935567, expected=224.000000 predicted=293.580844, expected=336.000000 predicted=576.605851, expected=496.000000 predicted=434.043528, expected=528.000000 predicted=404.262740, expected=364.000000 predicted=397.206267, expected=312.000000 predicted=307.463032, expected=284.000000 predicted=302.532048, expected=276.000000 predicted=351.294610, expected=396.000000 predicted=468.590133, expected=592.000000 predicted=489.345727, expected=652.000000 predicted=481.213037, expected=396.000000 predicted=335.674651, expected=356.000000 predicted=374.123932, expected=416.000000 predicted=408.043143, expected=288.000000 predicted=363.487891, expected=336.000000 predicted=511.728613, expected=464.000000 predicted=445.558404, expected=612.000000 predicted=472.534106, expected=388.000000 predicted=376.734524, expected=516.000000 predicted=475.818708, expected=460.000000 predicted=388.331073, expected=416.000000 predicted=403.886012, expected=404.000000 predicted=532.777326, expected=544.000000 predicted=471.418585, expected=652.000000 predicted=578.373922, expected=428.000000 predicted=411.347101, expected=432.000000 predicted=480.108067, expected=372.000000 predicted=381.171611, expected=316.000000 predicted=383.509022, expected=348.000000 predicted=507.564627, expected=484.000000 predicted=456.464032, expected=624.000000 predicted=528.456591, expected=340.000000 predicted=319.970965, expected=320.000000 predicted=376.972101, expected=496.000000 predicted=452.364565, expected=484.000000 predicted=408.864547, expected=476.000000 predicted=562.085684, expected=568.000000 predicted=500.781397, expected=612.000000 predicted=459.754511, expected=592.000000 predicted=543.233202, expected=520.000000 predicted=514.950274, expected=616.000000 predicted=572.815573, expected=368.000000 predicted=414.386721, expected=336.000000 predicted=485.304817, expected=352.000000 predicted=476.503169, expected=296.000000 predicted=346.722145, expected=396.000000 predicted=521.589317, expected=552.000000 predicted=472.475130, expected=280.000000 predicted=252.190944, expected=516.000000 predicted=523.058606, expected=640.000000 predicted=472.066667, expected=476.000000 predicted=368.030478, expected=412.000000 predicted=544.601001, expected=572.000000 predicted=463.436704, expected=332.000000 predicted=338.262568, expected=360.000000 predicted=526.911630, expected=472.000000 predicted=498.451202, expected=552.000000 predicted=438.443651, expected=364.000000 predicted=450.891521, expected=288.000000 predicted=343.533586, expected=288.000000 predicted=329.565863, expected=244.000000 predicted=308.092979, expected=296.000000 predicted=421.065355, expected=520.000000 predicted=465.929708, expected=552.000000 predicted=400.900671, expected=376.000000 predicted=332.772918, expected=348.000000 predicted=352.564759, expected=380.000000 predicted=334.777799, expected=244.000000 predicted=322.808722, expected=260.000000 predicted=418.169692, expected=512.000000 predicted=473.531377, expected=536.000000 predicted=398.157783, expected=336.000000 predicted=352.127145, expected=300.000000 predicted=334.599131, expected=364.000000 predicted=310.033116, expected=212.000000 predicted=292.141164, expected=328.000000 predicted=461.868683, expected=572.000000 predicted=478.728568, expected=600.000000 predicted=412.192300, expected=516.000000 predicted=469.732182, expected=336.000000 predicted=302.898884, expected=364.000000 predicted=361.814566, expected=276.000000 predicted=377.161233, expected=336.000000 predicted=452.510384, expected=488.000000 predicted=518.703143, expected=316.000000 predicted=275.323367, expected=340.000000 predicted=395.166492, expected=336.000000 predicted=317.306768, expected=460.000000 predicted=383.487083, expected=348.000000 predicted=396.658458, expected=408.000000 predicted=389.300413, expected=448.000000 predicted=409.098968, expected=632.000000 predicted=489.241874, expected=268.000000 predicted=312.421321, expected=416.000000 predicted=455.589173, expected=372.000000 predicted=378.027839, expected=200.000000 predicted=242.572283, expected=364.000000 predicted=563.940277, expected=480.000000 predicted=351.863524, expected=584.000000 predicted=485.444970, expected=304.000000 predicted=332.243041, expected=304.000000 predicted=305.223257, expected=340.000000 predicted=353.469023, expected=236.000000 predicted=285.233792, expected=372.000000 predicted=510.409334, expected=428.000000 predicted=360.169489, expected=532.000000 predicted=418.394205, expected=344.000000 predicted=338.246903, expected=324.000000 predicted=311.250057, expected=460.000000 predicted=440.852075, expected=320.000000 predicted=304.298246, expected=420.000000 predicted=509.782570, expected=520.000000 predicted=451.734885, expected=596.000000 predicted=442.535486, expected=324.000000 predicted=376.204621, expected=264.000000 predicted=331.603368, expected=432.000000 predicted=446.441081, expected=228.000000 predicted=273.363373, expected=396.000000 predicted=539.928953, expected=460.000000 predicted=401.808279, expected=488.000000 predicted=347.806792, expected=280.000000 predicted=363.741339, expected=316.000000 predicted=307.976659, expected=480.000000 predicted=445.341875, expected=388.000000 predicted=359.901994, expected=512.000000 predicted=545.560258, expected=592.000000 predicted=459.943326, expected=672.000000 predicted=490.302949, expected=428.000000 predicted=444.967857, expected=384.000000 predicted=422.135375, expected=460.000000 predicted=495.461727, expected=348.000000 predicted=397.062961, expected=268.000000 predicted=466.698710, expected=492.000000 predicted=502.959988, expected=480.000000 predicted=382.592495, expected=344.000000 predicted=387.719794, expected=392.000000 predicted=430.734343, expected=372.000000 predicted=298.446594, expected=348.000000 predicted=395.794854, expected=564.000000 predicted=561.611446, expected=624.000000 predicted=467.941485, expected=800.000000 predicted=629.881923, expected=512.000000 predicted=435.074095, expected=380.000000 predicted=395.169980, expected=428.000000 predicted=523.513135, expected=280.000000 predicted=359.953751, expected=424.000000 predicted=623.360594, expected=516.000000 predicted=511.520837, expected=556.000000 predicted=449.948140, expected=312.000000 predicted=368.935893, expected=248.000000 predicted=295.652995, expected=320.000000 predicted=373.747681, expected=308.000000 predicted=351.524496, expected=272.000000 predicted=403.486203, expected=520.000000 predicted=466.057636, expected=624.000000 predicted=424.884043, expected=476.000000 predicted=383.380825, expected=344.000000 predicted=376.354883, expected=436.000000 predicted=384.432668, expected=344.000000 predicted=371.030529, expected=360.000000 predicted=484.113996, expected=432.000000 predicted=472.820307, expected=504.000000 predicted=411.507952, expected=264.000000 predicted=319.893375, expected=344.000000 predicted=394.449841, expected=336.000000 predicted=333.366348, expected=204.000000 predicted=259.695517, expected=348.000000 predicted=471.858258, expected=444.000000 predicted=342.170498, expected=728.000000 predicted=555.391536, expected=480.000000 predicted=387.491800, expected=436.000000 predicted=376.058831, expected=460.000000 predicted=444.699597, expected=252.000000 predicted=264.411410, expected=388.000000 predicted=586.921200, expected=524.000000 predicted=496.273467, expected=344.000000 predicted=326.225957, expected=404.000000 predicted=492.460008, expected=316.000000 predicted=277.268601, expected=360.000000 predicted=357.677131, expected=288.000000 predicted=395.769903, expected=336.000000 predicted=338.915732, expected=408.000000 predicted=413.621247, expected=532.000000 predicted=425.799085, expected=428.000000 predicted=385.413377, expected=288.000000 predicted=301.574737, expected=468.000000 predicted=452.388586, expected=300.000000 predicted=284.623055, expected=408.000000 predicted=486.186613, expected=472.000000 predicted=469.346586, expected=576.000000 predicted=418.583818, expected=316.000000 predicted=375.081125, expected=308.000000 predicted=344.447361, expected=352.000000 predicted=383.898647, expected=260.000000 predicted=299.240959, expected=372.000000 predicted=497.748001, expected=444.000000 predicted=381.033623, expected=516.000000 predicted=408.291310, expected=364.000000 predicted=359.399652, expected=580.000000 predicted=480.922350, expected=500.000000 predicted=409.569189, expected=320.000000 predicted=353.753256, expected=360.000000 predicted=491.421160, expected=504.000000 predicted=419.173053, expected=664.000000 predicted=601.221495, expected=360.000000 predicted=396.433491, expected=272.000000 predicted=349.899392, expected=380.000000 predicted=396.595494, expected=292.000000 predicted=311.655677, expected=312.000000 predicted=488.336008, expected=444.000000 predicted=430.567489, expected=552.000000 predicted=401.337404, expected=304.000000 predicted=314.937505, expected=288.000000 predicted=342.256186, expected=348.000000 predicted=338.953779, expected=280.000000 predicted=298.760342, expected=428.000000 predicted=516.013719, expected=564.000000 predicted=445.894701, expected=376.000000 predicted=295.820315, expected=296.000000 predicted=366.073726, expected=296.000000 predicted=304.402100, expected=296.000000 predicted=319.247003, expected=256.000000 predicted=388.137829, expected=320.000000 predicted=358.981702, expected=484.000000 predicted=403.213379, expected=540.000000 predicted=410.443082, expected=300.000000 predicted=287.282066, expected=352.000000 predicted=366.598170, expected=364.000000 predicted=329.707763, expected=240.000000 Test MSE: 11863.283
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259])] predicted=8.482011, expected=12.000000 predicted=12.645841, expected=4.000000 predicted=7.889713, expected=8.000000 predicted=10.449669, expected=24.000000 predicted=16.168988, expected=16.000000 predicted=12.019343, expected=16.000000 predicted=13.255871, expected=8.000000 predicted=10.043014, expected=8.000000 predicted=11.101758, expected=12.000000 predicted=14.713248, expected=16.000000 predicted=14.113848, expected=4.000000 predicted=9.428528, expected=20.000000 predicted=12.702965, expected=24.000000 predicted=16.323834, expected=32.000000 predicted=21.022198, expected=28.000000 predicted=21.825191, expected=20.000000 predicted=18.470400, expected=32.000000 predicted=26.566891, expected=20.000000 predicted=24.568596, expected=12.000000 predicted=21.322652, expected=24.000000 predicted=23.359041, expected=24.000000 predicted=22.851186, expected=16.000000 predicted=21.070749, expected=20.000000 predicted=19.104188, expected=16.000000 predicted=17.256430, expected=20.000000 predicted=20.395309, expected=12.000000 predicted=17.080715, expected=64.000000 predicted=33.887822, expected=40.000000 predicted=31.936300, expected=68.000000 predicted=41.353425, expected=32.000000 predicted=35.632687, expected=52.000000 predicted=41.134111, expected=28.000000 predicted=45.414123, expected=56.000000 predicted=46.714079, expected=72.000000 predicted=60.208953, expected=104.000000 predicted=67.394808, expected=32.000000 predicted=50.987538, expected=28.000000 predicted=39.357312, expected=16.000000 predicted=43.925428, expected=12.000000 predicted=39.186422, expected=20.000000 predicted=41.010456, expected=28.000000 predicted=25.914179, expected=8.000000 predicted=17.082197, expected=20.000000 predicted=16.750670, expected=32.000000 predicted=23.102452, expected=36.000000 predicted=27.321713, expected=16.000000 predicted=21.850488, expected=28.000000 predicted=21.523578, expected=24.000000 predicted=25.338833, expected=16.000000 predicted=23.083526, expected=16.000000 predicted=22.210810, expected=28.000000 predicted=22.520665, expected=20.000000 predicted=22.717346, expected=24.000000 predicted=21.912119, expected=16.000000 predicted=18.526923, expected=24.000000 predicted=20.819284, expected=28.000000 predicted=25.767305, expected=8.000000 predicted=16.499855, expected=32.000000 predicted=24.117110, expected=12.000000 predicted=18.470708, expected=16.000000 predicted=18.043473, expected=40.000000 predicted=28.673507, expected=28.000000 predicted=23.198556, expected=20.000000 predicted=23.556693, expected=20.000000 predicted=20.114559, expected=28.000000 predicted=24.788018, expected=24.000000 predicted=28.034368, expected=16.000000 predicted=21.159210, expected=40.000000 predicted=28.021663, expected=12.000000 predicted=20.804269, expected=20.000000 predicted=21.448673, expected=24.000000 predicted=23.772784, expected=8.000000 predicted=16.102568, expected=4.000000 predicted=16.235251, expected=24.000000 predicted=17.102890, expected=20.000000 predicted=18.866848, expected=16.000000 predicted=16.752856, expected=12.000000 predicted=12.420093, expected=16.000000 predicted=13.660487, expected=8.000000 predicted=14.939757, expected=4.000000 predicted=10.712991, expected=12.000000 predicted=11.928649, expected=16.000000 predicted=12.984296, expected=12.000000 predicted=12.199036, expected=8.000000 predicted=8.884785, expected=20.000000 predicted=12.905965, expected=4.000000 predicted=10.173339, expected=24.000000 predicted=16.177372, expected=36.000000 predicted=22.828753, expected=20.000000 predicted=17.872177, expected=12.000000 predicted=16.630843, expected=32.000000 predicted=21.585173, expected=16.000000 predicted=22.058152, expected=8.000000 predicted=18.425209, expected=12.000000 predicted=15.581931, expected=16.000000 predicted=15.358134, expected=32.000000 predicted=24.749987, expected=4.000000 predicted=12.467392, expected=12.000000 predicted=11.289886, expected=8.000000 predicted=12.495825, expected=12.000000 predicted=13.201374, expected=12.000000 predicted=15.686342, expected=20.000000 predicted=12.603041, expected=12.000000 predicted=12.668396, expected=4.000000 predicted=8.327848, expected=16.000000 predicted=13.151318, expected=8.000000 predicted=11.251086, expected=16.000000 predicted=14.073499, expected=24.000000 predicted=16.500850, expected=4.000000 predicted=8.821773, expected=12.000000 predicted=12.404523, expected=16.000000 predicted=13.670361, expected=4.000000 predicted=10.642853, expected=24.000000 predicted=17.595724, expected=20.000000 predicted=14.676095, expected=40.000000 predicted=23.734693, expected=4.000000 predicted=14.854017, expected=20.000000 predicted=15.172957, expected=28.000000 predicted=25.156310, expected=28.000000 predicted=24.169328, expected=32.000000 predicted=29.167001, expected=48.000000 predicted=29.594708, expected=60.000000 predicted=41.321921, expected=36.000000 predicted=37.046203, expected=28.000000 predicted=33.263646, expected=28.000000 predicted=34.533251, expected=24.000000 predicted=34.819560, expected=8.000000 predicted=27.866465, expected=24.000000 predicted=25.198935, expected=32.000000 predicted=27.425714, expected=12.000000 predicted=19.710688, expected=16.000000 predicted=18.281457, expected=40.000000 predicted=25.367595, expected=20.000000 predicted=23.543299, expected=28.000000 predicted=25.880313, expected=48.000000 predicted=31.630515, expected=36.000000 predicted=31.051903, expected=36.000000 predicted=35.553865, expected=40.000000 predicted=34.374114, expected=20.000000 predicted=29.476766, expected=28.000000 predicted=33.787432, expected=40.000000 predicted=35.809111, expected=24.000000 predicted=30.130288, expected=28.000000 predicted=30.396684, expected=24.000000 predicted=25.507537, expected=28.000000 predicted=27.933126, expected=8.000000 predicted=22.621057, expected=12.000000 predicted=17.676281, expected=28.000000 predicted=24.145491, expected=52.000000 predicted=33.134734, expected=16.000000 predicted=23.391338, expected=16.000000 predicted=17.263969, expected=40.000000 predicted=28.971749, expected=8.000000 predicted=21.722583, expected=8.000000 predicted=22.164036, expected=20.000000 predicted=18.353107, expected=20.000000 predicted=18.287050, expected=40.000000 predicted=30.114927, expected=4.000000 predicted=12.812981, expected=12.000000 predicted=13.358797, expected=12.000000 predicted=16.848518, expected=4.000000 predicted=12.187176, expected=32.000000 predicted=24.184621, expected=16.000000 predicted=13.708300, expected=36.000000 predicted=22.036999, expected=24.000000 predicted=21.375897, expected=12.000000 predicted=15.589865, expected=24.000000 predicted=24.578127, expected=8.000000 predicted=16.377199, expected=12.000000 predicted=18.760156, expected=24.000000 predicted=20.015923, expected=28.000000 predicted=20.276651, expected=20.000000 predicted=20.380738, expected=20.000000 predicted=17.420672, expected=16.000000 predicted=17.741827, expected=12.000000 predicted=18.010895, expected=16.000000 predicted=18.861027, expected=32.000000 predicted=22.915867, expected=24.000000 predicted=21.674448, expected=40.000000 predicted=26.818984, expected=28.000000 predicted=24.986973, expected=24.000000 predicted=24.509015, expected=16.000000 predicted=24.613004, expected=12.000000 predicted=20.117525, expected=4.000000 predicted=18.180601, expected=24.000000 predicted=20.449746, expected=24.000000 predicted=20.709273, expected=16.000000 predicted=16.103452, expected=24.000000 predicted=18.269808, expected=40.000000 predicted=24.794685, expected=12.000000 predicted=20.902812, expected=16.000000 predicted=19.732018, expected=20.000000 predicted=20.121084, expected=16.000000 predicted=20.001136, expected=16.000000 predicted=21.482415, expected=36.000000 predicted=22.891840, expected=16.000000 predicted=19.037630, expected=12.000000 predicted=16.835726, expected=24.000000 predicted=20.274656, expected=20.000000 predicted=19.877772, expected=32.000000 predicted=27.421928, expected=20.000000 predicted=20.360247, expected=8.000000 predicted=14.772297, expected=16.000000 predicted=18.851228, expected=4.000000 predicted=13.509383, expected=8.000000 predicted=14.602208, expected=12.000000 predicted=12.662882, expected=12.000000 predicted=10.268273, expected=20.000000 predicted=14.796584, expected=16.000000 predicted=12.308470, expected=16.000000 predicted=13.629637, expected=16.000000 predicted=15.009559, expected=20.000000 predicted=16.833030, expected=32.000000 predicted=23.442038, expected=20.000000 predicted=19.957446, expected=24.000000 predicted=21.052794, expected=16.000000 predicted=19.165125, expected=32.000000 predicted=25.211436, expected=16.000000 predicted=23.011637, expected=24.000000 predicted=21.713653, expected=24.000000 predicted=23.423894, expected=20.000000 predicted=20.515605, expected=8.000000 predicted=18.573225, expected=12.000000 predicted=15.019860, expected=16.000000 predicted=17.697746, expected=20.000000 predicted=18.585634, expected=32.000000 predicted=22.382336, expected=24.000000 predicted=19.258416, expected=28.000000 predicted=22.175331, expected=44.000000 predicted=30.606869, expected=20.000000 predicted=25.318490, expected=20.000000 predicted=25.616703, expected=44.000000 predicted=32.769451, expected=8.000000 predicted=22.777878, expected=20.000000 predicted=25.823626, expected=12.000000 predicted=18.173008, expected=4.000000 predicted=13.825222, expected=20.000000 predicted=21.565716, expected=20.000000 predicted=15.169443, expected=48.000000 predicted=28.334817, expected=48.000000 predicted=31.286930, expected=28.000000 predicted=25.434921, expected=16.000000 predicted=24.045095, expected=20.000000 predicted=24.821917, expected=32.000000 predicted=33.895542, expected=40.000000 predicted=36.115748, expected=12.000000 predicted=22.121510, expected=16.000000 predicted=18.949780, expected=20.000000 predicted=21.614726, expected=16.000000 predicted=22.023154, expected=28.000000 predicted=25.910538, expected=28.000000 predicted=21.558685, expected=60.000000 predicted=35.597284, expected=56.000000 predicted=40.316915, expected=20.000000 predicted=28.471377, expected=76.000000 predicted=49.792889, expected=32.000000 predicted=41.221189, expected=24.000000 predicted=40.557484, expected=24.000000 predicted=35.678000, expected=28.000000 predicted=30.051364, expected=20.000000 predicted=35.519549, expected=32.000000 predicted=28.506614, expected=12.000000 predicted=20.613320, expected=8.000000 predicted=16.881351, expected=20.000000 predicted=20.236234, expected=48.000000 predicted=29.914342, expected=56.000000 predicted=38.691019, expected=36.000000 predicted=30.546671, expected=40.000000 predicted=32.367635, expected=40.000000 predicted=37.226942, expected=20.000000 predicted=35.293643, expected=36.000000 predicted=38.825219, expected=4.000000 predicted=23.159608, expected=24.000000 predicted=26.639635, expected=32.000000 predicted=29.436224, expected=24.000000 predicted=23.827415, expected=16.000000 predicted=22.396613, expected=12.000000 predicted=14.423320, expected=8.000000 predicted=16.155544, expected=20.000000 predicted=20.211161, expected=32.000000 predicted=23.418347, expected=24.000000 predicted=20.666296, expected=8.000000 predicted=14.035295, expected=12.000000 predicted=13.745445, expected=16.000000 predicted=17.703958, expected=20.000000 predicted=20.791913, expected=32.000000 predicted=23.322001, expected=56.000000 predicted=31.781031, expected=28.000000 predicted=27.038969, expected=20.000000 predicted=24.036582, expected=20.000000 predicted=24.462213, expected=16.000000 predicted=25.050152, expected=24.000000 predicted=29.765245, expected=12.000000 predicted=18.897023, expected=16.000000 predicted=17.258779, expected=16.000000 predicted=17.100299, expected=28.000000 predicted=20.980404, expected=16.000000 predicted=19.081602, expected=16.000000 predicted=16.008780, expected=16.000000 predicted=16.852889, expected=12.000000 predicted=15.505758, expected=8.000000 predicted=14.940351, expected=8.000000 predicted=11.361212, expected=16.000000 predicted=13.810986, expected=20.000000 predicted=15.835864, expected=12.000000 predicted=12.720852, expected=4.000000 predicted=8.531377, expected=20.000000 predicted=13.942541, expected=4.000000 predicted=10.985086, expected=4.000000 predicted=9.500845, expected=16.000000 predicted=11.515672, expected=8.000000 predicted=8.643154, expected=20.000000 predicted=15.157488, expected=40.000000 predicted=21.294381, expected=28.000000 predicted=21.075013, expected=16.000000 predicted=19.212759, expected=24.000000 predicted=20.397429, expected=12.000000 predicted=19.510334, expected=20.000000 predicted=24.044409, expected=4.000000 predicted=14.822207, expected=32.000000 predicted=21.063291, expected=16.000000 predicted=19.037998, expected=12.000000 predicted=14.268657, expected=32.000000 predicted=22.462426, expected=16.000000 predicted=16.730294, expected=12.000000 predicted=19.048522, expected=8.000000 predicted=13.099124, expected=36.000000 predicted=22.636011, expected=20.000000 predicted=22.959939, expected=4.000000 predicted=12.645032, expected=16.000000 predicted=14.496888, expected=8.000000 predicted=12.202653, expected=12.000000 predicted=17.117275, expected=12.000000 predicted=12.916089, expected=24.000000 predicted=14.787143, expected=4.000000 predicted=11.132775, expected=4.000000 predicted=7.857244, expected=12.000000 predicted=11.013833, expected=4.000000 predicted=8.636578, expected=8.000000 predicted=10.557034, expected=16.000000 predicted=9.672509, expected=20.000000 predicted=12.807203, expected=44.000000 predicted=24.677133, expected=20.000000 predicted=18.484628, expected=20.000000 predicted=18.998511, expected=16.000000 predicted=19.363146, expected=48.000000 predicted=32.225157, expected=20.000000 predicted=28.993443, expected=12.000000 predicted=18.981447, expected=12.000000 predicted=17.709074, expected=28.000000 predicted=22.786010, expected=12.000000 predicted=22.817377, expected=8.000000 predicted=13.510910, expected=24.000000 predicted=17.316978, expected=24.000000 predicted=19.250474, expected=20.000000 predicted=20.857317, expected=20.000000 predicted=17.860150, expected=20.000000 predicted=18.032958, expected=20.000000 predicted=21.156890, expected=20.000000 predicted=20.809659, expected=12.000000 predicted=16.882048, expected=8.000000 predicted=14.213475, expected=8.000000 predicted=12.944350, expected=24.000000 predicted=18.032124, expected=12.000000 predicted=14.657553, expected=8.000000 predicted=10.741933, expected=4.000000 predicted=8.137907, expected=16.000000 predicted=12.151007, expected=4.000000 predicted=10.977781, expected=8.000000 predicted=8.551739, expected=4.000000 predicted=6.404264, expected=8.000000 predicted=6.810291, expected=16.000000 predicted=12.004250, expected=8.000000 predicted=7.825420, expected=12.000000 predicted=9.789284, expected=12.000000 predicted=9.856649, expected=16.000000 predicted=12.580389, expected=4.000000 predicted=9.950156, expected=20.000000 predicted=13.319604, expected=16.000000 predicted=14.248177, expected=12.000000 predicted=12.817470, expected=4.000000 predicted=10.113930, expected=12.000000 predicted=10.104869, expected=20.000000 predicted=16.353087, expected=4.000000 predicted=10.139701, expected=12.000000 predicted=10.801060, expected=12.000000 predicted=10.222565, expected=8.000000 predicted=10.365074, expected=8.000000 predicted=10.866424, expected=12.000000 predicted=9.282078, expected=8.000000 predicted=9.684594, expected=8.000000 predicted=9.126732, expected=4.000000 predicted=6.749942, expected=12.000000 predicted=9.215590, expected=16.000000 predicted=12.039626, expected=4.000000 predicted=7.508370, expected=4.000000 predicted=6.547500, expected=12.000000 predicted=8.731720, expected=16.000000 predicted=12.358096, expected=12.000000 predicted=11.925878, expected=4.000000 predicted=6.816099, expected=8.000000 predicted=7.926192, expected=8.000000 predicted=9.478306, expected=8.000000 predicted=9.609294, expected=8.000000 predicted=8.426394, expected=4.000000 predicted=5.531117, expected=4.000000 predicted=5.827274, expected=8.000000 predicted=7.000351, expected=8.000000 Test MSE: 143.994
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105])] predicted=42.765801, expected=48.000000 predicted=48.060270, expected=60.000000 predicted=60.294563, expected=108.000000 predicted=68.182368, expected=36.000000 predicted=38.467193, expected=28.000000 predicted=41.762148, expected=56.000000 predicted=57.730146, expected=36.000000 predicted=37.194177, expected=48.000000 predicted=75.714543, expected=36.000000 predicted=38.249757, expected=100.000000 predicted=63.518975, expected=40.000000 predicted=44.927784, expected=36.000000 predicted=40.231459, expected=44.000000 predicted=53.247189, expected=40.000000 predicted=31.267094, expected=20.000000 predicted=56.860315, expected=60.000000 predicted=51.893652, expected=44.000000 predicted=36.705165, expected=20.000000 predicted=30.982253, expected=16.000000 predicted=33.786817, expected=48.000000 predicted=32.642038, expected=32.000000 predicted=39.433282, expected=48.000000 predicted=46.171222, expected=64.000000 predicted=45.166277, expected=36.000000 predicted=24.581205, expected=32.000000 predicted=43.763616, expected=32.000000 predicted=34.266782, expected=28.000000 predicted=34.165933, expected=24.000000 predicted=42.137204, expected=28.000000 predicted=31.713942, expected=80.000000 predicted=54.951388, expected=68.000000 predicted=46.370403, expected=56.000000 predicted=44.967004, expected=32.000000 predicted=36.258169, expected=44.000000 predicted=37.400395, expected=24.000000 predicted=47.899934, expected=36.000000 predicted=49.134328, expected=76.000000 predicted=65.356022, expected=64.000000 predicted=43.620231, expected=48.000000 predicted=48.973826, expected=40.000000 predicted=39.009703, expected=36.000000 predicted=35.729597, expected=24.000000 predicted=46.758525, expected=48.000000 predicted=54.503106, expected=48.000000 predicted=45.155653, expected=56.000000 predicted=46.796650, expected=60.000000 predicted=50.644989, expected=48.000000 predicted=37.057408, expected=52.000000 predicted=51.961845, expected=28.000000 predicted=38.136416, expected=20.000000 predicted=37.597607, expected=72.000000 predicted=65.634949, expected=64.000000 predicted=49.273367, expected=24.000000 predicted=37.906523, expected=52.000000 predicted=49.484726, expected=32.000000 predicted=23.879377, expected=28.000000 predicted=45.674648, expected=32.000000 predicted=49.757222, expected=88.000000 predicted=53.728738, expected=32.000000 predicted=37.470651, expected=44.000000 predicted=43.485643, expected=36.000000 predicted=37.979191, expected=24.000000 predicted=22.627394, expected=12.000000 predicted=49.817975, expected=56.000000 predicted=43.298298, expected=80.000000 predicted=56.851615, expected=80.000000 predicted=55.882152, expected=44.000000 predicted=40.868788, expected=40.000000 predicted=33.316893, expected=80.000000 predicted=68.027965, expected=48.000000 predicted=55.976228, expected=60.000000 predicted=71.036636, expected=80.000000 predicted=66.069101, expected=96.000000 predicted=64.071052, expected=48.000000 predicted=64.271950, expected=24.000000 predicted=42.833884, expected=80.000000 predicted=73.211203, expected=40.000000 predicted=49.013373, expected=32.000000 predicted=62.553921, expected=100.000000 predicted=80.494522, expected=72.000000 predicted=39.543903, expected=60.000000 predicted=71.434042, expected=64.000000 predicted=61.703237, expected=56.000000 predicted=41.944817, expected=40.000000 predicted=67.597050, expected=36.000000 predicted=54.637321, expected=52.000000 predicted=54.445422, expected=44.000000 predicted=49.955959, expected=40.000000 predicted=47.676609, expected=48.000000 predicted=46.109489, expected=32.000000 predicted=32.751853, expected=32.000000 predicted=42.176102, expected=32.000000 predicted=38.275375, expected=56.000000 predicted=45.748046, expected=60.000000 predicted=51.747725, expected=12.000000 predicted=22.641034, expected=12.000000 predicted=28.658631, expected=36.000000 predicted=33.680097, expected=36.000000 predicted=37.142579, expected=56.000000 predicted=56.583409, expected=100.000000 predicted=58.436489, expected=72.000000 predicted=41.145776, expected=48.000000 predicted=48.484418, expected=24.000000 predicted=37.741563, expected=60.000000 predicted=56.125540, expected=28.000000 predicted=55.868799, expected=56.000000 predicted=62.480574, expected=60.000000 predicted=55.588303, expected=40.000000 predicted=29.399370, expected=44.000000 predicted=56.167901, expected=48.000000 predicted=38.723074, expected=32.000000 predicted=40.908129, expected=48.000000 predicted=54.737373, expected=52.000000 predicted=45.102839, expected=84.000000 predicted=62.095401, expected=128.000000 predicted=88.418323, expected=60.000000 predicted=46.006409, expected=28.000000 predicted=48.767590, expected=44.000000 predicted=55.244810, expected=52.000000 predicted=57.367841, expected=64.000000 predicted=88.313305, expected=56.000000 predicted=58.434980, expected=68.000000 predicted=50.955326, expected=52.000000 predicted=49.098008, expected=36.000000 predicted=44.663142, expected=36.000000 predicted=51.643684, expected=32.000000 predicted=41.316029, expected=36.000000 predicted=48.888339, expected=64.000000 predicted=56.852682, expected=100.000000 predicted=66.139742, expected=48.000000 predicted=41.191942, expected=48.000000 predicted=48.948843, expected=68.000000 predicted=56.684892, expected=68.000000 predicted=58.468272, expected=40.000000 predicted=68.226528, expected=80.000000 predicted=68.895500, expected=76.000000 predicted=59.314213, expected=76.000000 predicted=69.550119, expected=68.000000 predicted=72.727808, expected=72.000000 predicted=57.724330, expected=32.000000 predicted=55.049734, expected=52.000000 predicted=65.297331, expected=56.000000 predicted=63.386629, expected=84.000000 predicted=70.612811, expected=92.000000 predicted=81.910692, expected=52.000000 predicted=43.993497, expected=36.000000 predicted=51.057550, expected=40.000000 predicted=49.793135, expected=32.000000 predicted=51.216092, expected=76.000000 predicted=80.580201, expected=84.000000 predicted=64.975753, expected=40.000000 predicted=37.974812, expected=52.000000 predicted=55.228876, expected=76.000000 predicted=54.710162, expected=40.000000 predicted=50.551262, expected=52.000000 predicted=71.072111, expected=84.000000 predicted=63.969109, expected=72.000000 predicted=56.016770, expected=44.000000 predicted=62.195413, expected=20.000000 predicted=36.449625, expected=28.000000 predicted=39.931673, expected=52.000000 predicted=61.855578, expected=72.000000 predicted=65.998728, expected=72.000000 predicted=57.745535, expected=84.000000 predicted=56.798072, expected=48.000000 predicted=41.051429, expected=36.000000 predicted=47.417680, expected=56.000000 predicted=65.203427, expected=32.000000 predicted=45.210164, expected=52.000000 predicted=66.940893, expected=56.000000 predicted=52.216653, expected=68.000000 predicted=49.841185, expected=44.000000 predicted=51.207506, expected=20.000000 predicted=29.192141, expected=44.000000 predicted=50.517501, expected=32.000000 predicted=38.351840, expected=40.000000 predicted=50.961916, expected=64.000000 predicted=55.551415, expected=80.000000 predicted=48.178566, expected=44.000000 predicted=44.411882, expected=40.000000 predicted=42.672712, expected=36.000000 predicted=40.119322, expected=56.000000 predicted=55.449045, expected=44.000000 predicted=58.305352, expected=48.000000 predicted=46.682720, expected=72.000000 predicted=58.176278, expected=48.000000 predicted=39.594187, expected=28.000000 predicted=44.317371, expected=48.000000 predicted=50.062078, expected=32.000000 predicted=35.244408, expected=28.000000 predicted=47.618959, expected=52.000000 predicted=51.728164, expected=20.000000 predicted=20.599392, expected=48.000000 predicted=49.608435, expected=56.000000 predicted=44.272953, expected=56.000000 predicted=38.909078, expected=16.000000 predicted=36.853206, expected=32.000000 predicted=30.819032, expected=48.000000 predicted=45.718010, expected=64.000000 predicted=53.655045, expected=40.000000 predicted=48.051159, expected=36.000000 predicted=31.123636, expected=32.000000 predicted=34.324052, expected=16.000000 predicted=29.045061, expected=32.000000 predicted=47.094483, expected=56.000000 predicted=45.583827, expected=68.000000 predicted=48.545815, expected=56.000000 predicted=45.728909, expected=68.000000 predicted=47.535978, expected=40.000000 predicted=37.445510, expected=20.000000 predicted=38.725174, expected=48.000000 predicted=59.436346, expected=52.000000 predicted=47.780257, expected=56.000000 predicted=58.624964, expected=32.000000 predicted=38.975007, expected=36.000000 predicted=31.405248, expected=60.000000 predicted=53.622608, expected=16.000000 predicted=28.990240, expected=24.000000 predicted=43.116783, expected=72.000000 predicted=53.552294, expected=80.000000 predicted=49.759942, expected=36.000000 predicted=48.297540, expected=40.000000 predicted=38.665398, expected=32.000000 predicted=29.262594, expected=44.000000 predicted=52.431939, expected=48.000000 predicted=61.433691, expected=52.000000 predicted=43.120585, expected=88.000000 predicted=65.496021, expected=36.000000 predicted=32.707387, expected=32.000000 predicted=43.459518, expected=36.000000 predicted=45.763278, expected=24.000000 predicted=31.390509, expected=48.000000 predicted=65.875947, expected=68.000000 predicted=50.370019, expected=76.000000 predicted=52.078170, expected=56.000000 predicted=49.115906, expected=44.000000 predicted=39.548533, expected=44.000000 predicted=48.041757, expected=40.000000 predicted=50.856090, expected=52.000000 predicted=61.526060, expected=72.000000 predicted=62.566981, expected=68.000000 predicted=54.553865, expected=44.000000 predicted=46.435431, expected=68.000000 predicted=58.958464, expected=32.000000 predicted=39.667576, expected=36.000000 predicted=53.465804, expected=48.000000 predicted=58.715168, expected=52.000000 predicted=43.163148, expected=56.000000 predicted=61.080035, expected=52.000000 predicted=43.767540, expected=68.000000 predicted=53.590738, expected=28.000000 predicted=37.398530, expected=60.000000 predicted=58.749715, expected=92.000000 predicted=72.582803, expected=68.000000 predicted=54.028973, expected=48.000000 predicted=63.534800, expected=76.000000 predicted=58.585320, expected=28.000000 predicted=39.197198, expected=40.000000 predicted=66.215360, expected=76.000000 predicted=72.465269, expected=64.000000 predicted=48.373665, expected=52.000000 predicted=65.764704, expected=24.000000 predicted=31.928809, expected=20.000000 predicted=31.205423, expected=32.000000 predicted=50.802461, expected=20.000000 predicted=36.267753, expected=56.000000 predicted=53.318873, expected=76.000000 predicted=48.713169, expected=40.000000 predicted=28.832397, expected=36.000000 predicted=41.658540, expected=48.000000 predicted=37.271306, expected=36.000000 predicted=40.707402, expected=36.000000 predicted=54.930299, expected=60.000000 predicted=51.018666, expected=56.000000 predicted=43.190340, expected=40.000000 predicted=44.580941, expected=48.000000 predicted=46.269568, expected=56.000000 predicted=45.303922, expected=52.000000 predicted=53.247349, expected=68.000000 predicted=62.996911, expected=52.000000 predicted=46.221671, expected=60.000000 predicted=55.472551, expected=52.000000 predicted=54.868446, expected=52.000000 predicted=51.243908, expected=44.000000 predicted=55.995081, expected=56.000000 predicted=53.705290, expected=40.000000 predicted=48.417613, expected=4.000000 predicted=28.155303, expected=64.000000 predicted=61.036421, expected=40.000000 predicted=34.737541, expected=52.000000 predicted=52.024503, expected=36.000000 predicted=43.112082, expected=32.000000 predicted=18.859291, expected=40.000000 predicted=52.024470, expected=32.000000 predicted=33.536706, expected=44.000000 predicted=47.356901, expected=56.000000 predicted=45.729979, expected=52.000000 predicted=40.913726, expected=36.000000 predicted=40.002500, expected=28.000000 predicted=33.092177, expected=36.000000 predicted=39.783224, expected=48.000000 predicted=48.569044, expected=76.000000 predicted=61.535732, expected=32.000000 predicted=33.374433, expected=52.000000 predicted=45.971446, expected=36.000000 predicted=37.496735, expected=48.000000 predicted=44.854525, expected=52.000000 predicted=63.128424, expected=80.000000 predicted=54.774732, expected=72.000000 predicted=61.251868, expected=60.000000 predicted=50.786504, expected=60.000000 predicted=58.604643, expected=60.000000 predicted=55.761911, expected=44.000000 predicted=59.891531, expected=32.000000 predicted=52.360171, expected=60.000000 predicted=60.003133, expected=72.000000 predicted=61.370641, expected=32.000000 predicted=43.846663, expected=20.000000 predicted=38.425532, expected=56.000000 predicted=46.201591, expected=48.000000 predicted=45.917109, expected=32.000000 predicted=50.149898, expected=48.000000 predicted=45.235493, expected=48.000000 predicted=32.879265, expected=28.000000 predicted=39.856501, expected=44.000000 predicted=48.729382, expected=64.000000 predicted=46.828481, expected=28.000000 predicted=34.376785, expected=44.000000 predicted=50.434639, expected=48.000000 predicted=39.064780, expected=52.000000 predicted=44.077369, expected=48.000000 predicted=56.336658, expected=40.000000 predicted=35.759917, expected=28.000000 predicted=37.093527, expected=36.000000 predicted=42.001527, expected=28.000000 predicted=37.530855, expected=40.000000 predicted=42.586702, expected=80.000000 predicted=59.283642, expected=44.000000 predicted=33.033271, expected=20.000000 predicted=33.340380, expected=60.000000 predicted=50.364190, expected=24.000000 predicted=25.151058, expected=60.000000 predicted=68.577692, expected=96.000000 predicted=70.213863, expected=96.000000 predicted=53.867247, expected=32.000000 predicted=50.992188, expected=44.000000 predicted=45.141006, expected=44.000000 predicted=50.384372, expected=12.000000 predicted=45.452131, expected=56.000000 predicted=76.736348, expected=60.000000 predicted=42.119070, expected=48.000000 predicted=43.021255, expected=40.000000 predicted=47.606715, expected=36.000000 predicted=26.655003, expected=36.000000 predicted=44.371475, expected=20.000000 predicted=38.071190, expected=40.000000 predicted=43.959856, expected=72.000000 predicted=53.591789, expected=68.000000 predicted=48.353474, expected=56.000000 predicted=49.630554, expected=36.000000 predicted=34.079374, expected=44.000000 predicted=43.776665, expected=20.000000 predicted=42.720679, expected=48.000000 predicted=56.405177, expected=64.000000 predicted=57.175038, expected=44.000000 predicted=37.072334, expected=48.000000 predicted=50.715067, expected=24.000000 predicted=24.470476, expected=44.000000 predicted=45.625417, expected=44.000000 predicted=51.157741, expected=48.000000 predicted=43.569408, expected=52.000000 predicted=51.245631, expected=100.000000 predicted=62.673494, expected=56.000000 predicted=47.636284, expected=48.000000 predicted=51.685569, expected=48.000000 predicted=53.617339, expected=28.000000 predicted=35.827673, expected=76.000000 predicted=85.820492, expected=68.000000 predicted=57.530417, expected=60.000000 predicted=53.778414, expected=40.000000 predicted=49.882643, expected=48.000000 predicted=40.233383, expected=60.000000 predicted=65.024135, expected=28.000000 predicted=44.458673, expected=44.000000 predicted=54.561681, expected=76.000000 predicted=57.396091, expected=92.000000 predicted=64.586471, expected=28.000000 predicted=45.072248, expected=36.000000 predicted=42.272582, expected=20.000000 predicted=32.810735, expected=36.000000 predicted=49.202438, expected=44.000000 predicted=64.011251, expected=64.000000 predicted=44.066358, expected=68.000000 predicted=52.288059, expected=68.000000 predicted=46.433029, expected=16.000000 predicted=29.496584, expected=64.000000 predicted=58.722461, expected=52.000000 predicted=52.987976, expected=44.000000 predicted=51.451924, expected=24.000000 predicted=50.266645, expected=60.000000 predicted=39.422004, expected=52.000000 predicted=53.052052, expected=76.000000 predicted=62.442016, expected=44.000000 predicted=46.353855, expected=24.000000 predicted=27.817899, expected=56.000000 predicted=60.834449, expected=44.000000 predicted=41.865266, expected=64.000000 predicted=67.315916, expected=64.000000 predicted=55.526613, expected=52.000000 predicted=38.805083, expected=12.000000 predicted=37.262907, expected=24.000000 predicted=37.154001, expected=56.000000 predicted=55.760964, expected=60.000000 predicted=53.956204, expected=80.000000 predicted=66.243832, expected=72.000000 predicted=45.772408, expected=40.000000 predicted=35.615932, expected=32.000000 predicted=48.860077, expected=52.000000 predicted=55.147241, expected=52.000000 predicted=59.520913, expected=64.000000 predicted=65.864138, expected=20.000000 predicted=31.780554, expected=68.000000 predicted=53.921661, expected=48.000000 predicted=47.007953, expected=40.000000 predicted=43.618339, expected=28.000000 predicted=50.296142, expected=48.000000 predicted=33.978942, expected=36.000000 predicted=48.131675, expected=64.000000 predicted=55.056343, expected=44.000000 predicted=41.969279, expected=16.000000 predicted=23.905376, expected=20.000000 predicted=38.375199, expected=28.000000 Test MSE: 340.653
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928])] predicted=26.341450, expected=24.000000 predicted=28.250153, expected=40.000000 predicted=31.313332, expected=24.000000 predicted=26.973701, expected=24.000000 predicted=25.755910, expected=32.000000 predicted=30.210614, expected=32.000000 predicted=29.865796, expected=28.000000 predicted=30.288516, expected=12.000000 predicted=22.996774, expected=36.000000 predicted=27.465505, expected=16.000000 predicted=25.521503, expected=28.000000 predicted=25.214232, expected=8.000000 predicted=19.936327, expected=8.000000 predicted=14.980758, expected=20.000000 predicted=19.353555, expected=4.000000 predicted=12.923665, expected=4.000000 predicted=10.432313, expected=20.000000 predicted=11.618995, expected=16.000000 predicted=13.255845, expected=32.000000 predicted=18.908714, expected=20.000000 predicted=17.460301, expected=12.000000 predicted=15.832859, expected=32.000000 predicted=22.768991, expected=12.000000 predicted=20.050353, expected=20.000000 predicted=20.657661, expected=40.000000 predicted=25.304152, expected=16.000000 predicted=22.172282, expected=36.000000 predicted=26.964645, expected=28.000000 predicted=26.025879, expected=20.000000 predicted=25.501229, expected=40.000000 predicted=31.083719, expected=24.000000 predicted=27.515516, expected=40.000000 predicted=32.418264, expected=32.000000 predicted=31.420497, expected=12.000000 predicted=25.484667, expected=24.000000 predicted=26.640103, expected=16.000000 predicted=23.258479, expected=32.000000 predicted=26.995744, expected=24.000000 predicted=24.399815, expected=8.000000 predicted=17.588438, expected=20.000000 predicted=19.270766, expected=32.000000 predicted=23.472868, expected=16.000000 predicted=22.447528, expected=8.000000 predicted=16.101659, expected=12.000000 predicted=14.178786, expected=44.000000 predicted=25.079225, expected=20.000000 predicted=23.844072, expected=28.000000 predicted=21.922143, expected=4.000000 predicted=16.787047, expected=16.000000 predicted=18.525271, expected=16.000000 predicted=20.826470, expected=28.000000 predicted=20.290207, expected=28.000000 predicted=22.058941, expected=44.000000 predicted=25.898687, expected=24.000000 predicted=26.634549, expected=24.000000 predicted=25.887157, expected=60.000000 predicted=37.683406, expected=20.000000 predicted=33.567104, expected=24.000000 predicted=30.523046, expected=52.000000 predicted=35.280507, expected=8.000000 predicted=29.673987, expected=24.000000 predicted=29.626653, expected=4.000000 predicted=18.714559, expected=40.000000 predicted=26.334223, expected=24.000000 predicted=27.085183, expected=8.000000 predicted=16.932489, expected=8.000000 predicted=15.272582, expected=40.000000 predicted=22.326871, expected=56.000000 predicted=34.756888, expected=40.000000 predicted=32.636633, expected=20.000000 predicted=26.973878, expected=24.000000 predicted=28.792854, expected=16.000000 predicted=30.083716, expected=8.000000 predicted=24.352408, expected=4.000000 predicted=15.835923, expected=28.000000 predicted=17.773108, expected=8.000000 predicted=14.889345, expected=24.000000 predicted=15.555651, expected=16.000000 predicted=15.221375, expected=20.000000 predicted=16.966270, expected=16.000000 predicted=18.382193, expected=24.000000 predicted=18.613629, expected=20.000000 predicted=20.365238, expected=12.000000 predicted=17.094445, expected=8.000000 predicted=14.856314, expected=44.000000 predicted=23.418535, expected=24.000000 predicted=24.145557, expected=12.000000 predicted=18.809770, expected=24.000000 predicted=20.090192, expected=36.000000 predicted=26.270371, expected=8.000000 predicted=23.325386, expected=16.000000 predicted=18.507413, expected=20.000000 predicted=19.040476, expected=28.000000 predicted=22.916191, expected=32.000000 predicted=25.254342, expected=8.000000 predicted=17.593161, expected=24.000000 predicted=20.653336, expected=40.000000 predicted=27.511487, expected=16.000000 predicted=24.440098, expected=32.000000 predicted=25.740613, expected=28.000000 predicted=25.323445, expected=48.000000 predicted=33.630828, expected=16.000000 predicted=29.229973, expected=28.000000 predicted=26.936606, expected=36.000000 predicted=31.909785, expected=12.000000 predicted=26.214198, expected=36.000000 predicted=29.353955, expected=20.000000 predicted=24.643415, expected=16.000000 predicted=23.209349, expected=16.000000 predicted=21.274487, expected=8.000000 predicted=16.381700, expected=24.000000 predicted=19.936355, expected=8.000000 predicted=14.853966, expected=32.000000 predicted=18.803485, expected=12.000000 predicted=16.963013, expected=8.000000 predicted=13.991939, expected=16.000000 predicted=15.850978, expected=4.000000 predicted=12.257478, expected=20.000000 predicted=15.305678, expected=12.000000 predicted=12.463747, expected=16.000000 predicted=13.098864, expected=24.000000 predicted=16.454600, expected=8.000000 predicted=13.818159, expected=28.000000 predicted=18.631351, expected=16.000000 predicted=17.797430, expected=24.000000 predicted=19.850082, expected=32.000000 predicted=23.347246, expected=24.000000 predicted=23.069663, expected=12.000000 predicted=21.134997, expected=8.000000 predicted=17.057030, expected=4.000000 predicted=14.839931, expected=60.000000 predicted=27.421803, expected=20.000000 predicted=23.888184, expected=28.000000 predicted=22.338438, expected=24.000000 predicted=23.558582, expected=44.000000 predicted=31.856966, expected=40.000000 predicted=37.050360, expected=32.000000 predicted=31.949639, expected=16.000000 predicted=28.518575, expected=32.000000 predicted=30.537093, expected=20.000000 predicted=29.554643, expected=16.000000 predicted=24.252270, expected=8.000000 predicted=18.443841, expected=12.000000 predicted=16.075502, expected=20.000000 predicted=17.899090, expected=20.000000 predicted=16.848721, expected=20.000000 predicted=16.686010, expected=20.000000 predicted=17.263618, expected=28.000000 predicted=21.131293, expected=20.000000 predicted=21.597444, expected=28.000000 predicted=23.157138, expected=24.000000 predicted=23.729401, expected=4.000000 predicted=18.571052, expected=20.000000 predicted=19.305667, expected=28.000000 predicted=21.826330, expected=20.000000 predicted=21.136853, expected=12.000000 predicted=17.010373, expected=12.000000 predicted=15.162370, expected=8.000000 predicted=15.243584, expected=28.000000 predicted=18.758782, expected=16.000000 predicted=16.789722, expected=16.000000 predicted=15.318889, expected=20.000000 predicted=16.928515, expected=32.000000 predicted=21.829790, expected=28.000000 predicted=24.493311, expected=28.000000 predicted=24.173384, expected=16.000000 predicted=22.535786, expected=36.000000 predicted=27.324966, expected=4.000000 predicted=22.156719, expected=20.000000 predicted=20.384880, expected=12.000000 predicted=18.409713, expected=20.000000 predicted=17.998902, expected=32.000000 predicted=21.983093, expected=8.000000 predicted=16.098665, expected=4.000000 predicted=13.535444, expected=16.000000 predicted=14.717773, expected=12.000000 predicted=15.197951, expected=40.000000 predicted=20.952298, expected=24.000000 predicted=19.662875, expected=8.000000 predicted=16.281866, expected=20.000000 predicted=18.913820, expected=36.000000 predicted=25.287504, expected=20.000000 predicted=24.771553, expected=16.000000 predicted=19.631594, expected=12.000000 predicted=17.605646, expected=24.000000 predicted=21.370126, expected=24.000000 predicted=22.365417, expected=16.000000 predicted=18.515058, expected=12.000000 predicted=16.352438, expected=24.000000 predicted=19.101789, expected=12.000000 predicted=18.182565, expected=4.000000 predicted=13.416760, expected=24.000000 predicted=15.732765, expected=32.000000 predicted=20.473654, expected=20.000000 predicted=19.976767, expected=16.000000 predicted=17.555751, expected=24.000000 predicted=20.471918, expected=12.000000 predicted=20.372442, expected=8.000000 predicted=16.674546, expected=20.000000 predicted=16.582409, expected=20.000000 predicted=17.433252, expected=12.000000 predicted=15.525671, expected=16.000000 predicted=14.561348, expected=16.000000 predicted=15.552411, expected=20.000000 predicted=17.600777, expected=20.000000 predicted=17.752939, expected=36.000000 predicted=22.157552, expected=16.000000 predicted=20.906783, expected=12.000000 predicted=18.561712, expected=32.000000 predicted=23.335009, expected=28.000000 predicted=25.199491, expected=24.000000 predicted=24.536942, expected=16.000000 predicted=20.662943, expected=24.000000 predicted=22.633594, expected=16.000000 predicted=22.410913, expected=8.000000 predicted=17.528535, expected=28.000000 predicted=19.795243, expected=32.000000 predicted=22.711728, expected=12.000000 predicted=19.430748, expected=24.000000 predicted=19.955756, expected=12.000000 predicted=18.793568, expected=12.000000 predicted=18.501926, expected=28.000000 predicted=20.507607, expected=36.000000 predicted=23.204020, expected=16.000000 predicted=21.257592, expected=28.000000 predicted=22.348186, expected=12.000000 predicted=21.089882, expected=4.000000 predicted=18.033393, expected=12.000000 predicted=16.389034, expected=16.000000 predicted=14.815946, expected=32.000000 predicted=19.216999, expected=20.000000 predicted=17.275359, expected=28.000000 predicted=19.859345, expected=16.000000 predicted=20.368457, expected=24.000000 predicted=22.511821, expected=28.000000 predicted=25.076298, expected=16.000000 predicted=21.564685, expected=48.000000 predicted=28.801203, expected=52.000000 predicted=34.609463, expected=16.000000 predicted=29.791513, expected=24.000000 predicted=28.758745, expected=16.000000 predicted=26.862871, expected=28.000000 predicted=29.888366, expected=44.000000 predicted=31.799082, expected=8.000000 predicted=21.849965, expected=8.000000 predicted=18.637191, expected=16.000000 predicted=18.916157, expected=20.000000 predicted=20.805024, expected=20.000000 predicted=19.287473, expected=8.000000 predicted=12.788417, expected=24.000000 predicted=16.646338, expected=12.000000 predicted=16.459813, expected=36.000000 predicted=21.719087, expected=12.000000 predicted=18.510463, expected=8.000000 predicted=15.311720, expected=16.000000 predicted=17.052528, expected=36.000000 predicted=22.275896, expected=20.000000 predicted=21.698285, expected=20.000000 predicted=18.626519, expected=16.000000 predicted=18.885048, expected=24.000000 predicted=22.215181, expected=12.000000 predicted=20.177809, expected=24.000000 predicted=19.535197, expected=32.000000 predicted=22.843858, expected=20.000000 predicted=21.694461, expected=16.000000 predicted=20.337367, expected=28.000000 predicted=22.563082, expected=16.000000 predicted=22.198007, expected=20.000000 predicted=21.347064, expected=24.000000 predicted=21.018562, expected=12.000000 predicted=18.697800, expected=16.000000 predicted=18.433598, expected=16.000000 predicted=17.130793, expected=20.000000 predicted=18.229993, expected=24.000000 predicted=19.316588, expected=8.000000 predicted=15.291609, expected=12.000000 predicted=15.017480, expected=16.000000 predicted=15.875815, expected=24.000000 predicted=18.236702, expected=32.000000 predicted=21.039484, expected=16.000000 predicted=18.263806, expected=20.000000 predicted=19.672913, expected=16.000000 predicted=20.091501, expected=16.000000 predicted=19.994471, expected=16.000000 predicted=18.650247, expected=12.000000 predicted=15.503779, expected=12.000000 predicted=14.691929, expected=12.000000 predicted=13.638218, expected=24.000000 predicted=16.314712, expected=16.000000 predicted=15.767479, expected=32.000000 predicted=19.610968, expected=36.000000 predicted=24.253300, expected=40.000000 predicted=28.930983, expected=36.000000 predicted=31.656166, expected=16.000000 predicted=27.877556, expected=36.000000 predicted=32.333163, expected=28.000000 predicted=31.878053, expected=16.000000 predicted=26.974446, expected=12.000000 predicted=21.738766, expected=8.000000 predicted=17.673684, expected=52.000000 predicted=28.125553, expected=4.000000 predicted=19.435970, expected=12.000000 predicted=15.702285, expected=12.000000 predicted=15.817478, expected=40.000000 predicted=23.902936, expected=8.000000 predicted=19.955495, expected=16.000000 predicted=14.908991, expected=24.000000 predicted=19.467272, expected=16.000000 predicted=19.386943, expected=16.000000 predicted=18.813174, expected=16.000000 predicted=16.150712, expected=24.000000 predicted=19.286017, expected=24.000000 predicted=20.559834, expected=4.000000 predicted=15.329322, expected=8.000000 predicted=13.866824, expected=16.000000 predicted=15.297320, expected=16.000000 predicted=15.327254, expected=8.000000 predicted=11.837796, expected=32.000000 predicted=16.041143, expected=4.000000 predicted=13.718473, expected=12.000000 predicted=13.637017, expected=20.000000 predicted=15.839653, expected=52.000000 predicted=25.224519, expected=36.000000 predicted=28.039225, expected=32.000000 predicted=27.099578, expected=28.000000 predicted=30.211872, expected=8.000000 predicted=26.904441, expected=16.000000 predicted=25.930552, expected=4.000000 predicted=18.281049, expected=24.000000 predicted=18.477834, expected=28.000000 predicted=19.494963, expected=32.000000 predicted=20.797447, expected=8.000000 predicted=17.712037, expected=24.000000 predicted=20.055708, expected=16.000000 predicted=21.573388, expected=12.000000 predicted=18.603661, expected=16.000000 predicted=17.278742, expected=20.000000 predicted=16.672806, expected=44.000000 predicted=24.716729, expected=20.000000 predicted=22.191884, expected=20.000000 predicted=21.416132, expected=8.000000 predicted=19.757214, expected=8.000000 predicted=18.030926, expected=28.000000 predicted=21.480015, expected=16.000000 predicted=17.150824, expected=20.000000 predicted=16.701666, expected=20.000000 predicted=17.320448, expected=8.000000 predicted=15.836178, expected=20.000000 predicted=18.158381, expected=12.000000 predicted=15.813159, expected=24.000000 predicted=17.832393, expected=8.000000 predicted=14.703651, expected=36.000000 predicted=19.798243, expected=28.000000 predicted=23.037328, expected=12.000000 predicted=19.190655, expected=36.000000 predicted=24.752339, expected=16.000000 predicted=22.978705, expected=32.000000 predicted=26.516056, expected=8.000000 predicted=20.677280, expected=12.000000 predicted=17.957336, expected=8.000000 predicted=16.857943, expected=4.000000 predicted=12.022734, expected=12.000000 predicted=11.759424, expected=32.000000 predicted=15.236654, expected=36.000000 predicted=20.510731, expected=20.000000 predicted=19.453903, expected=28.000000 predicted=22.640876, expected=20.000000 predicted=24.600085, expected=24.000000 predicted=25.963059, expected=12.000000 predicted=21.709448, expected=16.000000 predicted=19.061124, expected=20.000000 predicted=19.776033, expected=12.000000 predicted=16.785818, expected=16.000000 predicted=16.080825, expected=32.000000 predicted=19.870454, expected=4.000000 predicted=15.849242, expected=12.000000 predicted=14.502801, expected=56.000000 predicted=26.146526, expected=44.000000 predicted=31.192803, expected=24.000000 predicted=28.145766, expected=32.000000 predicted=29.094900, expected=16.000000 predicted=29.346397, expected=24.000000 predicted=30.579858, expected=16.000000 predicted=24.432838, expected=12.000000 predicted=19.256745, expected=24.000000 predicted=20.526740, expected=16.000000 predicted=18.129126, expected=36.000000 predicted=22.885505, expected=8.000000 predicted=18.119005, expected=24.000000 predicted=19.882198, expected=24.000000 predicted=22.438601, expected=12.000000 predicted=19.297209, expected=8.000000 predicted=16.504157, expected=24.000000 predicted=17.423832, expected=16.000000 predicted=18.042465, expected=12.000000 predicted=15.203536, expected=20.000000 predicted=15.763898, expected=28.000000 predicted=19.624825, expected=8.000000 predicted=17.017665, expected=16.000000 predicted=16.034704, expected=20.000000 predicted=17.792154, expected=8.000000 predicted=15.664824, expected=32.000000 predicted=19.643148, expected=12.000000 predicted=16.419765, expected=12.000000 predicted=15.723839, expected=8.000000 predicted=14.129654, expected=4.000000 Test MSE: 138.734
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539])] predicted=322.477318, expected=360.000000 predicted=288.364444, expected=624.000000 predicted=351.219748, expected=188.000000 predicted=221.466914, expected=276.000000 predicted=290.162633, expected=164.000000 predicted=255.647521, expected=284.000000 predicted=270.135833, expected=292.000000 predicted=402.689763, expected=404.000000 predicted=282.399452, expected=464.000000 predicted=368.950282, expected=228.000000 predicted=222.891510, expected=212.000000 predicted=296.673658, expected=360.000000 predicted=339.208912, expected=244.000000 predicted=271.776091, expected=108.000000 predicted=272.053520, expected=320.000000 predicted=301.620303, expected=140.000000 predicted=153.224210, expected=232.000000 predicted=270.842898, expected=364.000000 predicted=309.320510, expected=152.000000 predicted=120.846030, expected=360.000000 predicted=349.442493, expected=136.000000 predicted=161.635098, expected=332.000000 predicted=272.786175, expected=656.000000 predicted=481.475416, expected=168.000000 predicted=146.216531, expected=236.000000 predicted=362.769934, expected=204.000000 predicted=239.691996, expected=4096.000000 predicted=1857.531687, expected=160.000000 predicted=657.778639, expected=512.000000 predicted=626.583010, expected=460.000000 predicted=1553.380635, expected=420.000000 predicted=325.956441, expected=148.000000 predicted=1777.903794, expected=360.000000 predicted=325.735737, expected=196.000000 predicted=338.939003, expected=100.000000 predicted=251.201086, expected=616.000000 predicted=389.258505, expected=644.000000 predicted=342.551653, expected=176.000000 predicted=309.316273, expected=148.000000 predicted=327.593847, expected=408.000000 predicted=335.172805, expected=272.000000 predicted=343.245271, expected=352.000000 predicted=373.026100, expected=264.000000 predicted=278.544474, expected=544.000000 predicted=331.950994, expected=188.000000 predicted=323.553447, expected=440.000000 predicted=347.613476, expected=204.000000 predicted=336.346957, expected=68.000000 predicted=220.046822, expected=252.000000 predicted=336.585180, expected=232.000000 predicted=201.361851, expected=404.000000 predicted=295.668543, expected=1076.000000 predicted=476.892266, expected=180.000000 predicted=281.739672, expected=88.000000 predicted=343.679866, expected=220.000000 predicted=393.439057, expected=120.000000 predicted=243.740402, expected=464.000000 predicted=462.943026, expected=224.000000 predicted=214.464366, expected=384.000000 predicted=244.686456, expected=140.000000 predicted=259.923262, expected=244.000000 predicted=227.158769, expected=168.000000 predicted=290.685577, expected=188.000000 predicted=200.230039, expected=196.000000 predicted=244.127946, expected=428.000000 predicted=240.488315, expected=272.000000 predicted=247.621691, expected=236.000000 predicted=237.412864, expected=268.000000 predicted=275.170360, expected=184.000000 predicted=230.102852, expected=224.000000 predicted=280.030413, expected=236.000000 predicted=242.615136, expected=352.000000 predicted=256.310554, expected=232.000000 predicted=248.622993, expected=156.000000 predicted=215.093073, expected=276.000000 predicted=259.056451, expected=220.000000 predicted=228.321975, expected=224.000000 predicted=247.606991, expected=208.000000 predicted=228.045642, expected=264.000000 predicted=217.463456, expected=156.000000 predicted=218.891830, expected=112.000000 predicted=186.854052, expected=108.000000 predicted=178.823785, expected=72.000000 predicted=138.728307, expected=268.000000 predicted=188.709133, expected=156.000000 predicted=142.802154, expected=276.000000 predicted=172.781647, expected=232.000000 predicted=195.376765, expected=152.000000 predicted=161.739926, expected=216.000000 predicted=233.597781, expected=72.000000 predicted=158.241417, expected=116.000000 predicted=175.772612, expected=252.000000 predicted=197.098472, expected=152.000000 predicted=142.370912, expected=188.000000 predicted=179.072433, expected=92.000000 predicted=137.366815, expected=68.000000 predicted=122.488101, expected=120.000000 predicted=157.829423, expected=60.000000 predicted=100.536615, expected=224.000000 predicted=146.338522, expected=280.000000 predicted=155.944090, expected=136.000000 predicted=127.887581, expected=80.000000 predicted=149.518981, expected=148.000000 predicted=147.661469, expected=192.000000 predicted=172.188062, expected=108.000000 predicted=158.149694, expected=200.000000 predicted=157.311945, expected=140.000000 predicted=136.865974, expected=132.000000 predicted=142.567442, expected=244.000000 predicted=190.471238, expected=352.000000 predicted=201.381922, expected=96.000000 predicted=174.606021, expected=160.000000 predicted=189.716089, expected=400.000000 predicted=252.864008, expected=224.000000 predicted=215.935018, expected=152.000000 predicted=239.948005, expected=160.000000 predicted=200.710123, expected=84.000000 predicted=160.940697, expected=76.000000 predicted=188.755608, expected=108.000000 predicted=141.626921, expected=168.000000 predicted=127.281570, expected=188.000000 predicted=139.913286, expected=320.000000 predicted=174.054994, expected=288.000000 predicted=192.572706, expected=480.000000 predicted=275.468737, expected=92.000000 predicted=224.925048, expected=188.000000 predicted=243.397484, expected=300.000000 predicted=301.861610, expected=388.000000 predicted=270.952840, expected=428.000000 predicted=355.539732, expected=212.000000 predicted=243.504520, expected=400.000000 predicted=326.597703, expected=160.000000 predicted=289.259724, expected=228.000000 predicted=288.646787, expected=636.000000 predicted=413.790961, expected=664.000000 predicted=377.438267, expected=320.000000 predicted=388.581454, expected=336.000000 predicted=391.426168, expected=220.000000 predicted=355.399660, expected=188.000000 predicted=369.469699, expected=248.000000 predicted=361.907273, expected=408.000000 predicted=300.125505, expected=716.000000 predicted=402.471930, expected=332.000000 predicted=326.970624, expected=216.000000 predicted=325.831694, expected=208.000000 predicted=346.309299, expected=124.000000 predicted=282.580689, expected=244.000000 predicted=343.609316, expected=672.000000 predicted=362.032970, expected=432.000000 predicted=303.452422, expected=248.000000 predicted=303.299682, expected=132.000000 predicted=291.464957, expected=260.000000 predicted=295.207119, expected=96.000000 predicted=306.797949, expected=216.000000 predicted=249.488387, expected=456.000000 predicted=281.028290, expected=420.000000 predicted=251.812528, expected=140.000000 predicted=249.553394, expected=192.000000 predicted=245.128022, expected=244.000000 predicted=262.265652, expected=96.000000 predicted=235.656068, expected=116.000000 predicted=223.821780, expected=472.000000 predicted=248.474162, expected=352.000000 predicted=235.089057, expected=132.000000 predicted=219.261689, expected=224.000000 predicted=244.025675, expected=284.000000 predicted=236.245383, expected=96.000000 predicted=242.925236, expected=224.000000 predicted=249.214370, expected=284.000000 predicted=211.834434, expected=436.000000 predicted=265.957029, expected=332.000000 predicted=291.328347, expected=400.000000 predicted=290.047547, expected=184.000000 predicted=286.479169, expected=112.000000 predicted=256.015681, expected=120.000000 predicted=272.461863, expected=188.000000 predicted=215.877071, expected=436.000000 predicted=289.342711, expected=128.000000 predicted=174.558692, expected=140.000000 predicted=177.953548, expected=896.000000 predicted=409.060640, expected=452.000000 predicted=315.800482, expected=80.000000 predicted=327.200779, expected=536.000000 predicted=437.789314, expected=352.000000 predicted=314.598909, expected=348.000000 predicted=467.217428, expected=220.000000 predicted=365.871411, expected=224.000000 predicted=241.207929, expected=40.000000 predicted=279.853210, expected=212.000000 predicted=240.788106, expected=216.000000 predicted=226.186516, expected=172.000000 predicted=168.467716, expected=196.000000 predicted=200.420713, expected=600.000000 predicted=272.140594, expected=288.000000 predicted=256.311199, expected=348.000000 predicted=307.038799, expected=224.000000 predicted=303.601134, expected=392.000000 predicted=307.614959, expected=476.000000 predicted=433.260566, expected=200.000000 predicted=282.623752, expected=388.000000 predicted=368.153907, expected=284.000000 predicted=308.207217, expected=96.000000 predicted=262.551775, expected=252.000000 predicted=324.403294, expected=388.000000 predicted=266.739578, expected=372.000000 predicted=302.324561, expected=280.000000 predicted=290.927587, expected=332.000000 predicted=280.796785, expected=532.000000 predicted=371.482503, expected=156.000000 predicted=304.202848, expected=256.000000 predicted=331.104393, expected=416.000000 predicted=351.040388, expected=552.000000 predicted=363.269490, expected=280.000000 predicted=376.419971, expected=108.000000 predicted=263.581322, expected=408.000000 predicted=355.805276, expected=300.000000 predicted=316.583077, expected=220.000000 predicted=316.035935, expected=248.000000 predicted=287.570386, expected=592.000000 predicted=322.823628, expected=200.000000 predicted=299.332178, expected=120.000000 predicted=267.976900, expected=180.000000 predicted=273.889500, expected=64.000000 predicted=173.809992, expected=124.000000 predicted=246.114790, expected=328.000000 predicted=203.352958, expected=492.000000 predicted=234.526894, expected=216.000000 predicted=220.835889, expected=364.000000 predicted=277.812397, expected=176.000000 predicted=252.654077, expected=324.000000 predicted=301.899611, expected=100.000000 predicted=285.835734, expected=188.000000 predicted=209.616397, expected=472.000000 predicted=327.901825, expected=240.000000 predicted=210.073575, expected=164.000000 predicted=256.311559, expected=132.000000 predicted=211.865999, expected=40.000000 predicted=157.504920, expected=112.000000 predicted=214.026655, expected=248.000000 predicted=178.240388, expected=336.000000 predicted=186.227291, expected=336.000000 predicted=215.977964, expected=192.000000 predicted=193.376080, expected=312.000000 predicted=256.788102, expected=52.000000 predicted=209.439045, expected=124.000000 predicted=218.425865, expected=148.000000 predicted=213.816362, expected=316.000000 predicted=189.853478, expected=120.000000 predicted=186.852470, expected=236.000000 predicted=168.324484, expected=124.000000 predicted=171.505613, expected=384.000000 predicted=225.301319, expected=532.000000 predicted=333.945853, expected=608.000000 predicted=337.150108, expected=548.000000 predicted=425.350840, expected=348.000000 predicted=382.158955, expected=208.000000 predicted=401.716190, expected=132.000000 predicted=367.682624, expected=268.000000 predicted=359.347942, expected=348.000000 predicted=334.537195, expected=320.000000 predicted=281.186244, expected=176.000000 predicted=236.121527, expected=112.000000 predicted=202.070431, expected=280.000000 predicted=258.119322, expected=196.000000 predicted=229.817923, expected=360.000000 predicted=269.261303, expected=532.000000 predicted=317.060471, expected=140.000000 predicted=211.347933, expected=1208.000000 predicted=582.855967, expected=180.000000 predicted=353.849532, expected=80.000000 predicted=347.427191, expected=136.000000 predicted=448.062936, expected=264.000000 predicted=215.892636, expected=376.000000 predicted=476.988849, expected=204.000000 predicted=203.134902, expected=392.000000 predicted=258.820582, expected=396.000000 predicted=295.268067, expected=176.000000 predicted=262.134692, expected=100.000000 predicted=276.365998, expected=272.000000 predicted=254.585604, expected=384.000000 predicted=296.160411, expected=248.000000 predicted=267.987538, expected=152.000000 predicted=219.267168, expected=296.000000 predicted=243.461312, expected=96.000000 predicted=207.123608, expected=100.000000 predicted=212.425045, expected=76.000000 predicted=168.284693, expected=64.000000 predicted=107.051406, expected=116.000000 predicted=144.747684, expected=116.000000 predicted=94.470151, expected=60.000000 predicted=83.258786, expected=228.000000 predicted=129.808153, expected=228.000000 predicted=137.178358, expected=396.000000 predicted=210.831195, expected=364.000000 predicted=247.821462, expected=316.000000 predicted=248.056911, expected=188.000000 predicted=275.610816, expected=152.000000 predicted=247.470821, expected=148.000000 predicted=255.515519, expected=152.000000 predicted=216.599347, expected=244.000000 predicted=218.879230, expected=440.000000 predicted=251.312689, expected=260.000000 predicted=222.280349, expected=148.000000 predicted=216.829163, expected=200.000000 predicted=239.084672, expected=108.000000 predicted=198.138421, expected=176.000000 predicted=235.232582, expected=188.000000 predicted=193.358956, expected=324.000000 predicted=200.370002, expected=400.000000 predicted=258.960555, expected=204.000000 predicted=210.612270, expected=276.000000 predicted=266.803272, expected=168.000000 predicted=238.531985, expected=308.000000 predicted=277.900101, expected=464.000000 predicted=345.506773, expected=432.000000 predicted=304.662038, expected=376.000000 predicted=346.690265, expected=156.000000 predicted=282.351546, expected=132.000000 predicted=281.987836, expected=92.000000 predicted=264.006613, expected=88.000000 predicted=203.185637, expected=300.000000 predicted=231.723782, expected=524.000000 predicted=254.298887, expected=324.000000 predicted=237.233661, expected=344.000000 predicted=284.925039, expected=212.000000 predicted=270.984995, expected=112.000000 predicted=256.008018, expected=228.000000 predicted=313.684581, expected=328.000000 predicted=266.921839, expected=428.000000 predicted=302.208429, expected=152.000000 predicted=228.477664, expected=116.000000 predicted=204.315084, expected=100.000000 predicted=210.919987, expected=76.000000 predicted=174.699727, expected=80.000000 predicted=177.654790, expected=180.000000 predicted=131.185884, expected=316.000000 predicted=167.249601, expected=400.000000 predicted=214.394728, expected=176.000000 predicted=186.990786, expected=152.000000 predicted=200.711688, expected=104.000000 predicted=200.476353, expected=212.000000 predicted=220.358890, expected=324.000000 predicted=264.319833, expected=276.000000 predicted=209.154185, expected=528.000000 predicted=306.746047, expected=236.000000 predicted=250.877315, expected=180.000000 predicted=263.057482, expected=68.000000 predicted=258.342136, expected=88.000000 predicted=190.455669, expected=356.000000 predicted=297.591664, expected=352.000000 predicted=228.172067, expected=312.000000 predicted=236.178395, expected=348.000000 predicted=265.049080, expected=132.000000 predicted=214.574515, expected=244.000000 predicted=291.992062, expected=68.000000 predicted=225.455251, expected=180.000000 predicted=208.608069, expected=620.000000 predicted=347.261743, expected=268.000000 predicted=217.198183, expected=100.000000 predicted=233.289372, expected=324.000000 predicted=278.807536, expected=184.000000 predicted=219.070054, expected=196.000000 predicted=303.900589, expected=272.000000 predicted=253.431531, expected=388.000000 predicted=238.812021, expected=124.000000 predicted=233.774862, expected=160.000000 predicted=214.603143, expected=56.000000 predicted=179.276513, expected=156.000000 predicted=180.148427, expected=188.000000 predicted=209.230505, expected=544.000000 predicted=247.394748, expected=384.000000 predicted=260.187463, expected=208.000000 predicted=223.621955, expected=140.000000 predicted=257.497665, expected=172.000000 predicted=232.076585, expected=380.000000 predicted=339.748145, expected=208.000000 predicted=250.685860, expected=244.000000 predicted=231.185934, expected=220.000000 predicted=226.860155, expected=160.000000 predicted=197.567267, expected=108.000000 predicted=224.894835, expected=184.000000 predicted=188.484741, expected=156.000000 predicted=177.396681, expected=180.000000 predicted=173.755140, expected=228.000000 predicted=182.935940, expected=448.000000 predicted=241.391425, expected=232.000000 predicted=225.884561, expected=208.000000 predicted=230.468050, expected=76.000000 predicted=208.687160, expected=140.000000 predicted=194.980065, expected=192.000000 predicted=241.041623, expected=128.000000 predicted=155.104038, expected=312.000000 predicted=210.741122, expected=116.000000 predicted=139.694362, expected=92.000000 predicted=145.396588, expected=168.000000 predicted=183.888386, expected=200.000000 predicted=153.750699, expected=144.000000 predicted=183.437671, expected=308.000000 predicted=194.495739, expected=500.000000 predicted=263.092284, expected=408.000000 predicted=285.549283, expected=268.000000 predicted=295.571385, expected=272.000000 predicted=299.627351, expected=136.000000 predicted=273.923703, expected=200.000000 predicted=300.442250, expected=404.000000 predicted=321.292197, expected=496.000000 predicted=316.233856, expected=380.000000 predicted=323.004147, expected=252.000000 predicted=290.576076, expected=244.000000 predicted=303.204091, expected=64.000000 predicted=266.509903, expected=244.000000 predicted=298.828496, expected=344.000000 predicted=285.598670, expected=488.000000 predicted=296.261886, expected=272.000000 predicted=279.386198, expected=192.000000 predicted=233.447260, expected=400.000000 predicted=337.867235, expected=28.000000 predicted=227.301192, expected=128.000000 predicted=263.465465, expected=144.000000 predicted=207.387039, expected=292.000000 predicted=188.473908, expected=172.000000 predicted=223.058342, expected=212.000000 predicted=155.151020, expected=176.000000 predicted=185.307697, expected=32.000000 predicted=132.542806, expected=60.000000 predicted=162.946517, expected=108.000000 predicted=125.944243, expected=232.000000 predicted=154.476153, expected=128.000000 predicted=130.165560, expected=312.000000 predicted=165.245902, expected=48.000000 predicted=120.431082, expected=36.000000 Test MSE: 73680.100
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817])] predicted=190.990948, expected=176.000000 predicted=164.423667, expected=180.000000 predicted=161.512899, expected=384.000000 predicted=243.359328, expected=208.000000 predicted=191.716948, expected=140.000000 predicted=151.412482, expected=116.000000 predicted=166.548237, expected=128.000000 predicted=153.976685, expected=240.000000 predicted=275.179507, expected=320.000000 predicted=246.985648, expected=252.000000 predicted=200.656944, expected=156.000000 predicted=160.309036, expected=140.000000 predicted=157.474050, expected=200.000000 predicted=215.502949, expected=120.000000 predicted=201.376350, expected=188.000000 predicted=207.644727, expected=196.000000 predicted=175.612785, expected=284.000000 predicted=208.470081, expected=248.000000 predicted=222.424444, expected=180.000000 predicted=167.199719, expected=260.000000 predicted=232.331558, expected=140.000000 predicted=175.270158, expected=104.000000 predicted=189.239138, expected=212.000000 predicted=221.588082, expected=280.000000 predicted=218.046641, expected=152.000000 predicted=195.721111, expected=148.000000 predicted=159.294851, expected=192.000000 predicted=162.091324, expected=136.000000 predicted=167.664507, expected=196.000000 predicted=222.410218, expected=196.000000 predicted=174.669415, expected=348.000000 predicted=242.550175, expected=192.000000 predicted=195.929096, expected=208.000000 predicted=189.330014, expected=200.000000 predicted=210.080120, expected=100.000000 predicted=153.257342, expected=172.000000 predicted=241.371355, expected=336.000000 predicted=250.942451, expected=232.000000 predicted=210.550543, expected=200.000000 predicted=208.366805, expected=168.000000 predicted=160.211017, expected=168.000000 predicted=176.966331, expected=188.000000 predicted=243.280976, expected=172.000000 predicted=194.319774, expected=220.000000 predicted=205.096345, expected=368.000000 predicted=261.782537, expected=248.000000 predicted=212.184357, expected=240.000000 predicted=228.326809, expected=204.000000 predicted=208.375897, expected=168.000000 predicted=200.057501, expected=216.000000 predicted=273.662620, expected=348.000000 predicted=283.971124, expected=368.000000 predicted=293.402273, expected=148.000000 predicted=192.324746, expected=84.000000 predicted=157.561776, expected=268.000000 predicted=246.198408, expected=148.000000 predicted=221.276792, expected=168.000000 predicted=245.033261, expected=400.000000 predicted=271.281556, expected=296.000000 predicted=193.614278, expected=220.000000 predicted=250.471742, expected=180.000000 predicted=193.705349, expected=184.000000 predicted=188.844314, expected=112.000000 predicted=236.704639, expected=140.000000 predicted=205.644567, expected=308.000000 predicted=248.545022, expected=436.000000 predicted=291.000702, expected=80.000000 predicted=144.263471, expected=116.000000 predicted=155.543049, expected=104.000000 predicted=141.231475, expected=192.000000 predicted=220.851422, expected=160.000000 predicted=260.063454, expected=304.000000 predicted=192.131335, expected=276.000000 predicted=199.533305, expected=124.000000 predicted=132.575526, expected=136.000000 predicted=182.426762, expected=244.000000 predicted=203.847843, expected=52.000000 predicted=161.258281, expected=244.000000 predicted=248.580093, expected=280.000000 predicted=198.344645, expected=232.000000 predicted=180.341652, expected=232.000000 predicted=243.704559, expected=196.000000 predicted=148.400337, expected=204.000000 predicted=223.590574, expected=164.000000 predicted=217.069947, expected=144.000000 predicted=186.651946, expected=256.000000 predicted=235.091047, expected=156.000000 predicted=171.408940, expected=220.000000 predicted=210.700295, expected=160.000000 predicted=169.310041, expected=164.000000 predicted=159.231186, expected=168.000000 predicted=205.838912, expected=188.000000 predicted=170.933183, expected=232.000000 predicted=216.989444, expected=428.000000 predicted=284.763233, expected=188.000000 predicted=184.259969, expected=156.000000 predicted=188.482002, expected=96.000000 predicted=165.099287, expected=64.000000 predicted=144.633342, expected=132.000000 predicted=246.719442, expected=196.000000 predicted=174.612263, expected=276.000000 predicted=202.420758, expected=120.000000 predicted=118.792611, expected=144.000000 predicted=126.226506, expected=120.000000 predicted=136.081265, expected=136.000000 predicted=157.963815, expected=128.000000 predicted=186.632370, expected=152.000000 predicted=135.394636, expected=372.000000 predicted=245.572900, expected=164.000000 predicted=145.547505, expected=192.000000 predicted=180.748728, expected=196.000000 predicted=180.044480, expected=192.000000 predicted=173.737059, expected=172.000000 predicted=253.745536, expected=376.000000 predicted=263.386777, expected=312.000000 predicted=246.739921, expected=180.000000 predicted=202.427721, expected=112.000000 predicted=179.169877, expected=116.000000 predicted=156.133336, expected=120.000000 predicted=223.925988, expected=96.000000 predicted=182.865746, expected=292.000000 predicted=220.924955, expected=284.000000 predicted=191.057264, expected=200.000000 predicted=167.551976, expected=100.000000 predicted=136.796553, expected=216.000000 predicted=170.613709, expected=116.000000 predicted=190.198380, expected=256.000000 predicted=251.307664, expected=256.000000 predicted=222.102790, expected=436.000000 predicted=264.509357, expected=112.000000 predicted=181.407619, expected=96.000000 predicted=137.647964, expected=140.000000 predicted=207.484301, expected=120.000000 predicted=167.726089, expected=168.000000 predicted=268.768782, expected=248.000000 predicted=176.870660, expected=396.000000 predicted=240.454205, expected=220.000000 predicted=189.693221, expected=80.000000 predicted=131.149085, expected=196.000000 predicted=200.816867, expected=176.000000 predicted=198.314836, expected=180.000000 predicted=259.376994, expected=268.000000 predicted=238.691088, expected=400.000000 predicted=239.984815, expected=160.000000 predicted=185.705732, expected=172.000000 predicted=197.677105, expected=196.000000 predicted=201.977436, expected=80.000000 predicted=163.659889, expected=152.000000 predicted=257.376233, expected=212.000000 predicted=180.027980, expected=208.000000 predicted=179.468609, expected=100.000000 predicted=152.628352, expected=112.000000 predicted=112.813806, expected=196.000000 predicted=170.938612, expected=124.000000 predicted=155.383754, expected=148.000000 predicted=173.764548, expected=196.000000 predicted=152.983229, expected=384.000000 predicted=238.434591, expected=208.000000 predicted=200.600601, expected=124.000000 predicted=149.149483, expected=136.000000 predicted=165.560224, expected=92.000000 predicted=139.407273, expected=128.000000 predicted=229.907523, expected=280.000000 predicted=228.009890, expected=280.000000 predicted=193.403478, expected=244.000000 predicted=197.189342, expected=92.000000 predicted=120.413768, expected=68.000000 predicted=117.332399, expected=40.000000 predicted=152.458643, expected=156.000000 predicted=192.801624, expected=176.000000 predicted=187.367421, expected=236.000000 predicted=159.348728, expected=284.000000 predicted=183.762048, expected=276.000000 predicted=172.152836, expected=180.000000 predicted=182.530549, expected=160.000000 predicted=182.458660, expected=112.000000 predicted=175.803400, expected=188.000000 predicted=221.950682, expected=372.000000 predicted=302.738210, expected=116.000000 predicted=147.284164, expected=176.000000 predicted=185.521083, expected=76.000000 predicted=114.807103, expected=112.000000 predicted=141.514422, expected=156.000000 predicted=240.773819, expected=212.000000 predicted=155.679741, expected=272.000000 predicted=216.161407, expected=196.000000 predicted=147.481864, expected=112.000000 predicted=130.148987, expected=92.000000 predicted=136.401516, expected=44.000000 predicted=124.231400, expected=132.000000 predicted=182.720427, expected=256.000000 predicted=206.808964, expected=316.000000 predicted=204.305853, expected=128.000000 predicted=124.552417, expected=152.000000 predicted=126.157574, expected=152.000000 predicted=152.368914, expected=144.000000 predicted=185.966624, expected=124.000000 predicted=206.634039, expected=212.000000 predicted=168.992676, expected=276.000000 predicted=207.335629, expected=164.000000 predicted=160.290721, expected=100.000000 predicted=137.958649, expected=144.000000 predicted=145.442176, expected=264.000000 predicted=223.366158, expected=96.000000 predicted=172.395468, expected=244.000000 predicted=206.852382, expected=368.000000 predicted=235.693318, expected=172.000000 predicted=158.155329, expected=100.000000 predicted=198.595297, expected=136.000000 predicted=137.309086, expected=144.000000 predicted=178.837196, expected=272.000000 predicted=290.908268, expected=216.000000 predicted=189.018199, expected=332.000000 predicted=222.042310, expected=140.000000 predicted=154.718319, expected=192.000000 predicted=181.462305, expected=172.000000 predicted=222.905586, expected=168.000000 predicted=183.673544, expected=192.000000 predicted=249.036541, expected=216.000000 predicted=178.500279, expected=240.000000 predicted=212.763006, expected=196.000000 predicted=188.058416, expected=152.000000 predicted=168.889232, expected=212.000000 predicted=204.460316, expected=132.000000 predicted=171.009365, expected=300.000000 predicted=258.748707, expected=272.000000 predicted=229.458229, expected=176.000000 predicted=171.295571, expected=204.000000 predicted=220.315073, expected=332.000000 predicted=234.565145, expected=200.000000 predicted=238.948953, expected=280.000000 predicted=276.185186, expected=356.000000 predicted=272.023511, expected=148.000000 predicted=182.252063, expected=224.000000 predicted=282.480529, expected=292.000000 predicted=247.988112, expected=72.000000 predicted=171.221635, expected=152.000000 predicted=252.073771, expected=348.000000 predicted=240.583557, expected=372.000000 predicted=273.918432, expected=156.000000 predicted=229.590010, expected=224.000000 predicted=183.566471, expected=116.000000 predicted=147.721821, expected=76.000000 predicted=199.931218, expected=172.000000 predicted=255.535717, expected=260.000000 predicted=192.369898, expected=264.000000 predicted=230.258994, expected=116.000000 predicted=132.000790, expected=120.000000 predicted=121.761508, expected=208.000000 predicted=188.920762, expected=52.000000 predicted=143.365914, expected=120.000000 predicted=187.149068, expected=228.000000 predicted=168.254789, expected=312.000000 predicted=199.995443, expected=100.000000 predicted=157.553662, expected=164.000000 predicted=135.128524, expected=144.000000 predicted=141.065978, expected=92.000000 predicted=148.690266, expected=148.000000 predicted=219.142493, expected=276.000000 predicted=180.731418, expected=408.000000 predicted=269.657042, expected=156.000000 predicted=160.268711, expected=172.000000 predicted=166.139637, expected=156.000000 predicted=169.061814, expected=100.000000 predicted=174.664980, expected=152.000000 predicted=261.524150, expected=204.000000 predicted=172.932974, expected=92.000000 predicted=128.392917, expected=188.000000 predicted=175.885095, expected=116.000000 predicted=112.725505, expected=292.000000 predicted=212.149837, expected=120.000000 predicted=161.454284, expected=144.000000 predicted=129.818459, expected=224.000000 predicted=209.074169, expected=288.000000 predicted=191.360322, expected=152.000000 predicted=216.397523, expected=172.000000 predicted=164.457391, expected=124.000000 predicted=144.911479, expected=116.000000 predicted=163.106245, expected=112.000000 predicted=189.896722, expected=212.000000 predicted=173.412644, expected=288.000000 predicted=217.024053, expected=116.000000 predicted=126.081182, expected=164.000000 predicted=159.090069, expected=184.000000 predicted=156.250235, expected=96.000000 predicted=145.458555, expected=100.000000 predicted=189.801492, expected=216.000000 predicted=163.686499, expected=232.000000 predicted=183.426844, expected=144.000000 predicted=164.000253, expected=184.000000 predicted=156.363797, expected=208.000000 predicted=159.459018, expected=124.000000 predicted=165.087964, expected=208.000000 predicted=218.363205, expected=212.000000 predicted=176.968868, expected=204.000000 predicted=189.209388, expected=112.000000 predicted=167.436914, expected=172.000000 predicted=156.674989, expected=176.000000 predicted=185.352281, expected=136.000000 predicted=166.217681, expected=168.000000 predicted=185.873054, expected=200.000000 predicted=156.937320, expected=208.000000 predicted=184.761822, expected=124.000000 predicted=154.759803, expected=152.000000 predicted=153.287861, expected=140.000000 predicted=153.953002, expected=124.000000 predicted=155.040735, expected=120.000000 predicted=160.747910, expected=188.000000 predicted=153.322861, expected=280.000000 predicted=205.592120, expected=172.000000 predicted=156.647905, expected=176.000000 predicted=165.496826, expected=184.000000 predicted=164.178637, expected=64.000000 predicted=126.123753, expected=192.000000 predicted=227.864440, expected=128.000000 predicted=143.999202, expected=192.000000 predicted=174.959865, expected=96.000000 predicted=144.186822, expected=152.000000 predicted=114.896026, expected=132.000000 predicted=159.173989, expected=116.000000 predicted=119.593324, expected=148.000000 predicted=166.805610, expected=276.000000 predicted=180.052888, expected=268.000000 predicted=201.886963, expected=128.000000 predicted=143.221959, expected=136.000000 predicted=149.473704, expected=160.000000 predicted=157.781666, expected=128.000000 predicted=185.686701, expected=204.000000 predicted=224.021160, expected=248.000000 predicted=184.591673, expected=348.000000 predicted=236.310588, expected=124.000000 predicted=155.168667, expected=144.000000 predicted=160.185454, expected=208.000000 predicted=210.397395, expected=128.000000 predicted=171.717295, expected=168.000000 predicted=245.930897, expected=228.000000 predicted=177.571032, expected=356.000000 predicted=238.699203, expected=212.000000 predicted=210.469579, expected=104.000000 predicted=142.232802, expected=132.000000 predicted=169.547182, expected=140.000000 predicted=172.922244, expected=140.000000 predicted=223.800890, expected=188.000000 predicted=192.156215, expected=236.000000 predicted=168.753581, expected=148.000000 predicted=143.672728, expected=176.000000 predicted=168.108373, expected=164.000000 predicted=157.928222, expected=84.000000 predicted=134.642421, expected=160.000000 predicted=193.895647, expected=216.000000 predicted=174.006489, expected=296.000000 predicted=221.923932, expected=232.000000 predicted=200.945130, expected=104.000000 predicted=117.915793, expected=192.000000 predicted=190.419582, expected=164.000000 predicted=182.210352, expected=176.000000 predicted=219.367694, expected=256.000000 predicted=238.295588, expected=152.000000 predicted=133.332454, expected=148.000000 predicted=176.826262, expected=92.000000 predicted=137.535732, expected=160.000000 predicted=162.318791, expected=60.000000 predicted=148.065053, expected=184.000000 predicted=162.157678, expected=232.000000 predicted=181.593166, expected=196.000000 predicted=141.300449, expected=164.000000 predicted=172.468135, expected=116.000000 predicted=106.481141, expected=308.000000 predicted=238.461849, expected=92.000000 predicted=154.909791, expected=144.000000 predicted=175.549259, expected=320.000000 predicted=241.509978, expected=216.000000 predicted=155.508164, expected=132.000000 predicted=222.836351, expected=104.000000 predicted=125.185419, expected=112.000000 predicted=129.913338, expected=176.000000 predicted=224.593147, expected=244.000000 predicted=212.864426, expected=280.000000 predicted=201.202032, expected=196.000000 predicted=162.270811, expected=180.000000 predicted=165.630301, expected=160.000000 predicted=177.263046, expected=124.000000 predicted=179.774249, expected=200.000000 predicted=228.303718, expected=180.000000 predicted=180.167982, expected=236.000000 predicted=202.828561, expected=284.000000 predicted=221.766607, expected=164.000000 predicted=153.589125, expected=180.000000 predicted=201.462218, expected=120.000000 predicted=158.559940, expected=52.000000 predicted=141.256915, expected=168.000000 predicted=212.907164, expected=156.000000 predicted=147.029276, expected=332.000000 predicted=239.042549, expected=156.000000 predicted=144.680703, expected=60.000000 predicted=83.864048, expected=176.000000 predicted=183.697020, expected=100.000000 predicted=119.339913, expected=236.000000 predicted=257.937456, expected=256.000000 predicted=199.175341, expected=164.000000 predicted=122.655795, expected=128.000000 predicted=166.608547, expected=180.000000 predicted=150.807477, expected=104.000000 predicted=162.108217, expected=156.000000 predicted=196.449716, expected=168.000000 predicted=162.367902, expected=244.000000 predicted=179.635274, expected=216.000000 predicted=194.568101, expected=124.000000 predicted=128.625415, expected=120.000000 predicted=151.100557, expected=76.000000 predicted=125.379420, expected=60.000000 Test MSE: 5691.332
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982])] predicted=111.626232, expected=128.000000 predicted=204.091602, expected=288.000000 predicted=210.110876, expected=80.000000 predicted=129.847954, expected=32.000000 predicted=111.714762, expected=168.000000 predicted=162.526457, expected=76.000000 predicted=87.459168, expected=100.000000 predicted=169.039872, expected=80.000000 predicted=86.061311, expected=12.000000 predicted=31.659410, expected=260.000000 predicted=195.899065, expected=132.000000 predicted=92.599114, expected=332.000000 predicted=214.924220, expected=68.000000 predicted=93.923313, expected=80.000000 predicted=84.922550, expected=104.000000 predicted=175.170349, expected=28.000000 predicted=73.010092, expected=52.000000 predicted=159.005066, expected=156.000000 predicted=106.056894, expected=76.000000 predicted=69.612287, expected=160.000000 predicted=129.752769, expected=188.000000 predicted=115.477387, expected=128.000000 predicted=98.859847, expected=68.000000 predicted=118.636960, expected=28.000000 predicted=67.838781, expected=76.000000 predicted=108.741433, expected=120.000000 predicted=129.542634, expected=124.000000 predicted=111.430316, expected=-8.000000 predicted=38.005655, expected=80.000000 predicted=68.549304, expected=92.000000 predicted=77.475108, expected=20.000000 predicted=58.441470, expected=56.000000 predicted=85.010262, expected=148.000000 predicted=73.301993, expected=48.000000 predicted=56.531758, expected=28.000000 predicted=64.721126, expected=24.000000 predicted=34.272179, expected=76.000000 predicted=60.552159, expected=56.000000 predicted=81.979761, expected=388.000000 predicted=203.318949, expected=248.000000 predicted=133.558162, expected=60.000000 predicted=79.481601, expected=80.000000 predicted=121.150728, expected=108.000000 predicted=95.093695, expected=32.000000 predicted=166.215625, expected=40.000000 predicted=124.152587, expected=128.000000 predicted=91.256448, expected=36.000000 predicted=50.198690, expected=112.000000 predicted=105.740076, expected=88.000000 predicted=64.661235, expected=28.000000 predicted=40.385408, expected=108.000000 predicted=112.800945, expected=108.000000 predicted=70.991915, expected=144.000000 predicted=118.397944, expected=216.000000 predicted=149.410880, expected=16.000000 predicted=39.672066, expected=128.000000 predicted=131.030643, expected=60.000000 predicted=84.225889, expected=56.000000 predicted=90.983789, expected=112.000000 predicted=144.117979, expected=120.000000 predicted=70.166027, expected=104.000000 predicted=108.502680, expected=32.000000 predicted=56.674040, expected=332.000000 predicted=191.385414, expected=8.000000 predicted=55.070327, expected=24.000000 predicted=91.036151, expected=84.000000 predicted=102.451536, expected=104.000000 predicted=60.968009, expected=88.000000 predicted=168.601663, expected=20.000000 predicted=28.884349, expected=92.000000 predicted=67.371442, expected=28.000000 predicted=51.149080, expected=40.000000 predicted=65.684229, expected=76.000000 predicted=75.184885, expected=24.000000 predicted=23.731504, expected=40.000000 predicted=61.140485, expected=24.000000 predicted=28.593158, expected=24.000000 predicted=30.408873, expected=52.000000 predicted=55.276132, expected=24.000000 predicted=22.896579, expected=32.000000 predicted=35.123190, expected=92.000000 predicted=55.948118, expected=8.000000 predicted=16.606289, expected=44.000000 predicted=49.778463, expected=60.000000 predicted=43.046272, expected=60.000000 predicted=43.124825, expected=128.000000 predicted=99.552609, expected=64.000000 predicted=42.323140, expected=16.000000 predicted=40.679368, expected=76.000000 predicted=72.145066, expected=12.000000 predicted=33.141170, expected=4.000000 predicted=55.807641, expected=16.000000 predicted=36.263130, expected=40.000000 predicted=24.327336, expected=16.000000 predicted=35.097893, expected=36.000000 predicted=24.972984, expected=32.000000 predicted=19.778469, expected=20.000000 predicted=18.907392, expected=36.000000 predicted=35.737506, expected=8.000000 predicted=13.040526, expected=52.000000 predicted=40.749965, expected=28.000000 predicted=26.751634, expected=84.000000 predicted=50.358783, expected=136.000000 predicted=80.561789, expected=48.000000 predicted=35.151614, expected=28.000000 predicted=51.639424, expected=4.000000 predicted=27.227703, expected=88.000000 predicted=76.032647, expected=44.000000 predicted=69.968640, expected=72.000000 predicted=58.390783, expected=156.000000 predicted=91.406670, expected=36.000000 predicted=28.543823, expected=28.000000 predicted=65.680160, expected=132.000000 predicted=91.087771, expected=128.000000 predicted=89.125474, expected=104.000000 predicted=118.087570, expected=80.000000 predicted=72.665743, expected=68.000000 predicted=61.999285, expected=24.000000 predicted=74.315792, expected=28.000000 predicted=71.264460, expected=76.000000 predicted=78.629703, expected=48.000000 predicted=54.276175, expected=124.000000 predicted=89.731404, expected=80.000000 predicted=55.194247, expected=64.000000 predicted=55.534917, expected=64.000000 predicted=73.784841, expected=8.000000 predicted=33.600016, expected=68.000000 predicted=86.074078, expected=96.000000 predicted=77.077457, expected=196.000000 predicted=118.720888, expected=72.000000 predicted=70.299994, expected=128.000000 predicted=88.990239, expected=40.000000 predicted=65.533667, expected=24.000000 predicted=64.443945, expected=72.000000 predicted=116.031908, expected=232.000000 predicted=135.891846, expected=376.000000 predicted=225.246061, expected=56.000000 predicted=69.355291, expected=120.000000 predicted=121.399296, expected=48.000000 predicted=84.462120, expected=40.000000 predicted=119.279971, expected=268.000000 predicted=268.589914, expected=168.000000 predicted=104.235673, expected=88.000000 predicted=113.796199, expected=80.000000 predicted=91.559535, expected=108.000000 predicted=87.417046, expected=52.000000 predicted=134.654955, expected=168.000000 predicted=152.904653, expected=156.000000 predicted=115.489426, expected=40.000000 predicted=68.798698, expected=40.000000 predicted=85.760777, expected=76.000000 predicted=69.907647, expected=76.000000 predicted=101.830071, expected=80.000000 predicted=101.994940, expected=20.000000 predicted=36.723716, expected=52.000000 predicted=51.867546, expected=252.000000 predicted=148.549145, expected=40.000000 predicted=52.181074, expected=48.000000 predicted=80.464243, expected=40.000000 predicted=48.830200, expected=76.000000 predicted=62.657198, expected=96.000000 predicted=139.694287, expected=44.000000 predicted=44.843336, expected=4.000000 predicted=34.538567, expected=120.000000 predicted=80.153974, expected=108.000000 predicted=79.390352, expected=36.000000 predicted=62.839470, expected=176.000000 predicted=114.670316, expected=96.000000 predicted=57.541137, expected=56.000000 predicted=89.824634, expected=60.000000 predicted=88.752488, expected=64.000000 predicted=56.259729, expected=144.000000 predicted=137.688722, expected=128.000000 predicted=102.698468, expected=124.000000 predicted=95.901850, expected=136.000000 predicted=107.319423, expected=16.000000 predicted=54.319975, expected=8.000000 predicted=79.454399, expected=80.000000 predicted=93.913221, expected=232.000000 predicted=150.725074, expected=64.000000 predicted=85.252758, expected=208.000000 predicted=129.260303, expected=84.000000 predicted=66.211778, expected=24.000000 predicted=68.636844, expected=216.000000 predicted=203.395046, expected=8.000000 predicted=38.325619, expected=48.000000 predicted=120.351218, expected=64.000000 predicted=74.737678, expected=20.000000 predicted=26.186809, expected=4.000000 predicted=87.252071, expected=184.000000 predicted=91.306158, expected=388.000000 predicted=192.870692, expected=208.000000 predicted=136.276302, expected=88.000000 predicted=102.317234, expected=96.000000 predicted=98.913648, expected=12.000000 predicted=100.902231, expected=4.000000 predicted=157.566742, expected=32.000000 predicted=95.928801, expected=32.000000 predicted=46.920382, expected=24.000000 predicted=47.305335, expected=40.000000 predicted=27.134897, expected=256.000000 predicted=121.251986, expected=156.000000 predicted=87.768427, expected=36.000000 predicted=58.319766, expected=112.000000 predicted=94.999986, expected=56.000000 predicted=57.872244, expected=52.000000 predicted=129.337301, expected=92.000000 predicted=110.031515, expected=192.000000 predicted=109.837165, expected=184.000000 predicted=136.360144, expected=48.000000 predicted=69.433471, expected=60.000000 predicted=80.454207, expected=28.000000 predicted=65.769080, expected=208.000000 predicted=172.808459, expected=136.000000 predicted=133.147148, expected=240.000000 predicted=149.882343, expected=92.000000 predicted=93.217936, expected=80.000000 predicted=84.611960, expected=104.000000 predicted=149.056651, expected=56.000000 predicted=91.420291, expected=44.000000 predicted=121.514310, expected=276.000000 predicted=170.515876, expected=212.000000 predicted=133.683320, expected=104.000000 predicted=117.123895, expected=76.000000 predicted=97.766266, expected=40.000000 predicted=64.045267, expected=124.000000 predicted=171.002366, expected=56.000000 predicted=110.305512, expected=48.000000 predicted=74.774048, expected=220.000000 predicted=140.699676, expected=72.000000 predicted=57.362258, expected=28.000000 predicted=83.841883, expected=56.000000 predicted=68.964588, expected=56.000000 predicted=53.060187, expected=36.000000 predicted=101.529926, expected=20.000000 predicted=43.950222, expected=68.000000 predicted=48.411798, expected=40.000000 predicted=42.429170, expected=52.000000 predicted=51.529969, expected=156.000000 predicted=91.626636, expected=4.000000 predicted=17.998317, expected=116.000000 predicted=96.494900, expected=24.000000 predicted=37.146988, expected=72.000000 predicted=65.039517, expected=32.000000 predicted=79.466944, expected=100.000000 predicted=56.830301, expected=56.000000 predicted=74.306369, expected=112.000000 predicted=72.233618, expected=216.000000 predicted=135.600110, expected=204.000000 predicted=120.743987, expected=96.000000 predicted=110.802841, expected=84.000000 predicted=97.042958, expected=108.000000 predicted=116.240018, expected=104.000000 predicted=141.103005, expected=156.000000 predicted=160.247456, expected=8.000000 predicted=57.607777, expected=280.000000 predicted=180.076566, expected=12.000000 predicted=58.929507, expected=252.000000 predicted=179.291834, expected=60.000000 predicted=107.514556, expected=156.000000 predicted=101.927487, expected=96.000000 predicted=168.428867, expected=8.000000 predicted=33.193798, expected=80.000000 predicted=145.123597, expected=92.000000 predicted=72.666326, expected=36.000000 predicted=80.927924, expected=84.000000 predicted=85.794867, expected=128.000000 predicted=71.781992, expected=120.000000 predicted=94.697857, expected=64.000000 predicted=81.419574, expected=16.000000 predicted=43.484129, expected=108.000000 predicted=94.321659, expected=96.000000 predicted=96.046975, expected=36.000000 predicted=71.439860, expected=56.000000 predicted=65.176218, expected=72.000000 predicted=50.320214, expected=36.000000 predicted=63.648571, expected=36.000000 predicted=61.169515, expected=32.000000 predicted=36.495345, expected=28.000000 predicted=39.025425, expected=148.000000 predicted=96.369198, expected=4.000000 predicted=21.467705, expected=48.000000 predicted=50.853509, expected=104.000000 predicted=69.129404, expected=52.000000 predicted=41.107451, expected=148.000000 predicted=130.749081, expected=108.000000 predicted=64.617451, expected=36.000000 predicted=54.630335, expected=76.000000 predicted=92.763700, expected=16.000000 predicted=40.204755, expected=60.000000 predicted=89.602162, expected=76.000000 predicted=78.877248, expected=216.000000 predicted=116.576874, expected=76.000000 predicted=74.980888, expected=52.000000 predicted=58.216604, expected=60.000000 predicted=73.208029, expected=60.000000 predicted=68.109724, expected=40.000000 predicted=103.985245, expected=148.000000 predicted=102.888033, expected=184.000000 predicted=110.160453, expected=60.000000 predicted=68.661508, expected=48.000000 predicted=73.362719, expected=112.000000 predicted=86.264277, expected=40.000000 predicted=82.672921, expected=116.000000 predicted=130.974568, expected=156.000000 predicted=103.886014, expected=144.000000 predicted=98.623391, expected=120.000000 predicted=118.884357, expected=44.000000 predicted=63.415256, expected=96.000000 predicted=108.811170, expected=8.000000 predicted=74.700740, expected=96.000000 predicted=106.929457, expected=168.000000 predicted=125.008746, expected=120.000000 predicted=82.027755, expected=116.000000 predicted=110.278461, expected=24.000000 predicted=41.500792, expected=124.000000 predicted=111.813066, expected=40.000000 predicted=90.586974, expected=252.000000 predicted=168.578927, expected=24.000000 predicted=68.814441, expected=232.000000 predicted=139.499497, expected=72.000000 predicted=102.173406, expected=20.000000 predicted=53.009406, expected=76.000000 predicted=146.360442, expected=12.000000 predicted=26.552170, expected=24.000000 predicted=100.783453, expected=168.000000 predicted=105.025295, expected=88.000000 predicted=52.659829, expected=100.000000 predicted=89.910860, expected=64.000000 predicted=55.636380, expected=88.000000 predicted=67.373154, expected=44.000000 predicted=94.388583, expected=132.000000 predicted=103.736863, expected=300.000000 predicted=179.566681, expected=100.000000 predicted=89.695503, expected=72.000000 predicted=104.739819, expected=68.000000 predicted=81.600891, expected=168.000000 predicted=140.515156, expected=16.000000 predicted=128.319406, expected=40.000000 predicted=75.290436, expected=160.000000 predicted=110.577735, expected=128.000000 predicted=90.044001, expected=72.000000 predicted=110.989535, expected=68.000000 predicted=62.253744, expected=36.000000 predicted=50.614482, expected=88.000000 predicted=108.569549, expected=124.000000 predicted=109.486862, expected=144.000000 predicted=102.213001, expected=88.000000 predicted=84.115598, expected=44.000000 predicted=58.744835, expected=44.000000 predicted=72.454252, expected=72.000000 predicted=88.505897, expected=72.000000 predicted=91.353299, expected=136.000000 predicted=101.759971, expected=160.000000 predicted=100.490053, expected=76.000000 predicted=71.545768, expected=80.000000 predicted=88.868215, expected=76.000000 predicted=81.810512, expected=32.000000 predicted=78.967395, expected=40.000000 predicted=88.124012, expected=80.000000 predicted=71.823404, expected=232.000000 predicted=137.369867, expected=156.000000 predicted=109.798379, expected=72.000000 predicted=75.311188, expected=48.000000 predicted=71.177224, expected=76.000000 predicted=85.160755, expected=92.000000 predicted=134.691160, expected=76.000000 predicted=100.915969, expected=116.000000 predicted=92.333811, expected=8.000000 predicted=38.019831, expected=72.000000 predicted=76.545250, expected=232.000000 predicted=144.794402, expected=64.000000 predicted=67.976893, expected=36.000000 predicted=85.881533, expected=24.000000 predicted=39.516485, expected=112.000000 predicted=86.657980, expected=220.000000 predicted=183.573703, expected=28.000000 predicted=51.513238, expected=44.000000 predicted=63.256195, expected=40.000000 predicted=48.683047, expected=56.000000 predicted=74.440134, expected=60.000000 predicted=110.057187, expected=52.000000 predicted=42.339189, expected=188.000000 predicted=108.327634, expected=32.000000 predicted=41.700415, expected=52.000000 predicted=66.339121, expected=40.000000 predicted=57.695499, expected=64.000000 predicted=57.719788, expected=132.000000 predicted=130.991532, expected=108.000000 predicted=70.375358, expected=112.000000 predicted=87.135962, expected=200.000000 predicted=124.877647, expected=136.000000 predicted=107.165971, expected=44.000000 predicted=98.139649, expected=80.000000 predicted=104.380572, expected=144.000000 predicted=121.670228, expected=168.000000 predicted=158.170564, expected=72.000000 predicted=102.296877, expected=40.000000 predicted=63.716272, expected=108.000000 predicted=98.596817, expected=32.000000 predicted=78.205554, expected=44.000000 predicted=92.316702, expected=52.000000 predicted=60.078431, expected=92.000000 predicted=63.337464, expected=88.000000 predicted=85.540510, expected=44.000000 predicted=45.480494, expected=60.000000 predicted=58.761754, expected=36.000000 predicted=47.478333, expected=36.000000 predicted=58.672153, expected=44.000000 predicted=58.530397, expected=12.000000 predicted=28.202022, expected=252.000000 predicted=137.359071, expected=80.000000 predicted=56.485391, expected=16.000000 predicted=47.922037, expected=52.000000 predicted=65.968095, expected=88.000000 predicted=56.633364, expected=44.000000 predicted=114.466100, expected=104.000000 predicted=85.966207, expected=52.000000 predicted=41.984098, expected=32.000000 predicted=48.167075, expected=40.000000 predicted=61.984543, expected=32.000000 Test MSE: 5530.274
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426])] predicted=194.816435, expected=124.000000 predicted=220.817578, expected=56.000000 predicted=270.455298, expected=348.000000 predicted=202.734592, expected=172.000000 predicted=242.283688, expected=176.000000 predicted=164.947677, expected=44.000000 predicted=109.812800, expected=112.000000 predicted=106.353006, expected=124.000000 predicted=202.611657, expected=80.000000 predicted=122.520748, expected=356.000000 predicted=220.369286, expected=264.000000 predicted=161.649285, expected=108.000000 predicted=142.970143, expected=148.000000 predicted=151.914735, expected=188.000000 predicted=151.293372, expected=132.000000 predicted=225.004617, expected=120.000000 predicted=179.467928, expected=476.000000 predicted=253.655414, expected=368.000000 predicted=254.713810, expected=164.000000 predicted=212.476490, expected=236.000000 predicted=210.860823, expected=152.000000 predicted=174.022497, expected=104.000000 predicted=271.542545, expected=104.000000 predicted=213.117825, expected=220.000000 predicted=177.901662, expected=400.000000 predicted=275.229479, expected=240.000000 predicted=205.296389, expected=64.000000 predicted=130.699598, expected=180.000000 predicted=162.566590, expected=72.000000 predicted=156.794037, expected=208.000000 predicted=260.255267, expected=316.000000 predicted=239.674512, expected=504.000000 predicted=268.436977, expected=160.000000 predicted=204.302209, expected=80.000000 predicted=136.825975, expected=40.000000 predicted=150.947466, expected=144.000000 predicted=213.252981, expected=140.000000 predicted=264.668716, expected=312.000000 predicted=205.703367, expected=448.000000 predicted=244.402590, expected=100.000000 predicted=122.901917, expected=48.000000 predicted=137.588431, expected=36.000000 predicted=112.740589, expected=44.000000 predicted=165.217313, expected=120.000000 predicted=226.896618, expected=172.000000 predicted=119.046017, expected=252.000000 predicted=140.500901, expected=168.000000 predicted=117.032931, expected=192.000000 predicted=135.969451, expected=92.000000 predicted=126.127548, expected=72.000000 predicted=132.486625, expected=116.000000 predicted=167.316289, expected=252.000000 predicted=186.844476, expected=276.000000 predicted=213.083647, expected=52.000000 predicted=101.866523, expected=16.000000 predicted=75.293291, expected=428.000000 predicted=238.672038, expected=64.000000 predicted=162.811871, expected=4.000000 predicted=150.988932, expected=160.000000 predicted=108.456874, expected=336.000000 predicted=163.968610, expected=100.000000 predicted=234.910214, expected=96.000000 predicted=106.882477, expected=108.000000 predicted=84.013301, expected=36.000000 predicted=105.858678, expected=4.000000 predicted=147.234564, expected=160.000000 predicted=112.161858, expected=232.000000 predicted=140.142267, expected=84.000000 predicted=100.838897, expected=20.000000 predicted=56.793377, expected=12.000000 predicted=34.599409, expected=164.000000 predicted=138.593621, expected=80.000000 predicted=130.285226, expected=132.000000 predicted=102.463387, expected=256.000000 predicted=131.643638, expected=108.000000 predicted=82.039290, expected=68.000000 predicted=127.550269, expected=100.000000 predicted=102.593845, expected=172.000000 predicted=142.411046, expected=116.000000 predicted=165.672416, expected=44.000000 predicted=87.366993, expected=236.000000 predicted=144.175034, expected=64.000000 predicted=90.948027, expected=44.000000 predicted=112.745923, expected=84.000000 predicted=100.327909, expected=240.000000 predicted=128.955344, expected=64.000000 predicted=136.939985, expected=68.000000 predicted=82.643006, expected=108.000000 predicted=86.348239, expected=64.000000 predicted=79.045259, expected=48.000000 predicted=127.178106, expected=148.000000 predicted=98.520576, expected=80.000000 predicted=75.215575, expected=184.000000 predicted=134.028399, expected=92.000000 predicted=87.363067, expected=88.000000 predicted=83.452344, expected=140.000000 predicted=136.804416, expected=112.000000 predicted=99.929148, expected=208.000000 predicted=175.847141, expected=108.000000 predicted=108.895315, expected=144.000000 predicted=125.082065, expected=68.000000 predicted=113.127967, expected=88.000000 predicted=106.149207, expected=124.000000 predicted=148.558668, expected=216.000000 predicted=146.739276, expected=80.000000 predicted=114.719348, expected=80.000000 predicted=91.388606, expected=76.000000 predicted=92.031183, expected=240.000000 predicted=161.710136, expected=116.000000 predicted=151.729984, expected=76.000000 predicted=94.705505, expected=64.000000 predicted=88.173015, expected=100.000000 predicted=92.518207, expected=28.000000 predicted=119.224097, expected=208.000000 predicted=140.067518, expected=188.000000 predicted=122.249624, expected=372.000000 predicted=200.470438, expected=120.000000 predicted=135.878162, expected=164.000000 predicted=132.724523, expected=284.000000 predicted=238.308036, expected=140.000000 predicted=173.459896, expected=180.000000 predicted=255.517129, expected=268.000000 predicted=194.745011, expected=228.000000 predicted=197.595119, expected=120.000000 predicted=205.104157, expected=632.000000 predicted=344.131590, expected=116.000000 predicted=183.777928, expected=36.000000 predicted=199.107910, expected=92.000000 predicted=182.910256, expected=160.000000 predicted=139.041179, expected=488.000000 predicted=441.096600, expected=160.000000 predicted=151.285970, expected=120.000000 predicted=128.589823, expected=156.000000 predicted=155.249130, expected=40.000000 predicted=129.365073, expected=84.000000 predicted=240.197901, expected=260.000000 predicted=178.484983, expected=296.000000 predicted=185.634630, expected=20.000000 predicted=112.444101, expected=140.000000 predicted=118.193508, expected=28.000000 predicted=83.637397, expected=108.000000 predicted=165.200292, expected=120.000000 predicted=170.285180, expected=140.000000 predicted=84.458053, expected=448.000000 predicted=243.468526, expected=204.000000 predicted=137.647259, expected=100.000000 predicted=146.445692, expected=64.000000 predicted=129.379857, expected=136.000000 predicted=151.883999, expected=108.000000 predicted=232.059389, expected=424.000000 predicted=258.246456, expected=268.000000 predicted=180.916072, expected=140.000000 predicted=143.779290, expected=264.000000 predicted=213.257394, expected=128.000000 predicted=154.687072, expected=124.000000 predicted=256.089037, expected=136.000000 predicted=190.693205, expected=288.000000 predicted=198.413955, expected=464.000000 predicted=310.910919, expected=84.000000 predicted=145.999034, expected=88.000000 predicted=153.178203, expected=40.000000 predicted=123.504992, expected=92.000000 predicted=181.136578, expected=48.000000 predicted=204.121376, expected=200.000000 predicted=122.548408, expected=464.000000 predicted=227.667481, expected=32.000000 predicted=78.597600, expected=60.000000 predicted=117.757640, expected=132.000000 predicted=113.232556, expected=116.000000 predicted=156.264717, expected=200.000000 predicted=265.377356, expected=172.000000 predicted=108.339658, expected=176.000000 predicted=130.081549, expected=12.000000 predicted=97.502336, expected=80.000000 predicted=111.638762, expected=140.000000 predicted=149.991235, expected=92.000000 predicted=121.717627, expected=60.000000 predicted=109.129532, expected=144.000000 predicted=82.872232, expected=136.000000 predicted=106.083195, expected=288.000000 predicted=186.388462, expected=12.000000 predicted=78.918118, expected=28.000000 predicted=77.849175, expected=80.000000 predicted=110.456980, expected=92.000000 predicted=107.400547, expected=260.000000 predicted=212.763166, expected=348.000000 predicted=161.194863, expected=136.000000 predicted=113.812600, expected=76.000000 predicted=119.284283, expected=72.000000 predicted=114.715192, expected=152.000000 predicted=190.939087, expected=36.000000 predicted=166.026259, expected=132.000000 predicted=122.820198, expected=192.000000 predicted=122.117052, expected=92.000000 predicted=93.731100, expected=196.000000 predicted=160.364409, expected=140.000000 predicted=103.683600, expected=84.000000 predicted=122.117234, expected=32.000000 predicted=116.430926, expected=536.000000 predicted=259.223224, expected=544.000000 predicted=315.606378, expected=316.000000 predicted=252.010281, expected=84.000000 predicted=164.735936, expected=276.000000 predicted=219.417916, expected=56.000000 predicted=288.607338, expected=40.000000 predicted=262.189679, expected=472.000000 predicted=322.638140, expected=376.000000 predicted=212.874375, expected=104.000000 predicted=208.334009, expected=112.000000 predicted=139.462503, expected=52.000000 predicted=98.794613, expected=12.000000 predicted=217.220864, expected=324.000000 predicted=279.833263, expected=416.000000 predicted=217.576976, expected=208.000000 predicted=170.077172, expected=80.000000 predicted=119.544372, expected=108.000000 predicted=112.506650, expected=256.000000 predicted=264.687282, expected=180.000000 predicted=257.426854, expected=148.000000 predicted=175.554195, expected=284.000000 predicted=183.206761, expected=116.000000 predicted=133.008340, expected=48.000000 predicted=164.544464, expected=104.000000 predicted=146.360544, expected=452.000000 predicted=256.315025, expected=56.000000 predicted=160.189581, expected=100.000000 predicted=138.174097, expected=64.000000 predicted=89.946802, expected=44.000000 predicted=92.593041, expected=60.000000 predicted=208.881592, expected=48.000000 predicted=54.281266, expected=12.000000 predicted=54.880668, expected=196.000000 predicted=108.818945, expected=104.000000 predicted=68.763209, expected=148.000000 predicted=103.591410, expected=92.000000 predicted=82.502970, expected=168.000000 predicted=102.329110, expected=200.000000 predicted=178.030401, expected=212.000000 predicted=155.230853, expected=564.000000 predicted=311.530839, expected=232.000000 predicted=184.510849, expected=176.000000 predicted=218.145520, expected=112.000000 predicted=197.367684, expected=84.000000 predicted=176.442256, expected=96.000000 predicted=281.785493, expected=372.000000 predicted=254.405004, expected=112.000000 predicted=141.310111, expected=124.000000 predicted=139.557422, expected=40.000000 predicted=93.340502, expected=48.000000 predicted=93.216554, expected=76.000000 predicted=186.247668, expected=80.000000 predicted=87.490950, expected=172.000000 predicted=125.835513, expected=452.000000 predicted=207.282801, expected=328.000000 predicted=184.629349, expected=76.000000 predicted=128.012606, expected=96.000000 predicted=141.156659, expected=44.000000 predicted=136.059999, expected=156.000000 predicted=259.064396, expected=344.000000 predicted=272.812394, expected=80.000000 predicted=92.916519, expected=100.000000 predicted=122.434152, expected=92.000000 predicted=94.081295, expected=36.000000 predicted=107.536027, expected=24.000000 predicted=157.243001, expected=144.000000 predicted=99.662410, expected=152.000000 predicted=108.765939, expected=240.000000 predicted=147.636674, expected=128.000000 predicted=95.733448, expected=76.000000 predicted=82.898586, expected=32.000000 predicted=104.412843, expected=120.000000 predicted=131.185460, expected=80.000000 predicted=137.966288, expected=276.000000 predicted=172.354401, expected=20.000000 predicted=63.068514, expected=188.000000 predicted=120.599725, expected=112.000000 predicted=119.179639, expected=160.000000 predicted=126.647867, expected=12.000000 predicted=138.537365, expected=20.000000 predicted=47.234794, expected=264.000000 predicted=187.708633, expected=232.000000 predicted=149.374108, expected=236.000000 predicted=183.337208, expected=20.000000 predicted=62.076361, expected=28.000000 predicted=71.026218, expected=148.000000 predicted=185.547227, expected=200.000000 predicted=182.955627, expected=152.000000 predicted=167.873241, expected=392.000000 predicted=190.967249, expected=152.000000 predicted=118.303366, expected=84.000000 predicted=149.680142, expected=200.000000 predicted=202.456251, expected=96.000000 predicted=139.369155, expected=88.000000 predicted=214.779490, expected=168.000000 predicted=149.953514, expected=184.000000 predicted=131.943643, expected=168.000000 predicted=170.979695, expected=56.000000 predicted=96.357325, expected=140.000000 predicted=124.738530, expected=28.000000 predicted=104.649094, expected=276.000000 predicted=198.206768, expected=284.000000 predicted=194.617120, expected=272.000000 predicted=168.519587, expected=112.000000 predicted=151.444842, expected=60.000000 predicted=96.739631, expected=116.000000 predicted=193.111591, expected=148.000000 predicted=193.429581, expected=140.000000 predicted=179.778778, expected=92.000000 predicted=106.096985, expected=512.000000 predicted=247.402347, expected=120.000000 predicted=134.941215, expected=168.000000 predicted=183.204722, expected=244.000000 predicted=201.741430, expected=8.000000 predicted=99.820143, expected=104.000000 predicted=270.119493, expected=132.000000 predicted=123.767003, expected=200.000000 predicted=166.083502, expected=288.000000 predicted=224.918909, expected=76.000000 predicted=77.197567, expected=76.000000 predicted=117.638318, expected=104.000000 predicted=128.003413, expected=192.000000 predicted=178.556811, expected=140.000000 predicted=184.871461, expected=272.000000 predicted=163.940095, expected=224.000000 predicted=154.577050, expected=80.000000 predicted=123.754173, expected=188.000000 predicted=190.748101, expected=160.000000 predicted=157.204701, expected=184.000000 predicted=211.445901, expected=232.000000 predicted=208.066964, expected=344.000000 predicted=205.884831, expected=88.000000 predicted=160.190576, expected=72.000000 predicted=147.920998, expected=148.000000 predicted=170.116136, expected=196.000000 predicted=197.407979, expected=112.000000 predicted=200.429199, expected=64.000000 predicted=93.214173, expected=248.000000 predicted=153.353794, expected=84.000000 predicted=120.833637, expected=76.000000 predicted=138.133977, expected=64.000000 predicted=96.178010, expected=76.000000 predicted=81.592968, expected=364.000000 predicted=244.551986, expected=224.000000 predicted=144.657137, expected=448.000000 predicted=246.647510, expected=116.000000 predicted=136.845382, expected=144.000000 predicted=164.719335, expected=108.000000 predicted=234.186469, expected=76.000000 predicted=163.758719, expected=144.000000 predicted=246.156978, expected=76.000000 predicted=100.063650, expected=168.000000 predicted=142.597400, expected=96.000000 predicted=103.724655, expected=44.000000 predicted=77.878846, expected=112.000000 predicted=119.619066, expected=64.000000 predicted=77.507523, expected=72.000000 predicted=109.362378, expected=120.000000 predicted=98.023560, expected=248.000000 predicted=131.241020, expected=92.000000 predicted=106.394848, expected=260.000000 predicted=158.482194, expected=8.000000 predicted=74.686314, expected=60.000000 predicted=111.042401, expected=24.000000 predicted=124.888190, expected=188.000000 predicted=125.555638, expected=172.000000 predicted=173.709579, expected=128.000000 predicted=80.967886, expected=56.000000 predicted=77.931085, expected=508.000000 predicted=231.938728, expected=128.000000 predicted=167.411356, expected=208.000000 predicted=201.933946, expected=296.000000 predicted=214.489828, expected=480.000000 predicted=267.920339, expected=256.000000 predicted=353.056075, expected=140.000000 predicted=188.275014, expected=336.000000 predicted=281.512068, expected=236.000000 predicted=270.186840, expected=164.000000 predicted=300.473210, expected=168.000000 predicted=216.713605, expected=384.000000 predicted=251.448944, expected=380.000000 predicted=320.250431, expected=252.000000 predicted=253.586333, expected=120.000000 predicted=189.964966, expected=156.000000 predicted=198.582268, expected=232.000000 predicted=282.455569, expected=524.000000 predicted=377.544525, expected=524.000000 predicted=348.412160, expected=140.000000 predicted=192.867072, expected=164.000000 predicted=225.491559, expected=328.000000 predicted=298.356717, expected=68.000000 predicted=285.117837, expected=100.000000 predicted=279.068560, expected=216.000000 predicted=176.037372, expected=564.000000 predicted=309.918328, expected=204.000000 predicted=248.130712, expected=188.000000 predicted=178.490699, expected=160.000000 predicted=182.804940, expected=284.000000 predicted=254.433669, expected=172.000000 predicted=318.034762, expected=312.000000 predicted=245.030404, expected=256.000000 predicted=224.268537, expected=176.000000 predicted=191.518882, expected=100.000000 predicted=205.994445, expected=112.000000 predicted=162.303450, expected=308.000000 predicted=267.898894, expected=292.000000 predicted=239.871184, expected=320.000000 predicted=236.031224, expected=112.000000 predicted=150.334520, expected=108.000000 predicted=156.368959, expected=196.000000 predicted=241.584658, expected=76.000000 predicted=176.946906, expected=96.000000 predicted=185.322137, expected=184.000000 predicted=142.035482, expected=276.000000 predicted=173.995997, expected=272.000000 predicted=210.740655, expected=304.000000 predicted=197.705196, expected=84.000000 predicted=136.937490, expected=64.000000 predicted=159.149915, expected=84.000000 Test MSE: 14342.089
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151])] predicted=59.358711, expected=100.000000 predicted=61.803472, expected=52.000000 predicted=43.674218, expected=24.000000 predicted=50.009480, expected=64.000000 predicted=57.563822, expected=56.000000 predicted=57.108534, expected=76.000000 predicted=80.598282, expected=84.000000 predicted=67.179224, expected=100.000000 predicted=64.222942, expected=68.000000 predicted=67.839133, expected=76.000000 predicted=72.520486, expected=60.000000 predicted=69.340224, expected=32.000000 predicted=58.568535, expected=84.000000 predicted=89.109327, expected=52.000000 predicted=53.615335, expected=92.000000 predicted=81.883024, expected=92.000000 predicted=74.154465, expected=44.000000 predicted=43.386116, expected=28.000000 predicted=63.175200, expected=48.000000 predicted=52.516387, expected=60.000000 predicted=66.319510, expected=108.000000 predicted=89.972039, expected=104.000000 predicted=70.473306, expected=56.000000 predicted=50.100499, expected=80.000000 predicted=74.616636, expected=96.000000 predicted=77.130884, expected=48.000000 predicted=73.147497, expected=44.000000 predicted=77.575556, expected=116.000000 predicted=85.126869, expected=108.000000 predicted=82.128694, expected=44.000000 predicted=71.328073, expected=40.000000 predicted=59.249026, expected=60.000000 predicted=55.154644, expected=44.000000 predicted=69.168500, expected=40.000000 predicted=69.164926, expected=112.000000 predicted=76.305393, expected=184.000000 predicted=101.433026, expected=80.000000 predicted=67.547032, expected=56.000000 predicted=74.027739, expected=56.000000 predicted=62.830878, expected=56.000000 predicted=76.693475, expected=60.000000 predicted=107.925220, expected=80.000000 predicted=76.058378, expected=96.000000 predicted=73.298328, expected=44.000000 predicted=51.599279, expected=20.000000 predicted=47.874205, expected=100.000000 predicted=81.094094, expected=40.000000 predicted=47.486227, expected=36.000000 predicted=67.288778, expected=80.000000 predicted=65.761440, expected=76.000000 predicted=43.284241, expected=16.000000 predicted=56.028191, expected=84.000000 predicted=70.607110, expected=52.000000 predicted=39.031818, expected=40.000000 predicted=58.376317, expected=60.000000 predicted=69.772438, expected=88.000000 predicted=50.282868, expected=76.000000 predicted=73.347115, expected=48.000000 predicted=54.972540, expected=44.000000 predicted=50.215921, expected=76.000000 predicted=66.854254, expected=36.000000 predicted=54.908037, expected=72.000000 predicted=74.516970, expected=104.000000 predicted=72.529858, expected=116.000000 predicted=75.276699, expected=72.000000 predicted=76.671963, expected=88.000000 predicted=74.363073, expected=68.000000 predicted=71.902927, expected=40.000000 predicted=71.140329, expected=92.000000 predicted=101.509839, expected=116.000000 predicted=84.844713, expected=140.000000 predicted=106.942846, expected=64.000000 predicted=71.685493, expected=52.000000 predicted=63.913610, expected=88.000000 predicted=92.155485, expected=96.000000 predicted=93.425971, expected=72.000000 predicted=98.240992, expected=88.000000 predicted=81.747222, expected=84.000000 predicted=69.978710, expected=76.000000 predicted=80.882381, expected=84.000000 predicted=89.948603, expected=40.000000 predicted=57.588383, expected=36.000000 predicted=65.639024, expected=44.000000 predicted=62.251340, expected=96.000000 predicted=77.472003, expected=116.000000 predicted=88.663634, expected=52.000000 predicted=48.928644, expected=44.000000 predicted=55.746185, expected=48.000000 predicted=51.969226, expected=60.000000 predicted=70.150788, expected=48.000000 predicted=73.454163, expected=64.000000 predicted=58.602646, expected=80.000000 predicted=60.877545, expected=48.000000 predicted=47.577303, expected=40.000000 predicted=55.187368, expected=68.000000 predicted=60.017715, expected=32.000000 predicted=43.180178, expected=76.000000 predicted=76.661297, expected=120.000000 predicted=78.470664, expected=92.000000 predicted=61.913831, expected=56.000000 predicted=70.347948, expected=64.000000 predicted=60.682583, expected=84.000000 predicted=77.504869, expected=40.000000 predicted=72.034889, expected=52.000000 predicted=74.433442, expected=92.000000 predicted=72.542484, expected=76.000000 predicted=62.562880, expected=72.000000 predicted=78.536167, expected=80.000000 predicted=65.888653, expected=88.000000 predicted=70.403014, expected=48.000000 predicted=68.687594, expected=76.000000 predicted=80.187570, expected=96.000000 predicted=80.135630, expected=140.000000 predicted=102.466453, expected=64.000000 predicted=74.561449, expected=60.000000 predicted=69.849153, expected=68.000000 predicted=77.089590, expected=48.000000 predicted=65.774923, expected=104.000000 predicted=113.874934, expected=80.000000 predicted=66.366460, expected=92.000000 predicted=78.353250, expected=92.000000 predicted=82.971190, expected=48.000000 predicted=52.853878, expected=56.000000 predicted=83.543719, expected=80.000000 predicted=77.413695, expected=68.000000 predicted=72.125162, expected=132.000000 predicted=107.871419, expected=92.000000 predicted=67.882286, expected=4.000000 predicted=41.659823, expected=124.000000 predicted=111.814153, expected=88.000000 predicted=63.551889, expected=72.000000 predicted=96.413757, expected=68.000000 predicted=86.543868, expected=148.000000 predicted=79.176624, expected=136.000000 predicted=114.988861, expected=72.000000 predicted=85.211978, expected=52.000000 predicted=80.191500, expected=52.000000 predicted=67.064582, expected=48.000000 predicted=87.556373, expected=84.000000 predicted=99.048978, expected=88.000000 predicted=73.065204, expected=88.000000 predicted=70.224691, expected=88.000000 predicted=74.340460, expected=56.000000 predicted=57.758393, expected=68.000000 predicted=79.461984, expected=40.000000 predicted=62.432970, expected=64.000000 predicted=74.172785, expected=88.000000 predicted=80.909377, expected=96.000000 predicted=71.249932, expected=40.000000 predicted=56.482614, expected=84.000000 predicted=72.352441, expected=92.000000 predicted=73.844787, expected=56.000000 predicted=67.734672, expected=44.000000 predicted=74.680377, expected=88.000000 predicted=67.627587, expected=68.000000 predicted=67.162159, expected=32.000000 predicted=62.010612, expected=48.000000 predicted=59.137098, expected=80.000000 predicted=59.118979, expected=64.000000 predicted=66.304463, expected=68.000000 predicted=68.989654, expected=144.000000 predicted=89.429555, expected=136.000000 predicted=84.892529, expected=104.000000 predicted=96.285144, expected=60.000000 predicted=78.001268, expected=40.000000 predicted=65.539699, expected=52.000000 predicted=92.578706, expected=96.000000 predicted=102.504886, expected=68.000000 predicted=74.851580, expected=96.000000 predicted=81.253019, expected=64.000000 predicted=56.132850, expected=32.000000 predicted=48.837197, expected=76.000000 predicted=87.103222, expected=64.000000 predicted=58.634190, expected=36.000000 predicted=62.323085, expected=116.000000 predicted=91.649161, expected=120.000000 predicted=68.378399, expected=80.000000 predicted=77.465241, expected=48.000000 predicted=69.715971, expected=48.000000 predicted=52.976641, expected=32.000000 predicted=68.076197, expected=92.000000 predicted=96.772252, expected=96.000000 predicted=76.724608, expected=148.000000 predicted=95.826493, expected=76.000000 predicted=65.396261, expected=32.000000 predicted=50.509998, expected=60.000000 predicted=84.194155, expected=16.000000 predicted=48.483249, expected=48.000000 predicted=89.333727, expected=96.000000 predicted=77.523145, expected=76.000000 predicted=47.827384, expected=80.000000 predicted=73.561522, expected=104.000000 predicted=67.272504, expected=60.000000 predicted=55.485032, expected=64.000000 predicted=84.046062, expected=48.000000 predicted=63.506093, expected=84.000000 predicted=79.141222, expected=124.000000 predicted=103.593236, expected=76.000000 predicted=65.280222, expected=64.000000 predicted=74.382505, expected=84.000000 predicted=73.276285, expected=40.000000 predicted=58.807458, expected=32.000000 predicted=77.229289, expected=68.000000 predicted=70.572768, expected=84.000000 predicted=65.285194, expected=32.000000 predicted=53.954916, expected=68.000000 predicted=62.783974, expected=56.000000 predicted=43.723948, expected=40.000000 predicted=52.284679, expected=92.000000 predicted=86.193250, expected=60.000000 predicted=42.808840, expected=92.000000 predicted=81.174179, expected=72.000000 predicted=64.648743, expected=60.000000 predicted=55.471184, expected=72.000000 predicted=82.385407, expected=60.000000 predicted=59.316866, expected=40.000000 predicted=64.774763, expected=88.000000 predicted=79.737641, expected=108.000000 predicted=76.567203, expected=64.000000 predicted=65.835976, expected=92.000000 predicted=84.575266, expected=96.000000 predicted=70.226675, expected=88.000000 predicted=85.610694, expected=44.000000 predicted=77.607419, expected=76.000000 predicted=76.545315, expected=108.000000 predicted=92.335915, expected=68.000000 predicted=74.854781, expected=64.000000 predicted=81.423912, expected=76.000000 predicted=65.542329, expected=60.000000 predicted=65.196101, expected=64.000000 predicted=83.161344, expected=80.000000 predicted=73.106138, expected=112.000000 predicted=84.232994, expected=80.000000 predicted=75.156721, expected=84.000000 predicted=79.352658, expected=76.000000 predicted=74.138127, expected=80.000000 predicted=80.067789, expected=72.000000 predicted=88.410269, expected=100.000000 predicted=89.216698, expected=96.000000 predicted=86.226820, expected=84.000000 predicted=81.542129, expected=60.000000 predicted=74.775386, expected=88.000000 predicted=83.337177, expected=56.000000 predicted=72.902942, expected=56.000000 predicted=76.258453, expected=56.000000 predicted=69.383865, expected=64.000000 predicted=60.280753, expected=84.000000 predicted=80.686278, expected=52.000000 predicted=53.284688, expected=56.000000 predicted=61.202133, expected=84.000000 predicted=70.222081, expected=104.000000 predicted=78.122617, expected=96.000000 predicted=86.389161, expected=48.000000 predicted=57.728832, expected=84.000000 predicted=79.110102, expected=48.000000 predicted=62.176520, expected=64.000000 predicted=81.633363, expected=92.000000 predicted=88.692686, expected=96.000000 predicted=68.561407, expected=40.000000 predicted=63.221958, expected=52.000000 predicted=61.180300, expected=52.000000 predicted=57.427925, expected=60.000000 predicted=69.097069, expected=40.000000 predicted=63.214858, expected=80.000000 predicted=62.034517, expected=96.000000 predicted=68.894321, expected=68.000000 predicted=59.296675, expected=84.000000 predicted=78.224269, expected=64.000000 predicted=56.049163, expected=28.000000 predicted=56.261113, expected=68.000000 predicted=82.305752, expected=68.000000 predicted=60.756579, expected=80.000000 predicted=76.335325, expected=60.000000 predicted=62.693233, expected=44.000000 predicted=43.602206, expected=52.000000 predicted=61.877516, expected=52.000000 predicted=56.828441, expected=36.000000 predicted=54.506829, expected=100.000000 predicted=78.245450, expected=112.000000 predicted=70.413856, expected=44.000000 predicted=50.195913, expected=76.000000 predicted=77.363820, expected=56.000000 predicted=48.326829, expected=28.000000 predicted=61.210302, expected=88.000000 predicted=96.298756, expected=92.000000 predicted=60.434757, expected=24.000000 predicted=49.449418, expected=24.000000 predicted=52.435065, expected=88.000000 predicted=58.767373, expected=64.000000 predicted=61.067068, expected=80.000000 predicted=83.690243, expected=60.000000 predicted=47.950013, expected=76.000000 predicted=55.940086, expected=56.000000 predicted=69.443187, expected=60.000000 predicted=63.812686, expected=64.000000 predicted=70.190799, expected=68.000000 predicted=62.506872, expected=36.000000 predicted=55.283195, expected=68.000000 predicted=65.221781, expected=72.000000 predicted=61.443267, expected=80.000000 predicted=68.765824, expected=32.000000 predicted=51.931145, expected=52.000000 predicted=52.745267, expected=60.000000 predicted=60.469144, expected=72.000000 predicted=65.853723, expected=40.000000 predicted=57.671188, expected=64.000000 predicted=54.141107, expected=84.000000 predicted=65.187024, expected=48.000000 predicted=51.256122, expected=52.000000 predicted=66.418055, expected=84.000000 predicted=63.532866, expected=52.000000 predicted=53.118329, expected=48.000000 predicted=67.831739, expected=120.000000 predicted=84.268132, expected=64.000000 predicted=50.951492, expected=68.000000 predicted=81.586911, expected=52.000000 predicted=58.613949, expected=40.000000 predicted=46.789289, expected=48.000000 predicted=78.698480, expected=52.000000 predicted=54.474631, expected=76.000000 predicted=67.329654, expected=108.000000 predicted=75.577999, expected=52.000000 predicted=47.135346, expected=72.000000 predicted=70.417894, expected=64.000000 predicted=60.076965, expected=48.000000 predicted=60.594974, expected=60.000000 predicted=81.344690, expected=48.000000 predicted=49.362665, expected=120.000000 predicted=91.461637, expected=76.000000 predicted=62.922292, expected=52.000000 predicted=59.127234, expected=52.000000 predicted=64.626126, expected=48.000000 predicted=49.116561, expected=24.000000 predicted=65.510833, expected=56.000000 predicted=64.239806, expected=84.000000 predicted=61.191957, expected=60.000000 predicted=51.648977, expected=60.000000 predicted=59.423721, expected=24.000000 predicted=31.452196, expected=28.000000 predicted=45.676446, expected=84.000000 predicted=76.475082, expected=100.000000 predicted=68.178211, expected=100.000000 predicted=77.167203, expected=68.000000 predicted=55.559956, expected=56.000000 predicted=54.173457, expected=60.000000 predicted=73.365793, expected=28.000000 predicted=60.173569, expected=104.000000 predicted=97.210273, expected=100.000000 predicted=73.069916, expected=88.000000 predicted=72.662695, expected=52.000000 predicted=64.879620, expected=60.000000 predicted=54.731034, expected=56.000000 predicted=75.640122, expected=28.000000 predicted=60.047827, expected=48.000000 predicted=67.006902, expected=76.000000 predicted=59.341563, expected=72.000000 predicted=59.726200, expected=244.000000 predicted=143.823787, expected=112.000000 predicted=62.544152, expected=84.000000 predicted=92.348709, expected=68.000000 predicted=91.019762, expected=112.000000 predicted=91.954802, expected=88.000000 predicted=144.093528, expected=120.000000 predicted=113.784494, expected=48.000000 predicted=69.009393, expected=56.000000 predicted=72.380330, expected=64.000000 predicted=85.026320, expected=92.000000 predicted=82.159822, expected=48.000000 predicted=76.564630, expected=72.000000 predicted=66.469490, expected=144.000000 predicted=96.350899, expected=44.000000 predicted=49.552182, expected=84.000000 predicted=98.115303, expected=40.000000 predicted=49.766992, expected=32.000000 predicted=53.895685, expected=56.000000 predicted=91.473477, expected=72.000000 predicted=52.873180, expected=48.000000 predicted=60.466034, expected=60.000000 predicted=54.619240, expected=56.000000 predicted=46.456346, expected=96.000000 predicted=73.325117, expected=36.000000 predicted=51.558588, expected=60.000000 predicted=61.464437, expected=80.000000 predicted=68.266369, expected=76.000000 predicted=61.703317, expected=68.000000 predicted=79.900989, expected=68.000000 predicted=57.862057, expected=92.000000 predicted=75.956890, expected=36.000000 predicted=56.925938, expected=52.000000 predicted=69.090125, expected=80.000000 predicted=71.224473, expected=88.000000 predicted=70.514731, expected=68.000000 predicted=77.022570, expected=32.000000 predicted=43.829830, expected=44.000000 predicted=54.473314, expected=28.000000 predicted=50.167775, expected=68.000000 predicted=70.834176, expected=76.000000 predicted=63.798532, expected=48.000000 predicted=41.509963, expected=60.000000 predicted=57.847887, expected=48.000000 predicted=41.643374, expected=84.000000 predicted=72.901777, expected=56.000000 predicted=61.344771, expected=84.000000 predicted=68.587797, expected=88.000000 predicted=72.722959, expected=132.000000 predicted=88.684673, expected=40.000000 predicted=63.191356, expected=48.000000 predicted=66.818400, expected=92.000000 predicted=86.930263, expected=36.000000 predicted=53.772741, expected=56.000000 predicted=91.069970, expected=64.000000 predicted=53.463612, expected=84.000000 predicted=62.454135, expected=24.000000 predicted=55.701600, expected=40.000000 predicted=47.579264, expected=60.000000 predicted=55.948290, expected=52.000000 predicted=51.186883, expected=48.000000 predicted=62.842531, expected=76.000000 predicted=52.779243, expected=76.000000 predicted=55.920589, expected=44.000000 predicted=53.431710, expected=76.000000 predicted=68.683170, expected=52.000000 predicted=49.697616, expected=44.000000 predicted=60.022649, expected=52.000000 predicted=63.695972, expected=84.000000 predicted=61.266086, expected=84.000000 predicted=72.867429, expected=60.000000 predicted=58.744533, expected=32.000000 predicted=47.252563, expected=48.000000 predicted=54.666963, expected=56.000000 Test MSE: 765.110
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295])] predicted=56.103542, expected=80.000000 predicted=58.295520, expected=80.000000 predicted=63.286609, expected=52.000000 predicted=59.758833, expected=112.000000 predicted=85.548775, expected=28.000000 predicted=48.803440, expected=52.000000 predicted=65.795223, expected=56.000000 predicted=63.046842, expected=80.000000 predicted=68.279008, expected=56.000000 predicted=67.954321, expected=44.000000 predicted=45.656646, expected=48.000000 predicted=52.825460, expected=92.000000 predicted=73.368152, expected=80.000000 predicted=72.651100, expected=84.000000 predicted=71.684612, expected=100.000000 predicted=79.406586, expected=48.000000 predicted=59.806975, expected=80.000000 predicted=83.786135, expected=60.000000 predicted=69.889402, expected=40.000000 predicted=60.825392, expected=40.000000 predicted=59.928667, expected=96.000000 predicted=72.811267, expected=104.000000 predicted=83.361291, expected=80.000000 predicted=71.184805, expected=60.000000 predicted=61.416457, expected=60.000000 predicted=63.768009, expected=48.000000 predicted=68.373664, expected=48.000000 predicted=66.120408, expected=40.000000 predicted=53.835870, expected=76.000000 predicted=64.624875, expected=96.000000 predicted=73.790656, expected=60.000000 predicted=57.451395, expected=68.000000 predicted=63.927043, expected=68.000000 predicted=63.612004, expected=20.000000 predicted=49.167012, expected=56.000000 predicted=66.643144, expected=88.000000 predicted=70.484519, expected=100.000000 predicted=78.902910, expected=60.000000 predicted=62.521720, expected=56.000000 predicted=54.161964, expected=108.000000 predicted=87.089563, expected=52.000000 predicted=67.674417, expected=68.000000 predicted=77.406895, expected=88.000000 predicted=76.204619, expected=84.000000 predicted=75.272130, expected=44.000000 predicted=67.889580, expected=60.000000 predicted=62.873517, expected=32.000000 predicted=51.552679, expected=44.000000 predicted=58.838348, expected=44.000000 predicted=53.857157, expected=72.000000 predicted=57.255406, expected=108.000000 predicted=77.996635, expected=56.000000 predicted=51.759247, expected=56.000000 predicted=58.538911, expected=92.000000 predicted=75.492708, expected=28.000000 predicted=52.303296, expected=60.000000 predicted=73.131453, expected=72.000000 predicted=63.579723, expected=60.000000 predicted=59.564693, expected=64.000000 predicted=68.373109, expected=36.000000 predicted=42.300543, expected=52.000000 predicted=56.800619, expected=44.000000 predicted=53.081989, expected=44.000000 predicted=49.666592, expected=92.000000 predicted=70.978915, expected=104.000000 predicted=72.472875, expected=68.000000 predicted=64.225601, expected=44.000000 predicted=54.608480, expected=104.000000 predicted=82.922812, expected=52.000000 predicted=68.223311, expected=64.000000 predicted=76.255227, expected=80.000000 predicted=72.685306, expected=96.000000 predicted=76.719951, expected=68.000000 predicted=77.614378, expected=64.000000 predicted=65.902810, expected=80.000000 predicted=75.681925, expected=48.000000 predicted=63.925054, expected=52.000000 predicted=67.684856, expected=44.000000 predicted=54.920613, expected=88.000000 predicted=73.070852, expected=72.000000 predicted=68.295669, expected=32.000000 predicted=45.665406, expected=60.000000 predicted=59.399061, expected=64.000000 predicted=58.210262, expected=56.000000 predicted=63.749350, expected=68.000000 predicted=64.751822, expected=104.000000 predicted=73.780143, expected=40.000000 predicted=53.264540, expected=72.000000 predicted=70.830577, expected=52.000000 predicted=57.955989, expected=44.000000 predicted=57.338627, expected=72.000000 predicted=74.250623, expected=84.000000 predicted=65.161579, expected=112.000000 predicted=87.204494, expected=136.000000 predicted=97.534506, expected=40.000000 predicted=58.088214, expected=64.000000 predicted=78.018035, expected=32.000000 predicted=61.148869, expected=36.000000 predicted=65.609158, expected=64.000000 predicted=75.388953, expected=88.000000 predicted=63.947152, expected=80.000000 predicted=67.923752, expected=60.000000 predicted=55.230152, expected=36.000000 predicted=47.404729, expected=28.000000 predicted=48.919929, expected=64.000000 predicted=66.715938, expected=44.000000 predicted=52.819777, expected=32.000000 predicted=42.681512, expected=56.000000 predicted=47.226853, expected=48.000000 predicted=42.712371, expected=40.000000 predicted=47.647303, expected=44.000000 predicted=44.162464, expected=52.000000 predicted=45.534275, expected=68.000000 predicted=58.383254, expected=92.000000 predicted=68.653677, expected=68.000000 predicted=59.090322, expected=48.000000 predicted=54.099482, expected=52.000000 predicted=57.639547, expected=12.000000 predicted=41.349642, expected=16.000000 predicted=44.570272, expected=32.000000 predicted=40.765216, expected=48.000000 predicted=41.883944, expected=24.000000 predicted=31.179794, expected=36.000000 predicted=28.958435, expected=28.000000 predicted=26.602725, expected=24.000000 predicted=29.157750, expected=36.000000 predicted=36.701202, expected=44.000000 predicted=34.918494, expected=76.000000 predicted=53.461429, expected=48.000000 predicted=41.113625, expected=48.000000 predicted=43.741357, expected=40.000000 predicted=42.971765, expected=28.000000 predicted=39.556160, expected=96.000000 predicted=75.505484, expected=80.000000 predicted=62.227043, expected=76.000000 predicted=65.240858, expected=32.000000 predicted=44.729189, expected=20.000000 predicted=38.341716, expected=32.000000 predicted=54.245829, expected=24.000000 predicted=42.428029, expected=48.000000 predicted=49.080883, expected=52.000000 predicted=40.168189, expected=40.000000 predicted=34.645712, expected=40.000000 predicted=38.432943, expected=4.000000 predicted=20.741985, expected=12.000000 predicted=28.369625, expected=20.000000 predicted=28.840792, expected=36.000000 predicted=32.121699, expected=44.000000 predicted=34.870426, expected=64.000000 predicted=38.470832, expected=44.000000 predicted=34.459148, expected=24.000000 predicted=30.018343, expected=48.000000 predicted=44.339782, expected=44.000000 predicted=43.829230, expected=60.000000 predicted=55.497382, expected=40.000000 predicted=41.424320, expected=72.000000 predicted=53.828366, expected=48.000000 predicted=48.768217, expected=44.000000 predicted=47.952551, expected=56.000000 predicted=55.452667, expected=48.000000 predicted=47.968094, expected=68.000000 predicted=63.752427, expected=72.000000 predicted=60.266338, expected=44.000000 predicted=48.855512, expected=40.000000 predicted=49.746473, expected=36.000000 predicted=44.901517, expected=28.000000 predicted=44.038492, expected=8.000000 predicted=32.298683, expected=32.000000 predicted=34.368056, expected=56.000000 predicted=42.857842, expected=48.000000 predicted=39.584544, expected=28.000000 predicted=30.187165, expected=24.000000 predicted=25.282539, expected=36.000000 predicted=36.126636, expected=44.000000 predicted=43.910809, expected=36.000000 predicted=37.805317, expected=52.000000 predicted=41.291726, expected=64.000000 predicted=47.347346, expected=32.000000 predicted=37.526532, expected=88.000000 predicted=65.831774, expected=36.000000 predicted=41.150461, expected=36.000000 predicted=47.111669, expected=24.000000 predicted=40.411732, expected=52.000000 predicted=46.079037, expected=52.000000 predicted=55.807902, expected=64.000000 predicted=50.452525, expected=32.000000 predicted=37.073523, expected=40.000000 predicted=39.734022, expected=52.000000 predicted=50.358422, expected=40.000000 predicted=44.930184, expected=76.000000 predicted=63.066096, expected=64.000000 predicted=51.637658, expected=72.000000 predicted=60.399725, expected=52.000000 predicted=54.752940, expected=52.000000 predicted=53.755554, expected=36.000000 predicted=52.868471, expected=76.000000 predicted=66.945702, expected=64.000000 predicted=62.198063, expected=72.000000 predicted=63.012239, expected=32.000000 predicted=45.261810, expected=72.000000 predicted=60.837323, expected=28.000000 predicted=48.642799, expected=28.000000 predicted=44.725665, expected=64.000000 predicted=58.866983, expected=44.000000 predicted=41.699459, expected=56.000000 predicted=55.946119, expected=76.000000 predicted=55.373913, expected=24.000000 predicted=35.265060, expected=36.000000 predicted=48.132138, expected=44.000000 predicted=44.773573, expected=44.000000 predicted=47.553777, expected=84.000000 predicted=68.122536, expected=68.000000 predicted=51.392101, expected=40.000000 predicted=45.193762, expected=16.000000 predicted=35.774138, expected=84.000000 predicted=65.392214, expected=48.000000 predicted=57.040817, expected=52.000000 predicted=55.469041, expected=56.000000 predicted=49.632510, expected=56.000000 predicted=47.324313, expected=32.000000 predicted=51.280698, expected=52.000000 predicted=50.625460, expected=64.000000 predicted=56.177722, expected=48.000000 predicted=50.783976, expected=44.000000 predicted=48.725699, expected=104.000000 predicted=70.610209, expected=56.000000 predicted=56.386852, expected=120.000000 predicted=89.991500, expected=28.000000 predicted=47.966017, expected=40.000000 predicted=53.698017, expected=60.000000 predicted=71.037317, expected=32.000000 predicted=47.646368, expected=32.000000 predicted=56.961323, expected=84.000000 predicted=56.650797, expected=84.000000 predicted=62.626986, expected=28.000000 predicted=45.265340, expected=36.000000 predicted=42.024091, expected=36.000000 predicted=41.303460, expected=56.000000 predicted=60.461519, expected=60.000000 predicted=59.447783, expected=80.000000 predicted=56.864982, expected=76.000000 predicted=60.059773, expected=68.000000 predicted=59.976387, expected=84.000000 predicted=73.135516, expected=40.000000 predicted=55.912439, expected=40.000000 predicted=59.080958, expected=68.000000 predicted=66.943136, expected=40.000000 predicted=52.258165, expected=60.000000 predicted=62.831874, expected=60.000000 predicted=51.967048, expected=52.000000 predicted=50.679732, expected=76.000000 predicted=67.144002, expected=56.000000 predicted=53.354490, expected=72.000000 predicted=66.171126, expected=68.000000 predicted=64.343420, expected=68.000000 predicted=64.262020, expected=32.000000 predicted=53.296072, expected=32.000000 predicted=47.075427, expected=52.000000 predicted=56.370313, expected=84.000000 predicted=68.530342, expected=48.000000 predicted=53.198323, expected=40.000000 predicted=42.736051, expected=72.000000 predicted=56.998910, expected=56.000000 predicted=56.121150, expected=44.000000 predicted=57.573531, expected=60.000000 predicted=54.909539, expected=116.000000 predicted=79.198304, expected=56.000000 predicted=63.025378, expected=40.000000 predicted=54.104740, expected=28.000000 predicted=44.169167, expected=48.000000 predicted=55.110015, expected=40.000000 predicted=59.853650, expected=32.000000 predicted=40.322806, expected=40.000000 predicted=39.197385, expected=68.000000 predicted=49.376922, expected=44.000000 predicted=44.744613, expected=56.000000 predicted=49.474854, expected=16.000000 predicted=30.558360, expected=44.000000 predicted=44.393651, expected=80.000000 predicted=64.352319, expected=68.000000 predicted=55.589498, expected=52.000000 predicted=53.160509, expected=44.000000 predicted=42.353118, expected=60.000000 predicted=56.578035, expected=44.000000 predicted=56.388740, expected=52.000000 predicted=55.767765, expected=52.000000 predicted=51.223034, expected=48.000000 predicted=48.249597, expected=44.000000 predicted=49.596532, expected=40.000000 predicted=43.816968, expected=76.000000 predicted=61.045730, expected=32.000000 predicted=42.342486, expected=64.000000 predicted=55.990906, expected=44.000000 predicted=46.110375, expected=104.000000 predicted=72.998888, expected=52.000000 predicted=59.945324, expected=40.000000 predicted=46.757257, expected=60.000000 predicted=61.366935, expected=52.000000 predicted=53.433172, expected=80.000000 predicted=77.176740, expected=60.000000 predicted=56.889010, expected=88.000000 predicted=68.670973, expected=72.000000 predicted=67.995061, expected=40.000000 predicted=54.159924, expected=40.000000 predicted=58.250498, expected=20.000000 predicted=42.427792, expected=36.000000 predicted=51.455276, expected=48.000000 predicted=49.356431, expected=88.000000 predicted=59.912897, expected=40.000000 predicted=41.741950, expected=72.000000 predicted=53.802008, expected=80.000000 predicted=63.072857, expected=48.000000 predicted=54.801665, expected=60.000000 predicted=67.425169, expected=68.000000 predicted=59.973503, expected=60.000000 predicted=64.203126, expected=60.000000 predicted=64.796661, expected=40.000000 predicted=48.815358, expected=40.000000 predicted=50.571106, expected=56.000000 predicted=57.142671, expected=56.000000 predicted=54.637135, expected=64.000000 predicted=58.062813, expected=68.000000 predicted=56.594225, expected=64.000000 predicted=57.105619, expected=28.000000 predicted=45.829924, expected=44.000000 predicted=51.266440, expected=112.000000 predicted=81.076830, expected=56.000000 predicted=59.749901, expected=68.000000 predicted=65.472491, expected=60.000000 predicted=54.853623, expected=40.000000 predicted=51.941775, expected=52.000000 predicted=68.517739, expected=56.000000 predicted=55.542020, expected=40.000000 predicted=50.707098, expected=28.000000 predicted=42.071594, expected=60.000000 predicted=50.252260, expected=60.000000 predicted=53.158276, expected=60.000000 predicted=55.015516, expected=20.000000 predicted=34.819954, expected=36.000000 predicted=39.096029, expected=48.000000 predicted=49.492767, expected=80.000000 predicted=62.797643, expected=92.000000 predicted=69.133351, expected=108.000000 predicted=72.359131, expected=52.000000 predicted=56.889270, expected=80.000000 predicted=73.895606, expected=68.000000 predicted=75.307594, expected=36.000000 predicted=63.045740, expected=60.000000 predicted=72.141667, expected=104.000000 predicted=77.400550, expected=76.000000 predicted=73.608822, expected=68.000000 predicted=68.846958, expected=44.000000 predicted=52.230741, expected=40.000000 predicted=55.678003, expected=48.000000 predicted=64.981128, expected=44.000000 predicted=53.786579, expected=56.000000 predicted=55.417910, expected=100.000000 predicted=69.566565, expected=136.000000 predicted=88.955168, expected=92.000000 predicted=78.009787, expected=172.000000 predicted=118.123373, expected=48.000000 predicted=73.048195, expected=68.000000 predicted=91.133907, expected=52.000000 predicted=86.022955, expected=60.000000 predicted=75.957229, expected=52.000000 predicted=83.825931, expected=20.000000 predicted=38.751758, expected=40.000000 predicted=48.724438, expected=36.000000 predicted=41.766254, expected=56.000000 predicted=51.195429, expected=100.000000 predicted=68.946748, expected=88.000000 predicted=62.219552, expected=12.000000 predicted=37.074807, expected=64.000000 predicted=57.411933, expected=72.000000 predicted=65.417004, expected=40.000000 predicted=61.034811, expected=48.000000 predicted=57.897220, expected=104.000000 predicted=66.085474, expected=44.000000 predicted=55.332769, expected=56.000000 predicted=62.043939, expected=40.000000 predicted=46.710669, expected=36.000000 predicted=46.640157, expected=52.000000 predicted=62.447139, expected=80.000000 predicted=60.352538, expected=76.000000 predicted=63.649135, expected=68.000000 predicted=59.262982, expected=40.000000 predicted=48.018348, expected=52.000000 predicted=56.401458, expected=68.000000 predicted=67.926691, expected=44.000000 predicted=55.925892, expected=48.000000 predicted=54.313778, expected=80.000000 predicted=61.528132, expected=84.000000 predicted=68.383157, expected=40.000000 predicted=54.702842, expected=64.000000 predicted=59.280318, expected=36.000000 predicted=47.941040, expected=28.000000 predicted=49.876052, expected=84.000000 predicted=71.055047, expected=4.000000 predicted=27.715452, expected=64.000000 predicted=56.859617, expected=56.000000 predicted=46.375113, expected=48.000000 predicted=44.945239, expected=28.000000 predicted=46.847221, expected=64.000000 predicted=44.131400, expected=76.000000 predicted=64.129402, expected=68.000000 predicted=60.967533, expected=92.000000 predicted=71.055322, expected=24.000000 predicted=40.934128, expected=32.000000 predicted=50.935633, expected=72.000000 predicted=66.519231, expected=40.000000 predicted=51.595971, expected=64.000000 predicted=64.766482, expected=68.000000 predicted=51.435695, expected=64.000000 predicted=55.396023, expected=44.000000 predicted=55.868148, expected=40.000000 predicted=46.357368, expected=72.000000 predicted=64.092804, expected=68.000000 predicted=63.710195, expected=44.000000 predicted=53.242825, expected=72.000000 predicted=60.084878, expected=44.000000 predicted=48.898811, expected=36.000000 predicted=52.169682, expected=36.000000 predicted=47.768431, expected=44.000000 predicted=44.805543, expected=80.000000 predicted=65.326514, expected=60.000000 predicted=52.480559, expected=52.000000 predicted=49.567884, expected=68.000000 predicted=56.985363, expected=44.000000 predicted=50.506851, expected=44.000000 predicted=57.137078, expected=60.000000 predicted=57.139750, expected=28.000000 Test MSE: 548.770
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036])] predicted=113.953973, expected=52.000000 predicted=51.954349, expected=32.000000 predicted=55.240205, expected=68.000000 predicted=69.517217, expected=68.000000 predicted=70.925549, expected=44.000000 predicted=76.472847, expected=64.000000 predicted=58.666076, expected=120.000000 predicted=71.589669, expected=104.000000 predicted=80.418464, expected=56.000000 predicted=69.428161, expected=48.000000 predicted=59.345746, expected=12.000000 predicted=47.684429, expected=40.000000 predicted=74.161829, expected=112.000000 predicted=88.895122, expected=192.000000 predicted=104.778606, expected=60.000000 predicted=59.040055, expected=32.000000 predicted=50.690907, expected=40.000000 predicted=55.276137, expected=40.000000 predicted=74.684981, expected=72.000000 predicted=109.969906, expected=80.000000 predicted=62.578321, expected=104.000000 predicted=66.284333, expected=80.000000 predicted=62.781135, expected=16.000000 predicted=42.812348, expected=76.000000 predicted=77.013260, expected=56.000000 predicted=63.481319, expected=44.000000 predicted=70.749945, expected=80.000000 predicted=73.359496, expected=56.000000 predicted=40.609547, expected=136.000000 predicted=97.079325, expected=28.000000 predicted=46.431701, expected=56.000000 predicted=63.185869, expected=32.000000 predicted=56.838090, expected=52.000000 predicted=56.991743, expected=104.000000 predicted=98.948455, expected=104.000000 predicted=62.707124, expected=72.000000 predicted=67.041748, expected=52.000000 predicted=54.400603, expected=76.000000 predicted=69.900676, expected=48.000000 predicted=73.905036, expected=60.000000 predicted=78.338955, expected=136.000000 predicted=92.553446, expected=104.000000 predicted=74.782275, expected=56.000000 predicted=73.781383, expected=40.000000 predicted=57.829763, expected=76.000000 predicted=72.644881, expected=36.000000 predicted=78.584168, expected=44.000000 predicted=70.559154, expected=112.000000 predicted=75.240791, expected=120.000000 predicted=73.496525, expected=44.000000 predicted=64.387018, expected=60.000000 predicted=61.217559, expected=128.000000 predicted=84.815252, expected=40.000000 predicted=73.619910, expected=68.000000 predicted=93.821512, expected=84.000000 predicted=64.788174, expected=68.000000 predicted=66.424845, expected=36.000000 predicted=78.735810, expected=104.000000 predicted=72.502486, expected=56.000000 predicted=59.870924, expected=20.000000 predicted=58.460456, expected=92.000000 predicted=76.383281, expected=120.000000 predicted=70.255482, expected=48.000000 predicted=73.401952, expected=32.000000 predicted=56.438620, expected=56.000000 predicted=47.393404, expected=68.000000 predicted=73.098012, expected=92.000000 predicted=91.758607, expected=92.000000 predicted=67.230790, expected=76.000000 predicted=60.309348, expected=28.000000 predicted=52.917495, expected=60.000000 predicted=69.053619, expected=116.000000 predicted=91.786085, expected=48.000000 predicted=65.453373, expected=56.000000 predicted=70.937257, expected=104.000000 predicted=67.089811, expected=84.000000 predicted=69.962333, expected=56.000000 predicted=84.584189, expected=96.000000 predicted=75.702132, expected=100.000000 predicted=76.561255, expected=76.000000 predicted=88.087430, expected=116.000000 predicted=98.435200, expected=92.000000 predicted=76.836203, expected=96.000000 predicted=97.860323, expected=16.000000 predicted=66.825064, expected=64.000000 predicted=77.663866, expected=120.000000 predicted=101.736957, expected=68.000000 predicted=73.432625, expected=64.000000 predicted=81.810263, expected=80.000000 predicted=56.829358, expected=4.000000 predicted=43.585990, expected=132.000000 predicted=113.760221, expected=52.000000 predicted=53.327120, expected=60.000000 predicted=68.934787, expected=68.000000 predicted=71.363878, expected=76.000000 predicted=48.266072, expected=12.000000 predicted=69.769600, expected=72.000000 predicted=64.423462, expected=48.000000 predicted=50.274484, expected=128.000000 predicted=87.110255, expected=60.000000 predicted=63.272145, expected=72.000000 predicted=55.206822, expected=12.000000 predicted=51.667005, expected=24.000000 predicted=46.630112, expected=52.000000 predicted=77.157436, expected=20.000000 predicted=37.346842, expected=4.000000 predicted=37.604558, expected=32.000000 predicted=23.822776, expected=48.000000 predicted=31.088916, expected=76.000000 predicted=53.127697, expected=88.000000 predicted=49.339923, expected=56.000000 predicted=37.731564, expected=84.000000 predicted=62.981333, expected=92.000000 predicted=69.898140, expected=56.000000 predicted=68.843518, expected=64.000000 predicted=77.793242, expected=68.000000 predicted=64.437146, expected=32.000000 predicted=60.177283, expected=40.000000 predicted=65.445977, expected=64.000000 predicted=56.874948, expected=76.000000 predicted=63.103534, expected=40.000000 predicted=53.367489, expected=40.000000 predicted=43.657173, expected=120.000000 predicted=73.653800, expected=84.000000 predicted=67.092866, expected=100.000000 predicted=86.873952, expected=48.000000 predicted=55.191924, expected=60.000000 predicted=62.557111, expected=56.000000 predicted=83.126816, expected=20.000000 predicted=54.714499, expected=68.000000 predicted=76.327927, expected=68.000000 predicted=52.883969, expected=60.000000 predicted=58.027374, expected=76.000000 predicted=64.342684, expected=88.000000 predicted=56.939934, expected=32.000000 predicted=55.174166, expected=40.000000 predicted=60.313050, expected=84.000000 predicted=67.841640, expected=108.000000 predicted=80.477818, expected=108.000000 predicted=89.051503, expected=112.000000 predicted=76.948275, expected=184.000000 predicted=111.399382, expected=84.000000 predicted=91.388382, expected=72.000000 predicted=105.289431, expected=124.000000 predicted=116.435758, expected=140.000000 predicted=118.222581, expected=72.000000 predicted=121.066329, expected=28.000000 predicted=73.226411, expected=40.000000 predicted=67.329172, expected=24.000000 predicted=68.918071, expected=20.000000 predicted=68.293407, expected=-4.000000 predicted=31.290992, expected=24.000000 predicted=25.252818, expected=40.000000 predicted=31.460790, expected=104.000000 predicted=52.826183, expected=112.000000 predicted=58.504373, expected=88.000000 predicted=52.025750, expected=28.000000 predicted=44.515036, expected=64.000000 predicted=63.943443, expected=44.000000 predicted=68.878148, expected=80.000000 predicted=85.362022, expected=112.000000 predicted=87.395347, expected=40.000000 predicted=42.784952, expected=28.000000 predicted=56.927644, expected=28.000000 predicted=43.553850, expected=24.000000 predicted=48.951968, expected=40.000000 predicted=62.800971, expected=48.000000 predicted=39.508666, expected=140.000000 predicted=73.635246, expected=60.000000 predicted=44.517752, expected=64.000000 predicted=58.205872, expected=52.000000 predicted=55.273638, expected=96.000000 predicted=73.389391, expected=116.000000 predicted=109.598686, expected=20.000000 predicted=49.143926, expected=12.000000 predicted=52.537378, expected=40.000000 predicted=49.533957, expected=20.000000 predicted=49.356633, expected=16.000000 predicted=53.684488, expected=4.000000 predicted=14.692198, expected=72.000000 predicted=37.955792, expected=48.000000 predicted=35.499473, expected=36.000000 predicted=32.181074, expected=16.000000 predicted=24.277619, expected=44.000000 predicted=30.517602, expected=40.000000 predicted=47.586989, expected=68.000000 predicted=52.258223, expected=84.000000 predicted=55.457515, expected=12.000000 predicted=24.849798, expected=4.000000 predicted=35.276659, expected=48.000000 predicted=43.802038, expected=100.000000 predicted=68.082707, expected=68.000000 predicted=63.140937, expected=52.000000 predicted=42.444486, expected=52.000000 predicted=41.481819, expected=56.000000 predicted=55.630602, expected=20.000000 predicted=56.402771, expected=52.000000 predicted=58.007569, expected=76.000000 predicted=57.402193, expected=88.000000 predicted=63.847605, expected=32.000000 predicted=47.349490, expected=60.000000 predicted=51.149608, expected=88.000000 predicted=67.516521, expected=56.000000 predicted=62.702194, expected=40.000000 predicted=64.399548, expected=40.000000 predicted=44.323724, expected=48.000000 predicted=53.326241, expected=32.000000 predicted=53.797366, expected=88.000000 predicted=65.617442, expected=96.000000 predicted=61.715810, expected=48.000000 predicted=49.356397, expected=64.000000 predicted=63.731880, expected=44.000000 predicted=46.533864, expected=32.000000 predicted=59.566923, expected=44.000000 predicted=63.623373, expected=44.000000 predicted=44.478401, expected=72.000000 predicted=60.964233, expected=68.000000 predicted=52.981565, expected=56.000000 predicted=48.511528, expected=60.000000 predicted=55.977159, expected=24.000000 predicted=40.791016, expected=44.000000 predicted=57.788685, expected=108.000000 predicted=76.697828, expected=88.000000 predicted=64.500318, expected=40.000000 predicted=55.810762, expected=68.000000 predicted=58.126217, expected=56.000000 predicted=54.420096, expected=32.000000 predicted=66.018959, expected=52.000000 predicted=65.794889, expected=80.000000 predicted=57.190294, expected=88.000000 predicted=70.267540, expected=100.000000 predicted=75.539005, expected=44.000000 predicted=49.069370, expected=40.000000 predicted=58.075328, expected=56.000000 predicted=67.584422, expected=44.000000 predicted=60.819714, expected=40.000000 predicted=62.940656, expected=76.000000 predicted=57.585963, expected=64.000000 predicted=50.384808, expected=64.000000 predicted=60.186221, expected=56.000000 predicted=53.936465, expected=4.000000 predicted=32.286029, expected=60.000000 predicted=65.646485, expected=112.000000 predicted=74.112141, expected=124.000000 predicted=82.096403, expected=60.000000 predicted=63.036201, expected=76.000000 predicted=60.321862, expected=76.000000 predicted=73.804032, expected=132.000000 predicted=111.547090, expected=148.000000 predicted=120.320791, expected=84.000000 predicted=81.031142, expected=156.000000 predicted=122.755874, expected=128.000000 predicted=106.035057, expected=64.000000 predicted=105.373807, expected=56.000000 predicted=106.959330, expected=120.000000 predicted=102.694991, expected=144.000000 predicted=128.757586, expected=80.000000 predicted=98.633738, expected=96.000000 predicted=92.583462, expected=48.000000 predicted=66.210722, expected=40.000000 predicted=83.038694, expected=76.000000 predicted=97.407116, expected=156.000000 predicted=103.098801, expected=116.000000 predicted=93.884675, expected=60.000000 predicted=69.071818, expected=112.000000 predicted=90.956191, expected=60.000000 predicted=73.850785, expected=40.000000 predicted=94.786856, expected=64.000000 predicted=85.407524, expected=44.000000 predicted=52.895921, expected=84.000000 predicted=86.476505, expected=44.000000 predicted=50.492860, expected=104.000000 predicted=73.230940, expected=92.000000 predicted=72.924379, expected=48.000000 predicted=55.512454, expected=44.000000 predicted=69.313097, expected=80.000000 predicted=65.710365, expected=140.000000 predicted=105.137099, expected=120.000000 predicted=95.088447, expected=60.000000 predicted=67.473705, expected=84.000000 predicted=80.598530, expected=76.000000 predicted=81.838402, expected=112.000000 predicted=113.992330, expected=84.000000 predicted=93.566076, expected=72.000000 predicted=74.487322, expected=96.000000 predicted=91.069881, expected=96.000000 predicted=85.778593, expected=100.000000 predicted=100.409376, expected=52.000000 predicted=73.164469, expected=64.000000 predicted=76.313009, expected=100.000000 predicted=92.214019, expected=60.000000 predicted=73.416687, expected=36.000000 predicted=69.323153, expected=72.000000 predicted=66.177625, expected=56.000000 predicted=58.121514, expected=72.000000 predicted=77.821451, expected=32.000000 predicted=47.878955, expected=152.000000 predicted=90.961820, expected=112.000000 predicted=80.824238, expected=96.000000 predicted=83.662675, expected=44.000000 predicted=71.669038, expected=96.000000 predicted=79.326452, expected=52.000000 predicted=90.846520, expected=24.000000 predicted=67.998857, expected=76.000000 predicted=80.238181, expected=92.000000 predicted=63.159887, expected=88.000000 predicted=81.432764, expected=20.000000 predicted=45.375501, expected=52.000000 predicted=53.002143, expected=104.000000 predicted=81.579671, expected=112.000000 predicted=87.229952, expected=64.000000 predicted=73.707010, expected=52.000000 predicted=54.847548, expected=40.000000 predicted=57.168070, expected=60.000000 predicted=76.458759, expected=32.000000 predicted=62.367628, expected=120.000000 predicted=83.385985, expected=28.000000 predicted=39.317976, expected=32.000000 predicted=48.025612, expected=36.000000 predicted=51.070919, expected=44.000000 predicted=40.290831, expected=64.000000 predicted=73.929567, expected=44.000000 predicted=37.156605, expected=100.000000 predicted=64.711116, expected=100.000000 predicted=65.230213, expected=116.000000 predicted=81.037463, expected=68.000000 predicted=72.816045, expected=40.000000 predicted=60.246980, expected=80.000000 predicted=89.812242, expected=56.000000 predicted=72.027260, expected=24.000000 predicted=64.961841, expected=72.000000 predicted=68.175410, expected=20.000000 predicted=32.993552, expected=16.000000 predicted=47.139763, expected=80.000000 predicted=60.844292, expected=80.000000 predicted=46.659704, expected=44.000000 predicted=53.969211, expected=64.000000 predicted=51.371513, expected=108.000000 predicted=65.559328, expected=100.000000 predicted=82.061172, expected=52.000000 predicted=69.310808, expected=92.000000 predicted=78.383313, expected=60.000000 predicted=66.029230, expected=72.000000 predicted=85.962357, expected=48.000000 predicted=70.866675, expected=52.000000 predicted=57.470878, expected=84.000000 predicted=79.527584, expected=88.000000 predicted=69.291557, expected=88.000000 predicted=76.936651, expected=24.000000 predicted=47.380826, expected=52.000000 predicted=62.402012, expected=100.000000 predicted=82.916569, expected=224.000000 predicted=131.497432, expected=104.000000 predicted=87.778029, expected=400.000000 predicted=208.399983, expected=64.000000 predicted=96.416273, expected=76.000000 predicted=130.235402, expected=56.000000 predicted=157.003548, expected=88.000000 predicted=100.046159, expected=104.000000 predicted=194.198709, expected=56.000000 predicted=65.391091, expected=28.000000 predicted=60.422565, expected=56.000000 predicted=61.328172, expected=28.000000 predicted=54.599799, expected=80.000000 predicted=75.881622, expected=92.000000 predicted=66.029479, expected=72.000000 predicted=54.851705, expected=48.000000 predicted=58.795029, expected=64.000000 predicted=56.645771, expected=72.000000 predicted=72.465220, expected=44.000000 predicted=64.323991, expected=56.000000 predicted=62.681525, expected=72.000000 predicted=60.217738, expected=12.000000 predicted=42.189929, expected=4.000000 predicted=40.577020, expected=4.000000 predicted=26.756265, expected=44.000000 predicted=39.490070, expected=108.000000 predicted=66.765043, expected=76.000000 predicted=42.801193, expected=40.000000 predicted=36.488533, expected=44.000000 predicted=41.400692, expected=56.000000 predicted=54.677356, expected=36.000000 predicted=62.639734, expected=88.000000 predicted=71.507513, expected=32.000000 predicted=40.413576, expected=56.000000 predicted=52.782628, expected=48.000000 predicted=52.441779, expected=100.000000 predicted=65.224186, expected=72.000000 predicted=71.897427, expected=72.000000 predicted=59.402997, expected=52.000000 predicted=61.113427, expected=144.000000 predicted=92.245482, expected=88.000000 predicted=87.906699, expected=52.000000 predicted=71.202518, expected=16.000000 predicted=58.394118, expected=72.000000 predicted=66.441999, expected=56.000000 predicted=80.946396, expected=88.000000 predicted=75.353302, expected=96.000000 predicted=71.064503, expected=64.000000 predicted=52.593443, expected=44.000000 predicted=64.648216, expected=60.000000 predicted=63.725056, expected=120.000000 predicted=91.967001, expected=72.000000 predicted=76.890377, expected=48.000000 predicted=63.060792, expected=72.000000 predicted=66.890658, expected=52.000000 predicted=60.469030, expected=44.000000 predicted=73.006063, expected=72.000000 predicted=67.432291, expected=80.000000 predicted=62.282099, expected=100.000000 predicted=78.973597, expected=84.000000 predicted=71.034395, expected=112.000000 predicted=82.962421, expected=36.000000 predicted=64.927160, expected=48.000000 predicted=70.969240, expected=44.000000 predicted=70.116020, expected=48.000000 predicted=60.881839, expected=48.000000 predicted=66.977739, expected=24.000000 predicted=34.694815, expected=36.000000 predicted=42.149631, expected=36.000000 Test MSE: 1484.252
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097])] predicted=35.191647, expected=40.000000 predicted=33.178532, expected=48.000000 predicted=40.039663, expected=48.000000 predicted=37.844620, expected=28.000000 predicted=32.854483, expected=20.000000 predicted=35.849379, expected=20.000000 predicted=32.129878, expected=68.000000 predicted=49.188329, expected=24.000000 predicted=32.670375, expected=48.000000 predicted=36.710038, expected=20.000000 predicted=28.645867, expected=56.000000 predicted=39.567465, expected=44.000000 predicted=48.812494, expected=40.000000 predicted=34.912940, expected=48.000000 predicted=46.223902, expected=48.000000 predicted=39.856371, expected=40.000000 predicted=45.952902, expected=64.000000 predicted=51.784416, expected=40.000000 predicted=43.390637, expected=40.000000 predicted=44.792144, expected=56.000000 predicted=51.532754, expected=44.000000 predicted=44.498704, expected=28.000000 predicted=43.872615, expected=48.000000 predicted=44.819114, expected=56.000000 predicted=47.327628, expected=28.000000 predicted=40.421081, expected=16.000000 predicted=33.127131, expected=52.000000 predicted=41.636964, expected=48.000000 predicted=43.511758, expected=28.000000 predicted=37.258061, expected=40.000000 predicted=36.664290, expected=8.000000 predicted=22.728721, expected=24.000000 predicted=34.607519, expected=8.000000 predicted=26.084275, expected=52.000000 predicted=33.249416, expected=56.000000 predicted=39.467977, expected=56.000000 predicted=33.199772, expected=28.000000 predicted=32.704688, expected=4.000000 predicted=21.446436, expected=44.000000 predicted=45.414778, expected=52.000000 predicted=46.038017, expected=60.000000 predicted=46.846021, expected=60.000000 predicted=43.833614, expected=56.000000 predicted=40.634796, expected=36.000000 predicted=45.941916, expected=60.000000 predicted=56.203541, expected=40.000000 predicted=50.457825, expected=52.000000 predicted=52.320204, expected=24.000000 predicted=41.983801, expected=40.000000 predicted=40.405494, expected=32.000000 predicted=43.306472, expected=36.000000 predicted=36.762767, expected=8.000000 predicted=29.612688, expected=48.000000 predicted=34.992997, expected=44.000000 predicted=38.584333, expected=40.000000 predicted=33.718309, expected=44.000000 predicted=39.476195, expected=40.000000 predicted=32.543804, expected=24.000000 predicted=37.056692, expected=4.000000 predicted=27.469186, expected=20.000000 predicted=29.537692, expected=64.000000 predicted=43.980840, expected=76.000000 predicted=47.161253, expected=48.000000 predicted=36.679842, expected=72.000000 predicted=46.993343, expected=40.000000 predicted=43.872110, expected=20.000000 predicted=45.434659, expected=12.000000 predicted=43.574477, expected=28.000000 predicted=36.825101, expected=32.000000 predicted=40.582840, expected=24.000000 predicted=27.332201, expected=44.000000 predicted=30.834352, expected=120.000000 predicted=60.469075, expected=100.000000 predicted=62.926581, expected=32.000000 predicted=43.144942, expected=28.000000 predicted=46.493927, expected=48.000000 predicted=57.008650, expected=4.000000 predicted=50.012590, expected=12.000000 predicted=42.100698, expected=8.000000 predicted=21.109393, expected=48.000000 predicted=31.322549, expected=44.000000 predicted=36.080144, expected=52.000000 predicted=29.992277, expected=24.000000 predicted=26.505625, expected=28.000000 predicted=27.394246, expected=20.000000 predicted=34.221459, expected=24.000000 predicted=30.844378, expected=52.000000 predicted=43.448139, expected=44.000000 predicted=33.367533, expected=28.000000 predicted=29.662785, expected=24.000000 predicted=28.664917, expected=24.000000 predicted=28.582873, expected=40.000000 predicted=39.799651, expected=36.000000 predicted=35.461240, expected=76.000000 predicted=48.221134, expected=84.000000 predicted=54.865541, expected=44.000000 predicted=41.664753, expected=36.000000 predicted=46.758726, expected=20.000000 predicted=38.772954, expected=12.000000 predicted=39.654827, expected=20.000000 predicted=40.522166, expected=12.000000 predicted=23.297874, expected=56.000000 predicted=37.908452, expected=52.000000 predicted=34.560178, expected=24.000000 predicted=22.659942, expected=16.000000 predicted=25.386100, expected=32.000000 predicted=29.046472, expected=36.000000 predicted=38.988625, expected=68.000000 predicted=50.302839, expected=48.000000 predicted=38.009917, expected=44.000000 predicted=36.568259, expected=28.000000 predicted=37.291665, expected=4.000000 predicted=25.869962, expected=36.000000 predicted=44.321454, expected=56.000000 predicted=44.973196, expected=48.000000 predicted=39.626325, expected=64.000000 predicted=46.034208, expected=64.000000 predicted=44.016220, expected=20.000000 predicted=35.239992, expected=8.000000 predicted=35.175262, expected=28.000000 predicted=38.570483, expected=32.000000 predicted=39.141611, expected=24.000000 predicted=33.626623, expected=28.000000 predicted=24.962407, expected=68.000000 predicted=39.773759, expected=60.000000 predicted=43.389402, expected=32.000000 predicted=35.030041, expected=8.000000 predicted=26.101809, expected=28.000000 predicted=33.480617, expected=68.000000 predicted=57.060618, expected=56.000000 predicted=48.102111, expected=20.000000 predicted=28.620496, expected=24.000000 predicted=28.059048, expected=48.000000 predicted=41.855100, expected=44.000000 predicted=46.544766, expected=16.000000 predicted=31.532262, expected=40.000000 predicted=34.436982, expected=16.000000 predicted=24.681728, expected=48.000000 predicted=41.343346, expected=16.000000 predicted=28.569413, expected=16.000000 predicted=19.298476, expected=24.000000 predicted=30.607947, expected=8.000000 predicted=14.523784, expected=80.000000 predicted=51.758397, expected=48.000000 predicted=33.088020, expected=36.000000 predicted=29.624954, expected=28.000000 predicted=34.961484, expected=28.000000 predicted=29.175524, expected=36.000000 predicted=47.501473, expected=24.000000 predicted=32.441166, expected=20.000000 predicted=27.088495, expected=56.000000 predicted=40.346868, expected=28.000000 predicted=28.741015, expected=28.000000 predicted=30.710256, expected=16.000000 predicted=25.420737, expected=24.000000 predicted=25.384331, expected=40.000000 predicted=39.377029, expected=32.000000 predicted=28.321279, expected=56.000000 predicted=39.528058, expected=16.000000 predicted=22.992963, expected=44.000000 predicted=36.267893, expected=24.000000 predicted=33.803141, expected=20.000000 predicted=26.708166, expected=4.000000 predicted=26.108240, expected=24.000000 predicted=21.850138, expected=28.000000 predicted=28.997019, expected=32.000000 predicted=24.470244, expected=16.000000 predicted=19.057173, expected=48.000000 predicted=29.521043, expected=4.000000 predicted=17.923384, expected=36.000000 predicted=29.722552, expected=24.000000 predicted=28.558768, expected=56.000000 predicted=34.314230, expected=36.000000 predicted=37.806563, expected=4.000000 predicted=13.972355, expected=48.000000 predicted=41.212415, expected=32.000000 predicted=31.303117, expected=28.000000 predicted=33.860214, expected=28.000000 predicted=31.650009, expected=32.000000 predicted=25.413977, expected=24.000000 predicted=32.030416, expected=40.000000 predicted=34.006770, expected=32.000000 predicted=30.713662, expected=92.000000 predicted=54.970046, expected=40.000000 predicted=39.788511, expected=40.000000 predicted=38.033912, expected=64.000000 predicted=56.810986, expected=28.000000 predicted=38.290654, expected=20.000000 predicted=46.298338, expected=16.000000 predicted=31.538590, expected=116.000000 predicted=67.933327, expected=40.000000 predicted=45.862471, expected=44.000000 predicted=38.665379, expected=32.000000 predicted=42.079845, expected=24.000000 predicted=32.392683, expected=36.000000 predicted=56.989355, expected=20.000000 predicted=29.835546, expected=88.000000 predicted=55.534500, expected=64.000000 predicted=47.926952, expected=28.000000 predicted=32.896242, expected=32.000000 predicted=42.230069, expected=28.000000 predicted=36.101432, expected=20.000000 predicted=42.868863, expected=40.000000 predicted=41.903479, expected=20.000000 predicted=25.421651, expected=40.000000 predicted=32.908106, expected=40.000000 predicted=34.223535, expected=24.000000 predicted=25.854719, expected=52.000000 predicted=42.182597, expected=24.000000 predicted=28.527618, expected=20.000000 predicted=29.584297, expected=64.000000 predicted=47.441513, expected=72.000000 predicted=47.701368, expected=76.000000 predicted=57.244274, expected=44.000000 predicted=44.137339, expected=40.000000 predicted=44.272110, expected=24.000000 predicted=47.481879, expected=80.000000 predicted=66.336583, expected=24.000000 predicted=44.934231, expected=44.000000 predicted=41.792744, expected=24.000000 predicted=37.639108, expected=56.000000 predicted=42.097050, expected=72.000000 predicted=61.983403, expected=44.000000 predicted=39.139571, expected=24.000000 predicted=38.093983, expected=72.000000 predicted=53.777508, expected=60.000000 predicted=56.237133, expected=48.000000 predicted=52.575289, expected=40.000000 predicted=46.437559, expected=56.000000 predicted=48.504195, expected=40.000000 predicted=51.836264, expected=28.000000 predicted=41.939916, expected=28.000000 predicted=38.862294, expected=92.000000 predicted=60.083052, expected=24.000000 predicted=38.899397, expected=40.000000 predicted=39.683584, expected=8.000000 predicted=30.979088, expected=16.000000 predicted=27.020279, expected=68.000000 predicted=58.350931, expected=80.000000 predicted=47.251489, expected=40.000000 predicted=38.326730, expected=32.000000 predicted=33.817305, expected=52.000000 predicted=46.715153, expected=24.000000 predicted=44.411674, expected=12.000000 predicted=37.583145, expected=48.000000 predicted=41.401275, expected=44.000000 predicted=36.755951, expected=20.000000 predicted=30.607999, expected=20.000000 predicted=26.336435, expected=40.000000 predicted=31.629817, expected=28.000000 predicted=33.222417, expected=20.000000 predicted=27.895125, expected=32.000000 predicted=28.327502, expected=60.000000 predicted=39.102366, expected=36.000000 predicted=35.213976, expected=40.000000 predicted=35.498835, expected=8.000000 predicted=24.896932, expected=32.000000 predicted=33.755248, expected=40.000000 predicted=42.034847, expected=24.000000 predicted=27.302690, expected=56.000000 predicted=41.491383, expected=80.000000 predicted=46.997088, expected=40.000000 predicted=39.287425, expected=32.000000 predicted=41.112441, expected=24.000000 predicted=36.702412, expected=48.000000 predicted=48.636776, expected=44.000000 predicted=49.743485, expected=68.000000 predicted=48.700302, expected=12.000000 predicted=29.356179, expected=28.000000 predicted=32.722839, expected=36.000000 predicted=42.568556, expected=56.000000 predicted=43.872498, expected=40.000000 predicted=43.861698, expected=72.000000 predicted=44.878131, expected=60.000000 predicted=49.114838, expected=52.000000 predicted=48.296303, expected=20.000000 predicted=43.583202, expected=28.000000 predicted=40.357768, expected=44.000000 predicted=51.030579, expected=56.000000 predicted=48.532451, expected=56.000000 predicted=47.287388, expected=56.000000 predicted=43.045427, expected=64.000000 predicted=51.297307, expected=12.000000 predicted=36.442271, expected=40.000000 predicted=47.579730, expected=28.000000 predicted=42.653268, expected=16.000000 predicted=31.319309, expected=56.000000 predicted=47.989190, expected=84.000000 predicted=47.553403, expected=84.000000 predicted=56.752513, expected=76.000000 predicted=57.758326, expected=40.000000 predicted=46.864328, expected=24.000000 predicted=49.855705, expected=24.000000 predicted=52.511521, expected=28.000000 predicted=47.005685, expected=44.000000 predicted=46.781077, expected=12.000000 predicted=24.873452, expected=32.000000 predicted=28.257488, expected=32.000000 predicted=30.273324, expected=24.000000 predicted=25.647618, expected=44.000000 predicted=37.958717, expected=44.000000 predicted=32.044585, expected=112.000000 predicted=64.594965, expected=28.000000 predicted=38.248044, expected=68.000000 predicted=51.240736, expected=28.000000 predicted=49.336388, expected=28.000000 predicted=40.371604, expected=16.000000 predicted=50.706933, expected=24.000000 predicted=28.246080, expected=32.000000 predicted=38.544521, expected=36.000000 predicted=29.503440, expected=16.000000 predicted=22.721450, expected=48.000000 predicted=32.719162, expected=96.000000 predicted=56.531943, expected=24.000000 predicted=32.839329, expected=40.000000 predicted=40.738975, expected=32.000000 predicted=38.942647, expected=16.000000 predicted=33.566177, expected=24.000000 predicted=44.208934, expected=16.000000 predicted=22.665467, expected=8.000000 predicted=20.345021, expected=8.000000 predicted=17.245686, expected=40.000000 predicted=24.892014, expected=44.000000 predicted=29.367139, expected=56.000000 predicted=33.960409, expected=72.000000 predicted=44.437404, expected=100.000000 predicted=60.930909, expected=20.000000 predicted=41.654923, expected=88.000000 predicted=67.644524, expected=28.000000 predicted=53.662014, expected=28.000000 predicted=46.117926, expected=20.000000 predicted=50.897972, expected=80.000000 predicted=49.135320, expected=84.000000 predicted=69.487712, expected=48.000000 predicted=42.834835, expected=44.000000 predicted=46.658585, expected=60.000000 predicted=53.021736, expected=32.000000 predicted=52.722718, expected=32.000000 predicted=49.289507, expected=52.000000 predicted=48.826008, expected=76.000000 predicted=55.935535, expected=32.000000 predicted=44.100215, expected=32.000000 predicted=37.731127, expected=12.000000 predicted=31.966829, expected=16.000000 predicted=31.420485, expected=12.000000 predicted=32.347031, expected=56.000000 predicted=35.856160, expected=40.000000 predicted=32.683914, expected=40.000000 predicted=28.376477, expected=24.000000 predicted=28.532582, expected=16.000000 predicted=22.933062, expected=28.000000 predicted=36.236271, expected=28.000000 predicted=30.430888, expected=32.000000 predicted=30.589189, expected=32.000000 predicted=28.294768, expected=20.000000 predicted=22.418948, expected=16.000000 predicted=23.351413, expected=24.000000 predicted=25.732447, expected=24.000000 Test MSE: 495.805
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475])] predicted=20.366216, expected=20.000000 predicted=19.168818, expected=8.000000 predicted=15.532552, expected=4.000000 predicted=13.201676, expected=20.000000 predicted=14.016536, expected=12.000000 predicted=13.522160, expected=24.000000 predicted=16.378331, expected=28.000000 predicted=18.329106, expected=48.000000 predicted=27.469399, expected=32.000000 predicted=29.724394, expected=16.000000 predicted=26.106681, expected=16.000000 predicted=24.785056, expected=12.000000 predicted=21.785813, expected=32.000000 predicted=25.960321, expected=28.000000 predicted=23.890289, expected=24.000000 predicted=22.693709, expected=16.000000 predicted=20.765067, expected=16.000000 predicted=20.022638, expected=24.000000 predicted=22.766352, expected=12.000000 predicted=18.721209, expected=32.000000 predicted=22.302722, expected=8.000000 predicted=16.893861, expected=24.000000 predicted=19.859929, expected=32.000000 predicted=23.252541, expected=36.000000 predicted=26.586849, expected=36.000000 predicted=30.181204, expected=24.000000 predicted=27.068532, expected=44.000000 predicted=34.221669, expected=20.000000 predicted=30.470038, expected=24.000000 predicted=29.396538, expected=16.000000 predicted=24.821432, expected=12.000000 predicted=20.875014, expected=28.000000 predicted=23.546096, expected=20.000000 predicted=20.282689, expected=32.000000 predicted=23.895518, expected=24.000000 predicted=22.923399, expected=28.000000 predicted=25.070832, expected=20.000000 predicted=24.498256, expected=12.000000 predicted=20.824864, expected=12.000000 predicted=18.898102, expected=24.000000 predicted=19.850248, expected=24.000000 predicted=20.761396, expected=20.000000 predicted=19.501726, expected=20.000000 predicted=19.122950, expected=36.000000 predicted=24.747546, expected=12.000000 predicted=21.687654, expected=24.000000 predicted=22.653342, expected=40.000000 predicted=27.179284, expected=12.000000 predicted=23.199574, expected=20.000000 predicted=23.215356, expected=28.000000 predicted=22.720698, expected=20.000000 predicted=23.529068, expected=16.000000 predicted=21.691951, expected=32.000000 predicted=22.625638, expected=24.000000 predicted=23.691471, expected=8.000000 predicted=19.835632, expected=32.000000 predicted=22.788468, expected=16.000000 predicted=20.363987, expected=32.000000 predicted=25.393267, expected=20.000000 predicted=22.056649, expected=4.000000 predicted=16.925472, expected=28.000000 predicted=21.561078, expected=20.000000 predicted=19.737790, expected=12.000000 predicted=18.856466, expected=8.000000 predicted=13.971102, expected=12.000000 predicted=13.074354, expected=12.000000 predicted=14.214935, expected=20.000000 predicted=14.814544, expected=40.000000 predicted=21.085683, expected=16.000000 predicted=19.238301, expected=24.000000 predicted=21.849896, expected=16.000000 predicted=20.070576, expected=8.000000 predicted=18.502939, expected=16.000000 predicted=18.366687, expected=8.000000 predicted=13.279276, expected=20.000000 predicted=15.774565, expected=24.000000 predicted=16.692106, expected=8.000000 predicted=14.045538, expected=28.000000 predicted=18.689698, expected=12.000000 predicted=16.083106, expected=12.000000 predicted=16.842924, expected=20.000000 predicted=16.870568, expected=20.000000 predicted=17.297016, expected=44.000000 predicted=26.035400, expected=24.000000 predicted=23.733289, expected=28.000000 predicted=26.210111, expected=12.000000 predicted=22.346650, expected=16.000000 predicted=22.183226, expected=20.000000 predicted=22.178064, expected=32.000000 predicted=23.529470, expected=20.000000 predicted=21.886234, expected=24.000000 predicted=21.607206, expected=36.000000 predicted=26.063965, expected=8.000000 predicted=21.909239, expected=20.000000 predicted=22.317203, expected=8.000000 predicted=16.651032, expected=40.000000 predicted=24.648110, expected=24.000000 predicted=23.537598, expected=28.000000 predicted=23.537896, expected=8.000000 predicted=19.403225, expected=16.000000 predicted=19.254370, expected=16.000000 predicted=20.132233, expected=8.000000 predicted=15.462064, expected=20.000000 predicted=16.007011, expected=24.000000 predicted=16.719367, expected=56.000000 predicted=28.838269, expected=20.000000 predicted=25.753061, expected=28.000000 predicted=26.822867, expected=24.000000 predicted=27.079892, expected=16.000000 predicted=26.169838, expected=12.000000 predicted=23.001445, expected=4.000000 predicted=14.569122, expected=20.000000 predicted=16.562171, expected=8.000000 predicted=13.165140, expected=16.000000 predicted=13.209483, expected=16.000000 predicted=13.103173, expected=12.000000 predicted=13.063817, expected=12.000000 predicted=13.472310, expected=28.000000 predicted=16.987135, expected=40.000000 predicted=24.334912, expected=16.000000 predicted=21.804812, expected=24.000000 predicted=22.345753, expected=16.000000 predicted=21.175723, expected=8.000000 predicted=19.492185, expected=20.000000 predicted=19.288508, expected=8.000000 predicted=14.256541, expected=36.000000 predicted=20.854700, expected=12.000000 predicted=17.104400, expected=8.000000 predicted=14.777287, expected=16.000000 predicted=15.157943, expected=24.000000 predicted=18.261108, expected=36.000000 predicted=24.361202, expected=36.000000 predicted=25.528663, expected=8.000000 predicted=20.643714, expected=16.000000 predicted=20.566534, expected=12.000000 predicted=19.354244, expected=20.000000 predicted=20.739794, expected=16.000000 predicted=17.547519, expected=48.000000 predicted=24.333097, expected=20.000000 predicted=23.549687, expected=28.000000 predicted=25.017183, expected=16.000000 predicted=22.827661, expected=12.000000 predicted=21.270676, expected=12.000000 predicted=19.959673, expected=4.000000 predicted=13.185057, expected=36.000000 predicted=19.778462, expected=32.000000 predicted=22.045054, expected=20.000000 predicted=21.129030, expected=8.000000 predicted=16.629254, expected=16.000000 predicted=17.668585, expected=24.000000 predicted=22.338536, expected=12.000000 predicted=18.247283, expected=24.000000 predicted=18.063201, expected=20.000000 predicted=17.951366, expected=20.000000 predicted=19.802515, expected=36.000000 predicted=24.424677, expected=20.000000 predicted=22.787310, expected=4.000000 predicted=18.255512, expected=8.000000 predicted=14.881449, expected=28.000000 predicted=19.786589, expected=16.000000 predicted=19.130434, expected=12.000000 predicted=14.644149, expected=24.000000 predicted=16.096268, expected=8.000000 predicted=15.263803, expected=8.000000 predicted=14.447734, expected=20.000000 predicted=14.624672, expected=20.000000 predicted=16.467171, expected=12.000000 predicted=15.387797, expected=12.000000 predicted=12.921397, expected=16.000000 predicted=14.490100, expected=12.000000 predicted=14.883283, expected=24.000000 predicted=17.082057, expected=28.000000 predicted=19.361192, expected=28.000000 predicted=22.085016, expected=8.000000 predicted=18.092366, expected=12.000000 predicted=16.801050, expected=20.000000 predicted=19.090540, expected=12.000000 predicted=17.398481, expected=12.000000 predicted=14.753107, expected=12.000000 predicted=12.265811, expected=44.000000 predicted=22.306788, expected=12.000000 predicted=19.302741, expected=8.000000 predicted=15.638491, expected=16.000000 predicted=15.784851, expected=4.000000 predicted=14.143141, expected=12.000000 predicted=14.825388, expected=4.000000 predicted=8.330761, expected=12.000000 predicted=9.591312, expected=20.000000 predicted=12.495799, expected=32.000000 predicted=17.466975, expected=8.000000 predicted=14.838336, expected=8.000000 predicted=12.842467, expected=20.000000 predicted=16.107505, expected=24.000000 predicted=19.668967, expected=20.000000 predicted=19.403580, expected=20.000000 predicted=17.432455, expected=4.000000 predicted=14.237091, expected=16.000000 predicted=16.319395, expected=16.000000 predicted=16.203017, expected=40.000000 predicted=22.688019, expected=16.000000 predicted=19.486958, expected=20.000000 predicted=19.058181, expected=44.000000 predicted=27.397162, expected=8.000000 predicted=23.032834, expected=20.000000 predicted=23.464326, expected=8.000000 predicted=16.802342, expected=20.000000 predicted=19.711638, expected=28.000000 predicted=21.818480, expected=44.000000 predicted=25.547804, expected=44.000000 predicted=31.149473, expected=36.000000 predicted=32.125400, expected=56.000000 predicted=40.821493, expected=28.000000 predicted=38.588327, expected=4.000000 predicted=30.252812, expected=4.000000 predicted=22.040937, expected=28.000000 predicted=24.674615, expected=20.000000 predicted=23.305345, expected=20.000000 predicted=18.470317, expected=20.000000 predicted=16.655435, expected=24.000000 predicted=20.187977, expected=28.000000 predicted=24.197034, expected=24.000000 predicted=23.337789, expected=20.000000 predicted=22.360378, expected=32.000000 predicted=25.551723, expected=16.000000 predicted=23.085131, expected=4.000000 predicted=17.719980, expected=12.000000 predicted=15.652344, expected=12.000000 predicted=14.804733, expected=16.000000 predicted=15.419165, expected=8.000000 predicted=10.993792, expected=12.000000 predicted=10.790738, expected=16.000000 predicted=13.005409, expected=16.000000 predicted=14.060628, expected=8.000000 predicted=12.106185, expected=28.000000 predicted=16.544981, expected=8.000000 predicted=14.204758, expected=16.000000 predicted=15.387019, expected=20.000000 predicted=16.201104, expected=20.000000 predicted=17.664279, expected=12.000000 predicted=16.652910, expected=28.000000 predicted=18.799848, expected=12.000000 predicted=17.445804, expected=4.000000 predicted=14.019988, expected=8.000000 predicted=11.924516, expected=12.000000 predicted=12.022546, expected=20.000000 predicted=15.016265, expected=24.000000 predicted=15.704042, expected=32.000000 predicted=19.998560, expected=16.000000 predicted=19.120349, expected=28.000000 predicted=22.786940, expected=16.000000 predicted=21.492203, expected=20.000000 predicted=22.016120, expected=12.000000 predicted=18.886675, expected=24.000000 predicted=19.691278, expected=12.000000 predicted=17.758763, expected=12.000000 predicted=15.249371, expected=12.000000 predicted=14.269539, expected=16.000000 predicted=14.660559, expected=20.000000 predicted=16.741422, expected=20.000000 predicted=16.541266, expected=20.000000 predicted=17.543941, expected=12.000000 predicted=16.035756, expected=20.000000 predicted=17.904220, expected=32.000000 predicted=22.448927, expected=12.000000 predicted=19.098217, expected=20.000000 predicted=19.211732, expected=12.000000 predicted=16.621964, expected=12.000000 predicted=16.691503, expected=32.000000 predicted=21.417000, expected=44.000000 predicted=26.534632, expected=16.000000 predicted=23.339264, expected=20.000000 predicted=21.912213, expected=4.000000 predicted=17.478629, expected=32.000000 predicted=24.782402, expected=32.000000 predicted=26.366233, expected=24.000000 predicted=22.976577, expected=16.000000 predicted=20.440427, expected=20.000000 predicted=20.473317, expected=24.000000 predicted=24.239755, expected=12.000000 predicted=20.055943, expected=40.000000 predicted=25.014989, expected=24.000000 predicted=23.771610, expected=24.000000 predicted=24.468164, expected=32.000000 predicted=26.497017, expected=12.000000 predicted=22.475842, expected=4.000000 predicted=19.091502, expected=8.000000 predicted=14.468188, expected=32.000000 predicted=20.333671, expected=8.000000 predicted=15.909179, expected=28.000000 predicted=17.357391, expected=20.000000 predicted=17.326724, expected=4.000000 predicted=15.041352, expected=8.000000 predicted=14.344414, expected=4.000000 predicted=9.986538, expected=8.000000 predicted=11.117984, expected=12.000000 predicted=9.745503, expected=8.000000 predicted=7.771026, expected=24.000000 predicted=12.799890, expected=12.000000 predicted=12.091497, expected=8.000000 predicted=11.542342, expected=8.000000 predicted=10.699698, expected=16.000000 predicted=12.816267, expected=24.000000 predicted=17.018874, expected=16.000000 predicted=15.115706, expected=16.000000 predicted=14.977327, expected=12.000000 predicted=14.489660, expected=8.000000 predicted=13.866800, expected=24.000000 predicted=17.385183, expected=16.000000 predicted=15.978651, expected=28.000000 predicted=19.371987, expected=8.000000 predicted=15.124464, expected=32.000000 predicted=20.771888, expected=12.000000 predicted=19.188825, expected=12.000000 predicted=17.011108, expected=4.000000 predicted=13.406072, expected=12.000000 predicted=12.422463, expected=24.000000 predicted=17.193929, expected=48.000000 predicted=24.237880, expected=16.000000 predicted=20.730419, expected=28.000000 predicted=22.458802, expected=8.000000 predicted=19.736519, expected=12.000000 predicted=20.146146, expected=20.000000 predicted=21.226907, expected=32.000000 predicted=21.721935, expected=40.000000 predicted=27.142952, expected=4.000000 predicted=17.890238, expected=8.000000 predicted=15.974934, expected=12.000000 predicted=16.889378, expected=16.000000 predicted=18.577317, expected=24.000000 predicted=18.993121, expected=4.000000 predicted=10.720600, expected=12.000000 predicted=11.797266, expected=28.000000 predicted=17.444915, expected=8.000000 predicted=15.293916, expected=8.000000 predicted=12.782611, expected=4.000000 predicted=8.797310, expected=12.000000 predicted=11.719228, expected=16.000000 predicted=13.451055, expected=36.000000 predicted=17.913857, expected=36.000000 predicted=22.606655, expected=16.000000 predicted=20.050265, expected=16.000000 predicted=19.963405, expected=12.000000 predicted=19.539119, expected=8.000000 predicted=18.528925, expected=16.000000 predicted=16.919054, expected=16.000000 predicted=14.573249, expected=24.000000 predicted=17.068427, expected=8.000000 predicted=13.420767, expected=12.000000 predicted=13.083769, expected=16.000000 predicted=14.992245, expected=8.000000 predicted=13.384408, expected=12.000000 predicted=12.953808, expected=16.000000 predicted=12.464112, expected=12.000000 predicted=12.895026, expected=20.000000 predicted=14.938440, expected=20.000000 predicted=15.705824, expected=20.000000 predicted=17.483732, expected=20.000000 predicted=18.310589, expected=28.000000 predicted=21.222350, expected=20.000000 predicted=21.528080, expected=32.000000 predicted=24.632939, expected=24.000000 predicted=24.285754, expected=12.000000 predicted=20.987862, expected=16.000000 predicted=20.130443, expected=16.000000 predicted=19.024982, expected=24.000000 predicted=21.482145, expected=16.000000 predicted=18.154258, expected=24.000000 predicted=18.824751, expected=24.000000 predicted=20.709564, expected=32.000000 predicted=24.460594, expected=20.000000 predicted=23.251485, expected=16.000000 predicted=20.664565, expected=40.000000 predicted=27.560690, expected=12.000000 predicted=23.174869, expected=32.000000 predicted=25.979438, expected=28.000000 predicted=25.046882, expected=28.000000 predicted=26.869210, expected=16.000000 predicted=24.448426, expected=28.000000 predicted=23.851377, expected=32.000000 predicted=28.250973, expected=24.000000 predicted=26.413921, expected=12.000000 predicted=21.374996, expected=24.000000 predicted=21.865083, expected=20.000000 predicted=22.936268, expected=8.000000 predicted=18.444385, expected=16.000000 predicted=16.414509, expected=24.000000 predicted=18.205037, expected=32.000000 predicted=23.199002, expected=16.000000 predicted=19.598651, expected=16.000000 predicted=17.718616, expected=12.000000 predicted=17.506719, expected=16.000000 predicted=18.552364, expected=24.000000 predicted=20.207103, expected=24.000000 predicted=19.495928, expected=20.000000 predicted=19.198395, expected=12.000000 predicted=16.807841, expected=20.000000 predicted=18.835638, expected=16.000000 predicted=18.904352, expected=12.000000 predicted=16.618529, expected=16.000000 Test MSE: 111.101
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857])] predicted=104.366295, expected=116.000000 predicted=92.959773, expected=132.000000 predicted=103.619786, expected=4.000000 predicted=40.806755, expected=4.000000 predicted=32.478894, expected=4.000000 predicted=33.583362, expected=4.000000 predicted=45.303833, expected=20.000000 predicted=64.390906, expected=144.000000 predicted=83.304085, expected=72.000000 predicted=29.129955, expected=120.000000 predicted=78.186659, expected=64.000000 predicted=40.306144, expected=60.000000 predicted=46.496432, expected=64.000000 predicted=99.686362, expected=44.000000 predicted=53.347155, expected=84.000000 predicted=99.781415, expected=176.000000 predicted=124.891503, expected=80.000000 predicted=60.727547, expected=80.000000 predicted=83.977413, expected=64.000000 predicted=61.041280, expected=28.000000 predicted=50.324469, expected=60.000000 predicted=111.027999, expected=116.000000 predicted=96.751397, expected=176.000000 predicted=127.639629, expected=104.000000 predicted=81.224730, expected=64.000000 predicted=58.548519, expected=60.000000 predicted=68.121094, expected=56.000000 predicted=79.772080, expected=92.000000 predicted=124.957792, expected=144.000000 predicted=122.521123, expected=172.000000 predicted=120.493566, expected=108.000000 predicted=85.682177, expected=64.000000 predicted=69.490531, expected=104.000000 predicted=106.047725, expected=56.000000 predicted=86.973436, expected=72.000000 predicted=116.071352, expected=132.000000 predicted=121.581095, expected=136.000000 predicted=97.627581, expected=60.000000 predicted=77.593247, expected=80.000000 predicted=80.428557, expected=52.000000 predicted=59.701969, expected=56.000000 predicted=87.595953, expected=48.000000 predicted=84.761762, expected=120.000000 predicted=94.254837, expected=104.000000 predicted=86.179736, expected=76.000000 predicted=66.367399, expected=76.000000 predicted=73.457885, expected=64.000000 predicted=57.374584, expected=48.000000 predicted=78.127169, expected=64.000000 predicted=82.188350, expected=120.000000 predicted=99.248960, expected=80.000000 predicted=71.324758, expected=52.000000 predicted=61.069496, expected=64.000000 predicted=62.907900, expected=84.000000 predicted=73.201366, expected=44.000000 predicted=72.101022, expected=56.000000 predicted=70.214940, expected=124.000000 predicted=93.522197, expected=128.000000 predicted=91.934631, expected=76.000000 predicted=78.267592, expected=52.000000 predicted=57.027094, expected=80.000000 predicted=73.671471, expected=60.000000 predicted=81.785763, expected=88.000000 predicted=105.108897, expected=136.000000 predicted=108.853630, expected=128.000000 predicted=89.697982, expected=68.000000 predicted=74.274133, expected=48.000000 predicted=61.731743, expected=100.000000 predicted=97.802613, expected=80.000000 predicted=95.324263, expected=68.000000 predicted=93.403213, expected=88.000000 predicted=83.153529, expected=116.000000 predicted=84.659975, expected=76.000000 predicted=81.933603, expected=72.000000 predicted=80.110699, expected=40.000000 predicted=53.874209, expected=48.000000 predicted=66.595536, expected=48.000000 predicted=75.481494, expected=124.000000 predicted=102.133126, expected=100.000000 predicted=79.893486, expected=44.000000 predicted=43.712474, expected=44.000000 predicted=55.369785, expected=56.000000 predicted=52.546880, expected=8.000000 predicted=52.613436, expected=88.000000 predicted=97.808111, expected=72.000000 predicted=52.298378, expected=96.000000 predicted=72.391623, expected=48.000000 predicted=52.241778, expected=56.000000 predicted=39.959034, expected=76.000000 predicted=81.657791, expected=52.000000 predicted=55.946357, expected=72.000000 predicted=84.316603, expected=96.000000 predicted=74.611740, expected=132.000000 predicted=95.978603, expected=68.000000 predicted=67.807992, expected=68.000000 predicted=68.751073, expected=52.000000 predicted=62.961316, expected=76.000000 predicted=83.282595, expected=60.000000 predicted=87.525058, expected=92.000000 predicted=82.284839, expected=60.000000 predicted=61.047661, expected=96.000000 predicted=79.497001, expected=64.000000 predicted=67.027841, expected=60.000000 predicted=61.356444, expected=56.000000 predicted=73.475666, expected=40.000000 predicted=47.440352, expected=108.000000 predicted=103.988119, expected=100.000000 predicted=77.381355, expected=80.000000 predicted=70.520257, expected=40.000000 predicted=51.948712, expected=60.000000 predicted=55.958835, expected=72.000000 predicted=84.526282, expected=44.000000 predicted=63.919683, expected=92.000000 predicted=90.083468, expected=104.000000 predicted=72.684330, expected=56.000000 predicted=54.411223, expected=44.000000 predicted=62.703994, expected=80.000000 predicted=67.373885, expected=44.000000 predicted=58.325501, expected=104.000000 predicted=106.138378, expected=116.000000 predicted=86.042285, expected=92.000000 predicted=67.999951, expected=52.000000 predicted=68.763345, expected=88.000000 predicted=74.652593, expected=60.000000 predicted=74.272156, expected=60.000000 predicted=84.059621, expected=60.000000 predicted=75.253985, expected=136.000000 predicted=98.833317, expected=148.000000 predicted=114.231154, expected=68.000000 predicted=62.156059, expected=32.000000 predicted=55.814473, expected=36.000000 predicted=52.159067, expected=44.000000 predicted=79.297747, expected=60.000000 predicted=94.018885, expected=112.000000 predicted=91.308164, expected=104.000000 predicted=67.860913, expected=48.000000 predicted=43.542094, expected=40.000000 predicted=50.170776, expected=72.000000 predicted=68.351795, expected=48.000000 predicted=68.928351, expected=52.000000 predicted=75.313358, expected=132.000000 predicted=97.614571, expected=72.000000 predicted=48.456075, expected=48.000000 predicted=63.490835, expected=40.000000 predicted=50.508450, expected=24.000000 predicted=34.374415, expected=80.000000 predicted=102.356104, expected=24.000000 predicted=37.873723, expected=48.000000 predicted=52.093733, expected=124.000000 predicted=88.595965, expected=68.000000 predicted=38.453004, expected=64.000000 predicted=76.425263, expected=36.000000 predicted=35.546192, expected=72.000000 predicted=62.695956, expected=56.000000 predicted=80.574047, expected=172.000000 predicted=127.014399, expected=156.000000 predicted=106.173601, expected=88.000000 predicted=65.449629, expected=36.000000 predicted=64.022487, expected=68.000000 predicted=69.405045, expected=64.000000 predicted=104.099467, expected=76.000000 predicted=106.963528, expected=60.000000 predicted=71.636598, expected=112.000000 predicted=80.969376, expected=44.000000 predicted=49.478931, expected=56.000000 predicted=64.891078, expected=44.000000 predicted=59.733054, expected=48.000000 predicted=51.001812, expected=36.000000 predicted=68.093652, expected=76.000000 predicted=62.719533, expected=176.000000 predicted=120.796186, expected=52.000000 predicted=36.938127, expected=24.000000 predicted=47.748978, expected=40.000000 predicted=48.172177, expected=24.000000 predicted=39.545724, expected=40.000000 predicted=97.062731, expected=116.000000 predicted=87.357821, expected=140.000000 predicted=81.287972, expected=56.000000 predicted=46.011227, expected=36.000000 predicted=43.048068, expected=48.000000 predicted=49.409143, expected=48.000000 predicted=72.032953, expected=68.000000 predicted=96.966434, expected=80.000000 predicted=67.829309, expected=92.000000 predicted=66.358196, expected=88.000000 predicted=70.257205, expected=192.000000 predicted=131.462287, expected=68.000000 predicted=57.966140, expected=76.000000 predicted=88.988403, expected=40.000000 predicted=68.710787, expected=108.000000 predicted=96.747466, expected=128.000000 predicted=148.477067, expected=32.000000 predicted=42.774553, expected=44.000000 predicted=70.277216, expected=88.000000 predicted=69.209505, expected=56.000000 predicted=68.764406, expected=80.000000 predicted=102.389657, expected=76.000000 predicted=57.311399, expected=120.000000 predicted=86.148116, expected=40.000000 predicted=57.114881, expected=52.000000 predicted=61.296123, expected=60.000000 predicted=70.633087, expected=32.000000 predicted=46.251453, expected=32.000000 predicted=71.824971, expected=108.000000 predicted=79.235992, expected=92.000000 predicted=65.361675, expected=72.000000 predicted=66.952138, expected=48.000000 predicted=47.380550, expected=84.000000 predicted=64.340301, expected=36.000000 predicted=62.298082, expected=52.000000 predicted=71.833559, expected=112.000000 predicted=95.033093, expected=144.000000 predicted=93.842164, expected=80.000000 predicted=77.826070, expected=68.000000 predicted=63.854024, expected=64.000000 predicted=63.456965, expected=68.000000 predicted=84.284703, expected=60.000000 predicted=94.177686, expected=124.000000 predicted=105.165932, expected=144.000000 predicted=104.773548, expected=72.000000 predicted=65.122364, expected=60.000000 predicted=74.082958, expected=204.000000 predicted=145.824638, expected=52.000000 predicted=64.770553, expected=52.000000 predicted=104.991233, expected=84.000000 predicted=88.801312, expected=100.000000 predicted=71.626353, expected=68.000000 predicted=123.170777, expected=68.000000 predicted=66.053379, expected=80.000000 predicted=69.522776, expected=48.000000 predicted=60.580967, expected=68.000000 predicted=84.394237, expected=124.000000 predicted=98.345742, expected=120.000000 predicted=89.389634, expected=76.000000 predicted=78.273462, expected=80.000000 predicted=74.449012, expected=104.000000 predicted=88.907156, expected=44.000000 predicted=73.404366, expected=76.000000 predicted=100.608344, expected=48.000000 predicted=58.948578, expected=32.000000 predicted=51.935003, expected=68.000000 predicted=86.335367, expected=64.000000 predicted=50.272743, expected=64.000000 predicted=67.624251, expected=124.000000 predicted=92.646530, expected=96.000000 predicted=62.182059, expected=104.000000 predicted=90.568943, expected=72.000000 predicted=71.673293, expected=88.000000 predicted=79.928936, expected=32.000000 predicted=70.752805, expected=64.000000 predicted=81.359622, expected=88.000000 predicted=92.425555, expected=112.000000 predicted=88.344573, expected=40.000000 predicted=59.436037, expected=40.000000 predicted=45.572731, expected=40.000000 predicted=52.899904, expected=40.000000 predicted=56.451604, expected=24.000000 predicted=60.930293, expected=100.000000 predicted=75.074258, expected=96.000000 predicted=63.795731, expected=52.000000 predicted=45.334518, expected=48.000000 predicted=53.599194, expected=52.000000 predicted=41.322198, expected=28.000000 predicted=55.917390, expected=44.000000 predicted=67.904849, expected=64.000000 predicted=57.283804, expected=148.000000 predicted=100.476541, expected=40.000000 predicted=37.284203, expected=44.000000 predicted=48.565090, expected=28.000000 predicted=41.455796, expected=32.000000 predicted=41.449140, expected=28.000000 predicted=78.644976, expected=120.000000 predicted=83.869689, expected=128.000000 predicted=81.940088, expected=96.000000 predicted=64.235312, expected=52.000000 predicted=52.364360, expected=64.000000 predicted=54.600802, expected=72.000000 predicted=90.077131, expected=44.000000 predicted=76.231844, expected=52.000000 predicted=73.956456, expected=44.000000 predicted=47.477846, expected=36.000000 predicted=46.943628, expected=56.000000 predicted=63.761914, expected=52.000000 predicted=45.931636, expected=52.000000 predicted=51.331688, expected=64.000000 predicted=56.327753, expected=56.000000 predicted=45.891149, expected=108.000000 predicted=85.712169, expected=72.000000 predicted=58.861512, expected=44.000000 predicted=50.121210, expected=56.000000 predicted=65.851625, expected=60.000000 predicted=55.473731, expected=68.000000 predicted=82.319135, expected=88.000000 predicted=80.365726, expected=116.000000 predicted=82.788440, expected=76.000000 predicted=64.802269, expected=60.000000 predicted=65.104363, expected=84.000000 predicted=81.030223, expected=32.000000 predicted=51.816464, expected=40.000000 predicted=76.327986, expected=116.000000 predicted=99.291017, expected=128.000000 predicted=87.273510, expected=56.000000 predicted=66.085915, expected=60.000000 predicted=60.087624, expected=76.000000 predicted=62.228970, expected=24.000000 predicted=57.672373, expected=64.000000 predicted=96.297908, expected=136.000000 predicted=98.301090, expected=116.000000 predicted=80.348749, expected=36.000000 predicted=56.873086, expected=36.000000 predicted=44.422019, expected=64.000000 predicted=64.151684, expected=36.000000 predicted=70.920816, expected=56.000000 predicted=83.789612, expected=44.000000 predicted=40.392815, expected=100.000000 predicted=71.308725, expected=56.000000 predicted=54.711079, expected=28.000000 predicted=34.727495, expected=36.000000 predicted=51.612608, expected=40.000000 predicted=38.628919, expected=44.000000 predicted=65.251999, expected=48.000000 predicted=50.998184, expected=88.000000 predicted=61.520335, expected=56.000000 predicted=43.207254, expected=60.000000 predicted=54.333712, expected=52.000000 predicted=51.050473, expected=40.000000 predicted=42.375933, expected=68.000000 predicted=77.725131, expected=68.000000 predicted=59.285096, expected=56.000000 predicted=56.364195, expected=20.000000 predicted=36.798358, expected=32.000000 predicted=39.487163, expected=16.000000 predicted=36.749420, expected=40.000000 predicted=50.862234, expected=84.000000 predicted=69.580429, expected=112.000000 predicted=65.933000, expected=180.000000 predicted=113.902946, expected=56.000000 predicted=34.469132, expected=32.000000 predicted=49.833779, expected=40.000000 predicted=67.711334, expected=40.000000 predicted=63.135693, expected=84.000000 predicted=122.506722, expected=104.000000 predicted=78.643375, expected=152.000000 predicted=97.389268, expected=76.000000 predicted=58.089088, expected=56.000000 predicted=58.014368, expected=84.000000 predicted=90.090544, expected=48.000000 predicted=65.184222, expected=52.000000 predicted=96.528517, expected=96.000000 predicted=88.630855, expected=104.000000 predicted=76.441495, expected=96.000000 predicted=89.312044, expected=92.000000 predicted=76.458985, expected=44.000000 predicted=48.885966, expected=20.000000 predicted=57.357110, expected=72.000000 predicted=88.278148, expected=76.000000 predicted=76.276149, expected=88.000000 predicted=86.618401, expected=36.000000 predicted=41.155718, expected=8.000000 predicted=19.097457, expected=24.000000 predicted=48.832957, expected=32.000000 predicted=46.313290, expected=44.000000 predicted=59.463265, expected=96.000000 predicted=69.109497, expected=132.000000 predicted=73.362713, expected=60.000000 predicted=40.862532, expected=40.000000 predicted=46.831023, expected=52.000000 predicted=53.958525, expected=40.000000 predicted=58.860181, expected=84.000000 predicted=103.790196, expected=88.000000 predicted=71.837491, expected=68.000000 predicted=54.235299, expected=48.000000 predicted=54.228167, expected=48.000000 predicted=47.328979, expected=64.000000 predicted=71.494251, expected=36.000000 predicted=55.241918, expected=60.000000 predicted=65.775935, expected=92.000000 predicted=71.552744, expected=44.000000 predicted=40.456358, expected=72.000000 predicted=74.187867, expected=52.000000 predicted=44.750002, expected=72.000000 predicted=65.727911, expected=56.000000 predicted=70.853262, expected=64.000000 predicted=55.642617, expected=76.000000 predicted=74.454551, expected=116.000000 predicted=85.982164, expected=60.000000 predicted=61.268849, expected=20.000000 predicted=41.691797, expected=48.000000 predicted=62.092343, expected=48.000000 predicted=54.406956, expected=156.000000 predicted=134.950057, expected=64.000000 predicted=52.578129, expected=144.000000 predicted=97.649090, expected=68.000000 predicted=59.998389, expected=92.000000 predicted=74.185293, expected=68.000000 predicted=109.283980, expected=56.000000 predicted=57.735858, expected=68.000000 predicted=102.748692, expected=80.000000 predicted=72.363871, expected=112.000000 predicted=100.517252, expected=44.000000 predicted=52.142667, expected=68.000000 predicted=69.610477, expected=48.000000 predicted=57.492242, expected=48.000000 predicted=59.560206, expected=92.000000 predicted=100.856682, expected=60.000000 predicted=48.034835, expected=80.000000 predicted=76.672524, expected=100.000000 predicted=78.264622, expected=36.000000 predicted=38.266552, expected=84.000000 predicted=93.516968, expected=52.000000 predicted=53.372163, expected=76.000000 predicted=76.261412, expected=140.000000 predicted=121.520185, expected=56.000000 predicted=40.757027, expected=44.000000 predicted=69.737148, expected=72.000000 predicted=69.130651, expected=52.000000 predicted=56.285637, expected=48.000000 predicted=87.228794, expected=40.000000 predicted=48.860051, expected=108.000000 predicted=79.368732, expected=72.000000 predicted=65.101822, expected=48.000000 predicted=52.126874, expected=44.000000 predicted=52.253779, expected=40.000000 predicted=39.804458, expected=60.000000 Test MSE: 1113.392
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764])] predicted=51.877919, expected=88.000000 predicted=90.648781, expected=120.000000 predicted=121.007001, expected=112.000000 predicted=82.390499, expected=128.000000 predicted=84.951352, expected=56.000000 predicted=49.154205, expected=68.000000 predicted=80.055089, expected=48.000000 predicted=85.171837, expected=12.000000 predicted=60.272355, expected=64.000000 predicted=91.597627, expected=108.000000 predicted=78.933955, expected=136.000000 predicted=98.192177, expected=76.000000 predicted=65.298860, expected=48.000000 predicted=36.914067, expected=28.000000 predicted=50.512123, expected=64.000000 predicted=83.098288, expected=20.000000 predicted=74.356455, expected=112.000000 predicted=88.900316, expected=152.000000 predicted=98.763131, expected=64.000000 predicted=48.157234, expected=60.000000 predicted=67.022744, expected=20.000000 predicted=27.167033, expected=72.000000 predicted=88.125529, expected=68.000000 predicted=104.988284, expected=124.000000 predicted=89.855460, expected=152.000000 predicted=105.587082, expected=64.000000 predicted=47.349071, expected=28.000000 predicted=55.242724, expected=44.000000 predicted=59.801266, expected=68.000000 predicted=92.093414, expected=48.000000 predicted=94.440377, expected=72.000000 predicted=66.737878, expected=48.000000 predicted=40.530219, expected=44.000000 predicted=44.676803, expected=76.000000 predicted=71.214915, expected=44.000000 predicted=46.613382, expected=60.000000 predicted=64.633962, expected=72.000000 predicted=60.755689, expected=92.000000 predicted=67.263975, expected=56.000000 predicted=66.346730, expected=76.000000 predicted=61.424744, expected=44.000000 predicted=54.459143, expected=28.000000 predicted=50.140892, expected=64.000000 predicted=76.114045, expected=104.000000 predicted=77.444493, expected=52.000000 predicted=63.028031, expected=144.000000 predicted=92.637445, expected=36.000000 predicted=39.150880, expected=40.000000 predicted=52.790292, expected=24.000000 predicted=66.965974, expected=76.000000 predicted=60.499600, expected=88.000000 predicted=110.346949, expected=84.000000 predicted=59.507913, expected=104.000000 predicted=73.065512, expected=44.000000 predicted=39.602674, expected=20.000000 predicted=50.202903, expected=44.000000 predicted=65.923260, expected=36.000000 predicted=58.229286, expected=68.000000 predicted=80.818387, expected=148.000000 predicted=92.330948, expected=60.000000 predicted=43.819837, expected=20.000000 predicted=36.179450, expected=88.000000 predicted=64.024107, expected=48.000000 predicted=58.254908, expected=96.000000 predicted=115.361984, expected=64.000000 predicted=63.766562, expected=92.000000 predicted=56.636417, expected=168.000000 predicted=123.863474, expected=52.000000 predicted=56.648005, expected=76.000000 predicted=86.577986, expected=24.000000 predicted=50.643499, expected=60.000000 predicted=74.946752, expected=64.000000 predicted=109.470522, expected=112.000000 predicted=78.891076, expected=84.000000 predicted=79.516918, expected=68.000000 predicted=49.692205, expected=56.000000 predicted=60.882042, expected=76.000000 predicted=70.839069, expected=36.000000 predicted=73.841342, expected=68.000000 predicted=73.388730, expected=100.000000 predicted=81.858773, expected=80.000000 predicted=68.567903, expected=108.000000 predicted=89.840148, expected=72.000000 predicted=58.828624, expected=48.000000 predicted=61.106561, expected=68.000000 predicted=82.939495, expected=48.000000 predicted=65.206381, expected=104.000000 predicted=100.213490, expected=72.000000 predicted=72.604092, expected=44.000000 predicted=48.827344, expected=60.000000 predicted=64.011049, expected=48.000000 predicted=50.756325, expected=60.000000 predicted=78.650409, expected=56.000000 predicted=62.893704, expected=68.000000 predicted=56.020772, expected=120.000000 predicted=86.623194, expected=96.000000 predicted=73.721969, expected=40.000000 predicted=54.032504, expected=56.000000 predicted=58.232393, expected=40.000000 predicted=56.913169, expected=40.000000 predicted=76.904280, expected=72.000000 predicted=79.174790, expected=92.000000 predicted=65.024429, expected=68.000000 predicted=62.458900, expected=52.000000 predicted=48.454454, expected=52.000000 predicted=48.736250, expected=52.000000 predicted=62.347720, expected=52.000000 predicted=69.996749, expected=92.000000 predicted=76.823796, expected=64.000000 predicted=59.225936, expected=96.000000 predicted=72.791778, expected=88.000000 predicted=71.460556, expected=84.000000 predicted=70.144681, expected=88.000000 predicted=89.277173, expected=68.000000 predicted=68.927392, expected=124.000000 predicted=106.495649, expected=116.000000 predicted=101.879615, expected=80.000000 predicted=84.343707, expected=36.000000 predicted=65.582057, expected=32.000000 predicted=53.756288, expected=92.000000 predicted=102.890493, expected=100.000000 predicted=103.180057, expected=96.000000 predicted=85.501864, expected=76.000000 predicted=59.060677, expected=60.000000 predicted=51.458305, expected=96.000000 predicted=92.630549, expected=80.000000 predicted=89.580455, expected=80.000000 predicted=86.545256, expected=80.000000 predicted=78.198528, expected=164.000000 predicted=109.389808, expected=156.000000 predicted=124.791621, expected=24.000000 predicted=59.647003, expected=28.000000 predicted=59.291705, expected=48.000000 predicted=68.499388, expected=56.000000 predicted=104.002314, expected=44.000000 predicted=91.034671, expected=128.000000 predicted=73.305769, expected=108.000000 predicted=69.585597, expected=64.000000 predicted=59.020806, expected=56.000000 predicted=59.938292, expected=36.000000 predicted=45.770991, expected=44.000000 predicted=82.564180, expected=80.000000 predicted=88.737373, expected=136.000000 predicted=95.784211, expected=96.000000 predicted=76.380497, expected=96.000000 predicted=69.137564, expected=36.000000 predicted=47.385615, expected=52.000000 predicted=68.160336, expected=24.000000 predicted=78.198721, expected=60.000000 predicted=74.110063, expected=64.000000 predicted=76.041483, expected=156.000000 predicted=91.936025, expected=60.000000 predicted=59.771110, expected=52.000000 predicted=41.998822, expected=40.000000 predicted=54.744127, expected=52.000000 predicted=59.038675, expected=48.000000 predicted=95.902208, expected=156.000000 predicted=101.894449, expected=92.000000 predicted=73.979344, expected=76.000000 predicted=60.086235, expected=52.000000 predicted=57.753084, expected=56.000000 predicted=55.402024, expected=76.000000 predicted=110.909812, expected=92.000000 predicted=89.190120, expected=88.000000 predicted=80.920769, expected=72.000000 predicted=63.979424, expected=68.000000 predicted=64.273350, expected=40.000000 predicted=60.284028, expected=52.000000 predicted=70.883184, expected=72.000000 predicted=77.877699, expected=80.000000 predicted=74.090114, expected=112.000000 predicted=87.333157, expected=76.000000 predicted=61.046219, expected=44.000000 predicted=51.475855, expected=64.000000 predicted=69.162486, expected=52.000000 predicted=66.870953, expected=16.000000 predicted=62.657179, expected=52.000000 predicted=61.609873, expected=132.000000 predicted=84.362282, expected=96.000000 predicted=78.713414, expected=96.000000 predicted=74.147887, expected=68.000000 predicted=48.654988, expected=60.000000 predicted=59.679508, expected=60.000000 predicted=94.178398, expected=124.000000 predicted=105.934407, expected=40.000000 predicted=69.778341, expected=140.000000 predicted=98.923322, expected=64.000000 predicted=68.467788, expected=80.000000 predicted=69.348402, expected=84.000000 predicted=103.596967, expected=24.000000 predicted=38.549822, expected=76.000000 predicted=101.563842, expected=104.000000 predicted=82.888461, expected=140.000000 predicted=106.006473, expected=32.000000 predicted=62.670540, expected=32.000000 predicted=33.159268, expected=48.000000 predicted=64.577870, expected=64.000000 predicted=81.293689, expected=84.000000 predicted=104.041880, expected=140.000000 predicted=82.958698, expected=108.000000 predicted=72.837091, expected=32.000000 predicted=46.245166, expected=36.000000 predicted=54.037340, expected=64.000000 predicted=74.984661, expected=80.000000 predicted=104.402168, expected=64.000000 predicted=82.291341, expected=88.000000 predicted=60.054028, expected=124.000000 predicted=80.156241, expected=88.000000 predicted=77.931690, expected=60.000000 predicted=71.994950, expected=32.000000 predicted=52.947730, expected=52.000000 predicted=70.221447, expected=80.000000 predicted=97.205599, expected=120.000000 predicted=98.764330, expected=104.000000 predicted=81.417089, expected=84.000000 predicted=61.403196, expected=8.000000 predicted=37.570639, expected=68.000000 predicted=73.703007, expected=72.000000 predicted=94.086823, expected=80.000000 predicted=87.180889, expected=120.000000 predicted=97.433040, expected=112.000000 predicted=63.512003, expected=28.000000 predicted=53.102254, expected=48.000000 predicted=62.133460, expected=56.000000 predicted=69.928184, expected=44.000000 predicted=79.199414, expected=48.000000 predicted=76.053770, expected=96.000000 predicted=60.766091, expected=136.000000 predicted=89.407140, expected=92.000000 predicted=75.102712, expected=44.000000 predicted=48.923992, expected=52.000000 predicted=54.845742, expected=76.000000 predicted=85.678407, expected=84.000000 predicted=104.953396, expected=92.000000 predicted=88.979758, expected=144.000000 predicted=92.763233, expected=112.000000 predicted=84.661046, expected=76.000000 predicted=78.872052, expected=124.000000 predicted=105.019847, expected=60.000000 predicted=80.547865, expected=84.000000 predicted=110.503866, expected=144.000000 predicted=124.712444, expected=72.000000 predicted=77.361616, expected=60.000000 predicted=91.369920, expected=128.000000 predicted=94.162932, expected=84.000000 predicted=85.784296, expected=120.000000 predicted=126.670538, expected=76.000000 predicted=77.847755, expected=96.000000 predicted=79.876926, expected=84.000000 predicted=105.468488, expected=88.000000 predicted=86.556594, expected=72.000000 predicted=95.254710, expected=72.000000 predicted=75.092313, expected=72.000000 predicted=83.602869, expected=112.000000 predicted=95.492647, expected=40.000000 predicted=66.719111, expected=24.000000 predicted=50.167060, expected=16.000000 predicted=46.414705, expected=40.000000 predicted=54.507527, expected=36.000000 predicted=69.088404, expected=112.000000 predicted=70.542017, expected=136.000000 predicted=78.218004, expected=52.000000 predicted=39.157112, expected=40.000000 predicted=44.560011, expected=20.000000 predicted=34.438998, expected=80.000000 predicted=91.644321, expected=52.000000 predicted=89.544032, expected=108.000000 predicted=75.684228, expected=180.000000 predicted=106.857064, expected=100.000000 predicted=65.503709, expected=44.000000 predicted=66.780045, expected=24.000000 predicted=45.650744, expected=60.000000 predicted=83.923796, expected=64.000000 predicted=114.929964, expected=136.000000 predicted=110.689922, expected=140.000000 predicted=91.188386, expected=48.000000 predicted=42.279030, expected=40.000000 predicted=54.644509, expected=40.000000 predicted=56.398013, expected=76.000000 predicted=101.604476, expected=80.000000 predicted=104.189902, expected=140.000000 predicted=90.474261, expected=100.000000 predicted=72.320697, expected=48.000000 predicted=48.916007, expected=76.000000 predicted=77.971540, expected=44.000000 predicted=65.172582, expected=52.000000 predicted=92.475913, expected=64.000000 predicted=79.689422, expected=108.000000 predicted=76.023000, expected=96.000000 predicted=84.641929, expected=76.000000 predicted=61.922179, expected=76.000000 predicted=66.535625, expected=56.000000 predicted=62.948870, expected=56.000000 predicted=81.100842, expected=60.000000 predicted=76.884178, expected=96.000000 predicted=83.607301, expected=152.000000 predicted=110.024118, expected=80.000000 predicted=70.756536, expected=48.000000 predicted=55.952950, expected=56.000000 predicted=62.142892, expected=36.000000 predicted=67.495208, expected=52.000000 predicted=96.973436, expected=128.000000 predicted=99.000052, expected=88.000000 predicted=68.439096, expected=104.000000 predicted=79.323035, expected=76.000000 predicted=60.419742, expected=12.000000 predicted=38.000548, expected=76.000000 predicted=98.536809, expected=60.000000 predicted=73.995453, expected=120.000000 predicted=106.005295, expected=100.000000 predicted=86.843195, expected=116.000000 predicted=66.075961, expected=40.000000 predicted=62.836283, expected=60.000000 predicted=62.274322, expected=104.000000 predicted=109.306288, expected=60.000000 predicted=80.539913, expected=148.000000 predicted=124.487877, expected=72.000000 predicted=61.497927, expected=48.000000 predicted=57.601816, expected=56.000000 predicted=79.893446, expected=52.000000 predicted=59.268488, expected=32.000000 predicted=86.899917, expected=64.000000 predicted=65.382110, expected=60.000000 predicted=54.186955, expected=56.000000 predicted=55.611081, expected=56.000000 predicted=53.753542, expected=44.000000 predicted=40.293701, expected=12.000000 predicted=39.674608, expected=24.000000 predicted=41.491883, expected=48.000000 predicted=50.225368, expected=92.000000 predicted=69.900591, expected=44.000000 predicted=44.710544, expected=32.000000 predicted=24.362528, expected=48.000000 predicted=37.600657, expected=20.000000 predicted=36.608434, expected=44.000000 predicted=64.225085, expected=104.000000 predicted=70.003764, expected=76.000000 predicted=54.906957, expected=56.000000 predicted=52.577716, expected=56.000000 predicted=40.860306, expected=40.000000 predicted=45.419696, expected=56.000000 predicted=77.535481, expected=128.000000 predicted=96.754095, expected=132.000000 predicted=92.444347, expected=72.000000 predicted=66.691251, expected=36.000000 predicted=43.196759, expected=40.000000 predicted=52.337924, expected=28.000000 predicted=77.856110, expected=44.000000 predicted=83.647128, expected=128.000000 predicted=93.689708, expected=100.000000 predicted=68.126293, expected=76.000000 predicted=59.321905, expected=64.000000 predicted=49.518834, expected=52.000000 predicted=52.319970, expected=108.000000 predicted=113.502288, expected=40.000000 predicted=71.595694, expected=84.000000 predicted=77.622932, expected=120.000000 predicted=89.966113, expected=52.000000 predicted=56.851317, expected=20.000000 predicted=64.615563, expected=44.000000 predicted=44.254803, expected=52.000000 predicted=67.694117, expected=60.000000 predicted=85.374050, expected=124.000000 predicted=83.277889, expected=116.000000 predicted=68.731620, expected=80.000000 predicted=64.684242, expected=32.000000 predicted=46.842236, expected=60.000000 predicted=62.380460, expected=80.000000 predicted=99.565648, expected=32.000000 predicted=73.393133, expected=112.000000 predicted=90.805340, expected=120.000000 predicted=75.920050, expected=72.000000 predicted=68.525987, expected=60.000000 predicted=71.036199, expected=36.000000 predicted=39.546298, expected=96.000000 predicted=100.785345, expected=52.000000 predicted=84.740668, expected=152.000000 predicted=105.887964, expected=84.000000 predicted=74.636320, expected=32.000000 predicted=40.168279, expected=32.000000 predicted=65.013473, expected=72.000000 predicted=63.476367, expected=56.000000 predicted=100.070282, expected=76.000000 predicted=76.538824, expected=136.000000 predicted=81.094684, expected=96.000000 predicted=66.729855, expected=72.000000 predicted=73.763738, expected=60.000000 predicted=61.460076, expected=84.000000 predicted=81.082741, expected=64.000000 predicted=98.397362, expected=76.000000 predicted=84.322685, expected=96.000000 predicted=82.737037, expected=100.000000 predicted=80.201651, expected=80.000000 predicted=82.417572, expected=24.000000 predicted=48.512660, expected=28.000000 predicted=53.941934, expected=64.000000 predicted=77.919484, expected=56.000000 predicted=75.567886, expected=120.000000 predicted=94.045740, expected=144.000000 predicted=82.688440, expected=72.000000 predicted=54.938153, expected=52.000000 predicted=61.379551, expected=72.000000 predicted=66.920572, expected=56.000000 predicted=88.200604, expected=40.000000 predicted=89.407940, expected=96.000000 predicted=80.960668, expected=128.000000 predicted=87.978719, expected=60.000000 predicted=67.908714, expected=52.000000 predicted=56.440108, expected=16.000000 predicted=33.276924, expected=44.000000 predicted=69.215900, expected=164.000000 predicted=136.268477, expected=52.000000 predicted=58.443712, expected=96.000000 predicted=72.468293, expected=68.000000 predicted=46.390008, expected=72.000000 predicted=62.041120, expected=60.000000 predicted=108.231703, expected=68.000000 predicted=61.569428, expected=80.000000 predicted=85.848706, expected=164.000000 predicted=110.962391, expected=92.000000 predicted=84.142365, expected=112.000000 predicted=86.776501, expected=52.000000 predicted=65.818747, expected=20.000000 predicted=56.053346, expected=92.000000 predicted=121.301151, expected=68.000000 Test MSE: 1060.856
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076])] predicted=88.995250, expected=56.000000 predicted=48.911748, expected=56.000000 predicted=63.150465, expected=32.000000 predicted=50.552784, expected=52.000000 predicted=56.474035, expected=32.000000 predicted=66.326706, expected=28.000000 predicted=41.124351, expected=44.000000 predicted=46.236523, expected=60.000000 predicted=46.262239, expected=28.000000 predicted=37.984018, expected=40.000000 predicted=38.402938, expected=64.000000 predicted=47.239225, expected=28.000000 predicted=36.560268, expected=64.000000 predicted=59.468433, expected=40.000000 predicted=35.953960, expected=80.000000 predicted=62.212136, expected=40.000000 predicted=48.652635, expected=56.000000 predicted=48.516400, expected=32.000000 predicted=45.684757, expected=24.000000 predicted=35.811018, expected=32.000000 predicted=48.998818, expected=148.000000 predicted=90.634305, expected=104.000000 predicted=75.795301, expected=140.000000 predicted=94.530854, expected=28.000000 predicted=39.405530, expected=56.000000 predicted=61.111985, expected=52.000000 predicted=88.238765, expected=4.000000 predicted=50.742285, expected=20.000000 predicted=63.976519, expected=92.000000 predicted=58.555897, expected=160.000000 predicted=101.550304, expected=120.000000 predicted=86.289378, expected=44.000000 predicted=41.994688, expected=116.000000 predicted=83.862978, expected=24.000000 predicted=60.413507, expected=16.000000 predicted=79.171301, expected=28.000000 predicted=61.818680, expected=44.000000 predicted=44.248520, expected=60.000000 predicted=72.188291, expected=32.000000 predicted=29.846983, expected=44.000000 predicted=35.039435, expected=100.000000 predicted=65.174032, expected=48.000000 predicted=47.331718, expected=20.000000 predicted=42.049165, expected=52.000000 predicted=45.711201, expected=56.000000 predicted=50.821629, expected=52.000000 predicted=66.595285, expected=48.000000 predicted=47.428038, expected=84.000000 predicted=56.926500, expected=24.000000 predicted=38.928958, expected=32.000000 predicted=45.889334, expected=60.000000 predicted=53.936808, expected=124.000000 predicted=84.352849, expected=24.000000 predicted=48.955113, expected=52.000000 predicted=47.852056, expected=116.000000 predicted=76.668544, expected=76.000000 predicted=69.644102, expected=152.000000 predicted=128.422310, expected=52.000000 predicted=49.140848, expected=40.000000 predicted=59.481871, expected=40.000000 predicted=71.939097, expected=36.000000 predicted=56.444847, expected=32.000000 predicted=73.403147, expected=40.000000 predicted=43.354517, expected=44.000000 predicted=41.019407, expected=84.000000 predicted=60.625674, expected=12.000000 predicted=26.040391, expected=4.000000 predicted=23.591827, expected=12.000000 predicted=25.124616, expected=36.000000 predicted=37.049144, expected=100.000000 predicted=77.700932, expected=44.000000 predicted=30.519011, expected=112.000000 predicted=66.269600, expected=76.000000 predicted=51.819598, expected=36.000000 predicted=47.397834, expected=44.000000 predicted=67.126774, expected=72.000000 predicted=61.594463, expected=44.000000 predicted=68.236197, expected=44.000000 predicted=56.398159, expected=36.000000 predicted=38.499651, expected=32.000000 predicted=39.631474, expected=48.000000 predicted=54.016674, expected=36.000000 predicted=38.890371, expected=44.000000 predicted=43.285141, expected=28.000000 predicted=32.465418, expected=32.000000 predicted=33.938521, expected=32.000000 predicted=37.403101, expected=48.000000 predicted=41.419281, expected=68.000000 predicted=53.163527, expected=36.000000 predicted=34.716588, expected=28.000000 predicted=33.815450, expected=48.000000 predicted=41.987746, expected=32.000000 predicted=39.285540, expected=24.000000 predicted=41.291951, expected=24.000000 predicted=29.545857, expected=48.000000 predicted=38.311894, expected=28.000000 predicted=34.560046, expected=24.000000 predicted=28.699205, expected=32.000000 predicted=28.905602, expected=60.000000 predicted=42.782832, expected=40.000000 predicted=41.028398, expected=16.000000 predicted=25.161630, expected=64.000000 predicted=45.989858, expected=88.000000 predicted=59.815147, expected=76.000000 predicted=65.932553, expected=88.000000 predicted=67.443110, expected=112.000000 predicted=73.917324, expected=12.000000 predicted=44.006309, expected=20.000000 predicted=55.522363, expected=44.000000 predicted=55.812518, expected=24.000000 predicted=49.182787, expected=68.000000 predicted=74.624264, expected=20.000000 predicted=19.468552, expected=36.000000 predicted=33.332777, expected=20.000000 predicted=29.847853, expected=20.000000 predicted=25.333405, expected=60.000000 predicted=55.071191, expected=64.000000 predicted=42.720842, expected=100.000000 predicted=67.906444, expected=44.000000 predicted=38.361322, expected=56.000000 predicted=48.516194, expected=72.000000 predicted=65.808107, expected=60.000000 predicted=63.011027, expected=36.000000 predicted=61.456518, expected=76.000000 predicted=62.157368, expected=76.000000 predicted=65.276526, expected=40.000000 predicted=55.303861, expected=36.000000 predicted=48.711786, expected=16.000000 predicted=30.351505, expected=28.000000 predicted=47.010411, expected=64.000000 predicted=60.532641, expected=204.000000 predicted=117.139099, expected=64.000000 predicted=53.985873, expected=28.000000 predicted=41.598644, expected=32.000000 predicted=41.173985, expected=36.000000 predicted=54.851221, expected=12.000000 predicted=80.260160, expected=56.000000 predicted=53.561147, expected=36.000000 predicted=31.399279, expected=92.000000 predicted=62.322284, expected=76.000000 predicted=55.676432, expected=44.000000 predicted=38.853414, expected=16.000000 predicted=38.564040, expected=52.000000 predicted=48.381644, expected=32.000000 predicted=53.301787, expected=120.000000 predicted=90.144584, expected=32.000000 predicted=37.766147, expected=4.000000 predicted=22.118642, expected=36.000000 predicted=42.956580, expected=16.000000 predicted=26.864793, expected=52.000000 predicted=69.094935, expected=56.000000 predicted=40.939267, expected=104.000000 predicted=59.061698, expected=32.000000 predicted=36.805299, expected=72.000000 predicted=53.904140, expected=36.000000 predicted=45.316311, expected=104.000000 predicted=81.294391, expected=92.000000 predicted=87.561186, expected=40.000000 predicted=45.758122, expected=36.000000 predicted=55.086791, expected=16.000000 predicted=32.740055, expected=16.000000 predicted=51.369474, expected=24.000000 predicted=46.434489, expected=36.000000 predicted=34.497211, expected=24.000000 predicted=27.348302, expected=60.000000 predicted=38.985664, expected=116.000000 predicted=66.462690, expected=52.000000 predicted=43.253758, expected=8.000000 predicted=30.062403, expected=40.000000 predicted=38.983907, expected=12.000000 predicted=35.058891, expected=24.000000 predicted=55.865815, expected=48.000000 predicted=43.080379, expected=92.000000 predicted=52.109211, expected=28.000000 predicted=34.053102, expected=20.000000 predicted=24.922138, expected=20.000000 predicted=26.103730, expected=44.000000 predicted=44.670798, expected=8.000000 predicted=38.639045, expected=56.000000 predicted=41.386539, expected=32.000000 predicted=26.369238, expected=32.000000 predicted=29.779311, expected=76.000000 predicted=56.369297, expected=32.000000 predicted=26.493648, expected=12.000000 predicted=34.047524, expected=32.000000 predicted=33.091560, expected=36.000000 predicted=34.496404, expected=72.000000 predicted=64.623950, expected=16.000000 predicted=24.548427, expected=40.000000 predicted=32.412426, expected=8.000000 predicted=21.126907, expected=20.000000 predicted=29.215522, expected=16.000000 predicted=34.438054, expected=40.000000 predicted=28.611464, expected=56.000000 predicted=42.985258, expected=8.000000 predicted=12.761143, expected=24.000000 predicted=25.096155, expected=28.000000 predicted=23.936635, expected=4.000000 predicted=20.900509, expected=16.000000 predicted=29.469537, expected=52.000000 predicted=30.209418, expected=56.000000 predicted=38.565739, expected=12.000000 predicted=21.300494, expected=8.000000 predicted=12.884317, expected=60.000000 predicted=39.735400, expected=20.000000 predicted=31.901567, expected=40.000000 predicted=43.637210, expected=36.000000 predicted=26.244564, expected=44.000000 predicted=31.667125, expected=32.000000 predicted=41.330907, expected=40.000000 predicted=33.446716, expected=36.000000 predicted=37.310913, expected=40.000000 predicted=38.467167, expected=32.000000 predicted=36.686514, expected=40.000000 predicted=37.003918, expected=60.000000 predicted=48.528676, expected=24.000000 predicted=31.262136, expected=12.000000 predicted=27.584318, expected=32.000000 predicted=32.280676, expected=40.000000 predicted=37.822361, expected=24.000000 predicted=36.224619, expected=20.000000 predicted=23.050968, expected=44.000000 predicted=30.453358, expected=24.000000 predicted=27.519012, expected=132.000000 predicted=81.780082, expected=204.000000 predicted=112.883828, expected=56.000000 predicted=52.268904, expected=16.000000 predicted=47.191114, expected=32.000000 predicted=43.228240, expected=48.000000 predicted=81.260760, expected=64.000000 predicted=104.259605, expected=184.000000 predicted=113.447974, expected=84.000000 predicted=57.715047, expected=52.000000 predicted=57.684264, expected=24.000000 predicted=45.793102, expected=28.000000 predicted=52.298515, expected=20.000000 predicted=79.384187, expected=28.000000 predicted=47.320741, expected=56.000000 predicted=48.290236, expected=84.000000 predicted=53.588157, expected=48.000000 predicted=40.572927, expected=68.000000 predicted=50.630380, expected=24.000000 predicted=32.132974, expected=16.000000 predicted=38.456276, expected=12.000000 predicted=40.742102, expected=44.000000 predicted=42.730187, expected=88.000000 predicted=68.096824, expected=48.000000 predicted=37.503717, expected=60.000000 predicted=44.505174, expected=20.000000 predicted=24.278827, expected=28.000000 predicted=39.657809, expected=48.000000 predicted=58.846819, expected=32.000000 predicted=38.257318, expected=68.000000 predicted=58.893697, expected=24.000000 predicted=25.333175, expected=36.000000 predicted=36.252109, expected=12.000000 predicted=28.444917, expected=28.000000 predicted=31.557965, expected=16.000000 predicted=34.139085, expected=36.000000 predicted=29.971020, expected=48.000000 predicted=38.396578, expected=52.000000 predicted=34.749537, expected=28.000000 predicted=29.797409, expected=64.000000 predicted=44.291692, expected=36.000000 predicted=37.150588, expected=20.000000 predicted=35.198149, expected=32.000000 predicted=39.584035, expected=44.000000 predicted=37.165455, expected=16.000000 predicted=34.916949, expected=24.000000 predicted=29.467345, expected=44.000000 predicted=32.610293, expected=24.000000 predicted=27.752990, expected=44.000000 predicted=41.297217, expected=56.000000 predicted=37.695151, expected=40.000000 predicted=34.986544, expected=24.000000 predicted=34.325461, expected=40.000000 predicted=35.128385, expected=48.000000 predicted=44.577487, expected=32.000000 predicted=41.012745, expected=20.000000 predicted=30.099666, expected=64.000000 predicted=45.280873, expected=52.000000 predicted=44.619081, expected=44.000000 predicted=45.629693, expected=16.000000 predicted=26.867323, expected=16.000000 predicted=23.459794, expected=36.000000 predicted=44.208233, expected=20.000000 predicted=31.576317, expected=68.000000 predicted=51.649477, expected=40.000000 predicted=29.561121, expected=28.000000 predicted=27.730741, expected=8.000000 predicted=23.162610, expected=32.000000 predicted=29.301460, expected=32.000000 predicted=42.073965, expected=76.000000 predicted=54.374629, expected=44.000000 predicted=36.051652, expected=52.000000 predicted=37.452540, expected=16.000000 predicted=27.493967, expected=40.000000 predicted=39.784731, expected=24.000000 predicted=42.970656, expected=24.000000 predicted=33.003187, expected=44.000000 predicted=42.878657, expected=68.000000 predicted=43.462204, expected=104.000000 predicted=69.943671, expected=48.000000 predicted=41.590628, expected=28.000000 predicted=35.739468, expected=56.000000 predicted=53.232673, expected=24.000000 predicted=44.640496, expected=36.000000 predicted=60.145674, expected=16.000000 predicted=29.748172, expected=8.000000 predicted=20.123070, expected=32.000000 predicted=37.680374, expected=76.000000 predicted=47.834626, expected=104.000000 predicted=66.824026, expected=28.000000 predicted=28.748836, expected=44.000000 predicted=37.330453, expected=28.000000 predicted=35.089589, expected=24.000000 predicted=47.206473, expected=32.000000 predicted=55.409527, expected=20.000000 predicted=24.730674, expected=84.000000 predicted=59.831745, expected=24.000000 predicted=26.644840, expected=40.000000 predicted=36.755728, expected=4.000000 predicted=19.570860, expected=32.000000 predicted=30.411512, expected=4.000000 predicted=33.387841, expected=88.000000 predicted=54.378198, expected=88.000000 predicted=58.854240, expected=8.000000 predicted=16.161321, expected=32.000000 predicted=36.658169, expected=28.000000 predicted=24.007568, expected=40.000000 predicted=56.152374, expected=28.000000 predicted=47.071582, expected=40.000000 predicted=28.231487, expected=76.000000 predicted=52.776504, expected=24.000000 predicted=28.855537, expected=16.000000 predicted=30.513881, expected=24.000000 predicted=27.956744, expected=44.000000 predicted=40.792816, expected=24.000000 predicted=41.180203, expected=56.000000 predicted=40.292951, expected=80.000000 predicted=49.418257, expected=52.000000 predicted=42.254891, expected=16.000000 predicted=33.272063, expected=36.000000 predicted=35.667870, expected=20.000000 predicted=36.267533, expected=20.000000 predicted=42.505990, expected=68.000000 predicted=53.642861, expected=68.000000 predicted=43.342074, expected=16.000000 predicted=28.393039, expected=4.000000 predicted=18.110448, expected=40.000000 predicted=33.144721, expected=24.000000 predicted=39.123155, expected=24.000000 predicted=38.540980, expected=48.000000 predicted=32.270908, expected=80.000000 predicted=45.273633, expected=28.000000 predicted=34.368548, expected=32.000000 predicted=33.443950, expected=32.000000 predicted=31.750136, expected=24.000000 predicted=35.724278, expected=32.000000 predicted=47.413635, expected=56.000000 predicted=41.342728, expected=32.000000 predicted=32.158478, expected=20.000000 predicted=27.837363, expected=16.000000 predicted=22.414821, expected=40.000000 predicted=35.604134, expected=12.000000 predicted=28.746887, expected=56.000000 predicted=42.257425, expected=52.000000 predicted=35.859046, expected=100.000000 predicted=60.919636, expected=32.000000 predicted=37.864739, expected=40.000000 predicted=36.705547, expected=12.000000 predicted=34.502018, expected=96.000000 predicted=72.318475, expected=152.000000 predicted=111.596611, expected=164.000000 predicted=102.141797, expected=104.000000 predicted=83.130155, expected=84.000000 predicted=70.489657, expected=88.000000 predicted=98.398968, expected=104.000000 predicted=121.086314, expected=44.000000 predicted=93.240541, expected=20.000000 predicted=60.942473, expected=48.000000 predicted=63.296440, expected=28.000000 predicted=51.875861, expected=52.000000 predicted=66.400658, expected=68.000000 predicted=53.341980, expected=24.000000 predicted=27.241277, expected=20.000000 predicted=34.845967, expected=108.000000 predicted=68.564843, expected=116.000000 predicted=80.799551, expected=68.000000 predicted=68.036528, expected=36.000000 predicted=41.590278, expected=4.000000 predicted=25.058129, expected=88.000000 predicted=89.278327, expected=80.000000 predicted=83.285623, expected=40.000000 predicted=51.964470, expected=88.000000 predicted=65.187280, expected=116.000000 predicted=69.761588, expected=60.000000 predicted=72.649045, expected=24.000000 predicted=54.220641, expected=184.000000 predicted=115.968913, expected=92.000000 predicted=86.348142, expected=20.000000 predicted=69.064654, expected=84.000000 predicted=77.816494, expected=80.000000 predicted=61.714269, expected=32.000000 predicted=89.602928, expected=20.000000 predicted=52.127355, expected=40.000000 predicted=36.339490, expected=80.000000 predicted=73.127947, expected=36.000000 predicted=50.321926, expected=64.000000 predicted=51.430567, expected=40.000000 predicted=35.410797, expected=20.000000 predicted=34.155791, expected=16.000000 predicted=42.268792, expected=56.000000 predicted=45.255462, expected=48.000000 Test MSE: 1070.381
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153])] predicted=18.317791, expected=28.000000 predicted=27.447241, expected=16.000000 predicted=19.264583, expected=56.000000 predicted=40.067671, expected=72.000000 predicted=38.074465, expected=32.000000 predicted=31.634695, expected=28.000000 predicted=36.236539, expected=44.000000 predicted=37.913618, expected=4.000000 predicted=34.147671, expected=4.000000 predicted=31.965728, expected=32.000000 predicted=26.522120, expected=12.000000 predicted=18.885480, expected=32.000000 predicted=26.949323, expected=32.000000 predicted=19.737756, expected=32.000000 predicted=21.958541, expected=208.000000 predicted=82.654771, expected=12.000000 predicted=41.779306, expected=32.000000 predicted=51.909593, expected=16.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=47.300896, expected=8.000000 predicted=36.784132, expected=4.000000 predicted=63.784103, expected=52.000000 predicted=24.152333, expected=76.000000 predicted=39.408855, expected=12.000000 predicted=24.091120, expected=36.000000 predicted=29.842060, expected=40.000000 predicted=31.980025, expected=28.000000 predicted=38.769725, expected=20.000000 predicted=39.190082, expected=20.000000 predicted=22.577998, expected=84.000000 predicted=45.333540, expected=68.000000 predicted=47.330205, expected=24.000000 predicted=36.712929, expected=28.000000 predicted=36.548414, expected=20.000000 predicted=32.808574, expected=12.000000 predicted=39.804398, expected=52.000000 predicted=42.093258, expected=80.000000 predicted=41.903138, expected=28.000000 predicted=34.247201, expected=4.000000 predicted=26.737762, expected=36.000000 predicted=31.755865, expected=4.000000 predicted=29.595835, expected=16.000000 predicted=33.352649, expected=8.000000 predicted=16.545095, expected=80.000000 predicted=30.667167, expected=28.000000 predicted=30.035881, expected=44.000000 predicted=29.142855, expected=16.000000 predicted=27.898422, expected=12.000000 predicted=22.877374, expected=12.000000 predicted=35.558510, expected=12.000000 predicted=19.202566, expected=68.000000 predicted=36.955012, expected=228.000000 predicted=84.448855, expected=40.000000 predicted=51.334144, expected=20.000000 predicted=50.467207, expected=40.000000 predicted=55.884999, expected=52.000000 predicted=64.887789, expected=24.000000 predicted=85.137789, expected=36.000000 predicted=36.830367, expected=16.000000 predicted=26.610585, expected=20.000000 predicted=29.765624, expected=24.000000 predicted=31.334167, expected=48.000000 predicted=30.503887, expected=68.000000 predicted=41.677250, expected=16.000000 predicted=26.779580, expected=240.000000 predicted=93.968524, expected=20.000000 predicted=56.250655, expected=24.000000 predicted=60.053713, expected=20.000000 predicted=61.330370, expected=20.000000 predicted=38.419390, expected=20.000000 predicted=78.953834, expected=16.000000 predicted=19.039721, expected=32.000000 predicted=23.827168, expected=4.000000 predicted=16.228322, expected=4.000000 predicted=14.240264, expected=16.000000 predicted=15.838395, expected=32.000000 predicted=18.850242, expected=12.000000 predicted=18.191457, expected=4.000000 predicted=9.775345, expected=8.000000 predicted=10.481854, expected=8.000000 predicted=11.927794, expected=20.000000 predicted=17.209899, expected=16.000000 predicted=12.262934, expected=20.000000 predicted=12.739111, expected=32.000000 predicted=18.716441, expected=52.000000 predicted=27.051806, expected=4.000000 predicted=20.355635, expected=12.000000 predicted=20.042656, expected=20.000000 predicted=21.904018, expected=28.000000 predicted=24.995984, expected=56.000000 predicted=36.961935, expected=60.000000 predicted=32.099523, expected=4.000000 predicted=23.580230, expected=24.000000 predicted=29.200314, expected=44.000000 predicted=35.460616, expected=16.000000 predicted=32.850538, expected=8.000000 predicted=28.224653, expected=8.000000 predicted=13.689532, expected=28.000000 predicted=21.803205, expected=40.000000 predicted=29.352214, expected=32.000000 predicted=23.193670, expected=8.000000 predicted=17.241305, expected=4.000000 predicted=15.419093, expected=4.000000 predicted=17.070067, expected=16.000000 predicted=19.390527, expected=28.000000 predicted=19.683060, expected=4.000000 predicted=9.225569, expected=12.000000 predicted=10.602926, expected=40.000000 predicted=19.248541, expected=4.000000 predicted=14.339183, expected=28.000000 predicted=22.343159, expected=20.000000 predicted=16.544923, expected=40.000000 predicted=24.353658, expected=20.000000 predicted=26.975084, expected=84.000000 predicted=37.410308, expected=20.000000 predicted=32.340638, expected=32.000000 predicted=32.987479, expected=8.000000 predicted=31.135935, expected=76.000000 predicted=41.318758, expected=40.000000 predicted=49.050764, expected=60.000000 predicted=40.063932, expected=24.000000 predicted=37.764565, expected=16.000000 predicted=28.343402, expected=20.000000 predicted=41.137382, expected=20.000000 predicted=28.443609, expected=32.000000 predicted=33.394651, expected=96.000000 predicted=43.852495, expected=12.000000 predicted=27.473363, expected=24.000000 predicted=30.735710, expected=16.000000 predicted=29.045047, expected=16.000000 predicted=27.326564, expected=28.000000 predicted=40.699244, expected=44.000000 predicted=24.978573, expected=112.000000 predicted=50.416890, expected=16.000000 predicted=32.771163, expected=92.000000 predicted=53.430199, expected=8.000000 predicted=41.463298, expected=40.000000 predicted=45.995955, expected=44.000000 predicted=60.562585, expected=20.000000 predicted=29.275251, expected=68.000000 predicted=55.970644, expected=16.000000 predicted=26.992608, expected=28.000000 predicted=34.571839, expected=28.000000 predicted=34.752619, expected=20.000000 predicted=25.874210, expected=32.000000 predicted=36.939230, expected=24.000000 predicted=23.322347, expected=36.000000 predicted=29.067422, expected=12.000000 predicted=23.770897, expected=16.000000 predicted=21.188087, expected=84.000000 predicted=41.597093, expected=20.000000 predicted=29.535365, expected=132.000000 predicted=61.090454, expected=16.000000 predicted=40.237401, expected=4.000000 predicted=33.409881, expected=24.000000 predicted=48.130955, expected=8.000000 predicted=25.926509, expected=16.000000 predicted=43.490286, expected=52.000000 predicted=24.544390, expected=16.000000 predicted=17.728620, expected=28.000000 predicted=24.641076, expected=48.000000 predicted=28.532332, expected=52.000000 predicted=35.205590, expected=60.000000 predicted=47.327670, expected=12.000000 predicted=30.208479, expected=24.000000 predicted=33.157715, expected=4.000000 predicted=30.029039, expected=16.000000 predicted=28.038360, expected=12.000000 predicted=24.938045, expected=24.000000 predicted=15.850727, expected=12.000000 predicted=16.238632, expected=24.000000 predicted=14.937414, expected=40.000000 predicted=23.676413, expected=4.000000 predicted=16.213437, expected=20.000000 predicted=20.645963, expected=48.000000 predicted=26.402064, expected=20.000000 predicted=24.919234, expected=28.000000 predicted=28.857879, expected=16.000000 predicted=19.170863, expected=4.000000 predicted=18.610595, expected=40.000000 predicted=30.592782, expected=52.000000 predicted=29.911631, expected=12.000000 predicted=24.305454, expected=28.000000 predicted=24.509784, expected=48.000000 predicted=29.425478, expected=28.000000 predicted=34.210122, expected=36.000000 predicted=36.963052, expected=36.000000 predicted=29.535714, expected=60.000000 predicted=40.745013, expected=4.000000 predicted=32.768909, expected=4.000000 predicted=23.504658, expected=4.000000 predicted=21.625116, expected=8.000000 predicted=18.444535, expected=32.000000 predicted=26.166867, expected=4.000000 predicted=8.233091, expected=64.000000 predicted=24.120487, expected=8.000000 predicted=17.158000, expected=28.000000 predicted=21.878366, expected=16.000000 predicted=25.110513, expected=24.000000 predicted=20.267467, expected=8.000000 predicted=27.474458, expected=8.000000 predicted=12.649817, expected=60.000000 predicted=29.744339, expected=12.000000 predicted=19.958094, expected=44.000000 predicted=28.423503, expected=32.000000 predicted=26.170917, expected=24.000000 predicted=25.612714, expected=48.000000 predicted=41.482859, expected=68.000000 predicted=39.294164, expected=40.000000 predicted=43.244071, expected=24.000000 predicted=36.263551, expected=36.000000 predicted=36.656330, expected=8.000000 predicted=33.489343, expected=20.000000 predicted=34.504426, expected=60.000000 predicted=36.643979, expected=12.000000 predicted=24.622008, expected=32.000000 predicted=29.622421, expected=28.000000 predicted=24.461264, expected=28.000000 predicted=27.701422, expected=32.000000 predicted=35.862623, expected=20.000000 predicted=22.694404, expected=32.000000 predicted=29.315647, expected=308.000000 predicted=104.612306, expected=12.000000 predicted=65.021226, expected=4.000000 predicted=56.525655, expected=8.000000 predicted=50.614412, expected=28.000000 predicted=51.589737, expected=32.000000 predicted=94.642803, expected=16.000000 predicted=16.321419, expected=16.000000 predicted=15.550897, expected=8.000000 predicted=15.088577, expected=72.000000 predicted=34.169952, expected=8.000000 predicted=24.507517, expected=16.000000 predicted=20.686800, expected=32.000000 predicted=25.172908, expected=60.000000 predicted=32.826096, expected=24.000000 predicted=38.757842, expected=24.000000 predicted=24.644491, expected=40.000000 predicted=31.601958, expected=36.000000 predicted=35.105860, expected=20.000000 predicted=35.163405, expected=4.000000 predicted=21.583451, expected=16.000000 predicted=21.751577, expected=16.000000 predicted=22.797865, expected=40.000000 predicted=25.899775, expected=52.000000 predicted=28.367871, expected=32.000000 predicted=25.190544, expected=24.000000 predicted=27.708577, expected=56.000000 predicted=36.698512, expected=24.000000 predicted=36.232872, expected=84.000000 predicted=51.251772, expected=28.000000 predicted=39.372820, expected=8.000000 predicted=31.206939, expected=16.000000 predicted=35.345428, expected=4.000000 predicted=22.591190, expected=36.000000 predicted=36.087852, expected=8.000000 predicted=17.062672, expected=80.000000 predicted=30.567859, expected=32.000000 predicted=29.372548, expected=4.000000 predicted=21.219797, expected=12.000000 predicted=27.050486, expected=4.000000 predicted=17.841427, expected=12.000000 predicted=28.229982, expected=28.000000 predicted=18.978472, expected=16.000000 predicted=12.249032, expected=24.000000 predicted=16.661327, expected=4.000000 predicted=12.011261, expected=64.000000 predicted=28.122489, expected=88.000000 predicted=44.068315, expected=24.000000 predicted=33.425419, expected=32.000000 predicted=36.703338, expected=32.000000 predicted=34.805996, expected=8.000000 predicted=38.465280, expected=12.000000 predicted=35.748804, expected=12.000000 predicted=18.895876, expected=36.000000 predicted=24.685084, expected=20.000000 predicted=21.672060, expected=12.000000 predicted=15.007505, expected=20.000000 predicted=17.952868, expected=64.000000 predicted=30.414547, expected=64.000000 predicted=40.562320, expected=128.000000 predicted=59.631534, expected=124.000000 predicted=72.496049, expected=112.000000 predicted=83.413369, expected=88.000000 predicted=92.710327, expected=112.000000 predicted=100.661211, expected=40.000000 predicted=94.542799, expected=88.000000 predicted=95.033585, expected=128.000000 predicted=101.667263, expected=128.000000 predicted=101.495972, expected=52.000000 predicted=89.607078, expected=40.000000 predicted=68.313429, expected=128.000000 predicted=97.177478, expected=104.000000 predicted=101.130275, expected=68.000000 predicted=89.229570, expected=124.000000 predicted=88.812745, expected=160.000000 predicted=105.259864, expected=48.000000 predicted=100.078915, expected=48.000000 predicted=87.496458, expected=76.000000 predicted=82.622421, expected=40.000000 predicted=78.475350, expected=16.000000 predicted=67.839766, expected=28.000000 predicted=40.645519, expected=40.000000 predicted=40.453185, expected=16.000000 predicted=36.803023, expected=4.000000 predicted=22.739813, expected=16.000000 predicted=18.530342, expected=24.000000 predicted=21.560944, expected=8.000000 predicted=18.630707, expected=36.000000 predicted=20.311504, expected=84.000000 predicted=34.953537, expected=40.000000 predicted=34.148554, expected=20.000000 predicted=32.910810, expected=8.000000 predicted=26.288288, expected=12.000000 predicted=28.342013, expected=4.000000 predicted=29.304323, expected=80.000000 predicted=36.681474, expected=80.000000 predicted=40.679755, expected=40.000000 predicted=35.725723, expected=12.000000 predicted=32.475700, expected=52.000000 predicted=40.208973, expected=20.000000 predicted=45.293672, expected=4.000000 predicted=34.278236, expected=24.000000 predicted=27.019972, expected=40.000000 predicted=25.060488, expected=16.000000 predicted=27.266183, expected=24.000000 predicted=22.181118, expected=20.000000 predicted=19.162501, expected=16.000000 predicted=21.489107, expected=28.000000 predicted=26.448230, expected=64.000000 predicted=32.364876, expected=28.000000 predicted=29.430540, expected=12.000000 predicted=25.108939, expected=20.000000 predicted=25.468994, expected=32.000000 predicted=29.167399, expected=16.000000 predicted=30.268783, expected=36.000000 predicted=26.623791, expected=104.000000 predicted=45.124450, expected=4.000000 predicted=29.053816, expected=28.000000 predicted=35.714078, expected=12.000000 predicted=28.177932, expected=20.000000 predicted=29.123489, expected=32.000000 predicted=41.576043, expected=64.000000 predicted=29.811979, expected=36.000000 predicted=32.953749, expected=24.000000 predicted=28.551336, expected=32.000000 predicted=32.759572, expected=12.000000 predicted=28.612345, expected=20.000000 predicted=32.765048, expected=28.000000 predicted=26.819263, expected=24.000000 predicted=23.049812, expected=20.000000 predicted=23.575823, expected=4.000000 predicted=15.028142, expected=8.000000 predicted=15.616792, expected=72.000000 predicted=33.204092, expected=52.000000 predicted=33.059630, expected=40.000000 predicted=33.520968, expected=12.000000 predicted=26.333227, expected=12.000000 predicted=25.235810, expected=36.000000 predicted=40.194384, expected=20.000000 predicted=29.269034, expected=76.000000 predicted=40.802771, expected=40.000000 predicted=32.370316, expected=4.000000 predicted=24.789714, expected=68.000000 predicted=45.028276, expected=20.000000 predicted=31.873468, expected=28.000000 predicted=41.500641, expected=28.000000 predicted=32.631565, expected=12.000000 predicted=20.443247, expected=16.000000 predicted=31.114758, expected=4.000000 predicted=15.565280, expected=28.000000 predicted=21.113804, expected=44.000000 predicted=26.239351, expected=36.000000 predicted=24.305734, expected=12.000000 predicted=21.458771, expected=32.000000 predicted=24.393897, expected=4.000000 predicted=22.088220, expected=8.000000 predicted=22.092457, expected=56.000000 predicted=30.937663, expected=4.000000 predicted=15.732944, expected=20.000000 predicted=22.328169, expected=12.000000 predicted=15.218154, expected=8.000000 predicted=13.982374, expected=12.000000 predicted=21.986979, expected=4.000000 predicted=7.957816, expected=36.000000 predicted=18.936667, expected=28.000000 predicted=18.104703, expected=56.000000 predicted=27.583674, expected=12.000000 predicted=22.101537, expected=12.000000 predicted=20.068248, expected=24.000000 predicted=28.019914, expected=40.000000 predicted=29.278081, expected=40.000000 predicted=35.383186, expected=8.000000 predicted=19.639066, expected=64.000000 predicted=34.356965, expected=4.000000 predicted=25.099494, expected=8.000000 Test MSE: 1257.815
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942])] predicted=95.608433, expected=92.000000 predicted=73.067533, expected=36.000000 predicted=62.817103, expected=76.000000 predicted=81.280922, expected=36.000000 predicted=67.371764, expected=64.000000 predicted=98.748714, expected=148.000000 predicted=87.341514, expected=124.000000 predicted=75.027802, expected=48.000000 predicted=74.531758, expected=16.000000 predicted=63.401522, expected=72.000000 predicted=80.950640, expected=16.000000 predicted=73.059337, expected=60.000000 predicted=67.783986, expected=72.000000 predicted=49.879479, expected=64.000000 predicted=45.117664, expected=84.000000 predicted=65.580932, expected=72.000000 predicted=55.223246, expected=20.000000 predicted=55.545138, expected=96.000000 predicted=75.673106, expected=120.000000 predicted=78.312132, expected=100.000000 predicted=81.214658, expected=96.000000 predicted=83.350794, expected=48.000000 predicted=67.213440, expected=32.000000 predicted=79.899668, expected=72.000000 predicted=86.145235, expected=32.000000 predicted=62.989770, expected=28.000000 predicted=55.268178, expected=120.000000 predicted=64.799979, expected=132.000000 predicted=68.419510, expected=52.000000 predicted=65.399904, expected=8.000000 predicted=52.485733, expected=72.000000 predicted=68.722145, expected=40.000000 predicted=72.177922, expected=72.000000 predicted=74.273863, expected=92.000000 predicted=59.328688, expected=136.000000 predicted=68.509912, expected=56.000000 predicted=70.169367, expected=40.000000 predicted=65.509421, expected=40.000000 predicted=71.141198, expected=48.000000 predicted=70.346125, expected=20.000000 predicted=62.662445, expected=140.000000 predicted=70.933742, expected=136.000000 predicted=70.057222, expected=44.000000 predicted=58.069738, expected=48.000000 predicted=69.536610, expected=96.000000 predicted=76.692646, expected=64.000000 predicted=90.089946, expected=44.000000 predicted=77.788500, expected=88.000000 predicted=66.659193, expected=160.000000 predicted=88.085489, expected=52.000000 predicted=74.891247, expected=48.000000 predicted=73.571167, expected=52.000000 predicted=69.879495, expected=8.000000 predicted=61.948750, expected=56.000000 predicted=79.577540, expected=40.000000 predicted=42.172118, expected=172.000000 predicted=76.910188, expected=40.000000 predicted=49.193195, expected=52.000000 predicted=54.277199, expected=52.000000 predicted=67.773512, expected=48.000000 predicted=60.076802, expected=76.000000 predicted=89.316698, expected=88.000000 predicted=59.164027, expected=80.000000 predicted=64.209146, expected=140.000000 predicted=85.338290, expected=88.000000 predicted=77.671295, expected=48.000000 predicted=79.882820, expected=92.000000 predicted=93.446670, expected=32.000000 predicted=71.675877, expected=84.000000 predicted=92.529690, expected=112.000000 predicted=82.267537, expected=56.000000 predicted=61.802531, expected=64.000000 predicted=76.691573, expected=32.000000 predicted=54.824623, expected=96.000000 predicted=80.842037, expected=48.000000 predicted=69.128010, expected=68.000000 predicted=61.645448, expected=24.000000 predicted=51.966777, expected=68.000000 predicted=56.037625, expected=40.000000 predicted=59.589431, expected=72.000000 predicted=55.437534, expected=16.000000 predicted=45.158322, expected=44.000000 predicted=42.800026, expected=52.000000 predicted=52.331574, expected=92.000000 predicted=55.333538, expected=96.000000 predicted=66.004629, expected=28.000000 predicted=42.767963, expected=48.000000 predicted=58.997234, expected=52.000000 predicted=59.769894, expected=56.000000 predicted=65.121613, expected=36.000000 predicted=56.217960, expected=64.000000 predicted=47.664150, expected=36.000000 predicted=45.674928, expected=72.000000 predicted=55.980248, expected=40.000000 predicted=48.658668, expected=64.000000 predicted=51.777997, expected=24.000000 predicted=47.828236, expected=20.000000 predicted=39.525846, expected=68.000000 predicted=56.130610, expected=52.000000 predicted=42.638229, expected=64.000000 predicted=52.323971, expected=48.000000 predicted=42.405869, expected=52.000000 predicted=46.542247, expected=32.000000 predicted=52.109484, expected=44.000000 predicted=49.378158, expected=72.000000 predicted=56.793529, expected=20.000000 predicted=39.482743, expected=32.000000 predicted=43.624131, expected=32.000000 predicted=37.561477, expected=20.000000 predicted=34.991998, expected=20.000000 predicted=37.202903, expected=36.000000 predicted=27.261046, expected=52.000000 predicted=34.003914, expected=32.000000 predicted=30.339574, expected=72.000000 predicted=41.047090, expected=32.000000 predicted=34.491348, expected=64.000000 predicted=49.227237, expected=20.000000 predicted=41.964467, expected=36.000000 predicted=41.276298, expected=56.000000 predicted=52.363903, expected=16.000000 predicted=31.780099, expected=28.000000 predicted=40.697934, expected=48.000000 predicted=34.433280, expected=20.000000 predicted=30.763546, expected=32.000000 predicted=37.126028, expected=48.000000 predicted=31.974473, expected=60.000000 predicted=39.386207, expected=40.000000 predicted=40.705560, expected=24.000000 predicted=33.072693, expected=44.000000 predicted=41.660675, expected=36.000000 predicted=41.476876, expected=56.000000 predicted=47.415998, expected=44.000000 predicted=39.991584, expected=72.000000 predicted=46.343692, expected=68.000000 predicted=52.803367, expected=68.000000 predicted=54.859901, expected=52.000000 predicted=58.094289, expected=60.000000 predicted=58.818955, expected=36.000000 predicted=57.830326, expected=80.000000 predicted=65.660926, expected=92.000000 predicted=67.654395, expected=56.000000 predicted=57.872713, expected=16.000000 predicted=52.247739, expected=44.000000 predicted=53.057130, expected=20.000000 predicted=51.057231, expected=20.000000 predicted=46.216766, expected=88.000000 predicted=50.699925, expected=140.000000 predicted=58.067692, expected=92.000000 predicted=62.277080, expected=204.000000 predicted=100.649043, expected=8.000000 predicted=64.063699, expected=56.000000 predicted=96.184083, expected=140.000000 predicted=120.092392, expected=48.000000 predicted=80.870928, expected=24.000000 predicted=93.195565, expected=44.000000 predicted=48.400647, expected=52.000000 predicted=58.673495, expected=60.000000 predicted=72.069312, expected=52.000000 predicted=46.802151, expected=44.000000 predicted=42.398828, expected=60.000000 predicted=52.492396, expected=48.000000 predicted=51.205222, expected=36.000000 predicted=49.450971, expected=40.000000 predicted=47.205405, expected=48.000000 predicted=46.064177, expected=116.000000 predicted=66.497552, expected=108.000000 predicted=65.915328, expected=68.000000 predicted=62.450587, expected=16.000000 predicted=56.258392, expected=48.000000 predicted=65.367826, expected=12.000000 predicted=62.087811, expected=44.000000 predicted=58.404467, expected=48.000000 predicted=44.137096, expected=56.000000 predicted=35.864761, expected=52.000000 predicted=44.578629, expected=56.000000 predicted=41.292806, expected=56.000000 predicted=51.178284, expected=16.000000 predicted=42.355893, expected=44.000000 predicted=49.497583, expected=124.000000 predicted=66.961648, expected=104.000000 predicted=66.130331, expected=52.000000 predicted=60.728265, expected=52.000000 predicted=58.559327, expected=60.000000 predicted=67.967398, expected=28.000000 predicted=71.421662, expected=72.000000 predicted=70.851714, expected=72.000000 predicted=56.450882, expected=40.000000 predicted=50.255539, expected=28.000000 predicted=49.415379, expected=20.000000 predicted=38.725841, expected=28.000000 predicted=46.061698, expected=44.000000 predicted=44.326152, expected=52.000000 predicted=37.492379, expected=48.000000 predicted=36.052615, expected=84.000000 predicted=47.806720, expected=64.000000 predicted=49.305035, expected=48.000000 predicted=53.265389, expected=32.000000 predicted=51.796788, expected=8.000000 predicted=42.390473, expected=40.000000 predicted=52.469311, expected=76.000000 predicted=51.645022, expected=40.000000 predicted=38.897447, expected=60.000000 predicted=44.290458, expected=40.000000 predicted=37.539017, expected=32.000000 predicted=44.706253, expected=16.000000 predicted=45.211384, expected=52.000000 predicted=42.874779, expected=108.000000 predicted=60.298638, expected=44.000000 predicted=42.632242, expected=28.000000 predicted=42.758624, expected=48.000000 predicted=46.288938, expected=52.000000 predicted=53.951996, expected=40.000000 predicted=58.808324, expected=52.000000 predicted=45.548646, expected=120.000000 predicted=62.002175, expected=48.000000 predicted=52.327937, expected=52.000000 predicted=59.577388, expected=28.000000 predicted=51.061212, expected=44.000000 predicted=55.724189, expected=28.000000 predicted=59.366757, expected=128.000000 predicted=65.611635, expected=88.000000 predicted=59.390365, expected=60.000000 predicted=55.833508, expected=36.000000 predicted=58.538021, expected=28.000000 predicted=52.827431, expected=40.000000 predicted=71.024150, expected=88.000000 predicted=66.379940, expected=68.000000 predicted=53.905153, expected=8.000000 predicted=36.742988, expected=16.000000 predicted=38.457157, expected=24.000000 predicted=39.265574, expected=152.000000 predicted=78.450922, expected=52.000000 predicted=48.278423, expected=116.000000 predicted=62.115335, expected=56.000000 predicted=58.111640, expected=20.000000 predicted=56.210381, expected=84.000000 predicted=95.328610, expected=40.000000 predicted=54.962409, expected=40.000000 predicted=65.584665, expected=56.000000 predicted=52.132840, expected=60.000000 predicted=46.338953, expected=44.000000 predicted=56.330943, expected=16.000000 predicted=38.447650, expected=40.000000 predicted=43.540358, expected=24.000000 predicted=39.653739, expected=36.000000 predicted=40.305072, expected=4.000000 predicted=25.783277, expected=4.000000 predicted=18.431084, expected=40.000000 predicted=30.151406, expected=32.000000 predicted=23.093384, expected=64.000000 predicted=35.367088, expected=72.000000 predicted=34.958836, expected=72.000000 predicted=43.146562, expected=36.000000 predicted=47.458219, expected=100.000000 predicted=65.436753, expected=56.000000 predicted=62.530308, expected=32.000000 predicted=58.746380, expected=44.000000 predicted=58.957089, expected=48.000000 predicted=49.699612, expected=16.000000 predicted=51.386478, expected=52.000000 predicted=46.498559, expected=36.000000 predicted=35.786153, expected=28.000000 predicted=36.657271, expected=20.000000 predicted=33.942044, expected=68.000000 predicted=38.981676, expected=92.000000 predicted=54.414811, expected=32.000000 predicted=39.560829, expected=56.000000 predicted=48.878642, expected=60.000000 predicted=50.515334, expected=20.000000 predicted=50.608647, expected=40.000000 predicted=56.484724, expected=32.000000 predicted=37.505989, expected=44.000000 predicted=44.394558, expected=76.000000 predicted=51.873883, expected=12.000000 predicted=28.665405, expected=100.000000 predicted=58.707361, expected=40.000000 predicted=43.506051, expected=36.000000 predicted=48.507197, expected=96.000000 predicted=69.119621, expected=144.000000 predicted=71.210547, expected=48.000000 predicted=72.235587, expected=56.000000 predicted=66.108277, expected=56.000000 predicted=66.437108, expected=24.000000 predicted=67.517307, expected=16.000000 predicted=65.627915, expected=20.000000 predicted=36.799426, expected=32.000000 predicted=37.029536, expected=36.000000 predicted=34.582112, expected=96.000000 predicted=44.037535, expected=44.000000 predicted=34.290671, expected=44.000000 predicted=41.966219, expected=20.000000 predicted=40.217813, expected=64.000000 predicted=51.742334, expected=80.000000 predicted=65.856741, expected=36.000000 predicted=43.513592, expected=36.000000 predicted=45.901186, expected=84.000000 predicted=54.161448, expected=56.000000 predicted=57.300893, expected=52.000000 predicted=59.914778, expected=56.000000 predicted=51.779360, expected=72.000000 predicted=57.735869, expected=56.000000 predicted=63.925297, expected=56.000000 predicted=57.616255, expected=48.000000 predicted=54.859818, expected=36.000000 predicted=51.773975, expected=36.000000 predicted=52.259797, expected=40.000000 predicted=46.333539, expected=64.000000 predicted=50.600640, expected=36.000000 predicted=41.483384, expected=32.000000 predicted=39.115934, expected=80.000000 predicted=52.036148, expected=28.000000 predicted=40.452578, expected=56.000000 predicted=53.750233, expected=72.000000 predicted=51.573967, expected=84.000000 predicted=57.225816, expected=56.000000 predicted=63.085001, expected=24.000000 predicted=45.675650, expected=44.000000 predicted=56.263749, expected=24.000000 predicted=49.536687, expected=12.000000 predicted=43.030727, expected=32.000000 predicted=36.501981, expected=76.000000 predicted=39.416758, expected=36.000000 predicted=35.379210, expected=28.000000 predicted=32.527291, expected=44.000000 predicted=36.189945, expected=28.000000 predicted=36.731086, expected=32.000000 predicted=44.885614, expected=36.000000 predicted=34.652839, expected=64.000000 predicted=40.726756, expected=68.000000 predicted=47.200892, expected=16.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=33.693144, expected=40.000000 predicted=42.828573, expected=36.000000 predicted=41.119782, expected=28.000000 predicted=42.673276, expected=40.000000 predicted=43.154904, expected=88.000000 predicted=44.490073, expected=40.000000 predicted=40.922144, expected=40.000000 predicted=43.974825, expected=24.000000 predicted=38.896055, expected=100.000000 predicted=60.939768, expected=52.000000 predicted=57.828633, expected=132.000000 predicted=71.794006, expected=76.000000 predicted=64.234279, expected=68.000000 predicted=66.783008, expected=52.000000 predicted=80.376543, expected=52.000000 predicted=66.703414, expected=88.000000 predicted=88.307750, expected=32.000000 predicted=57.193906, expected=32.000000 predicted=54.161296, expected=92.000000 predicted=63.817346, expected=64.000000 predicted=56.647173, expected=60.000000 predicted=64.841259, expected=28.000000 predicted=45.408031, expected=36.000000 predicted=48.011454, expected=36.000000 predicted=56.345245, expected=64.000000 predicted=52.720938, expected=100.000000 predicted=60.848673, expected=72.000000 predicted=51.796322, expected=60.000000 predicted=57.477618, expected=20.000000 predicted=50.141149, expected=28.000000 predicted=55.820394, expected=48.000000 predicted=61.173284, expected=68.000000 predicted=54.689882, expected=104.000000 predicted=61.893450, expected=32.000000 predicted=40.093781, expected=64.000000 predicted=56.100683, expected=52.000000 predicted=58.076789, expected=88.000000 predicted=71.080640, expected=12.000000 predicted=56.709186, expected=72.000000 predicted=55.397170, expected=88.000000 predicted=66.101346, expected=36.000000 predicted=51.334698, expected=8.000000 predicted=51.350890, expected=32.000000 predicted=37.947039, expected=36.000000 predicted=47.564253, expected=76.000000 predicted=56.329594, expected=20.000000 predicted=30.349321, expected=52.000000 predicted=36.515043, expected=28.000000 predicted=37.227220, expected=68.000000 predicted=48.614978, expected=28.000000 predicted=45.952547, expected=16.000000 predicted=30.546740, expected=28.000000 predicted=39.092307, expected=48.000000 predicted=36.420684, expected=44.000000 predicted=42.581852, expected=44.000000 predicted=34.572946, expected=8.000000 predicted=25.226484, expected=44.000000 predicted=37.581412, expected=36.000000 predicted=37.989337, expected=16.000000 predicted=30.540816, expected=40.000000 predicted=35.539920, expected=16.000000 predicted=21.484465, expected=16.000000 predicted=28.825166, expected=52.000000 predicted=34.387937, expected=36.000000 predicted=26.602069, expected=44.000000 predicted=36.044256, expected=32.000000 predicted=29.887655, expected=96.000000 predicted=49.604407, expected=20.000000 predicted=40.599280, expected=44.000000 predicted=45.253296, expected=44.000000 predicted=46.709305, expected=40.000000 predicted=42.285050, expected=48.000000 predicted=55.740453, expected=48.000000 predicted=38.325690, expected=72.000000 predicted=51.762209, expected=52.000000 predicted=48.671739, expected=36.000000 predicted=45.967394, expected=40.000000 predicted=48.820854, expected=28.000000 predicted=43.685844, expected=36.000000 predicted=47.304024, expected=44.000000 predicted=41.810196, expected=60.000000 predicted=42.309361, expected=4.000000 predicted=30.021081, expected=44.000000 predicted=37.973031, expected=48.000000 predicted=39.801507, expected=32.000000 predicted=37.088087, expected=8.000000 predicted=33.331820, expected=56.000000 predicted=32.915101, expected=48.000000 predicted=39.770672, expected=36.000000 predicted=38.088505, expected=60.000000 predicted=42.512843, expected=40.000000 predicted=35.227076, expected=16.000000 predicted=40.649416, expected=16.000000 predicted=36.178521, expected=44.000000 predicted=37.354542, expected=24.000000 predicted=34.499271, expected=24.000000 predicted=28.692371, expected=32.000000 predicted=25.803969, expected=20.000000 predicted=23.498438, expected=44.000000 Test MSE: 955.118
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809])] predicted=120.939026, expected=60.000000 predicted=98.393803, expected=68.000000 predicted=105.872869, expected=140.000000 predicted=84.511226, expected=176.000000 predicted=106.646030, expected=92.000000 predicted=97.585693, expected=56.000000 predicted=82.247792, expected=40.000000 predicted=77.029448, expected=36.000000 predicted=85.280385, expected=212.000000 predicted=142.182226, expected=148.000000 predicted=105.884704, expected=152.000000 predicted=111.693773, expected=56.000000 predicted=80.004905, expected=116.000000 predicted=109.221940, expected=192.000000 predicted=166.810668, expected=100.000000 predicted=123.658396, expected=128.000000 predicted=129.195320, expected=104.000000 predicted=102.242368, expected=92.000000 predicted=116.115383, expected=88.000000 predicted=120.482966, expected=120.000000 predicted=108.855742, expected=128.000000 predicted=116.681723, expected=68.000000 predicted=92.069358, expected=48.000000 predicted=80.383215, expected=180.000000 predicted=122.142400, expected=132.000000 predicted=116.909376, expected=84.000000 predicted=104.647086, expected=20.000000 predicted=66.616930, expected=108.000000 predicted=94.802524, expected=56.000000 predicted=97.897586, expected=116.000000 predicted=101.856767, expected=24.000000 predicted=56.334807, expected=148.000000 predicted=89.347134, expected=112.000000 predicted=97.362857, expected=76.000000 predicted=82.027023, expected=64.000000 predicted=85.879333, expected=24.000000 predicted=56.009868, expected=108.000000 predicted=103.491067, expected=136.000000 predicted=101.071342, expected=196.000000 predicted=120.015302, expected=112.000000 predicted=98.114737, expected=128.000000 predicted=106.937250, expected=116.000000 predicted=124.269140, expected=56.000000 predicted=110.682801, expected=60.000000 predicted=111.577573, expected=144.000000 predicted=115.024495, expected=196.000000 predicted=137.683169, expected=20.000000 predicted=79.083628, expected=60.000000 predicted=78.874861, expected=12.000000 predicted=61.422546, expected=64.000000 predicted=91.186989, expected=108.000000 predicted=100.206830, expected=144.000000 predicted=79.029144, expected=136.000000 predicted=92.836820, expected=108.000000 predicted=84.789339, expected=68.000000 predicted=89.128512, expected=88.000000 predicted=104.625961, expected=44.000000 predicted=91.698065, expected=104.000000 predicted=102.525626, expected=100.000000 predicted=91.076848, expected=108.000000 predicted=88.597029, expected=100.000000 predicted=91.005223, expected=92.000000 predicted=84.433510, expected=124.000000 predicted=109.401307, expected=108.000000 predicted=104.720637, expected=56.000000 predicted=88.820195, expected=120.000000 predicted=105.434896, expected=148.000000 predicted=115.258863, expected=100.000000 predicted=108.808350, expected=60.000000 predicted=89.407312, expected=96.000000 predicted=91.212396, expected=124.000000 predicted=114.473114, expected=136.000000 predicted=122.222059, expected=192.000000 predicted=132.594757, expected=144.000000 predicted=118.304266, expected=84.000000 predicted=112.832361, expected=28.000000 predicted=96.510780, expected=72.000000 predicted=106.856675, expected=44.000000 predicted=96.825207, expected=44.000000 predicted=74.892338, expected=120.000000 predicted=81.384439, expected=136.000000 predicted=81.893283, expected=140.000000 predicted=100.582398, expected=32.000000 predicted=63.505810, expected=20.000000 predicted=61.743999, expected=84.000000 predicted=93.674667, expected=88.000000 predicted=93.484020, expected=184.000000 predicted=122.054423, expected=184.000000 predicted=107.111391, expected=72.000000 predicted=81.756483, expected=124.000000 predicted=117.042827, expected=72.000000 predicted=103.179347, expected=92.000000 predicted=126.506870, expected=96.000000 predicted=114.579152, expected=116.000000 predicted=97.961954, expected=36.000000 predicted=79.632386, expected=72.000000 predicted=78.090989, expected=112.000000 predicted=94.087547, expected=60.000000 predicted=78.865731, expected=56.000000 predicted=76.068762, expected=64.000000 predicted=60.745151, expected=192.000000 predicted=116.444292, expected=132.000000 predicted=108.865506, expected=88.000000 predicted=89.173931, expected=48.000000 predicted=76.336324, expected=96.000000 predicted=98.350348, expected=36.000000 predicted=96.941954, expected=152.000000 predicted=115.139520, expected=116.000000 predicted=93.311485, expected=140.000000 predicted=101.373328, expected=76.000000 predicted=92.122357, expected=92.000000 predicted=90.578126, expected=80.000000 predicted=108.382226, expected=144.000000 predicted=119.859587, expected=112.000000 predicted=112.214361, expected=180.000000 predicted=124.946196, expected=100.000000 predicted=107.124434, expected=140.000000 predicted=123.252986, expected=140.000000 predicted=137.419289, expected=144.000000 predicted=135.258775, expected=88.000000 predicted=127.374463, expected=148.000000 predicted=128.758056, expected=88.000000 predicted=117.349299, expected=104.000000 predicted=119.345528, expected=144.000000 predicted=129.040179, expected=136.000000 predicted=118.003947, expected=140.000000 predicted=132.755881, expected=76.000000 predicted=99.632726, expected=100.000000 predicted=111.405707, expected=180.000000 predicted=145.162009, expected=148.000000 predicted=135.056666, expected=140.000000 predicted=133.383353, expected=168.000000 predicted=133.390650, expected=132.000000 predicted=134.568730, expected=196.000000 predicted=173.239557, expected=276.000000 predicted=196.836070, expected=168.000000 predicted=169.044783, expected=72.000000 predicted=143.147782, expected=108.000000 predicted=143.424757, expected=36.000000 predicted=126.209587, expected=140.000000 predicted=161.022611, expected=92.000000 predicted=108.683001, expected=76.000000 predicted=82.658748, expected=172.000000 predicted=120.817333, expected=84.000000 predicted=85.414010, expected=100.000000 predicted=113.021491, expected=156.000000 predicted=119.508405, expected=24.000000 predicted=78.766749, expected=120.000000 predicted=122.851101, expected=112.000000 predicted=98.411382, expected=40.000000 predicted=82.479021, expected=60.000000 predicted=88.508217, expected=64.000000 predicted=61.632053, expected=104.000000 predicted=95.661047, expected=36.000000 predicted=65.897901, expected=88.000000 predicted=67.599630, expected=144.000000 predicted=93.433022, expected=108.000000 predicted=91.133301, expected=84.000000 predicted=91.612058, expected=36.000000 predicted=62.784485, expected=96.000000 predicted=94.684241, expected=68.000000 predicted=92.051520, expected=108.000000 predicted=94.233453, expected=236.000000 predicted=133.135404, expected=112.000000 predicted=96.823470, expected=40.000000 predicted=89.805610, expected=72.000000 predicted=90.580466, expected=92.000000 predicted=108.476104, expected=20.000000 predicted=98.745223, expected=80.000000 predicted=78.936734, expected=120.000000 predicted=77.369319, expected=48.000000 predicted=65.957036, expected=48.000000 predicted=66.119959, expected=36.000000 predicted=46.176591, expected=80.000000 predicted=75.025127, expected=12.000000 predicted=54.344665, expected=180.000000 predicted=93.933899, expected=116.000000 predicted=79.755478, expected=112.000000 predicted=87.802011, expected=168.000000 predicted=117.754207, expected=80.000000 predicted=88.172488, expected=56.000000 predicted=113.531084, expected=52.000000 predicted=88.013004, expected=52.000000 predicted=83.589409, expected=112.000000 predicted=106.333132, expected=176.000000 predicted=108.517143, expected=8.000000 predicted=53.737017, expected=52.000000 predicted=66.671471, expected=32.000000 predicted=57.039359, expected=32.000000 predicted=69.983541, expected=4.000000 predicted=57.428795, expected=104.000000 predicted=51.018642, expected=24.000000 predicted=36.883380, expected=44.000000 predicted=40.805829, expected=108.000000 predicted=61.139668, expected=80.000000 predicted=56.716987, expected=60.000000 predicted=72.583151, expected=84.000000 predicted=63.127151, expected=88.000000 predicted=74.697697, expected=100.000000 predicted=93.615762, expected=136.000000 predicted=100.183118, expected=68.000000 predicted=78.283895, expected=56.000000 predicted=80.103467, expected=48.000000 predicted=74.088454, expected=72.000000 predicted=82.483165, expected=80.000000 predicted=86.800597, expected=36.000000 predicted=54.814048, expected=88.000000 predicted=68.445469, expected=24.000000 predicted=46.577975, expected=68.000000 predicted=66.192637, expected=20.000000 predicted=46.952979, expected=84.000000 predicted=59.846435, expected=92.000000 predicted=72.345004, expected=68.000000 predicted=56.262289, expected=28.000000 predicted=51.936274, expected=44.000000 predicted=47.389765, expected=24.000000 predicted=52.809743, expected=60.000000 predicted=61.613674, expected=44.000000 predicted=47.192778, expected=140.000000 predicted=73.532653, expected=48.000000 predicted=52.221635, expected=44.000000 predicted=51.059366, expected=64.000000 predicted=63.209251, expected=112.000000 predicted=80.789499, expected=72.000000 predicted=86.836796, expected=204.000000 predicted=112.320474, expected=176.000000 predicted=114.804135, expected=100.000000 predicted=107.142243, expected=60.000000 predicted=102.433976, expected=32.000000 predicted=83.064747, expected=100.000000 predicted=126.002127, expected=36.000000 predicted=86.375645, expected=52.000000 predicted=67.218824, expected=220.000000 predicted=113.345063, expected=116.000000 predicted=87.443657, expected=64.000000 predicted=90.544571, expected=32.000000 predicted=61.979978, expected=84.000000 predicted=87.184259, expected=52.000000 predicted=104.324007, expected=48.000000 predicted=70.075787, expected=88.000000 predicted=67.755584, expected=80.000000 predicted=62.647822, expected=60.000000 predicted=68.802004, expected=40.000000 predicted=53.696465, expected=68.000000 predicted=62.654135, expected=64.000000 predicted=69.162418, expected=64.000000 predicted=65.909120, expected=104.000000 predicted=74.645176, expected=56.000000 predicted=58.424636, expected=52.000000 predicted=64.242989, expected=24.000000 predicted=50.948305, expected=20.000000 predicted=47.281231, expected=124.000000 predicted=85.683681, expected=120.000000 predicted=77.138362, expected=56.000000 predicted=60.698497, expected=128.000000 predicted=81.630330, expected=64.000000 predicted=68.017368, expected=76.000000 predicted=96.394356, expected=48.000000 predicted=77.943223, expected=68.000000 predicted=70.341407, expected=196.000000 predicted=126.911467, expected=40.000000 predicted=66.785302, expected=36.000000 predicted=68.146479, expected=56.000000 predicted=63.058747, expected=52.000000 predicted=70.291567, expected=88.000000 predicted=99.291705, expected=92.000000 predicted=64.211789, expected=160.000000 predicted=93.756999, expected=92.000000 predicted=83.224358, expected=100.000000 predicted=91.483064, expected=64.000000 predicted=87.049098, expected=40.000000 predicted=79.905707, expected=60.000000 predicted=91.171647, expected=52.000000 predicted=67.904458, expected=116.000000 predicted=88.153459, expected=100.000000 predicted=76.479477, expected=16.000000 predicted=47.835538, expected=72.000000 predicted=68.299672, expected=24.000000 predicted=50.865275, expected=52.000000 predicted=70.865497, expected=88.000000 predicted=71.029732, expected=56.000000 predicted=47.137902, expected=44.000000 predicted=55.010630, expected=148.000000 predicted=81.163004, expected=212.000000 predicted=120.561269, expected=84.000000 predicted=95.959645, expected=44.000000 predicted=77.046960, expected=36.000000 predicted=71.027745, expected=36.000000 predicted=89.926658, expected=124.000000 predicted=118.845517, expected=16.000000 predicted=48.845424, expected=76.000000 predicted=60.079951, expected=64.000000 predicted=53.745615, expected=84.000000 predicted=68.482236, expected=56.000000 predicted=73.011495, expected=88.000000 predicted=63.116791, expected=28.000000 predicted=56.736776, expected=60.000000 predicted=63.730332, expected=56.000000 predicted=62.729509, expected=40.000000 predicted=52.048600, expected=116.000000 predicted=80.871366, expected=16.000000 predicted=38.215008, expected=28.000000 predicted=48.833046, expected=8.000000 predicted=34.855335, expected=80.000000 predicted=57.084565, expected=124.000000 predicted=84.774802, expected=120.000000 predicted=69.403425, expected=84.000000 predicted=67.415672, expected=44.000000 predicted=56.870264, expected=68.000000 predicted=81.541520, expected=16.000000 predicted=68.467107, expected=124.000000 predicted=96.578727, expected=132.000000 predicted=90.826390, expected=144.000000 predicted=95.987705, expected=64.000000 predicted=77.718188, expected=96.000000 predicted=84.050621, expected=76.000000 predicted=100.736687, expected=72.000000 predicted=98.065370, expected=112.000000 predicted=105.845203, expected=112.000000 predicted=90.585112, expected=112.000000 predicted=100.296968, expected=108.000000 predicted=96.459423, expected=12.000000 predicted=65.729661, expected=56.000000 predicted=83.119017, expected=60.000000 predicted=77.775445, expected=112.000000 predicted=93.220958, expected=112.000000 predicted=88.876849, expected=88.000000 predicted=66.789795, expected=136.000000 predicted=97.807698, expected=48.000000 predicted=75.365140, expected=92.000000 predicted=99.951902, expected=88.000000 predicted=93.898076, expected=48.000000 predicted=76.821759, expected=100.000000 predicted=96.324077, expected=60.000000 predicted=65.017137, expected=144.000000 predicted=104.445628, expected=76.000000 predicted=81.571393, expected=100.000000 predicted=86.019586, expected=52.000000 predicted=78.934101, expected=160.000000 predicted=110.004212, expected=256.000000 predicted=163.781623, expected=204.000000 predicted=146.910167, expected=76.000000 predicted=114.911752, expected=68.000000 predicted=104.793930, expected=40.000000 predicted=116.310880, expected=72.000000 predicted=132.452797, expected=80.000000 predicted=105.178000, expected=176.000000 predicted=107.998463, expected=104.000000 predicted=88.147582, expected=48.000000 predicted=68.714780, expected=72.000000 predicted=82.087427, expected=116.000000 predicted=102.543395, expected=8.000000 predicted=81.294221, expected=36.000000 predicted=63.251935, expected=92.000000 predicted=66.783301, expected=496.000000 predicted=224.512128, expected=532.000000 predicted=286.864417, expected=508.000000 predicted=306.787430, expected=292.000000 predicted=259.386805, expected=304.000000 predicted=306.617863, expected=140.000000 predicted=321.950210, expected=180.000000 predicted=313.522551, expected=88.000000 predicted=235.491711, expected=92.000000 predicted=167.105660, expected=92.000000 predicted=150.587757, expected=100.000000 predicted=113.869165, expected=8.000000 predicted=75.729345, expected=124.000000 predicted=96.851075, expected=168.000000 predicted=122.109253, expected=196.000000 predicted=142.408300, expected=52.000000 predicted=87.786500, expected=64.000000 predicted=72.756078, expected=92.000000 predicted=107.510598, expected=104.000000 predicted=118.406757, expected=76.000000 predicted=104.301383, expected=192.000000 predicted=123.206997, expected=116.000000 predicted=105.582111, expected=164.000000 predicted=133.209946, expected=88.000000 predicted=108.245411, expected=108.000000 predicted=110.395474, expected=64.000000 predicted=111.586731, expected=140.000000 predicted=122.234305, expected=132.000000 predicted=129.697917, expected=116.000000 predicted=108.332188, expected=80.000000 predicted=97.165186, expected=84.000000 predicted=89.479354, expected=116.000000 predicted=116.845519, expected=36.000000 predicted=79.770294, expected=56.000000 predicted=76.213397, expected=112.000000 predicted=91.011068, expected=208.000000 predicted=137.602183, expected=92.000000 predicted=103.348659, expected=72.000000 predicted=77.526195, expected=64.000000 predicted=80.117757, expected=120.000000 predicted=113.946621, expected=72.000000 predicted=109.140563, expected=136.000000 predicted=107.167333, expected=120.000000 predicted=102.364318, expected=84.000000 predicted=88.704905, expected=148.000000 predicted=125.785451, expected=164.000000 predicted=129.385794, expected=132.000000 predicted=132.562462, expected=120.000000 predicted=123.766628, expected=160.000000 predicted=135.672912, expected=156.000000 predicted=150.614815, expected=108.000000 predicted=132.521831, expected=100.000000 predicted=118.752449, expected=64.000000 predicted=98.788986, expected=24.000000 predicted=82.127856, expected=52.000000 predicted=82.134961, expected=92.000000 predicted=84.858990, expected=88.000000 predicted=81.349149, expected=148.000000 predicted=100.892458, expected=68.000000 predicted=67.845837, expected=128.000000 predicted=99.750165, expected=136.000000 predicted=117.030116, expected=92.000000 predicted=100.792175, expected=188.000000 predicted=150.693345, expected=96.000000 predicted=104.417632, expected=112.000000 predicted=120.167564, expected=108.000000 predicted=118.665425, expected=156.000000 predicted=131.063352, expected=108.000000 predicted=130.601171, expected=72.000000 predicted=93.502693, expected=88.000000 predicted=100.186280, expected=64.000000 predicted=87.992607, expected=52.000000 predicted=85.675889, expected=56.000000 predicted=71.653965, expected=28.000000 predicted=50.213402, expected=72.000000 Test MSE: 3283.524
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249])] predicted=29.107857, expected=8.000000 predicted=27.999567, expected=28.000000 predicted=27.722558, expected=24.000000 predicted=22.684852, expected=12.000000 predicted=22.835966, expected=8.000000 predicted=17.341927, expected=36.000000 predicted=17.772609, expected=8.000000 predicted=19.653120, expected=40.000000 predicted=21.400155, expected=24.000000 predicted=19.963845, expected=16.000000 predicted=22.811965, expected=32.000000 predicted=25.780136, expected=-4.000000 predicted=19.961056, expected=4.000000 predicted=20.909359, expected=12.000000 predicted=13.165145, expected=4.000000 predicted=11.123713, expected=28.000000 predicted=12.659474, expected=24.000000 predicted=9.731085, expected=12.000000 predicted=14.612634, expected=36.000000 predicted=18.254352, expected=36.000000 predicted=21.544859, expected=8.000000 predicted=25.819809, expected=16.000000 predicted=22.741292, expected=4.000000 predicted=18.066644, expected=28.000000 predicted=21.640751, expected=8.000000 predicted=17.074010, expected=24.000000 predicted=14.865136, expected=12.000000 predicted=14.847445, expected=28.000000 predicted=16.850439, expected=8.000000 predicted=18.456512, expected=16.000000 predicted=16.299654, expected=12.000000 predicted=16.470590, expected=8.000000 predicted=14.367196, expected=20.000000 predicted=15.320398, expected=12.000000 predicted=12.314977, expected=16.000000 predicted=14.350756, expected=44.000000 predicted=16.880460, expected=12.000000 predicted=18.742034, expected=12.000000 predicted=20.976465, expected=4.000000 predicted=16.183195, expected=36.000000 predicted=19.466819, expected=4.000000 predicted=19.832934, expected=24.000000 predicted=15.842007, expected=4.000000 predicted=13.688073, expected=8.000000 predicted=13.751097, expected=28.000000 predicted=16.630431, expected=8.000000 predicted=12.619920, expected=48.000000 predicted=19.062984, expected=24.000000 predicted=18.768457, expected=24.000000 predicted=24.302373, expected=24.000000 predicted=25.545697, expected=24.000000 predicted=24.886450, expected=4.000000 predicted=26.533690, expected=12.000000 predicted=19.102931, expected=8.000000 predicted=15.820788, expected=8.000000 predicted=13.939985, expected=28.000000 predicted=13.299704, expected=24.000000 predicted=13.203860, expected=12.000000 predicted=16.223461, expected=40.000000 predicted=18.549566, expected=28.000000 predicted=22.280940, expected=16.000000 predicted=26.307356, expected=48.000000 predicted=26.510100, expected=16.000000 predicted=26.415500, expected=4.000000 predicted=28.250037, expected=36.000000 predicted=22.923902, expected=28.000000 predicted=23.308681, expected=16.000000 predicted=27.235503, expected=32.000000 predicted=21.285979, expected=4.000000 predicted=19.781198, expected=12.000000 predicted=22.924957, expected=20.000000 predicted=17.693193, expected=16.000000 predicted=16.726117, expected=12.000000 predicted=17.205168, expected=16.000000 predicted=12.741917, expected=8.000000 predicted=13.998044, expected=20.000000 predicted=15.312133, expected=40.000000 predicted=17.037623, expected=12.000000 predicted=18.649816, expected=8.000000 predicted=18.899121, expected=40.000000 predicted=18.680193, expected=12.000000 predicted=21.913835, expected=12.000000 predicted=23.446154, expected=44.000000 predicted=18.636273, expected=52.000000 predicted=25.409944, expected=8.000000 predicted=31.175404, expected=16.000000 predicted=25.331803, expected=24.000000 predicted=23.665131, expected=40.000000 predicted=30.216934, expected=8.000000 predicted=26.825237, expected=84.000000 predicted=26.718127, expected=4.000000 predicted=29.393345, expected=12.000000 predicted=33.075417, expected=8.000000 predicted=26.126959, expected=28.000000 predicted=21.349648, expected=36.000000 predicted=30.900622, expected=8.000000 predicted=16.743787, expected=16.000000 predicted=18.716522, expected=12.000000 predicted=17.018535, expected=8.000000 predicted=18.945254, expected=36.000000 predicted=18.809757, expected=28.000000 predicted=16.482458, expected=8.000000 predicted=19.654851, expected=12.000000 predicted=17.689154, expected=28.000000 predicted=18.043655, expected=8.000000 predicted=21.241775, expected=28.000000 predicted=19.226172, expected=16.000000 predicted=15.641503, expected=8.000000 predicted=17.607622, expected=32.000000 predicted=19.362779, expected=44.000000 predicted=19.815950, expected=12.000000 predicted=25.004483, expected=32.000000 predicted=24.195376, expected=4.000000 predicted=21.434535, expected=24.000000 predicted=25.602642, expected=12.000000 predicted=22.203741, expected=40.000000 predicted=19.153368, expected=24.000000 predicted=22.766455, expected=20.000000 predicted=20.806121, expected=28.000000 predicted=24.256042, expected=28.000000 predicted=24.053594, expected=48.000000 predicted=30.797111, expected=56.000000 predicted=32.064757, expected=32.000000 predicted=35.568694, expected=56.000000 predicted=40.492420, expected=20.000000 predicted=40.042167, expected=28.000000 predicted=42.016427, expected=28.000000 predicted=37.148417, expected=24.000000 predicted=31.684081, expected=8.000000 predicted=30.123010, expected=80.000000 predicted=27.026157, expected=12.000000 predicted=30.681927, expected=16.000000 predicted=31.934897, expected=12.000000 predicted=24.879936, expected=40.000000 predicted=24.644314, expected=20.000000 predicted=33.691040, expected=32.000000 predicted=21.648073, expected=16.000000 predicted=22.656020, expected=8.000000 predicted=21.819344, expected=16.000000 predicted=23.197036, expected=20.000000 predicted=17.976529, expected=28.000000 predicted=20.254882, expected=12.000000 predicted=17.262075, expected=12.000000 predicted=16.189620, expected=4.000000 predicted=15.763918, expected=12.000000 predicted=14.836429, expected=4.000000 predicted=13.210869, expected=44.000000 predicted=12.390414, expected=12.000000 predicted=14.562455, expected=24.000000 predicted=16.546885, expected=4.000000 predicted=17.007341, expected=36.000000 predicted=18.027854, expected=12.000000 predicted=23.892762, expected=24.000000 predicted=18.386054, expected=12.000000 predicted=19.487696, expected=8.000000 predicted=15.656627, expected=20.000000 predicted=19.490297, expected=36.000000 predicted=16.481402, expected=20.000000 predicted=20.625499, expected=24.000000 predicted=19.924087, expected=16.000000 predicted=19.990843, expected=28.000000 predicted=23.184302, expected=8.000000 predicted=23.887038, expected=28.000000 predicted=20.186888, expected=4.000000 predicted=19.187383, expected=20.000000 predicted=17.104599, expected=16.000000 predicted=17.856913, expected=12.000000 predicted=14.374946, expected=48.000000 predicted=19.791295, expected=8.000000 predicted=17.880647, expected=12.000000 predicted=20.994200, expected=20.000000 predicted=18.426991, expected=32.000000 predicted=19.828823, expected=20.000000 predicted=25.568513, expected=36.000000 predicted=19.779902, expected=44.000000 predicted=24.964827, expected=48.000000 predicted=31.761188, expected=40.000000 predicted=36.921265, expected=24.000000 predicted=35.621256, expected=20.000000 predicted=36.299622, expected=4.000000 predicted=31.915171, expected=8.000000 predicted=25.766166, expected=16.000000 predicted=19.342064, expected=24.000000 predicted=15.779739, expected=40.000000 predicted=17.960338, expected=4.000000 predicted=16.754412, expected=8.000000 predicted=17.097129, expected=28.000000 predicted=18.165395, expected=24.000000 predicted=20.786820, expected=40.000000 predicted=24.831985, expected=36.000000 predicted=21.763301, expected=60.000000 predicted=30.148411, expected=40.000000 predicted=38.010169, expected=8.000000 predicted=36.321682, expected=16.000000 predicted=34.076918, expected=16.000000 predicted=28.682091, expected=12.000000 predicted=27.683730, expected=16.000000 predicted=19.550579, expected=8.000000 predicted=12.465117, expected=4.000000 predicted=12.518950, expected=20.000000 predicted=12.108465, expected=12.000000 predicted=11.819949, expected=4.000000 predicted=11.796141, expected=16.000000 predicted=10.128133, expected=4.000000 predicted=9.484947, expected=12.000000 predicted=11.915431, expected=4.000000 predicted=8.932846, expected=4.000000 predicted=7.159882, expected=4.000000 predicted=7.771522, expected=12.000000 predicted=5.955870, expected=28.000000 predicted=9.994870, expected=12.000000 predicted=10.854271, expected=44.000000 predicted=16.024328, expected=32.000000 predicted=20.870064, expected=60.000000 predicted=30.113955, expected=16.000000 predicted=33.728145, expected=8.000000 predicted=28.800395, expected=12.000000 predicted=28.568306, expected=28.000000 predicted=24.618453, expected=24.000000 predicted=27.051493, expected=28.000000 predicted=19.655546, expected=12.000000 predicted=18.687371, expected=16.000000 predicted=19.388742, expected=4.000000 predicted=19.152442, expected=52.000000 predicted=20.949921, expected=12.000000 predicted=22.204484, expected=20.000000 predicted=19.902996, expected=24.000000 predicted=20.527548, expected=40.000000 predicted=22.671662, expected=16.000000 predicted=30.154898, expected=32.000000 predicted=23.282450, expected=28.000000 predicted=25.964558, expected=8.000000 predicted=25.298012, expected=12.000000 predicted=24.019190, expected=8.000000 predicted=16.569950, expected=24.000000 predicted=18.641544, expected=8.000000 predicted=16.017649, expected=12.000000 predicted=12.012917, expected=36.000000 predicted=15.369990, expected=20.000000 predicted=17.589740, expected=32.000000 predicted=22.661853, expected=20.000000 predicted=20.950309, expected=4.000000 predicted=20.676338, expected=12.000000 predicted=21.252816, expected=20.000000 predicted=16.998646, expected=8.000000 predicted=17.304221, expected=24.000000 predicted=14.939795, expected=16.000000 predicted=13.361740, expected=44.000000 predicted=19.446573, expected=20.000000 predicted=22.865957, expected=32.000000 predicted=23.342461, expected=36.000000 predicted=28.150129, expected=24.000000 predicted=28.134619, expected=56.000000 predicted=35.227641, expected=28.000000 predicted=32.663143, expected=44.000000 predicted=36.709472, expected=4.000000 predicted=33.583614, expected=16.000000 predicted=27.713724, expected=56.000000 predicted=32.872065, expected=20.000000 predicted=28.946687, expected=12.000000 predicted=28.379881, expected=4.000000 predicted=17.867084, expected=12.000000 predicted=18.635134, expected=36.000000 predicted=23.837489, expected=12.000000 predicted=17.037844, expected=12.000000 predicted=15.386272, expected=40.000000 predicted=17.215512, expected=24.000000 predicted=22.164352, expected=4.000000 predicted=23.714652, expected=40.000000 predicted=20.321701, expected=32.000000 predicted=23.758945, expected=16.000000 predicted=28.064815, expected=28.000000 predicted=24.186149, expected=32.000000 predicted=23.354585, expected=64.000000 predicted=34.364901, expected=8.000000 predicted=32.293717, expected=36.000000 predicted=30.496204, expected=16.000000 predicted=30.383623, expected=16.000000 predicted=28.801614, expected=16.000000 predicted=27.782856, expected=8.000000 predicted=16.235220, expected=16.000000 predicted=18.466522, expected=4.000000 predicted=12.953292, expected=12.000000 predicted=11.970419, expected=20.000000 predicted=12.186632, expected=20.000000 predicted=13.008912, expected=28.000000 predicted=16.688494, expected=44.000000 predicted=20.190696, expected=36.000000 predicted=26.648070, expected=36.000000 predicted=31.072719, expected=24.000000 predicted=31.481070, expected=28.000000 predicted=32.238507, expected=12.000000 predicted=30.676163, expected=28.000000 predicted=26.973789, expected=12.000000 predicted=23.876187, expected=8.000000 predicted=19.153168, expected=28.000000 predicted=18.735743, expected=16.000000 predicted=17.007268, expected=20.000000 predicted=19.481006, expected=20.000000 predicted=17.179274, expected=52.000000 predicted=22.203702, expected=16.000000 predicted=26.821452, expected=24.000000 predicted=25.286053, expected=28.000000 predicted=25.833786, expected=12.000000 predicted=25.093150, expected=16.000000 predicted=25.842506, expected=4.000000 predicted=16.521498, expected=4.000000 predicted=14.608762, expected=12.000000 predicted=12.454372, expected=28.000000 predicted=11.782912, expected=16.000000 predicted=14.159622, expected=24.000000 predicted=14.873863, expected=20.000000 predicted=17.010167, expected=72.000000 predicted=26.511374, expected=136.000000 predicted=49.925868, expected=48.000000 predicted=57.109449, expected=52.000000 predicted=61.268568, expected=16.000000 predicted=54.171232, expected=44.000000 predicted=58.943528, expected=36.000000 predicted=57.087528, expected=16.000000 predicted=35.668606, expected=32.000000 predicted=32.520054, expected=20.000000 predicted=26.455533, expected=32.000000 predicted=29.966137, expected=36.000000 predicted=29.005032, expected=4.000000 predicted=23.806380, expected=8.000000 predicted=21.421350, expected=20.000000 predicted=18.411037, expected=8.000000 predicted=17.796156, expected=32.000000 predicted=18.505140, expected=16.000000 predicted=15.137297, expected=32.000000 predicted=19.687630, expected=12.000000 predicted=20.405023, expected=36.000000 predicted=22.194789, expected=12.000000 predicted=23.729671, expected=40.000000 predicted=24.333255, expected=36.000000 predicted=28.543466, expected=8.000000 predicted=24.739273, expected=36.000000 predicted=27.490301, expected=24.000000 predicted=25.280199, expected=40.000000 predicted=31.042488, expected=8.000000 predicted=26.289550, expected=24.000000 predicted=22.537843, expected=32.000000 predicted=26.608125, expected=8.000000 predicted=23.096586, expected=12.000000 predicted=20.717593, expected=24.000000 predicted=16.927637, expected=32.000000 predicted=21.923683, expected=20.000000 predicted=22.465615, expected=32.000000 predicted=21.620487, expected=44.000000 predicted=27.306043, expected=36.000000 predicted=32.164649, expected=44.000000 predicted=35.459164, expected=8.000000 predicted=31.052386, expected=24.000000 predicted=30.171831, expected=40.000000 predicted=31.443416, expected=24.000000 predicted=29.853669, expected=32.000000 predicted=29.421763, expected=52.000000 predicted=29.778162, expected=8.000000 predicted=30.926024, expected=20.000000 predicted=29.207639, expected=12.000000 predicted=23.174031, expected=28.000000 predicted=24.404723, expected=92.000000 predicted=35.734054, expected=24.000000 predicted=33.617624, expected=4.000000 predicted=31.480926, expected=16.000000 predicted=26.601123, expected=12.000000 predicted=27.823862, expected=8.000000 predicted=26.877010, expected=28.000000 predicted=15.337494, expected=32.000000 predicted=16.891443, expected=36.000000 predicted=23.095658, expected=36.000000 predicted=26.004402, expected=20.000000 predicted=26.698847, expected=4.000000 predicted=25.421611, expected=20.000000 predicted=23.357683, expected=28.000000 predicted=23.627860, expected=20.000000 predicted=22.351617, expected=36.000000 predicted=21.878950, expected=20.000000 predicted=21.310618, expected=32.000000 predicted=26.097713, expected=8.000000 Test MSE: 279.386
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277])] predicted=8.600613, expected=4.000000 predicted=7.628262, expected=4.000000 predicted=7.964046, expected=4.000000 predicted=5.586245, expected=8.000000 predicted=5.465778, expected=24.000000 predicted=9.028947, expected=12.000000 predicted=8.564046, expected=4.000000 predicted=10.369363, expected=4.000000 predicted=9.606685, expected=24.000000 predicted=13.418741, expected=4.000000 predicted=9.861559, expected=4.000000 predicted=10.120341, expected=4.000000 predicted=7.118931, expected=4.000000 predicted=7.439711, expected=4.000000 predicted=6.549874, expected=16.000000 predicted=6.412630, expected=4.000000 predicted=5.046980, expected=20.000000 predicted=10.207965, expected=4.000000 predicted=7.427108, expected=4.000000 predicted=9.991087, expected=4.000000 predicted=8.141400, expected=4.000000 predicted=6.665823, expected=4.000000 predicted=6.153827, expected=8.000000 predicted=4.756288, expected=12.000000 predicted=5.973262, expected=8.000000 predicted=6.547766, expected=4.000000 predicted=6.941826, expected=8.000000 predicted=7.671619, expected=8.000000 predicted=7.683838, expected=4.000000 predicted=7.115011, expected=4.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=6.115985, expected=4.000000 predicted=5.242964, expected=8.000000 predicted=5.988367, expected=4.000000 predicted=4.894862, expected=4.000000 predicted=4.937823, expected=12.000000 predicted=6.204410, expected=4.000000 predicted=5.410941, expected=4.000000 predicted=6.489064, expected=4.000000 predicted=5.200628, expected=8.000000 predicted=6.105801, expected=8.000000 predicted=6.255315, expected=20.000000 predicted=8.597080, expected=8.000000 predicted=7.959872, expected=12.000000 predicted=11.207127, expected=4.000000 predicted=9.477628, expected=8.000000 predicted=10.564583, expected=4.000000 predicted=8.552372, expected=12.000000 predicted=8.422176, expected=4.000000 predicted=6.566659, expected=4.000000 predicted=6.537299, expected=8.000000 predicted=6.596633, expected=4.000000 predicted=5.673111, expected=4.000000 predicted=6.067463, expected=20.000000 predicted=7.798402, expected=4.000000 predicted=6.245510, expected=12.000000 predicted=10.011091, expected=4.000000 predicted=7.325093, expected=8.000000 predicted=9.274902, expected=8.000000 predicted=8.783258, expected=8.000000 predicted=7.433328, expected=8.000000 predicted=7.933066, expected=4.000000 predicted=6.626609, expected=8.000000 predicted=7.571196, expected=8.000000 predicted=7.038758, expected=20.000000 predicted=9.736108, expected=28.000000 predicted=12.723835, expected=4.000000 predicted=11.560462, expected=4.000000 predicted=13.419499, expected=8.000000 predicted=11.777373, expected=4.000000 predicted=10.751913, expected=4.000000 predicted=8.470650, expected=4.000000 predicted=4.565109, expected=8.000000 predicted=5.434316, expected=4.000000 predicted=4.953836, expected=8.000000 predicted=5.737065, expected=4.000000 predicted=4.987482, expected=4.000000 predicted=5.555615, expected=4.000000 predicted=5.151714, expected=4.000000 predicted=4.603043, expected=8.000000 predicted=5.366927, expected=4.000000 predicted=4.374717, expected=4.000000 predicted=4.907590, expected=8.000000 predicted=5.395606, expected=4.000000 predicted=5.024769, expected=4.000000 predicted=5.492351, expected=4.000000 predicted=4.568036, expected=4.000000 predicted=4.606318, expected=4.000000 predicted=4.538463, expected=12.000000 predicted=5.610197, expected=8.000000 predicted=5.620580, expected=4.000000 predicted=6.277644, expected=8.000000 predicted=6.959890, expected=8.000000 predicted=7.108904, expected=16.000000 predicted=9.626367, expected=4.000000 predicted=7.357088, expected=8.000000 predicted=8.904500, expected=4.000000 predicted=7.466943, expected=4.000000 predicted=7.450056, expected=12.000000 predicted=7.958390, expected=12.000000 predicted=7.098143, expected=4.000000 predicted=7.268256, expected=4.000000 predicted=7.074250, expected=8.000000 predicted=7.328280, expected=24.000000 predicted=10.985467, expected=4.000000 predicted=8.094721, expected=8.000000 predicted=10.120468, expected=8.000000 predicted=9.010558, expected=4.000000 predicted=9.252201, expected=4.000000 predicted=8.454716, expected=8.000000 predicted=6.061687, expected=4.000000 predicted=5.614716, expected=4.000000 predicted=5.488192, expected=4.000000 predicted=4.585677, expected=12.000000 predicted=6.248357, expected=12.000000 predicted=6.997596, expected=8.000000 predicted=7.480755, expected=16.000000 predicted=9.980018, expected=4.000000 predicted=8.714265, expected=4.000000 predicted=9.904803, expected=28.000000 predicted=12.500162, expected=12.000000 Test MSE: 34.876
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236])] predicted=220.454734, expected=36.000000 predicted=166.656498, expected=100.000000 predicted=145.445533, expected=24.000000 predicted=136.038705, expected=80.000000 predicted=109.838278, expected=100.000000 predicted=149.913426, expected=80.000000 predicted=69.792139, expected=140.000000 predicted=94.420148, expected=160.000000 predicted=101.141312, expected=80.000000 predicted=102.764584, expected=120.000000 predicted=112.620593, expected=116.000000 predicted=112.955542, expected=88.000000 predicted=115.294735, expected=136.000000 predicted=121.157623, expected=28.000000 predicted=85.563839, expected=48.000000 predicted=85.036508, expected=164.000000 predicted=104.313962, expected=132.000000 predicted=104.026333, expected=80.000000 predicted=99.337469, expected=24.000000 predicted=68.212015, expected=64.000000 predicted=79.002534, expected=12.000000 predicted=75.210923, expected=40.000000 predicted=60.147726, expected=52.000000 predicted=47.324716, expected=244.000000 predicted=91.481579, expected=156.000000 predicted=103.193082, expected=40.000000 predicted=80.555963, expected=68.000000 predicted=89.951088, expected=72.000000 predicted=96.326371, expected=92.000000 predicted=117.812533, expected=92.000000 predicted=91.583281, expected=84.000000 predicted=73.702367, expected=160.000000 predicted=101.334231, expected=112.000000 predicted=101.932139, expected=112.000000 predicted=108.431242, expected=96.000000 predicted=105.835728, expected=116.000000 predicted=111.571563, expected=120.000000 predicted=121.689661, expected=164.000000 predicted=125.433371, expected=496.000000 predicted=223.378628, expected=52.000000 predicted=158.906037, expected=8.000000 predicted=140.173313, expected=8.000000 predicted=120.160222, expected=140.000000 predicted=149.339633, expected=88.000000 predicted=152.164232, expected=48.000000 predicted=55.076234, expected=60.000000 predicted=55.454250, expected=52.000000 predicted=60.817051, expected=20.000000 predicted=65.348265, expected=244.000000 predicted=105.929240, expected=108.000000 predicted=88.710827, expected=44.000000 predicted=80.016735, expected=96.000000 predicted=91.139605, expected=200.000000 predicted=123.299960, expected=212.000000 predicted=163.455882, expected=204.000000 predicted=149.086364, expected=44.000000 predicted=115.495451, expected=36.000000 predicted=117.667520, expected=80.000000 predicted=128.711676, expected=68.000000 predicted=109.073943, expected=76.000000 predicted=90.146007, expected=16.000000 predicted=47.094856, expected=84.000000 predicted=61.773090, expected=80.000000 predicted=69.632102, expected=4.000000 predicted=47.922029, expected=4.000000 predicted=39.881090, expected=44.000000 predicted=38.329455, expected=88.000000 predicted=57.485900, expected=104.000000 predicted=61.380112, expected=124.000000 predicted=65.775070, expected=276.000000 predicted=125.058074, expected=80.000000 predicted=109.055082, expected=80.000000 predicted=116.399408, expected=68.000000 predicted=113.862520, expected=60.000000 predicted=108.125983, expected=68.000000 predicted=109.601459, expected=44.000000 predicted=63.828415, expected=40.000000 predicted=57.821641, expected=108.000000 predicted=70.832022, expected=68.000000 predicted=64.585215, expected=44.000000 predicted=59.172833, expected=40.000000 predicted=53.731460, expected=152.000000 predicted=84.403903, expected=84.000000 predicted=83.805846, expected=96.000000 predicted=81.526648, expected=124.000000 predicted=92.240585, expected=460.000000 predicted=197.650571, expected=120.000000 predicted=164.012555, expected=100.000000 predicted=150.455102, expected=44.000000 predicted=142.780144, expected=88.000000 predicted=144.737542, expected=60.000000 predicted=151.062097, expected=100.000000 predicted=88.423035, expected=56.000000 predicted=73.420416, expected=24.000000 predicted=54.606683, expected=32.000000 predicted=57.405432, expected=68.000000 predicted=58.085739, expected=48.000000 predicted=55.414083, expected=68.000000 predicted=51.904374, expected=92.000000 predicted=59.210037, expected=12.000000 predicted=45.445266, expected=24.000000 predicted=48.221405, expected=124.000000 predicted=70.255067, expected=52.000000 predicted=59.851113, expected=56.000000 predicted=60.317070, expected=112.000000 predicted=68.555154, expected=32.000000 predicted=58.340233, expected=136.000000 predicted=94.316966, expected=108.000000 predicted=85.212538, expected=20.000000 predicted=66.655819, expected=44.000000 predicted=73.197843, expected=52.000000 predicted=61.459498, expected=160.000000 predicted=99.254169, expected=136.000000 predicted=94.719706, expected=92.000000 predicted=80.870161, expected=28.000000 predicted=74.923837, expected=44.000000 predicted=77.556946, expected=124.000000 predicted=104.943090, expected=88.000000 predicted=87.723558, expected=100.000000 predicted=82.184948, expected=148.000000 predicted=94.392740, expected=84.000000 predicted=92.524164, expected=92.000000 predicted=104.526448, expected=76.000000 predicted=94.580550, expected=180.000000 predicted=122.144590, expected=88.000000 predicted=109.671016, expected=68.000000 predicted=91.941529, expected=72.000000 predicted=93.188297, expected=4.000000 predicted=69.366796, expected=12.000000 predicted=67.527852, expected=36.000000 predicted=47.338320, expected=104.000000 predicted=57.888841, expected=128.000000 predicted=69.794272, expected=68.000000 predicted=56.222934, expected=76.000000 predicted=68.043363, expected=12.000000 predicted=60.083237, expected=16.000000 predicted=61.161145, expected=32.000000 predicted=55.921518, expected=96.000000 predicted=57.529123, expected=184.000000 predicted=87.006186, expected=80.000000 predicted=67.293271, expected=136.000000 predicted=92.656395, expected=52.000000 predicted=86.766858, expected=92.000000 predicted=103.065992, expected=48.000000 predicted=96.314795, expected=168.000000 predicted=105.278229, expected=24.000000 predicted=80.784517, expected=132.000000 predicted=88.953194, expected=104.000000 predicted=97.601621, expected=40.000000 predicted=75.391909, expected=4.000000 predicted=73.018996, expected=56.000000 predicted=56.984578, expected=208.000000 predicted=110.965150, expected=4.000000 predicted=61.058430, expected=16.000000 predicted=46.459500, expected=36.000000 predicted=50.702190, expected=64.000000 predicted=62.521297, expected=76.000000 predicted=75.936568, expected=72.000000 predicted=45.809670, expected=56.000000 predicted=51.249977, expected=48.000000 predicted=55.579624, expected=32.000000 predicted=54.316664, expected=36.000000 predicted=51.725157, expected=28.000000 predicted=44.014512, expected=104.000000 predicted=58.428331, expected=108.000000 predicted=65.702733, expected=68.000000 predicted=60.568024, expected=112.000000 predicted=79.014867, expected=4.000000 predicted=58.542400, expected=28.000000 predicted=65.367061, expected=128.000000 predicted=85.394422, expected=44.000000 predicted=60.562434, expected=156.000000 predicted=90.603876, expected=40.000000 predicted=59.949118, expected=48.000000 predicted=66.196201, expected=40.000000 predicted=74.544830, expected=44.000000 predicted=58.099374, expected=44.000000 predicted=64.401697, expected=100.000000 predicted=58.464638, expected=184.000000 predicted=90.728718, expected=148.000000 predicted=97.948391, expected=124.000000 predicted=105.234642, expected=52.000000 predicted=96.488813, expected=520.000000 predicted=230.569775, expected=52.000000 predicted=168.409839, expected=88.000000 predicted=149.237345, expected=88.000000 predicted=152.194590, expected=152.000000 predicted=150.130321, expected=76.000000 predicted=171.287607, expected=104.000000 predicted=91.734491, expected=16.000000 predicted=79.604898, expected=52.000000 predicted=76.309724, expected=28.000000 predicted=70.565057, expected=100.000000 predicted=66.367678, expected=56.000000 predicted=61.635355, expected=96.000000 predicted=59.337174, expected=456.000000 predicted=171.851397, expected=92.000000 predicted=128.207984, expected=28.000000 predicted=119.951620, expected=84.000000 predicted=132.432858, expected=56.000000 predicted=121.398566, expected=28.000000 predicted=127.562507, expected=104.000000 predicted=72.292928, expected=500.000000 predicted=177.971436, expected=44.000000 predicted=120.103369, expected=36.000000 predicted=113.186539, expected=88.000000 predicted=131.708853, expected=100.000000 predicted=130.585227, expected=84.000000 predicted=155.768142, expected=280.000000 predicted=124.507549, expected=84.000000 predicted=101.911171, expected=84.000000 predicted=112.639924, expected=80.000000 predicted=116.784045, expected=72.000000 predicted=102.725436, expected=80.000000 predicted=121.583029, expected=488.000000 predicted=186.477073, expected=80.000000 predicted=131.405845, expected=144.000000 predicted=148.811356, expected=28.000000 predicted=137.383460, expected=28.000000 predicted=115.041127, expected=68.000000 predicted=166.473704, expected=56.000000 predicted=64.952491, expected=88.000000 predicted=77.459476, expected=204.000000 predicted=90.526014, expected=112.000000 predicted=89.218162, expected=80.000000 predicted=95.552511, expected=220.000000 predicted=133.849540, expected=136.000000 predicted=133.397972, expected=188.000000 predicted=164.303746, expected=76.000000 predicted=128.336198, expected=104.000000 predicted=123.494764, expected=92.000000 predicted=138.838481, expected=148.000000 predicted=126.039308, expected=104.000000 predicted=123.662420, expected=108.000000 predicted=102.510132, expected=148.000000 predicted=120.873818, expected=80.000000 predicted=106.521640, expected=32.000000 predicted=97.940805, expected=76.000000 predicted=90.754238, expected=84.000000 predicted=88.000717, expected=120.000000 predicted=98.034696, expected=108.000000 predicted=86.870462, expected=40.000000 predicted=67.838872, expected=60.000000 predicted=78.237857, expected=28.000000 predicted=68.108160, expected=104.000000 predicted=82.525558, expected=96.000000 predicted=79.205035, expected=92.000000 predicted=69.256123, expected=108.000000 predicted=83.804342, expected=32.000000 predicted=66.296288, expected=64.000000 predicted=81.585015, expected=104.000000 predicted=86.737701, expected=12.000000 predicted=62.300202, expected=96.000000 predicted=76.022110, expected=44.000000 predicted=55.075732, expected=140.000000 predicted=81.514559, expected=80.000000 predicted=83.199976, expected=60.000000 predicted=63.821955, expected=60.000000 predicted=80.041028, expected=36.000000 predicted=62.270370, expected=16.000000 predicted=65.039314, expected=80.000000 predicted=60.188576, expected=48.000000 predicted=50.276131, expected=124.000000 predicted=67.802068, expected=128.000000 predicted=77.009894, expected=88.000000 predicted=75.207471, expected=64.000000 predicted=85.490396, expected=72.000000 predicted=81.516693, expected=20.000000 predicted=77.592404, expected=56.000000 predicted=73.520255, expected=128.000000 predicted=80.076027, expected=20.000000 predicted=54.710145, expected=76.000000 predicted=64.409307, expected=44.000000 predicted=53.221099, expected=88.000000 predicted=67.886476, expected=116.000000 predicted=88.639383, expected=92.000000 predicted=69.888431, expected=48.000000 predicted=73.816874, expected=32.000000 predicted=62.682202, expected=48.000000 predicted=68.594798, expected=52.000000 predicted=66.856556, expected=132.000000 predicted=77.319222, expected=80.000000 predicted=66.081521, expected=76.000000 predicted=66.836878, expected=132.000000 predicted=89.736959, expected=44.000000 predicted=77.017383, expected=76.000000 predicted=91.329980, expected=4.000000 predicted=62.125339, expected=56.000000 predicted=62.585698, expected=112.000000 predicted=81.827707, expected=84.000000 predicted=62.888889, expected=4.000000 predicted=51.531146, expected=124.000000 predicted=66.028299, expected=508.000000 predicted=187.397728, expected=32.000000 predicted=126.452785, expected=92.000000 predicted=132.488639, expected=128.000000 predicted=140.217511, expected=128.000000 predicted=152.323232, expected=12.000000 predicted=167.173363, expected=24.000000 predicted=61.676297, expected=4.000000 predicted=58.902349, expected=40.000000 predicted=56.670480, expected=76.000000 predicted=57.100994, expected=76.000000 predicted=40.393032, expected=76.000000 predicted=51.218814, expected=12.000000 predicted=39.990575, expected=20.000000 predicted=45.217746, expected=28.000000 predicted=47.330489, expected=80.000000 predicted=52.993560, expected=56.000000 predicted=48.880923, expected=116.000000 predicted=56.757066, expected=108.000000 predicted=70.089291, expected=16.000000 predicted=56.982232, expected=36.000000 predicted=66.647999, expected=80.000000 predicted=68.546814, expected=64.000000 predicted=70.570466, expected=112.000000 predicted=78.077654, expected=84.000000 predicted=64.329807, expected=96.000000 predicted=76.898819, expected=96.000000 predicted=89.731372, expected=56.000000 predicted=78.566654, expected=12.000000 predicted=70.872355, expected=92.000000 predicted=75.792411, expected=84.000000 predicted=74.715623, expected=44.000000 predicted=62.891971, expected=92.000000 predicted=67.934694, expected=120.000000 predicted=74.236876, expected=24.000000 predicted=69.612125, expected=80.000000 predicted=76.654025, expected=88.000000 predicted=73.978349, expected=172.000000 predicted=102.912361, expected=140.000000 predicted=110.885972, expected=96.000000 predicted=93.443465, expected=100.000000 predicted=110.242084, expected=52.000000 predicted=98.354933, expected=120.000000 predicted=117.939781, expected=48.000000 predicted=90.618459, expected=92.000000 predicted=85.349267, expected=92.000000 predicted=87.499129, expected=48.000000 predicted=68.231267, expected=92.000000 predicted=87.096394, expected=76.000000 predicted=72.371964, expected=80.000000 predicted=79.841193, expected=108.000000 predicted=87.329407, expected=68.000000 predicted=74.286606, expected=40.000000 predicted=73.739870, expected=92.000000 predicted=79.434871, expected=480.000000 predicted=181.298771, expected=104.000000 predicted=137.798473, expected=28.000000 predicted=119.320191, expected=88.000000 predicted=135.325403, expected=64.000000 predicted=121.607226, expected=60.000000 predicted=155.215076, expected=72.000000 predicted=73.545286, expected=96.000000 predicted=67.539344, expected=24.000000 predicted=62.919349, expected=32.000000 predicted=55.653796, expected=76.000000 predicted=62.386237, expected=92.000000 predicted=67.029099, expected=104.000000 predicted=76.617757, expected=36.000000 predicted=55.162788, expected=52.000000 predicted=61.608475, expected=76.000000 predicted=73.449593, expected=104.000000 predicted=79.945074, expected=60.000000 predicted=72.785490, expected=164.000000 predicted=89.334784, expected=8.000000 predicted=66.361981, expected=108.000000 predicted=88.085269, expected=108.000000 predicted=96.748101, expected=156.000000 predicted=100.348709, expected=128.000000 predicted=119.896033, expected=28.000000 predicted=75.159364, expected=72.000000 predicted=98.858372, expected=100.000000 predicted=98.934158, expected=84.000000 predicted=95.518941, expected=32.000000 predicted=73.641350, expected=28.000000 predicted=52.211475, expected=124.000000 predicted=79.270253, expected=76.000000 predicted=74.114212, expected=60.000000 predicted=67.289824, expected=444.000000 predicted=161.451776, expected=28.000000 predicted=103.705623, expected=108.000000 predicted=138.032111, expected=8.000000 predicted=113.142538, expected=136.000000 predicted=116.999483, expected=32.000000 predicted=142.840954, expected=140.000000 predicted=76.007100, expected=76.000000 predicted=87.639142, expected=140.000000 predicted=84.916433, expected=128.000000 predicted=115.816598, expected=12.000000 predicted=73.058941, expected=12.000000 predicted=82.380361, expected=128.000000 predicted=87.086916, expected=92.000000 predicted=87.052588, expected=176.000000 predicted=103.641382, expected=52.000000 predicted=72.791818, expected=72.000000 predicted=79.460966, expected=100.000000 predicted=107.170527, expected=12.000000 predicted=73.262948, expected=32.000000 predicted=77.700840, expected=92.000000 predicted=63.550292, expected=68.000000 predicted=61.486650, expected=28.000000 predicted=55.933028, expected=72.000000 predicted=51.296537, expected=124.000000 Test MSE: 6841.295
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695])] predicted=37.403792, expected=80.000000 predicted=43.935849, expected=84.000000 predicted=57.386816, expected=72.000000 predicted=66.148781, expected=24.000000 predicted=47.742197, expected=72.000000 predicted=62.352679, expected=24.000000 predicted=54.532148, expected=12.000000 predicted=46.044248, expected=48.000000 predicted=46.066083, expected=88.000000 predicted=46.411376, expected=12.000000 predicted=41.363603, expected=20.000000 predicted=33.910897, expected=44.000000 predicted=35.232394, expected=56.000000 predicted=43.482404, expected=52.000000 predicted=51.054715, expected=68.000000 predicted=43.876761, expected=8.000000 predicted=34.580182, expected=40.000000 predicted=44.614279, expected=20.000000 predicted=38.130566, expected=28.000000 predicted=34.957976, expected=16.000000 predicted=32.358957, expected=36.000000 predicted=23.897187, expected=88.000000 predicted=45.016159, expected=20.000000 predicted=30.608285, expected=36.000000 predicted=38.666891, expected=24.000000 predicted=32.994740, expected=20.000000 predicted=32.612761, expected=12.000000 predicted=35.894840, expected=84.000000 predicted=37.856940, expected=40.000000 predicted=35.539959, expected=40.000000 predicted=37.429455, expected=44.000000 predicted=40.130743, expected=44.000000 predicted=38.815744, expected=64.000000 predicted=57.438340, expected=52.000000 predicted=47.156435, expected=64.000000 predicted=52.449058, expected=40.000000 predicted=49.339926, expected=28.000000 predicted=45.225290, expected=32.000000 predicted=46.237375, expected=20.000000 predicted=36.517869, expected=60.000000 predicted=45.330612, expected=96.000000 predicted=51.977690, expected=36.000000 predicted=42.324738, expected=40.000000 predicted=47.402066, expected=36.000000 predicted=43.195428, expected=96.000000 predicted=63.452846, expected=56.000000 predicted=62.561511, expected=48.000000 predicted=51.170955, expected=32.000000 predicted=48.931533, expected=28.000000 predicted=43.540405, expected=44.000000 predicted=53.691608, expected=32.000000 predicted=39.557537, expected=48.000000 predicted=41.038835, expected=44.000000 predicted=38.298430, expected=80.000000 predicted=48.799778, expected=20.000000 predicted=41.284742, expected=44.000000 predicted=44.239263, expected=112.000000 predicted=64.266884, expected=28.000000 predicted=47.610168, expected=28.000000 predicted=54.766871, expected=20.000000 predicted=37.550827, expected=16.000000 predicted=35.250276, expected=44.000000 predicted=48.344820, expected=16.000000 predicted=23.484416, expected=96.000000 predicted=44.393463, expected=8.000000 predicted=28.389787, expected=52.000000 predicted=39.396458, expected=28.000000 predicted=39.932746, expected=12.000000 predicted=28.657531, expected=28.000000 predicted=42.364147, expected=16.000000 predicted=20.189849, expected=80.000000 predicted=42.752322, expected=16.000000 predicted=27.852697, expected=28.000000 predicted=29.295499, expected=24.000000 predicted=31.077996, expected=24.000000 predicted=27.357843, expected=4.000000 predicted=30.635302, expected=68.000000 predicted=31.151519, expected=80.000000 predicted=41.619866, expected=32.000000 predicted=36.974493, expected=16.000000 predicted=35.766073, expected=8.000000 predicted=27.929024, expected=16.000000 predicted=35.095889, expected=48.000000 predicted=38.749169, expected=36.000000 predicted=27.383655, expected=20.000000 predicted=23.415870, expected=16.000000 predicted=22.105254, expected=72.000000 predicted=37.060330, expected=4.000000 predicted=29.383776, expected=64.000000 predicted=40.033509, expected=20.000000 predicted=30.045783, expected=24.000000 predicted=29.705445, expected=12.000000 predicted=34.618188, expected=56.000000 predicted=29.329267, expected=44.000000 predicted=39.746310, expected=24.000000 predicted=28.603554, expected=16.000000 predicted=28.260660, expected=32.000000 predicted=28.306276, expected=24.000000 predicted=32.800157, expected=60.000000 predicted=37.521726, expected=8.000000 predicted=24.718144, expected=20.000000 predicted=25.237788, expected=24.000000 predicted=27.942538, expected=48.000000 predicted=30.597903, expected=64.000000 predicted=42.853873, expected=8.000000 predicted=24.470112, expected=12.000000 predicted=27.423776, expected=20.000000 predicted=27.278194, expected=4.000000 predicted=23.651115, expected=4.000000 predicted=21.110602, expected=28.000000 predicted=13.894001, expected=8.000000 predicted=11.232161, expected=16.000000 predicted=14.503111, expected=8.000000 predicted=10.381780, expected=52.000000 predicted=21.293658, expected=40.000000 predicted=27.094240, expected=16.000000 predicted=21.308815, expected=32.000000 predicted=27.940207, expected=28.000000 predicted=26.322626, expected=4.000000 predicted=27.171353, expected=12.000000 predicted=22.760860, expected=20.000000 predicted=17.878013, expected=8.000000 predicted=16.681295, expected=16.000000 predicted=16.251051, expected=24.000000 predicted=14.123809, expected=12.000000 predicted=14.135343, expected=20.000000 predicted=17.601934, expected=8.000000 predicted=13.043698, expected=12.000000 predicted=14.608915, expected=8.000000 predicted=13.990522, expected=24.000000 predicted=14.564243, expected=12.000000 predicted=14.063171, expected=28.000000 predicted=16.202867, expected=20.000000 predicted=17.191213, expected=32.000000 predicted=20.649103, expected=68.000000 predicted=34.833898, expected=24.000000 predicted=27.791097, expected=20.000000 predicted=31.165556, expected=44.000000 predicted=34.758188, expected=76.000000 predicted=45.252661, expected=48.000000 predicted=48.647435, expected=24.000000 predicted=37.302620, expected=8.000000 predicted=32.263364, expected=8.000000 predicted=31.057621, expected=16.000000 predicted=31.319547, expected=52.000000 predicted=30.641709, expected=72.000000 predicted=34.559094, expected=12.000000 predicted=24.399620, expected=8.000000 predicted=25.074710, expected=44.000000 predicted=33.413928, expected=32.000000 predicted=35.379086, expected=8.000000 predicted=30.836794, expected=28.000000 predicted=22.797964, expected=28.000000 predicted=22.572273, expected=24.000000 predicted=27.826250, expected=8.000000 predicted=21.055690, expected=8.000000 predicted=15.212345, expected=16.000000 predicted=18.715683, expected=20.000000 predicted=17.923494, expected=4.000000 predicted=12.954564, expected=12.000000 predicted=11.337074, expected=36.000000 predicted=17.490610, expected=4.000000 predicted=13.119368, expected=28.000000 predicted=19.560288, expected=40.000000 predicted=21.507358, expected=104.000000 predicted=42.746869, expected=32.000000 predicted=39.256641, expected=32.000000 predicted=37.313434, expected=24.000000 predicted=40.622607, expected=52.000000 predicted=45.111268, expected=40.000000 predicted=51.115402, expected=44.000000 predicted=37.700215, expected=80.000000 predicted=49.221328, expected=36.000000 predicted=41.963550, expected=20.000000 predicted=43.508187, expected=32.000000 predicted=41.306671, expected=40.000000 predicted=40.236774, expected=8.000000 predicted=35.787027, expected=40.000000 predicted=31.968651, expected=64.000000 predicted=36.072933, expected=40.000000 predicted=36.096047, expected=52.000000 predicted=43.508308, expected=20.000000 predicted=32.669073, expected=36.000000 predicted=40.645709, expected=24.000000 predicted=39.395954, expected=64.000000 predicted=41.733681, expected=56.000000 predicted=44.635678, expected=64.000000 predicted=44.361224, expected=12.000000 predicted=39.078212, expected=24.000000 predicted=37.140418, expected=20.000000 predicted=39.264238, expected=16.000000 predicted=30.532451, expected=24.000000 predicted=30.061517, expected=84.000000 predicted=35.015115, expected=64.000000 predicted=39.978036, expected=36.000000 predicted=38.924803, expected=16.000000 predicted=36.272488, expected=20.000000 predicted=35.428138, expected=12.000000 predicted=38.332748, expected=92.000000 predicted=48.959997, expected=84.000000 predicted=47.438023, expected=52.000000 predicted=43.961806, expected=44.000000 predicted=48.995037, expected=24.000000 predicted=42.829092, expected=32.000000 predicted=54.687316, expected=28.000000 predicted=45.472968, expected=44.000000 predicted=39.248219, expected=76.000000 predicted=46.532988, expected=68.000000 predicted=45.966471, expected=36.000000 predicted=44.738731, expected=12.000000 predicted=38.640478, expected=28.000000 predicted=41.361127, expected=8.000000 predicted=36.482094, expected=48.000000 predicted=38.783058, expected=60.000000 predicted=36.416044, expected=8.000000 predicted=22.332404, expected=4.000000 predicted=24.499754, expected=16.000000 predicted=20.871374, expected=24.000000 predicted=27.002307, expected=48.000000 predicted=33.311126, expected=64.000000 predicted=30.535898, expected=8.000000 predicted=21.854192, expected=32.000000 predicted=31.235846, expected=8.000000 predicted=26.315400, expected=32.000000 predicted=32.630502, expected=20.000000 predicted=30.656398, expected=76.000000 predicted=33.035686, expected=96.000000 predicted=50.470458, expected=16.000000 predicted=33.433826, expected=24.000000 predicted=41.780240, expected=4.000000 predicted=31.700377, expected=4.000000 predicted=34.629924, expected=36.000000 predicted=38.745509, expected=16.000000 predicted=15.628712, expected=100.000000 predicted=40.479087, expected=56.000000 predicted=35.360583, expected=16.000000 predicted=31.004998, expected=12.000000 predicted=36.449743, expected=20.000000 predicted=30.378949, expected=12.000000 predicted=38.949290, expected=20.000000 predicted=26.064233, expected=12.000000 predicted=14.793884, expected=40.000000 predicted=21.398025, expected=20.000000 predicted=20.314777, expected=52.000000 predicted=28.326259, expected=28.000000 predicted=27.772783, expected=16.000000 predicted=24.037742, expected=44.000000 predicted=36.189702, expected=24.000000 predicted=27.509912, expected=92.000000 predicted=51.172216, expected=56.000000 predicted=43.620088, expected=16.000000 predicted=34.737882, expected=8.000000 predicted=36.778987, expected=16.000000 predicted=29.992573, expected=8.000000 predicted=34.828345, expected=20.000000 predicted=24.458275, expected=16.000000 predicted=14.421435, expected=12.000000 predicted=12.267669, expected=16.000000 predicted=15.074629, expected=16.000000 predicted=13.785831, expected=8.000000 predicted=14.022706, expected=24.000000 predicted=16.683303, expected=20.000000 predicted=15.859884, expected=4.000000 predicted=12.971883, expected=4.000000 predicted=11.873340, expected=12.000000 predicted=11.122449, expected=24.000000 predicted=16.664337, expected=72.000000 predicted=29.937284, expected=52.000000 predicted=28.950791, expected=64.000000 predicted=38.812395, expected=36.000000 predicted=39.222009, expected=12.000000 predicted=35.713682, expected=56.000000 predicted=52.516410, expected=20.000000 predicted=37.302987, expected=20.000000 predicted=35.670812, expected=24.000000 predicted=28.660420, expected=16.000000 predicted=20.968378, expected=36.000000 predicted=32.875433, expected=36.000000 predicted=26.236381, expected=12.000000 predicted=21.557137, expected=20.000000 predicted=23.636605, expected=12.000000 predicted=19.313662, expected=24.000000 predicted=24.376667, expected=24.000000 predicted=23.338158, expected=16.000000 predicted=16.804551, expected=16.000000 predicted=18.472087, expected=20.000000 predicted=17.865221, expected=12.000000 predicted=17.905458, expected=44.000000 predicted=25.592521, expected=64.000000 predicted=32.643509, expected=4.000000 predicted=21.862898, expected=20.000000 predicted=26.125733, expected=8.000000 predicted=20.653545, expected=4.000000 predicted=22.097486, expected=28.000000 predicted=27.363278, expected=4.000000 predicted=8.866135, expected=60.000000 predicted=26.795277, expected=24.000000 predicted=20.224025, expected=8.000000 predicted=17.347326, expected=4.000000 predicted=19.815775, expected=44.000000 predicted=23.892661, expected=20.000000 predicted=28.944423, expected=32.000000 predicted=23.991762, expected=24.000000 predicted=21.024193, expected=32.000000 predicted=23.961353, expected=8.000000 predicted=25.754523, expected=12.000000 predicted=19.516335, expected=36.000000 predicted=26.553167, expected=4.000000 predicted=16.899168, expected=20.000000 predicted=20.591249, expected=16.000000 predicted=15.012313, expected=8.000000 predicted=13.715034, expected=4.000000 predicted=15.537358, expected=4.000000 predicted=7.549115, expected=4.000000 predicted=9.341291, expected=20.000000 predicted=11.495315, expected=48.000000 predicted=18.935122, expected=48.000000 predicted=23.563684, expected=16.000000 predicted=20.388230, expected=28.000000 predicted=25.160566, expected=44.000000 predicted=33.515062, expected=8.000000 predicted=29.455479, expected=28.000000 predicted=31.096106, expected=28.000000 predicted=24.423737, expected=8.000000 predicted=21.349527, expected=8.000000 predicted=21.605726, expected=4.000000 predicted=11.328764, expected=8.000000 predicted=14.098801, expected=12.000000 predicted=13.112699, expected=20.000000 predicted=11.134670, expected=36.000000 predicted=17.232940, expected=4.000000 predicted=11.266973, expected=32.000000 predicted=19.746733, expected=12.000000 predicted=17.107965, expected=12.000000 predicted=17.828439, expected=20.000000 predicted=21.480088, expected=48.000000 predicted=22.994107, expected=16.000000 predicted=23.132678, expected=24.000000 predicted=21.520692, expected=12.000000 predicted=19.298905, expected=12.000000 predicted=19.513810, expected=8.000000 predicted=21.208326, expected=48.000000 predicted=23.540959, expected=28.000000 predicted=22.991918, expected=28.000000 predicted=22.517769, expected=4.000000 predicted=17.935636, expected=4.000000 predicted=15.513713, expected=8.000000 predicted=20.961747, expected=44.000000 predicted=23.631877, expected=40.000000 predicted=24.989432, expected=52.000000 predicted=27.395651, expected=20.000000 predicted=24.401389, expected=48.000000 predicted=34.004702, expected=28.000000 predicted=37.430509, expected=32.000000 predicted=35.871255, expected=16.000000 predicted=32.563065, expected=20.000000 predicted=24.776480, expected=16.000000 predicted=27.270732, expected=12.000000 predicted=19.713753, expected=24.000000 predicted=21.931764, expected=28.000000 predicted=20.060237, expected=16.000000 predicted=18.801980, expected=20.000000 predicted=19.168158, expected=48.000000 predicted=26.691938, expected=32.000000 predicted=27.886851, expected=20.000000 predicted=26.516601, expected=40.000000 predicted=29.710180, expected=12.000000 predicted=24.415255, expected=4.000000 predicted=24.934278, expected=44.000000 predicted=29.016136, expected=4.000000 predicted=17.172972, expected=8.000000 predicted=19.688610, expected=4.000000 predicted=11.365616, expected=8.000000 predicted=9.439986, expected=52.000000 predicted=27.777063, expected=8.000000 predicted=11.755687, expected=20.000000 predicted=16.594246, expected=12.000000 predicted=15.100262, expected=24.000000 predicted=18.842332, expected=8.000000 predicted=22.357695, expected=8.000000 predicted=11.676599, expected=12.000000 predicted=14.254278, expected=16.000000 predicted=13.120362, expected=28.000000 predicted=18.709913, expected=28.000000 predicted=17.434816, expected=24.000000 predicted=18.833977, expected=4.000000 predicted=15.664210, expected=32.000000 predicted=22.645125, expected=28.000000 predicted=24.676739, expected=48.000000 predicted=30.471822, expected=36.000000 predicted=29.694229, expected=12.000000 predicted=21.745154, expected=24.000000 predicted=29.373459, expected=36.000000 predicted=30.585559, expected=40.000000 predicted=35.194222, expected=20.000000 predicted=27.919028, expected=36.000000 predicted=27.527741, expected=16.000000 Test MSE: 493.771
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124])] predicted=10.965373, expected=16.000000 predicted=13.803211, expected=12.000000 predicted=14.372196, expected=8.000000 predicted=12.284486, expected=8.000000 predicted=11.889617, expected=4.000000 predicted=10.944831, expected=8.000000 predicted=8.747959, expected=12.000000 predicted=8.217412, expected=4.000000 predicted=7.712060, expected=8.000000 predicted=7.035054, expected=4.000000 predicted=6.868222, expected=4.000000 predicted=6.717481, expected=8.000000 predicted=5.990873, expected=4.000000 predicted=5.641215, expected=12.000000 predicted=6.220823, expected=8.000000 predicted=6.899331, expected=4.000000 predicted=7.124658, expected=8.000000 predicted=6.903984, expected=4.000000 predicted=7.046159, expected=4.000000 predicted=6.368525, expected=12.000000 predicted=6.091897, expected=4.000000 predicted=6.535202, expected=12.000000 predicted=6.962782, expected=4.000000 predicted=6.967735, expected=4.000000 predicted=7.027038, expected=4.000000 predicted=6.058787, expected=4.000000 predicted=5.543308, expected=4.000000 predicted=4.838464, expected=4.000000 predicted=3.958747, expected=12.000000 predicted=5.040818, expected=8.000000 predicted=6.289427, expected=20.000000 predicted=8.509843, expected=20.000000 predicted=11.700072, expected=8.000000 predicted=13.244123, expected=16.000000 predicted=13.550228, expected=8.000000 predicted=13.956342, expected=12.000000 predicted=13.688292, expected=28.000000 predicted=14.122513, expected=4.000000 predicted=14.258538, expected=16.000000 predicted=13.364103, expected=8.000000 predicted=12.827398, expected=4.000000 predicted=12.765933, expected=4.000000 predicted=9.133293, expected=36.000000 predicted=11.200162, expected=20.000000 predicted=15.416938, expected=8.000000 predicted=14.421659, expected=4.000000 predicted=12.627215, expected=8.000000 predicted=14.020341, expected=4.000000 predicted=12.310577, expected=12.000000 predicted=8.435528, expected=4.000000 predicted=6.795437, expected=12.000000 predicted=7.305742, expected=4.000000 predicted=7.401631, expected=20.000000 predicted=9.171150, expected=8.000000 predicted=10.202582, expected=12.000000 predicted=10.424485, expected=36.000000 predicted=14.165035, expected=8.000000 predicted=16.854473, expected=8.000000 predicted=15.162387, expected=4.000000 predicted=12.427484, expected=16.000000 predicted=14.176087, expected=4.000000 predicted=11.694379, expected=4.000000 predicted=7.408262, expected=4.000000 predicted=6.241184, expected=24.000000 predicted=9.034349, expected=16.000000 predicted=11.388888, expected=24.000000 predicted=13.051287, expected=16.000000 predicted=15.325098, expected=36.000000 predicted=20.467765, expected=20.000000 predicted=23.188104, expected=92.000000 predicted=32.479506, expected=40.000000 predicted=41.845014, expected=16.000000 predicted=39.646512, expected=4.000000 predicted=33.458615, expected=4.000000 predicted=30.365311, expected=12.000000 predicted=24.520862, expected=40.000000 predicted=18.606817, expected=32.000000 predicted=19.509494, expected=20.000000 predicted=19.584593, expected=12.000000 predicted=19.579922, expected=12.000000 predicted=21.223215, expected=20.000000 predicted=22.056562, expected=20.000000 predicted=19.385231, expected=20.000000 predicted=17.440577, expected=16.000000 predicted=16.747732, expected=32.000000 predicted=19.990612, expected=28.000000 predicted=23.419990, expected=60.000000 predicted=29.807163, expected=28.000000 predicted=32.534739, expected=68.000000 predicted=38.649393, expected=28.000000 predicted=42.459987, expected=32.000000 predicted=40.652108, expected=8.000000 predicted=35.606655, expected=28.000000 predicted=31.027080, expected=40.000000 predicted=33.288078, expected=52.000000 predicted=33.049903, expected=24.000000 predicted=31.651372, expected=68.000000 predicted=35.804003, expected=64.000000 predicted=48.646968, expected=28.000000 predicted=47.874569, expected=36.000000 predicted=42.922569, expected=76.000000 predicted=49.215337, expected=124.000000 predicted=69.116183, expected=32.000000 predicted=62.243668, expected=52.000000 predicted=56.833314, expected=16.000000 predicted=57.745244, expected=16.000000 predicted=51.341095, expected=48.000000 predicted=45.228015, expected=64.000000 predicted=40.878615, expected=56.000000 predicted=43.564392, expected=40.000000 predicted=39.620416, expected=28.000000 predicted=40.810066, expected=36.000000 predicted=44.596957, expected=24.000000 predicted=41.304589, expected=48.000000 predicted=38.554894, expected=104.000000 predicted=49.814903, expected=24.000000 predicted=46.795350, expected=56.000000 predicted=44.976400, expected=52.000000 predicted=50.724656, expected=52.000000 predicted=57.945478, expected=36.000000 predicted=53.527730, expected=44.000000 predicted=43.376095, expected=36.000000 predicted=46.074274, expected=40.000000 predicted=43.306262, expected=20.000000 predicted=37.639035, expected=20.000000 predicted=31.512977, expected=40.000000 predicted=33.172996, expected=40.000000 predicted=34.196218, expected=60.000000 predicted=37.710408, expected=40.000000 predicted=37.637451, expected=48.000000 predicted=40.931240, expected=76.000000 predicted=51.448007, expected=60.000000 predicted=56.350917, expected=32.000000 predicted=51.737481, expected=8.000000 predicted=40.820293, expected=44.000000 predicted=43.652168, expected=60.000000 predicted=49.114076, expected=48.000000 predicted=43.371938, expected=60.000000 predicted=41.723535, expected=16.000000 predicted=38.869003, expected=32.000000 predicted=41.392475, expected=84.000000 predicted=51.634482, expected=60.000000 predicted=53.532197, expected=20.000000 predicted=42.943409, expected=52.000000 predicted=42.279877, expected=24.000000 predicted=46.564220, expected=40.000000 predicted=46.858944, expected=28.000000 predicted=36.955577, expected=36.000000 predicted=33.734212, expected=72.000000 predicted=42.868794, expected=40.000000 predicted=41.562192, expected=28.000000 predicted=39.050724, expected=32.000000 predicted=38.130247, expected=28.000000 predicted=40.208344, expected=32.000000 predicted=38.635557, expected=28.000000 predicted=31.255980, expected=44.000000 predicted=32.481705, expected=64.000000 predicted=39.474551, expected=36.000000 predicted=39.316333, expected=24.000000 predicted=36.252519, expected=28.000000 predicted=36.423880, expected=36.000000 predicted=39.685171, expected=32.000000 predicted=36.990930, expected=32.000000 predicted=31.125275, expected=48.000000 predicted=33.831053, expected=48.000000 predicted=38.442898, expected=44.000000 predicted=40.187019, expected=16.000000 predicted=35.371551, expected=36.000000 predicted=36.714717, expected=44.000000 predicted=40.457160, expected=60.000000 predicted=42.991233, expected=56.000000 predicted=43.039205, expected=68.000000 predicted=47.388559, expected=68.000000 predicted=56.208746, expected=32.000000 predicted=53.797546, expected=36.000000 predicted=51.260197, expected=44.000000 predicted=50.827190, expected=68.000000 predicted=54.863263, expected=56.000000 predicted=51.505255, expected=40.000000 predicted=44.969926, expected=44.000000 predicted=46.953590, expected=44.000000 predicted=49.894487, expected=92.000000 predicted=59.681899, expected=64.000000 predicted=58.152743, expected=76.000000 predicted=59.522092, expected=40.000000 predicted=58.308192, expected=36.000000 predicted=57.522957, expected=12.000000 predicted=51.233501, expected=36.000000 predicted=44.051996, expected=44.000000 predicted=42.506776, expected=20.000000 predicted=31.433641, expected=48.000000 predicted=32.002090, expected=56.000000 predicted=38.320530, expected=44.000000 predicted=42.390951, expected=24.000000 predicted=37.075563, expected=36.000000 predicted=37.138450, expected=48.000000 predicted=44.114364, expected=40.000000 predicted=42.174611, expected=72.000000 predicted=45.272522, expected=28.000000 predicted=41.342080, expected=36.000000 predicted=41.360801, expected=48.000000 predicted=45.328336, expected=48.000000 predicted=47.328170, expected=24.000000 predicted=41.341399, expected=84.000000 predicted=45.763870, expected=56.000000 predicted=51.835029, expected=88.000000 predicted=59.112943, expected=48.000000 predicted=57.536668, expected=44.000000 predicted=55.234481, expected=24.000000 predicted=55.142519, expected=36.000000 predicted=48.723576, expected=32.000000 predicted=45.863075, expected=40.000000 predicted=37.973391, expected=68.000000 predicted=42.965196, expected=24.000000 predicted=37.675495, expected=36.000000 predicted=36.846641, expected=8.000000 predicted=32.847980, expected=28.000000 predicted=33.423198, expected=12.000000 predicted=29.580057, expected=36.000000 predicted=24.621348, expected=24.000000 predicted=25.138018, expected=48.000000 predicted=26.916164, expected=16.000000 predicted=27.497897, expected=24.000000 predicted=24.639284, expected=80.000000 predicted=40.835017, expected=44.000000 predicted=43.001347, expected=44.000000 predicted=40.972358, expected=32.000000 predicted=38.019010, expected=20.000000 predicted=39.265894, expected=16.000000 predicted=37.889763, expected=12.000000 predicted=26.989937, expected=48.000000 predicted=30.491340, expected=52.000000 predicted=33.870604, expected=64.000000 predicted=37.936191, expected=24.000000 predicted=34.455498, expected=32.000000 predicted=35.260070, expected=32.000000 predicted=41.589520, expected=16.000000 predicted=36.294031, expected=76.000000 predicted=43.017558, expected=32.000000 predicted=38.333324, expected=16.000000 predicted=30.840400, expected=16.000000 predicted=27.596011, expected=60.000000 predicted=38.670766, expected=40.000000 predicted=43.587482, expected=24.000000 predicted=29.549473, expected=48.000000 predicted=33.027476, expected=20.000000 predicted=34.990344, expected=32.000000 predicted=36.512746, expected=36.000000 predicted=33.800128, expected=48.000000 predicted=36.329275, expected=80.000000 predicted=47.194735, expected=48.000000 predicted=45.304994, expected=72.000000 predicted=51.943162, expected=16.000000 predicted=47.843679, expected=12.000000 predicted=41.379152, expected=28.000000 predicted=41.621710, expected=20.000000 predicted=34.572027, expected=24.000000 predicted=28.848865, expected=4.000000 predicted=15.920758, expected=24.000000 predicted=18.152549, expected=32.000000 predicted=23.958485, expected=40.000000 predicted=26.449245, expected=44.000000 predicted=29.316396, expected=16.000000 predicted=25.485688, expected=60.000000 predicted=36.167740, expected=8.000000 predicted=33.874297, expected=32.000000 predicted=31.119701, expected=60.000000 predicted=38.418766, expected=48.000000 predicted=41.414689, expected=72.000000 predicted=47.509389, expected=20.000000 predicted=38.839739, expected=16.000000 predicted=36.742697, expected=32.000000 predicted=39.584757, expected=20.000000 predicted=36.692996, expected=68.000000 predicted=40.179487, expected=24.000000 predicted=31.773327, expected=24.000000 predicted=28.036117, expected=12.000000 predicted=26.425885, expected=16.000000 predicted=27.918924, expected=24.000000 predicted=28.168119, expected=52.000000 predicted=28.592733, expected=16.000000 predicted=24.927121, expected=28.000000 predicted=22.135518, expected=32.000000 predicted=27.670564, expected=12.000000 predicted=28.167677, expected=16.000000 predicted=23.748946, expected=68.000000 predicted=31.542129, expected=44.000000 predicted=38.139079, expected=36.000000 predicted=33.199760, expected=40.000000 predicted=33.102585, expected=28.000000 predicted=38.764864, expected=24.000000 predicted=39.051286, expected=24.000000 predicted=31.780911, expected=32.000000 predicted=31.447162, expected=32.000000 predicted=31.070470, expected=44.000000 predicted=31.804555, expected=44.000000 predicted=34.483124, expected=36.000000 predicted=35.273833, expected=12.000000 predicted=30.555595, expected=60.000000 predicted=38.265106, expected=20.000000 predicted=38.185450, expected=52.000000 predicted=37.380188, expected=32.000000 predicted=35.018904, expected=44.000000 predicted=37.235957, expected=32.000000 predicted=39.341560, expected=60.000000 predicted=41.100819, expected=20.000000 predicted=40.345378, expected=24.000000 predicted=32.444860, expected=36.000000 predicted=35.296248, expected=32.000000 predicted=36.172238, expected=52.000000 predicted=38.718901, expected=100.000000 predicted=48.593792, expected=92.000000 predicted=62.165429, expected=16.000000 predicted=49.490604, expected=8.000000 predicted=38.885511, expected=40.000000 predicted=51.139234, expected=36.000000 predicted=54.963372, expected=36.000000 predicted=40.063095, expected=44.000000 predicted=29.688378, expected=20.000000 predicted=29.291051, expected=20.000000 predicted=30.411411, expected=12.000000 predicted=26.508327, expected=56.000000 predicted=34.540498, expected=32.000000 predicted=33.950084, expected=44.000000 predicted=30.311712, expected=16.000000 predicted=27.346046, expected=48.000000 predicted=34.186914, expected=60.000000 predicted=46.534712, expected=28.000000 predicted=38.413489, expected=40.000000 predicted=36.569586, expected=44.000000 predicted=39.346769, expected=16.000000 predicted=38.936986, expected=16.000000 predicted=31.415171, expected=32.000000 predicted=29.555021, expected=20.000000 predicted=29.628974, expected=36.000000 predicted=28.237898, expected=28.000000 predicted=24.998110, expected=44.000000 predicted=30.204089, expected=56.000000 predicted=38.252772, expected=52.000000 predicted=40.857266, expected=24.000000 predicted=37.479945, expected=48.000000 predicted=40.155335, expected=36.000000 predicted=44.246304, expected=24.000000 predicted=39.407503, expected=40.000000 predicted=36.835404, expected=20.000000 predicted=31.833550, expected=16.000000 predicted=29.259304, expected=20.000000 predicted=25.061419, expected=36.000000 predicted=27.849452, expected=20.000000 predicted=26.464233, expected=40.000000 predicted=25.614351, expected=72.000000 predicted=37.853316, expected=56.000000 predicted=43.908452, expected=44.000000 predicted=42.941587, expected=116.000000 predicted=61.260937, expected=32.000000 predicted=61.062804, expected=28.000000 predicted=52.554854, expected=28.000000 predicted=45.794693, expected=16.000000 predicted=42.947927, expected=20.000000 predicted=40.803924, expected=28.000000 predicted=25.941387, expected=20.000000 predicted=23.980512, expected=16.000000 predicted=20.644466, expected=32.000000 predicted=22.345250, expected=24.000000 predicted=24.333707, expected=8.000000 predicted=20.059100, expected=16.000000 predicted=17.562895, expected=12.000000 predicted=17.489618, expected=16.000000 predicted=18.593719, expected=24.000000 predicted=17.866597, expected=12.000000 predicted=14.728776, expected=32.000000 predicted=19.471077, expected=24.000000 predicted=20.963526, expected=8.000000 predicted=18.091864, expected=28.000000 predicted=20.709470, expected=12.000000 predicted=19.191300, expected=8.000000 predicted=17.828401, expected=12.000000 predicted=14.349504, expected=16.000000 predicted=14.385343, expected=16.000000 predicted=16.377934, expected=12.000000 predicted=12.592328, expected=36.000000 predicted=18.201474, expected=12.000000 Test MSE: 368.676
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374])] predicted=33.704470, expected=36.000000 predicted=28.280314, expected=20.000000 predicted=25.757216, expected=32.000000 predicted=23.918816, expected=32.000000 predicted=23.300292, expected=24.000000 predicted=19.552513, expected=20.000000 predicted=28.632423, expected=52.000000 predicted=34.038048, expected=24.000000 predicted=27.798702, expected=44.000000 predicted=37.311621, expected=16.000000 predicted=23.907959, expected=40.000000 predicted=29.644467, expected=28.000000 predicted=38.800349, expected=20.000000 predicted=22.962601, expected=24.000000 predicted=33.752190, expected=44.000000 predicted=28.487596, expected=28.000000 predicted=32.530418, expected=44.000000 predicted=35.422729, expected=12.000000 predicted=20.390130, expected=4.000000 predicted=17.263430, expected=28.000000 predicted=33.651108, expected=12.000000 predicted=18.198961, expected=36.000000 predicted=35.214572, expected=8.000000 predicted=12.749944, expected=28.000000 predicted=16.584743, expected=20.000000 predicted=23.988580, expected=24.000000 predicted=17.817273, expected=16.000000 predicted=25.802760, expected=4.000000 predicted=8.882167, expected=28.000000 predicted=25.612911, expected=44.000000 predicted=28.133956, expected=24.000000 predicted=23.527932, expected=32.000000 predicted=25.881417, expected=32.000000 predicted=20.998414, expected=20.000000 predicted=24.949024, expected=36.000000 predicted=37.917163, expected=72.000000 predicted=43.711241, expected=40.000000 predicted=36.194353, expected=16.000000 predicted=29.708691, expected=8.000000 predicted=20.935908, expected=36.000000 predicted=33.568281, expected=20.000000 predicted=40.348477, expected=8.000000 predicted=23.534749, expected=64.000000 predicted=36.695328, expected=28.000000 predicted=18.781576, expected=24.000000 predicted=31.130748, expected=8.000000 predicted=19.958330, expected=16.000000 predicted=13.856838, expected=20.000000 predicted=36.884050, expected=12.000000 predicted=18.611813, expected=40.000000 predicted=28.776645, expected=40.000000 predicted=23.171104, expected=12.000000 predicted=17.012442, expected=24.000000 predicted=24.631096, expected=20.000000 predicted=17.862835, expected=12.000000 predicted=24.468742, expected=24.000000 predicted=29.592292, expected=52.000000 predicted=28.786587, expected=32.000000 predicted=27.221859, expected=28.000000 predicted=26.693494, expected=32.000000 predicted=25.484145, expected=24.000000 predicted=25.185471, expected=8.000000 predicted=29.957684, expected=16.000000 predicted=24.051481, expected=32.000000 predicted=27.010774, expected=60.000000 predicted=39.769586, expected=24.000000 predicted=25.391380, expected=28.000000 predicted=22.880450, expected=28.000000 predicted=25.533891, expected=8.000000 predicted=21.203039, expected=28.000000 predicted=40.168108, expected=68.000000 predicted=40.419723, expected=44.000000 predicted=34.058614, expected=24.000000 predicted=30.547079, expected=16.000000 predicted=19.690486, expected=52.000000 predicted=37.962321, expected=20.000000 predicted=40.403833, expected=16.000000 predicted=30.516588, expected=60.000000 predicted=40.102260, expected=32.000000 predicted=23.684809, expected=56.000000 predicted=50.690421, expected=16.000000 predicted=24.392157, expected=24.000000 predicted=23.898116, expected=8.000000 predicted=34.390391, expected=32.000000 predicted=28.844296, expected=40.000000 predicted=42.040977, expected=32.000000 predicted=23.770095, expected=8.000000 predicted=20.128044, expected=8.000000 predicted=12.804415, expected=16.000000 predicted=22.804774, expected=32.000000 predicted=30.420580, expected=8.000000 predicted=19.079631, expected=24.000000 predicted=16.917822, expected=36.000000 predicted=21.616243, expected=12.000000 predicted=15.067900, expected=8.000000 predicted=21.553533, expected=28.000000 predicted=18.587198, expected=56.000000 predicted=34.124614, expected=20.000000 predicted=27.147739, expected=20.000000 predicted=20.686569, expected=32.000000 predicted=23.267653, expected=12.000000 predicted=20.336812, expected=8.000000 predicted=30.458822, expected=12.000000 predicted=16.837952, expected=36.000000 predicted=24.098480, expected=24.000000 predicted=24.980845, expected=44.000000 predicted=26.994271, expected=28.000000 predicted=21.034863, expected=12.000000 predicted=16.325810, expected=4.000000 predicted=22.759972, expected=32.000000 predicted=25.692263, expected=32.000000 predicted=32.461154, expected=28.000000 predicted=26.217176, expected=32.000000 predicted=23.990995, expected=28.000000 predicted=18.882767, expected=16.000000 predicted=25.201565, expected=12.000000 predicted=23.286879, expected=24.000000 predicted=24.826183, expected=32.000000 predicted=28.479035, expected=36.000000 predicted=29.431663, expected=28.000000 predicted=23.473630, expected=24.000000 predicted=21.104461, expected=20.000000 predicted=23.855368, expected=12.000000 predicted=22.641444, expected=8.000000 predicted=21.704155, expected=36.000000 predicted=28.364476, expected=24.000000 predicted=21.831957, expected=20.000000 predicted=20.367612, expected=24.000000 predicted=20.262460, expected=16.000000 predicted=13.996261, expected=8.000000 predicted=21.850426, expected=12.000000 predicted=18.053545, expected=56.000000 predicted=32.425117, expected=28.000000 predicted=23.985042, expected=20.000000 predicted=21.038802, expected=16.000000 predicted=17.786489, expected=36.000000 predicted=23.464613, expected=20.000000 predicted=34.486390, expected=8.000000 predicted=19.425911, expected=52.000000 predicted=33.770850, expected=40.000000 predicted=25.931280, expected=20.000000 predicted=28.619385, expected=24.000000 predicted=26.615838, expected=28.000000 predicted=20.185740, expected=16.000000 predicted=31.611859, expected=16.000000 predicted=27.375293, expected=44.000000 predicted=29.699555, expected=56.000000 predicted=35.576440, expected=12.000000 predicted=22.718659, expected=8.000000 predicted=19.213861, expected=32.000000 predicted=25.597328, expected=4.000000 predicted=21.254640, expected=32.000000 predicted=38.719046, expected=32.000000 predicted=21.578420, expected=52.000000 predicted=27.372112, expected=24.000000 predicted=29.674240, expected=12.000000 predicted=14.540172, expected=28.000000 predicted=31.252002, expected=8.000000 predicted=19.657088, expected=16.000000 predicted=30.718856, expected=48.000000 predicted=32.201818, expected=56.000000 predicted=30.004565, expected=36.000000 predicted=32.641572, expected=20.000000 predicted=21.676566, expected=20.000000 predicted=23.226670, expected=8.000000 predicted=27.705161, expected=36.000000 predicted=40.325688, expected=40.000000 predicted=33.588216, expected=4.000000 predicted=14.376513, expected=16.000000 predicted=21.559960, expected=8.000000 predicted=10.730954, expected=24.000000 predicted=25.555875, expected=8.000000 predicted=21.917977, expected=28.000000 predicted=15.576279, expected=40.000000 predicted=25.835680, expected=28.000000 predicted=18.313701, expected=20.000000 predicted=24.465651, expected=48.000000 predicted=28.927418, expected=4.000000 predicted=18.223535, expected=48.000000 predicted=40.900465, expected=44.000000 predicted=34.647929, expected=32.000000 predicted=26.105368, expected=28.000000 predicted=39.727963, expected=8.000000 predicted=12.521251, expected=20.000000 predicted=32.591058, expected=4.000000 predicted=22.854271, expected=12.000000 predicted=19.882687, expected=48.000000 predicted=32.351285, expected=8.000000 predicted=9.141492, expected=40.000000 predicted=29.102704, expected=24.000000 predicted=17.415956, expected=4.000000 predicted=11.611257, expected=12.000000 predicted=29.543857, expected=36.000000 predicted=20.025032, expected=20.000000 predicted=26.167466, expected=16.000000 predicted=20.723908, expected=24.000000 predicted=16.534849, expected=4.000000 predicted=10.410913, expected=8.000000 predicted=21.124125, expected=16.000000 predicted=16.855855, expected=36.000000 predicted=21.811631, expected=40.000000 predicted=28.290474, expected=16.000000 predicted=13.835158, expected=32.000000 predicted=23.093440, expected=32.000000 predicted=24.933930, expected=8.000000 predicted=22.844674, expected=8.000000 predicted=25.052839, expected=36.000000 predicted=24.163421, expected=44.000000 predicted=32.240856, expected=28.000000 predicted=28.905143, expected=20.000000 predicted=19.252741, expected=4.000000 predicted=12.060323, expected=8.000000 predicted=21.932302, expected=20.000000 predicted=27.572623, expected=20.000000 predicted=20.472799, expected=44.000000 predicted=28.140611, expected=24.000000 predicted=15.900295, expected=16.000000 predicted=16.048206, expected=20.000000 predicted=22.435348, expected=20.000000 predicted=20.017207, expected=20.000000 predicted=29.065175, expected=32.000000 predicted=26.186414, expected=60.000000 predicted=34.327364, expected=20.000000 predicted=22.301521, expected=28.000000 predicted=27.952862, expected=20.000000 predicted=23.939921, expected=12.000000 predicted=22.456717, expected=40.000000 predicted=44.003251, expected=44.000000 predicted=29.150854, expected=12.000000 predicted=21.953347, expected=12.000000 predicted=20.691077, expected=12.000000 predicted=14.959875, expected=4.000000 predicted=20.074861, expected=24.000000 predicted=29.037138, expected=24.000000 predicted=16.180007, expected=56.000000 predicted=29.796975, expected=20.000000 predicted=18.599504, expected=4.000000 predicted=11.159417, expected=8.000000 predicted=19.661806, expected=12.000000 predicted=16.789309, expected=32.000000 predicted=36.111303, expected=36.000000 predicted=24.596433, expected=16.000000 predicted=12.853658, expected=32.000000 predicted=22.224957, expected=24.000000 predicted=19.844999, expected=4.000000 predicted=19.543219, expected=40.000000 predicted=34.915873, expected=56.000000 predicted=31.787399, expected=28.000000 predicted=29.399421, expected=28.000000 predicted=29.951878, expected=32.000000 predicted=22.518445, expected=12.000000 predicted=26.876671, expected=36.000000 predicted=42.170350, expected=52.000000 predicted=36.282236, expected=12.000000 predicted=21.926398, expected=16.000000 predicted=27.460973, expected=12.000000 predicted=15.658642, expected=24.000000 predicted=26.860267, expected=12.000000 predicted=28.575216, expected=36.000000 predicted=22.352384, expected=32.000000 predicted=22.963402, expected=28.000000 predicted=21.054427, expected=24.000000 predicted=25.822039, expected=12.000000 predicted=15.712610, expected=8.000000 predicted=22.647099, expected=16.000000 predicted=22.494428, expected=44.000000 predicted=30.513435, expected=44.000000 predicted=30.041371, expected=16.000000 predicted=17.695876, expected=16.000000 predicted=17.845024, expected=24.000000 predicted=21.690902, expected=8.000000 predicted=24.466181, expected=4.000000 predicted=23.046372, expected=36.000000 predicted=23.309323, expected=44.000000 predicted=25.501678, expected=60.000000 predicted=37.886579, expected=8.000000 predicted=15.068031, expected=16.000000 predicted=17.682970, expected=8.000000 predicted=24.208105, expected=16.000000 predicted=26.532155, expected=20.000000 predicted=34.333590, expected=28.000000 predicted=16.820251, expected=16.000000 predicted=16.592568, expected=40.000000 predicted=23.550534, expected=16.000000 predicted=17.705795, expected=20.000000 predicted=21.390762, expected=12.000000 predicted=21.448700, expected=28.000000 predicted=20.966830, expected=44.000000 predicted=36.732674, expected=40.000000 predicted=26.829965, expected=36.000000 predicted=29.610382, expected=16.000000 predicted=19.658788, expected=16.000000 predicted=24.883690, expected=8.000000 predicted=25.938908, expected=20.000000 predicted=26.994860, expected=32.000000 predicted=29.569037, expected=20.000000 predicted=17.627236, expected=8.000000 predicted=14.702859, expected=16.000000 predicted=14.324284, expected=16.000000 predicted=17.270966, expected=12.000000 predicted=20.103536, expected=8.000000 predicted=14.261148, expected=48.000000 predicted=24.615094, expected=28.000000 predicted=20.419316, expected=4.000000 predicted=13.823329, expected=24.000000 predicted=21.057918, expected=8.000000 predicted=9.971006, expected=12.000000 predicted=26.760966, expected=40.000000 predicted=29.831349, expected=36.000000 predicted=18.524281, expected=28.000000 predicted=26.212822, expected=8.000000 predicted=13.850446, expected=32.000000 predicted=23.384590, expected=36.000000 predicted=34.182862, expected=32.000000 predicted=31.554893, expected=28.000000 predicted=29.039410, expected=28.000000 predicted=21.114146, expected=4.000000 predicted=20.665784, expected=24.000000 predicted=29.038017, expected=36.000000 predicted=30.350403, expected=8.000000 predicted=17.954537, expected=36.000000 predicted=30.777806, expected=28.000000 predicted=17.342686, expected=20.000000 predicted=22.393648, expected=8.000000 predicted=23.788249, expected=20.000000 predicted=15.658386, expected=12.000000 predicted=22.197674, expected=4.000000 predicted=15.696987, expected=20.000000 predicted=18.686185, expected=12.000000 predicted=9.851776, expected=16.000000 predicted=16.745694, expected=16.000000 predicted=14.225868, expected=24.000000 predicted=13.935189, expected=20.000000 predicted=19.281765, expected=24.000000 predicted=18.319054, expected=36.000000 predicted=24.995823, expected=60.000000 predicted=34.775799, expected=12.000000 predicted=21.415927, expected=12.000000 predicted=21.891707, expected=12.000000 predicted=21.118405, expected=20.000000 predicted=24.964839, expected=12.000000 predicted=31.327249, expected=32.000000 predicted=20.456120, expected=20.000000 predicted=16.294057, expected=12.000000 predicted=14.081297, expected=12.000000 predicted=17.662061, expected=36.000000 predicted=22.060340, expected=8.000000 predicted=19.080701, expected=20.000000 predicted=20.395274, expected=36.000000 predicted=23.206154, expected=36.000000 predicted=22.355249, expected=20.000000 predicted=28.271466, expected=36.000000 predicted=24.320199, expected=16.000000 predicted=20.321584, expected=28.000000 predicted=30.925102, expected=12.000000 predicted=24.592247, expected=36.000000 predicted=26.318651, expected=56.000000 predicted=40.717251, expected=16.000000 predicted=18.624183, expected=12.000000 predicted=24.820499, expected=20.000000 predicted=19.498116, expected=20.000000 predicted=25.419974, expected=28.000000 predicted=36.712876, expected=12.000000 predicted=15.440581, expected=60.000000 predicted=32.719243, expected=16.000000 predicted=19.599415, expected=32.000000 predicted=27.462937, expected=32.000000 predicted=31.363873, expected=20.000000 predicted=18.195465, expected=8.000000 predicted=33.524717, expected=16.000000 predicted=17.636099, expected=40.000000 predicted=31.217420, expected=20.000000 predicted=23.844766, expected=28.000000 predicted=24.474960, expected=36.000000 predicted=23.376712, expected=24.000000 predicted=21.295598, expected=24.000000 predicted=31.794148, expected=4.000000 predicted=15.850084, expected=36.000000 predicted=29.603927, expected=40.000000 predicted=33.298530, expected=16.000000 predicted=20.727002, expected=12.000000 predicted=21.617369, expected=12.000000 predicted=11.962003, expected=24.000000 predicted=26.611705, expected=8.000000 predicted=21.798901, expected=20.000000 predicted=17.598524, expected=40.000000 predicted=23.621083, expected=16.000000 predicted=14.808430, expected=20.000000 predicted=23.243351, expected=12.000000 predicted=13.655236, expected=20.000000 predicted=19.546206, expected=24.000000 predicted=28.520592, expected=44.000000 predicted=26.945503, expected=28.000000 predicted=24.049227, expected=44.000000 predicted=28.901154, expected=12.000000 predicted=20.698938, expected=28.000000 predicted=27.536459, expected=48.000000 predicted=41.848728, expected=48.000000 predicted=34.895863, expected=48.000000 predicted=44.257200, expected=12.000000 predicted=19.973216, expected=24.000000 predicted=29.965776, expected=12.000000 predicted=30.207375, expected=8.000000 predicted=26.041447, expected=24.000000 predicted=31.555924, expected=20.000000 predicted=15.162504, expected=40.000000 predicted=28.348966, expected=4.000000 predicted=11.644324, expected=24.000000 predicted=18.175144, expected=16.000000 predicted=20.492004, expected=20.000000 predicted=18.990247, expected=16.000000 predicted=26.005481, expected=52.000000 predicted=25.385255, expected=24.000000 predicted=23.776991, expected=32.000000 predicted=25.668097, expected=16.000000 predicted=22.213764, expected=16.000000 predicted=18.559406, expected=8.000000 predicted=28.600504, expected=12.000000 predicted=17.426809, expected=48.000000 predicted=33.479668, expected=12.000000 predicted=14.528635, expected=12.000000 predicted=16.778155, expected=8.000000 predicted=12.213743, expected=20.000000 predicted=15.267370, expected=20.000000 Test MSE: 217.931
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992])] predicted=39.235958, expected=80.000000 predicted=48.123341, expected=16.000000 predicted=38.595297, expected=44.000000 predicted=37.429159, expected=24.000000 predicted=40.135168, expected=24.000000 predicted=34.386722, expected=60.000000 predicted=47.887149, expected=36.000000 predicted=35.896318, expected=24.000000 predicted=33.582619, expected=36.000000 predicted=31.595452, expected=32.000000 predicted=33.228351, expected=48.000000 predicted=42.619988, expected=12.000000 predicted=29.897065, expected=28.000000 predicted=25.863204, expected=144.000000 predicted=65.856043, expected=24.000000 predicted=54.449021, expected=52.000000 predicted=46.944394, expected=36.000000 predicted=42.512010, expected=24.000000 predicted=41.099210, expected=16.000000 predicted=50.528828, expected=44.000000 predicted=31.448540, expected=60.000000 predicted=45.464784, expected=28.000000 predicted=36.786106, expected=28.000000 predicted=30.098306, expected=32.000000 predicted=30.780414, expected=28.000000 predicted=34.966300, expected=20.000000 predicted=32.498391, expected=48.000000 predicted=32.319269, expected=48.000000 predicted=38.009794, expected=16.000000 predicted=30.659332, expected=60.000000 predicted=37.449711, expected=20.000000 predicted=33.552320, expected=32.000000 predicted=34.985880, expected=8.000000 predicted=28.136702, expected=20.000000 predicted=20.773130, expected=64.000000 predicted=41.218800, expected=36.000000 predicted=34.648146, expected=52.000000 predicted=38.215800, expected=16.000000 predicted=28.721561, expected=56.000000 predicted=37.790801, expected=40.000000 predicted=47.163918, expected=60.000000 predicted=45.236161, expected=36.000000 predicted=45.035236, expected=40.000000 predicted=37.154193, expected=52.000000 predicted=48.167028, expected=16.000000 predicted=37.148183, expected=48.000000 predicted=41.385847, expected=20.000000 predicted=34.077396, expected=52.000000 predicted=38.328213, expected=12.000000 predicted=33.764509, expected=48.000000 predicted=30.530113, expected=52.000000 predicted=43.682796, expected=28.000000 predicted=34.417366, expected=24.000000 predicted=33.919118, expected=48.000000 predicted=33.514510, expected=28.000000 predicted=38.550008, expected=88.000000 predicted=51.434106, expected=48.000000 predicted=49.221548, expected=44.000000 predicted=43.370199, expected=72.000000 predicted=55.471822, expected=36.000000 predicted=49.609566, expected=36.000000 predicted=51.645190, expected=56.000000 predicted=47.988078, expected=36.000000 predicted=45.729045, expected=20.000000 predicted=40.511170, expected=44.000000 predicted=36.119783, expected=68.000000 predicted=47.396669, expected=20.000000 predicted=42.217967, expected=40.000000 predicted=35.418625, expected=60.000000 predicted=42.439952, expected=88.000000 predicted=59.934235, expected=56.000000 predicted=61.322782, expected=92.000000 predicted=60.734150, expected=12.000000 predicted=51.800043, expected=28.000000 predicted=44.579332, expected=28.000000 predicted=47.438477, expected=56.000000 predicted=46.197702, expected=108.000000 predicted=69.638187, expected=80.000000 predicted=60.493157, expected=60.000000 predicted=58.248244, expected=20.000000 predicted=46.559270, expected=24.000000 predicted=45.677980, expected=8.000000 predicted=45.457990, expected=44.000000 predicted=41.399697, expected=48.000000 predicted=41.910387, expected=36.000000 predicted=32.359323, expected=44.000000 predicted=34.457510, expected=20.000000 predicted=28.568244, expected=24.000000 predicted=32.083915, expected=40.000000 predicted=36.263514, expected=68.000000 predicted=44.877762, expected=32.000000 predicted=41.684034, expected=28.000000 predicted=30.620758, expected=24.000000 predicted=30.457481, expected=20.000000 predicted=31.399296, expected=44.000000 predicted=39.636075, expected=32.000000 predicted=32.684824, expected=44.000000 predicted=33.672483, expected=32.000000 predicted=32.639148, expected=32.000000 predicted=31.286175, expected=20.000000 predicted=31.889760, expected=20.000000 predicted=26.669223, expected=12.000000 predicted=24.848604, expected=12.000000 predicted=19.373882, expected=24.000000 predicted=21.161226, expected=24.000000 predicted=20.685517, expected=16.000000 predicted=18.425693, expected=36.000000 predicted=21.688573, expected=28.000000 predicted=24.552895, expected=28.000000 predicted=26.210959, expected=20.000000 predicted=24.028136, expected=56.000000 predicted=32.404152, expected=20.000000 predicted=33.168558, expected=48.000000 predicted=33.330285, expected=36.000000 predicted=35.746533, expected=8.000000 predicted=25.663298, expected=8.000000 predicted=24.844943, expected=28.000000 predicted=22.423910, expected=24.000000 predicted=28.753031, expected=12.000000 predicted=20.401435, expected=32.000000 predicted=18.625914, expected=52.000000 predicted=29.918904, expected=36.000000 predicted=34.432771, expected=24.000000 predicted=28.264479, expected=12.000000 predicted=21.539710, expected=76.000000 predicted=41.892942, expected=44.000000 predicted=48.109428, expected=32.000000 predicted=36.441179, expected=44.000000 predicted=36.392479, expected=20.000000 predicted=31.957763, expected=36.000000 predicted=41.978124, expected=20.000000 predicted=31.878060, expected=44.000000 predicted=33.093406, expected=76.000000 predicted=48.468155, expected=64.000000 predicted=49.244475, expected=40.000000 predicted=45.669727, expected=20.000000 predicted=34.759727, expected=24.000000 predicted=36.955640, expected=32.000000 predicted=42.554766, expected=36.000000 predicted=39.216795, expected=40.000000 predicted=35.051147, expected=48.000000 predicted=35.364844, expected=56.000000 predicted=41.911304, expected=20.000000 predicted=36.017535, expected=32.000000 predicted=33.887458, expected=4.000000 predicted=27.843021, expected=12.000000 predicted=24.277328, expected=68.000000 predicted=40.019470, expected=36.000000 predicted=34.900457, expected=16.000000 predicted=26.302591, expected=28.000000 predicted=22.047559, expected=8.000000 predicted=22.077915, expected=24.000000 predicted=30.791928, expected=40.000000 predicted=29.538307, expected=40.000000 predicted=29.608463, expected=28.000000 predicted=29.133586, expected=24.000000 predicted=23.653370, expected=4.000000 predicted=21.009667, expected=16.000000 predicted=22.388831, expected=28.000000 predicted=25.672028, expected=32.000000 predicted=25.857552, expected=36.000000 predicted=26.880504, expected=8.000000 predicted=17.379677, expected=32.000000 predicted=22.740507, expected=44.000000 predicted=33.049230, expected=40.000000 predicted=35.479229, expected=20.000000 predicted=29.399994, expected=36.000000 predicted=26.569386, expected=20.000000 predicted=30.114851, expected=28.000000 predicted=30.781121, expected=32.000000 predicted=30.918192, expected=16.000000 predicted=23.563054, expected=24.000000 predicted=25.198180, expected=68.000000 predicted=36.502128, expected=52.000000 predicted=43.155788, expected=40.000000 predicted=39.211202, expected=80.000000 predicted=48.059047, expected=28.000000 predicted=45.459332, expected=16.000000 predicted=40.698935, expected=24.000000 predicted=34.529748, expected=24.000000 predicted=32.620521, expected=48.000000 predicted=43.420040, expected=16.000000 predicted=26.904273, expected=40.000000 predicted=26.918531, expected=32.000000 predicted=31.046147, expected=44.000000 predicted=34.670302, expected=28.000000 predicted=35.930069, expected=12.000000 predicted=23.161334, expected=64.000000 predicted=39.273680, expected=44.000000 predicted=41.966288, expected=28.000000 predicted=36.590634, expected=40.000000 predicted=33.880216, expected=44.000000 predicted=36.690124, expected=20.000000 predicted=39.573189, expected=32.000000 predicted=33.022825, expected=24.000000 predicted=29.352342, expected=56.000000 predicted=39.249640, expected=36.000000 predicted=39.215303, expected=24.000000 predicted=29.023767, expected=20.000000 predicted=27.905041, expected=36.000000 predicted=30.717251, expected=16.000000 predicted=32.061347, expected=52.000000 predicted=33.673041, expected=36.000000 predicted=33.580185, expected=52.000000 predicted=36.769255, expected=28.000000 predicted=36.365182, expected=36.000000 predicted=32.505687, expected=36.000000 predicted=40.057038, expected=36.000000 predicted=36.831155, expected=32.000000 predicted=37.417915, expected=44.000000 predicted=35.577632, expected=48.000000 predicted=40.920420, expected=32.000000 predicted=37.686952, expected=20.000000 predicted=31.401079, expected=52.000000 predicted=37.604630, expected=24.000000 predicted=37.263565, expected=40.000000 predicted=36.616603, expected=36.000000 predicted=34.613250, expected=28.000000 predicted=30.905797, expected=28.000000 predicted=34.373325, expected=12.000000 predicted=24.055527, expected=32.000000 predicted=28.888921, expected=52.000000 predicted=36.358119, expected=52.000000 predicted=39.402763, expected=16.000000 predicted=30.252716, expected=8.000000 predicted=19.913135, expected=16.000000 predicted=24.163167, expected=20.000000 predicted=28.021964, expected=20.000000 predicted=25.215632, expected=28.000000 predicted=19.783105, expected=56.000000 predicted=29.302829, expected=44.000000 predicted=34.773028, expected=44.000000 predicted=35.841113, expected=20.000000 predicted=30.748498, expected=96.000000 predicted=51.685082, expected=56.000000 predicted=59.841682, expected=72.000000 predicted=56.967761, expected=68.000000 predicted=60.218529, expected=132.000000 predicted=78.558784, expected=112.000000 predicted=100.904456, expected=196.000000 predicted=119.912194, expected=104.000000 predicted=118.404494, expected=200.000000 predicted=134.794435, expected=80.000000 predicted=136.590347, expected=56.000000 predicted=100.128044, expected=68.000000 predicted=108.102011, expected=112.000000 predicted=100.586400, expected=144.000000 predicted=131.190016, expected=140.000000 predicted=112.727919, expected=56.000000 predicted=86.738552, expected=64.000000 predicted=78.470187, expected=24.000000 predicted=75.665629, expected=48.000000 predicted=73.907046, expected=64.000000 predicted=74.474161, expected=40.000000 predicted=50.689521, expected=48.000000 predicted=48.128540, expected=44.000000 predicted=42.155262, expected=24.000000 predicted=40.269344, expected=24.000000 predicted=37.113001, expected=28.000000 predicted=32.405263, expected=16.000000 predicted=29.449488, expected=24.000000 predicted=26.536268, expected=24.000000 predicted=23.715214, expected=60.000000 predicted=34.965853, expected=72.000000 predicted=47.985315, expected=32.000000 predicted=38.153804, expected=16.000000 predicted=28.522462, expected=40.000000 predicted=34.496996, expected=28.000000 predicted=41.578667, expected=36.000000 predicted=40.223816, expected=44.000000 predicted=35.559358, expected=20.000000 predicted=28.053028, expected=44.000000 predicted=35.125488, expected=16.000000 predicted=29.472762, expected=32.000000 predicted=29.729388, expected=24.000000 predicted=30.932729, expected=44.000000 predicted=30.947817, expected=44.000000 predicted=39.292740, expected=48.000000 predicted=36.314784, expected=36.000000 predicted=37.815897, expected=44.000000 predicted=37.751435, expected=40.000000 predicted=42.517660, expected=8.000000 predicted=31.298733, expected=40.000000 predicted=33.845148, expected=56.000000 predicted=42.705485, expected=36.000000 predicted=40.905361, expected=28.000000 predicted=33.037738, expected=40.000000 predicted=30.940593, expected=40.000000 predicted=40.398576, expected=24.000000 predicted=37.061796, expected=32.000000 predicted=31.535672, expected=52.000000 predicted=38.230069, expected=56.000000 predicted=46.126586, expected=36.000000 predicted=41.004828, expected=20.000000 predicted=30.158252, expected=8.000000 predicted=25.348720, expected=28.000000 predicted=31.199248, expected=68.000000 predicted=45.845132, expected=48.000000 predicted=43.116985, expected=40.000000 predicted=34.848523, expected=20.000000 predicted=27.927111, expected=24.000000 predicted=30.706993, expected=24.000000 predicted=36.979604, expected=12.000000 predicted=26.531012, expected=20.000000 predicted=22.892874, expected=48.000000 predicted=29.032317, expected=76.000000 predicted=45.027027, expected=16.000000 predicted=33.315094, expected=48.000000 predicted=31.215834, expected=40.000000 predicted=39.717458, expected=32.000000 predicted=40.988645, expected=40.000000 predicted=44.398152, expected=24.000000 predicted=29.837083, expected=28.000000 predicted=33.421696, expected=60.000000 predicted=41.802813, expected=52.000000 predicted=44.731869, expected=72.000000 predicted=51.533930, expected=4.000000 predicted=33.581285, expected=20.000000 predicted=26.938265, expected=24.000000 predicted=36.388220, expected=8.000000 predicted=27.789800, expected=16.000000 predicted=25.861516, expected=48.000000 predicted=23.928983, expected=24.000000 predicted=26.938325, expected=20.000000 predicted=21.732597, expected=16.000000 predicted=17.935983, expected=44.000000 predicted=28.606746, expected=28.000000 predicted=34.397885, expected=8.000000 predicted=19.750001, expected=12.000000 predicted=16.471938, expected=48.000000 predicted=28.269108, expected=16.000000 predicted=29.730450, expected=36.000000 predicted=25.511443, expected=28.000000 predicted=24.806140, expected=16.000000 predicted=21.836954, expected=32.000000 predicted=30.268778, expected=52.000000 predicted=33.843113, expected=56.000000 predicted=43.393853, expected=40.000000 predicted=38.727818, expected=16.000000 predicted=28.023842, expected=12.000000 predicted=26.038828, expected=20.000000 predicted=29.890266, expected=16.000000 predicted=27.663508, expected=32.000000 predicted=26.158354, expected=32.000000 predicted=24.622310, expected=40.000000 predicted=27.580735, expected=12.000000 predicted=23.181196, expected=28.000000 predicted=22.802226, expected=4.000000 predicted=21.592186, expected=44.000000 predicted=28.052424, expected=28.000000 predicted=31.537273, expected=24.000000 predicted=21.911095, expected=32.000000 predicted=27.243620, expected=24.000000 predicted=23.485983, expected=28.000000 predicted=30.369227, expected=20.000000 predicted=25.052761, expected=24.000000 predicted=23.883616, expected=44.000000 predicted=32.111549, expected=40.000000 predicted=33.686178, expected=12.000000 predicted=25.333731, expected=24.000000 predicted=22.642513, expected=20.000000 predicted=25.141229, expected=24.000000 predicted=27.899910, expected=20.000000 predicted=24.786084, expected=12.000000 predicted=16.115376, expected=32.000000 predicted=23.009660, expected=12.000000 predicted=20.059611, expected=28.000000 predicted=21.385896, expected=20.000000 predicted=21.511635, expected=12.000000 predicted=16.449571, expected=76.000000 predicted=38.240331, expected=36.000000 predicted=36.611977, expected=8.000000 predicted=23.981219, expected=8.000000 predicted=17.905482, expected=16.000000 predicted=20.116792, expected=64.000000 predicted=45.177811, expected=12.000000 predicted=28.539535, expected=52.000000 predicted=26.240031, expected=32.000000 predicted=31.295845, expected=48.000000 predicted=36.043493, expected=16.000000 predicted=37.257682, expected=32.000000 predicted=26.620014, expected=24.000000 predicted=34.223412, expected=28.000000 predicted=28.979561, expected=8.000000 predicted=24.852038, expected=36.000000 predicted=23.143438, expected=44.000000 predicted=34.205813, expected=28.000000 predicted=29.446777, expected=16.000000 predicted=23.642803, expected=40.000000 predicted=26.674563, expected=8.000000 predicted=27.050292, expected=36.000000 predicted=28.800016, expected=40.000000 predicted=32.289603, expected=24.000000 predicted=26.695046, expected=40.000000 predicted=32.672944, expected=40.000000 predicted=31.656763, expected=28.000000 predicted=33.905884, expected=12.000000 predicted=26.739727, expected=16.000000 predicted=21.685548, expected=48.000000 predicted=34.300900, expected=32.000000 predicted=34.375639, expected=28.000000 predicted=27.273131, expected=8.000000 predicted=18.855158, expected=32.000000 predicted=24.196715, expected=12.000000 predicted=27.459760, expected=20.000000 predicted=20.983665, expected=28.000000 predicted=23.530246, expected=16.000000 predicted=18.338320, expected=32.000000 predicted=24.926495, expected=32.000000 predicted=25.143685, expected=20.000000 predicted=23.736395, expected=32.000000 predicted=26.637203, expected=92.000000 predicted=46.598091, expected=136.000000 predicted=78.232895, expected=16.000000 predicted=52.491816, expected=24.000000 predicted=34.228457, expected=20.000000 predicted=41.015201, expected=4.000000 predicted=41.878951, expected=28.000000 predicted=44.203601, expected=44.000000 predicted=28.000383, expected=44.000000 predicted=32.899895, expected=28.000000 predicted=28.260058, expected=20.000000 predicted=22.283611, expected=16.000000 predicted=25.147014, expected=12.000000 predicted=24.650317, expected=16.000000 Test MSE: 486.610
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167])] predicted=56.575181, expected=44.000000 predicted=42.057664, expected=48.000000 predicted=45.532062, expected=16.000000 predicted=48.778759, expected=36.000000 predicted=56.613389, expected=116.000000 predicted=96.380338, expected=36.000000 predicted=39.295226, expected=104.000000 predicted=75.218357, expected=32.000000 predicted=25.476953, expected=56.000000 predicted=53.919691, expected=56.000000 predicted=78.029165, expected=88.000000 predicted=66.990310, expected=188.000000 predicted=137.747901, expected=144.000000 predicted=89.989076, expected=40.000000 predicted=51.907204, expected=60.000000 predicted=63.267829, expected=80.000000 predicted=90.854971, expected=40.000000 predicted=108.797967, expected=60.000000 predicted=93.096937, expected=112.000000 predicted=76.573321, expected=260.000000 predicted=160.305950, expected=212.000000 predicted=142.089781, expected=48.000000 predicted=50.497355, expected=8.000000 predicted=44.133041, expected=32.000000 predicted=84.377388, expected=60.000000 predicted=151.285574, expected=36.000000 predicted=105.373537, expected=92.000000 predicted=67.618221, expected=52.000000 predicted=31.799472, expected=48.000000 predicted=43.869221, expected=60.000000 predicted=58.202025, expected=24.000000 predicted=34.240190, expected=64.000000 predicted=74.338993, expected=108.000000 predicted=78.723942, expected=16.000000 predicted=32.082323, expected=24.000000 predicted=41.495388, expected=16.000000 predicted=23.060180, expected=8.000000 predicted=38.187647, expected=52.000000 predicted=70.214411, expected=28.000000 predicted=21.547063, expected=44.000000 predicted=34.118874, expected=76.000000 predicted=45.509032, expected=52.000000 predicted=33.889770, expected=8.000000 predicted=28.556901, expected=56.000000 predicted=44.647296, expected=120.000000 predicted=83.287159, expected=40.000000 predicted=53.881762, expected=36.000000 predicted=43.318808, expected=20.000000 predicted=18.985339, expected=36.000000 predicted=50.707562, expected=28.000000 predicted=64.314083, expected=72.000000 predicted=55.592675, expected=68.000000 predicted=49.714884, expected=36.000000 predicted=30.298649, expected=44.000000 predicted=40.719875, expected=32.000000 predicted=33.563528, expected=40.000000 predicted=54.856771, expected=16.000000 predicted=38.031300, expected=116.000000 predicted=77.223116, expected=184.000000 predicted=111.443441, expected=184.000000 predicted=110.168821, expected=24.000000 predicted=32.439360, expected=56.000000 predicted=51.611256, expected=40.000000 predicted=81.353191, expected=28.000000 predicted=101.645220, expected=80.000000 predicted=116.022968, expected=48.000000 predicted=37.660730, expected=96.000000 predicted=75.864939, expected=44.000000 predicted=40.554229, expected=48.000000 predicted=44.496727, expected=60.000000 predicted=66.597241, expected=60.000000 predicted=57.538175, expected=104.000000 predicted=94.799535, expected=192.000000 predicted=119.393435, expected=128.000000 predicted=89.154506, expected=100.000000 predicted=84.376505, expected=44.000000 predicted=57.927182, expected=68.000000 predicted=93.823459, expected=64.000000 predicted=118.061296, expected=88.000000 predicted=103.726688, expected=120.000000 predicted=104.539675, expected=92.000000 predicted=70.713113, expected=40.000000 predicted=54.878285, expected=48.000000 predicted=59.518259, expected=32.000000 predicted=60.853621, expected=28.000000 predicted=69.127988, expected=108.000000 predicted=94.803663, expected=204.000000 predicted=123.030403, expected=84.000000 predicted=63.874805, expected=40.000000 predicted=41.477242, expected=32.000000 predicted=39.179194, expected=52.000000 predicted=85.683129, expected=52.000000 predicted=112.855614, expected=88.000000 predicted=81.763789, expected=96.000000 predicted=67.530565, expected=64.000000 predicted=50.586365, expected=36.000000 predicted=45.357165, expected=68.000000 predicted=64.051050, expected=40.000000 predicted=62.161216, expected=60.000000 predicted=74.760443, expected=36.000000 predicted=46.689541, expected=156.000000 predicted=100.534350, expected=56.000000 predicted=57.011954, expected=52.000000 predicted=51.011332, expected=44.000000 predicted=51.423691, expected=36.000000 predicted=45.053960, expected=64.000000 predicted=99.053550, expected=68.000000 predicted=60.726690, expected=128.000000 predicted=90.016928, expected=140.000000 predicted=91.950166, expected=144.000000 predicted=94.949714, expected=72.000000 predicted=70.205938, expected=72.000000 predicted=77.696883, expected=96.000000 predicted=111.947815, expected=140.000000 predicted=138.143866, expected=132.000000 predicted=130.296773, expected=104.000000 predicted=89.808568, expected=68.000000 predicted=73.963576, expected=40.000000 predicted=71.802802, expected=64.000000 predicted=99.638445, expected=60.000000 predicted=90.497778, expected=152.000000 predicted=124.715073, expected=92.000000 predicted=76.434977, expected=128.000000 predicted=89.396008, expected=36.000000 predicted=50.708914, expected=60.000000 predicted=69.149549, expected=96.000000 predicted=116.916798, expected=68.000000 predicted=80.746375, expected=72.000000 predicted=91.631484, expected=112.000000 predicted=77.598952, expected=160.000000 predicted=113.425356, expected=28.000000 predicted=58.627980, expected=44.000000 predicted=60.075765, expected=68.000000 predicted=73.324416, expected=44.000000 predicted=78.172933, expected=136.000000 predicted=135.429592, expected=204.000000 predicted=117.869342, expected=148.000000 predicted=99.026414, expected=36.000000 predicted=53.525198, expected=20.000000 predicted=43.726335, expected=36.000000 predicted=89.283270, expected=124.000000 predicted=154.949378, expected=92.000000 predicted=106.478873, expected=188.000000 predicted=113.746224, expected=156.000000 predicted=91.320657, expected=52.000000 predicted=53.341095, expected=88.000000 predicted=106.487175, expected=56.000000 predicted=80.185645, expected=52.000000 predicted=114.204640, expected=100.000000 predicted=117.901155, expected=112.000000 predicted=84.454064, expected=56.000000 predicted=68.974933, expected=32.000000 predicted=45.548387, expected=40.000000 predicted=50.303060, expected=68.000000 predicted=82.953984, expected=48.000000 predicted=72.860692, expected=64.000000 predicted=58.595267, expected=156.000000 predicted=96.276658, expected=80.000000 predicted=61.123172, expected=60.000000 predicted=65.103990, expected=20.000000 predicted=36.691782, expected=28.000000 predicted=52.892433, expected=52.000000 predicted=94.376310, expected=72.000000 predicted=72.609314, expected=168.000000 predicted=111.656606, expected=140.000000 predicted=81.396154, expected=48.000000 predicted=42.571609, expected=64.000000 predicted=63.449532, expected=20.000000 predicted=52.156724, expected=28.000000 predicted=92.706327, expected=128.000000 predicted=124.900108, expected=88.000000 predicted=67.367389, expected=88.000000 predicted=74.500667, expected=48.000000 predicted=36.359156, expected=32.000000 predicted=39.307501, expected=36.000000 predicted=76.774215, expected=32.000000 predicted=58.109214, expected=48.000000 predicted=63.393253, expected=100.000000 predicted=72.742138, expected=92.000000 predicted=62.328271, expected=52.000000 predicted=44.965249, expected=20.000000 predicted=28.771659, expected=56.000000 predicted=56.699526, expected=16.000000 predicted=54.257108, expected=84.000000 predicted=84.593791, expected=80.000000 predicted=62.205818, expected=64.000000 predicted=46.096800, expected=48.000000 predicted=49.585016, expected=12.000000 predicted=20.171900, expected=56.000000 predicted=69.196841, expected=40.000000 predicted=56.360435, expected=92.000000 predicted=76.849073, expected=116.000000 predicted=79.035882, expected=64.000000 predicted=42.868401, expected=64.000000 predicted=60.634788, expected=20.000000 predicted=34.291000, expected=24.000000 predicted=59.162940, expected=40.000000 predicted=71.286203, expected=64.000000 predicted=62.901323, expected=60.000000 predicted=57.611620, expected=24.000000 predicted=23.018307, expected=52.000000 predicted=40.577275, expected=20.000000 predicted=30.896466, expected=12.000000 predicted=37.142107, expected=44.000000 predicted=48.253517, expected=52.000000 predicted=39.649480, expected=52.000000 predicted=49.050588, expected=32.000000 predicted=25.915322, expected=44.000000 predicted=31.698786, expected=52.000000 predicted=48.214354, expected=20.000000 predicted=35.229900, expected=56.000000 predicted=52.752975, expected=148.000000 predicted=91.435888, expected=52.000000 predicted=47.454790, expected=40.000000 predicted=46.530468, expected=32.000000 predicted=29.709117, expected=40.000000 predicted=54.692111, expected=4.000000 predicted=64.805070, expected=44.000000 predicted=47.103250, expected=144.000000 predicted=91.218888, expected=72.000000 predicted=51.405886, expected=24.000000 predicted=32.059990, expected=28.000000 predicted=21.549750, expected=28.000000 predicted=42.873143, expected=20.000000 predicted=72.849796, expected=96.000000 predicted=79.881640, expected=96.000000 predicted=59.521294, expected=96.000000 predicted=63.780911, expected=40.000000 predicted=34.796976, expected=36.000000 predicted=36.113720, expected=52.000000 predicted=72.633478, expected=12.000000 predicted=51.458908, expected=92.000000 predicted=89.485384, expected=100.000000 predicted=68.418978, expected=116.000000 predicted=78.745300, expected=52.000000 predicted=49.694941, expected=28.000000 predicted=28.996969, expected=80.000000 predicted=86.285394, expected=56.000000 predicted=76.448019, expected=112.000000 predicted=108.625918, expected=32.000000 predicted=39.294726, expected=12.000000 predicted=26.479555, expected=12.000000 predicted=43.002054, expected=44.000000 predicted=53.238343, expected=76.000000 predicted=84.851757, expected=72.000000 predicted=50.322659, expected=40.000000 predicted=27.337911, expected=12.000000 predicted=16.035890, expected=104.000000 predicted=77.447945, expected=96.000000 predicted=83.142627, expected=240.000000 predicted=155.426236, expected=144.000000 predicted=90.342916, expected=8.000000 predicted=22.359190, expected=24.000000 predicted=65.733079, expected=48.000000 predicted=82.190089, expected=32.000000 predicted=122.228591, expected=112.000000 predicted=115.323141, expected=104.000000 predicted=57.347861, expected=84.000000 predicted=58.042936, expected=52.000000 predicted=49.987762, expected=36.000000 predicted=41.820853, expected=4.000000 predicted=55.369328, expected=16.000000 predicted=56.595934, expected=20.000000 predicted=46.990991, expected=64.000000 predicted=56.025275, expected=72.000000 predicted=50.832461, expected=36.000000 predicted=22.029127, expected=32.000000 predicted=25.828684, expected=44.000000 predicted=36.018978, expected=28.000000 predicted=45.342812, expected=60.000000 predicted=62.617584, expected=72.000000 predicted=53.390745, expected=120.000000 predicted=78.252425, expected=40.000000 predicted=40.400929, expected=32.000000 predicted=35.140076, expected=24.000000 predicted=42.332189, expected=28.000000 predicted=52.594857, expected=40.000000 predicted=70.924205, expected=64.000000 predicted=51.130380, expected=56.000000 predicted=43.303317, expected=4.000000 predicted=14.673327, expected=32.000000 predicted=32.080323, expected=60.000000 predicted=51.040696, expected=36.000000 predicted=47.873307, expected=68.000000 predicted=58.297239, expected=76.000000 predicted=43.033740, expected=48.000000 predicted=42.750291, expected=112.000000 predicted=85.313563, expected=92.000000 predicted=66.445668, expected=8.000000 predicted=38.955702, expected=32.000000 predicted=52.781945, expected=28.000000 predicted=41.642528, expected=72.000000 predicted=88.592762, expected=84.000000 predicted=79.355417, expected=68.000000 predicted=41.406106, expected=12.000000 predicted=22.423097, expected=20.000000 predicted=28.824854, expected=36.000000 predicted=53.334749, expected=28.000000 predicted=52.621748, expected=56.000000 predicted=56.812615, expected=52.000000 predicted=32.780574, expected=20.000000 predicted=21.789335, expected=24.000000 predicted=29.816607, expected=44.000000 predicted=38.078683, expected=20.000000 predicted=36.275370, expected=44.000000 predicted=45.427676, expected=84.000000 predicted=52.515721, expected=52.000000 predicted=39.496481, expected=8.000000 predicted=24.726884, expected=48.000000 predicted=37.326668, expected=12.000000 predicted=29.411090, expected=32.000000 predicted=54.752319, expected=72.000000 predicted=57.556840, expected=80.000000 predicted=47.574275, expected=24.000000 predicted=33.080010, expected=16.000000 predicted=17.517312, expected=48.000000 predicted=43.190434, expected=36.000000 predicted=52.620942, expected=12.000000 predicted=40.373675, expected=68.000000 predicted=46.328853, expected=52.000000 predicted=35.674042, expected=48.000000 predicted=47.552027, expected=4.000000 predicted=18.020877, expected=28.000000 predicted=25.724727, expected=28.000000 predicted=44.695292, expected=16.000000 predicted=32.663109, expected=68.000000 predicted=54.493693, expected=148.000000 predicted=78.725608, expected=24.000000 predicted=25.063733, expected=32.000000 predicted=33.392412, expected=16.000000 predicted=19.956276, expected=72.000000 predicted=75.498112, expected=72.000000 predicted=96.421964, expected=48.000000 predicted=37.456668, expected=52.000000 predicted=42.063643, expected=32.000000 predicted=29.001461, expected=28.000000 predicted=49.407936, expected=28.000000 predicted=46.937975, expected=52.000000 predicted=49.824683, expected=120.000000 predicted=84.165046, expected=88.000000 predicted=59.269677, expected=120.000000 predicted=77.029865, expected=24.000000 predicted=28.576530, expected=40.000000 predicted=53.783189, expected=52.000000 predicted=81.086901, expected=148.000000 predicted=119.646378, expected=32.000000 predicted=65.449384, expected=4.000000 predicted=18.804621, expected=16.000000 predicted=29.925722, expected=24.000000 predicted=43.826160, expected=48.000000 predicted=85.105341, expected=24.000000 predicted=24.956536, expected=100.000000 predicted=54.708993, expected=44.000000 predicted=30.013850, expected=20.000000 predicted=25.649031, expected=36.000000 predicted=40.730117, expected=32.000000 predicted=33.614765, expected=48.000000 predicted=67.560786, expected=68.000000 predicted=53.703587, expected=96.000000 predicted=59.940744, expected=72.000000 predicted=54.075797, expected=32.000000 predicted=34.779135, expected=52.000000 predicted=52.878498, expected=52.000000 predicted=61.131025, expected=4.000000 predicted=46.097404, expected=88.000000 predicted=77.178250, expected=92.000000 predicted=62.264878, expected=28.000000 predicted=39.914669, expected=64.000000 predicted=56.286063, expected=56.000000 predicted=37.069821, expected=28.000000 predicted=57.148749, expected=32.000000 predicted=56.281818, expected=72.000000 predicted=53.012326, expected=208.000000 predicted=135.227916, expected=220.000000 predicted=135.559751, expected=20.000000 predicted=26.230644, expected=48.000000 predicted=51.570660, expected=40.000000 predicted=66.252392, expected=44.000000 predicted=122.143128, expected=60.000000 predicted=119.074174, expected=60.000000 predicted=42.733927, expected=108.000000 predicted=78.188998, expected=32.000000 predicted=35.627773, expected=36.000000 predicted=43.726610, expected=28.000000 predicted=43.503588, expected=16.000000 predicted=40.708162, expected=80.000000 predicted=85.958423, expected=48.000000 predicted=38.828682, expected=100.000000 predicted=69.061927, expected=4.000000 predicted=14.632366, expected=20.000000 predicted=26.303828, expected=28.000000 predicted=49.536687, expected=28.000000 predicted=40.944599, expected=48.000000 predicted=63.694506, expected=84.000000 predicted=46.134833, expected=48.000000 predicted=34.711548, expected=20.000000 predicted=25.491258, expected=40.000000 predicted=36.874216, expected=48.000000 predicted=50.002201, expected=28.000000 predicted=51.063358, expected=32.000000 predicted=37.727617, expected=76.000000 predicted=50.296321, expected=104.000000 predicted=72.177227, expected=40.000000 predicted=42.016588, expected=24.000000 predicted=28.994743, expected=20.000000 predicted=30.412849, expected=40.000000 predicted=58.720963, expected=64.000000 predicted=75.931556, expected=68.000000 predicted=52.226686, expected=92.000000 predicted=58.961904, expected=24.000000 predicted=24.269636, expected=20.000000 predicted=33.935629, expected=12.000000 predicted=37.443535, expected=20.000000 predicted=44.325074, expected=40.000000 predicted=57.827664, expected=100.000000 predicted=61.762700, expected=64.000000 predicted=40.896505, expected=68.000000 predicted=43.320306, expected=44.000000 predicted=35.088892, expected=60.000000 predicted=55.961795, expected=52.000000 predicted=71.167147, expected=44.000000 predicted=53.909917, expected=80.000000 predicted=71.937497, expected=72.000000 predicted=58.928524, expected=16.000000 predicted=37.141424, expected=36.000000 predicted=44.674106, expected=60.000000 predicted=54.391177, expected=16.000000 Test MSE: 1523.988
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701])] predicted=43.124016, expected=24.000000 predicted=46.144900, expected=56.000000 predicted=75.071663, expected=56.000000 predicted=51.535814, expected=92.000000 predicted=61.129709, expected=64.000000 predicted=43.382070, expected=16.000000 predicted=30.914529, expected=24.000000 predicted=48.286138, expected=52.000000 predicted=54.305364, expected=64.000000 predicted=66.012541, expected=52.000000 predicted=51.518014, expected=108.000000 predicted=59.589133, expected=36.000000 predicted=37.627210, expected=68.000000 predicted=61.534407, expected=72.000000 predicted=70.618711, expected=48.000000 predicted=52.321692, expected=60.000000 predicted=78.666612, expected=92.000000 predicted=64.148199, expected=48.000000 predicted=58.210484, expected=52.000000 predicted=62.954849, expected=40.000000 predicted=51.005499, expected=40.000000 predicted=51.555408, expected=56.000000 predicted=67.616218, expected=80.000000 predicted=58.984284, expected=72.000000 predicted=58.406263, expected=60.000000 predicted=52.564617, expected=36.000000 predicted=46.336766, expected=36.000000 predicted=51.339524, expected=40.000000 predicted=58.746783, expected=16.000000 predicted=43.099108, expected=60.000000 predicted=54.098523, expected=72.000000 predicted=49.361634, expected=124.000000 predicted=69.735490, expected=36.000000 predicted=43.565454, expected=32.000000 predicted=37.150836, expected=28.000000 predicted=54.457207, expected=40.000000 predicted=54.580241, expected=36.000000 predicted=68.819290, expected=64.000000 predicted=45.784177, expected=92.000000 predicted=56.806598, expected=56.000000 predicted=43.489049, expected=36.000000 predicted=44.461795, expected=12.000000 predicted=35.702622, expected=68.000000 predicted=63.258920, expected=80.000000 predicted=74.436346, expected=144.000000 predicted=84.980395, expected=52.000000 predicted=49.456884, expected=60.000000 predicted=47.880986, expected=56.000000 predicted=72.822061, expected=56.000000 predicted=68.646740, expected=80.000000 predicted=99.475380, expected=100.000000 predicted=72.033759, expected=80.000000 predicted=68.908779, expected=44.000000 predicted=57.019178, expected=92.000000 predicted=77.159478, expected=60.000000 predicted=71.984748, expected=16.000000 predicted=59.280516, expected=44.000000 predicted=64.136379, expected=96.000000 predicted=66.279325, expected=112.000000 predicted=86.710650, expected=64.000000 predicted=60.262332, expected=40.000000 predicted=42.051212, expected=56.000000 predicted=60.725590, expected=40.000000 predicted=67.755004, expected=64.000000 predicted=78.669664, expected=116.000000 predicted=81.016223, expected=124.000000 predicted=75.429331, expected=80.000000 predicted=69.507246, expected=44.000000 predicted=56.585392, expected=64.000000 predicted=74.483406, expected=40.000000 predicted=78.179713, expected=76.000000 predicted=89.951913, expected=80.000000 predicted=74.854909, expected=88.000000 predicted=63.416665, expected=68.000000 predicted=67.377370, expected=48.000000 predicted=52.121525, expected=60.000000 predicted=70.838488, expected=32.000000 predicted=58.284969, expected=32.000000 predicted=58.272891, expected=92.000000 predicted=73.687364, expected=36.000000 predicted=41.577209, expected=68.000000 predicted=59.843089, expected=84.000000 predicted=60.226448, expected=48.000000 predicted=43.649462, expected=20.000000 predicted=58.204725, expected=60.000000 predicted=52.760991, expected=84.000000 predicted=69.871958, expected=40.000000 predicted=56.480268, expected=60.000000 predicted=55.124882, expected=56.000000 predicted=44.771304, expected=52.000000 predicted=55.261209, expected=28.000000 predicted=55.990214, expected=64.000000 predicted=52.551202, expected=84.000000 predicted=66.601115, expected=92.000000 predicted=67.177496, expected=68.000000 predicted=61.101057, expected=28.000000 predicted=39.928396, expected=28.000000 predicted=54.108878, expected=16.000000 predicted=52.209025, expected=48.000000 predicted=62.081740, expected=92.000000 predicted=68.529622, expected=40.000000 predicted=32.728095, expected=48.000000 predicted=41.293617, expected=48.000000 predicted=40.451439, expected=48.000000 predicted=48.610235, expected=40.000000 predicted=61.799197, expected=60.000000 predicted=49.547932, expected=96.000000 predicted=66.643867, expected=20.000000 predicted=37.141120, expected=52.000000 predicted=53.122240, expected=36.000000 predicted=45.140046, expected=44.000000 predicted=49.531616, expected=56.000000 predicted=68.657631, expected=24.000000 predicted=26.499627, expected=40.000000 predicted=45.589390, expected=72.000000 predicted=52.083479, expected=72.000000 predicted=53.104444, expected=36.000000 predicted=46.050380, expected=40.000000 predicted=39.445558, expected=20.000000 predicted=37.210689, expected=96.000000 predicted=74.645826, expected=56.000000 predicted=58.030949, expected=76.000000 predicted=52.824795, expected=52.000000 predicted=52.122257, expected=48.000000 predicted=41.791353, expected=36.000000 predicted=65.986742, expected=32.000000 predicted=46.465302, expected=36.000000 predicted=53.430368, expected=92.000000 predicted=64.055659, expected=132.000000 predicted=78.406250, expected=80.000000 predicted=56.939915, expected=28.000000 predicted=43.209458, expected=44.000000 predicted=55.558416, expected=12.000000 predicted=57.456574, expected=24.000000 predicted=69.426193, expected=88.000000 predicted=73.063635, expected=84.000000 predicted=49.218031, expected=48.000000 predicted=44.559519, expected=24.000000 predicted=29.950446, expected=68.000000 predicted=52.273297, expected=28.000000 predicted=56.114783, expected=40.000000 predicted=56.901654, expected=52.000000 predicted=50.111723, expected=108.000000 predicted=60.136770, expected=52.000000 predicted=56.573490, expected=56.000000 predicted=46.516478, expected=36.000000 predicted=48.159184, expected=24.000000 predicted=42.758632, expected=16.000000 predicted=59.331069, expected=60.000000 predicted=51.657319, expected=128.000000 predicted=78.518942, expected=32.000000 predicted=33.201862, expected=44.000000 predicted=41.281730, expected=60.000000 predicted=49.626116, expected=44.000000 predicted=51.482842, expected=32.000000 predicted=73.123992, expected=52.000000 predicted=44.412432, expected=92.000000 predicted=62.950785, expected=36.000000 predicted=46.256708, expected=20.000000 predicted=37.754052, expected=44.000000 predicted=45.233179, expected=16.000000 predicted=35.074160, expected=68.000000 predicted=68.956842, expected=36.000000 predicted=35.637241, expected=48.000000 predicted=33.834978, expected=28.000000 predicted=39.508925, expected=28.000000 predicted=26.662036, expected=40.000000 predicted=51.044200, expected=16.000000 predicted=27.162718, expected=40.000000 predicted=40.935473, expected=64.000000 predicted=43.028507, expected=96.000000 predicted=54.642445, expected=12.000000 predicted=29.903346, expected=36.000000 predicted=34.832951, expected=32.000000 predicted=43.414376, expected=24.000000 predicted=41.149166, expected=36.000000 predicted=58.255699, expected=52.000000 predicted=31.763740, expected=68.000000 predicted=47.041424, expected=20.000000 predicted=28.873801, expected=20.000000 predicted=28.650265, expected=8.000000 predicted=28.656488, expected=4.000000 predicted=27.584755, expected=36.000000 predicted=44.079707, expected=28.000000 predicted=20.872524, expected=72.000000 predicted=38.844954, expected=40.000000 predicted=25.582646, expected=72.000000 predicted=38.624214, expected=32.000000 predicted=39.459208, expected=16.000000 predicted=28.520638, expected=20.000000 predicted=47.750333, expected=64.000000 predicted=48.052828, expected=76.000000 predicted=62.622654, expected=44.000000 predicted=36.703266, expected=28.000000 predicted=30.117734, expected=28.000000 predicted=33.033703, expected=48.000000 predicted=53.513579, expected=76.000000 predicted=66.202097, expected=36.000000 predicted=38.752756, expected=40.000000 predicted=37.654166, expected=32.000000 predicted=36.964020, expected=36.000000 predicted=42.287353, expected=28.000000 predicted=48.532841, expected=12.000000 predicted=26.072130, expected=24.000000 predicted=31.952539, expected=48.000000 predicted=36.849287, expected=72.000000 predicted=46.374544, expected=24.000000 predicted=26.661298, expected=24.000000 predicted=24.766334, expected=44.000000 predicted=38.973583, expected=36.000000 predicted=39.896641, expected=48.000000 predicted=52.822087, expected=52.000000 predicted=38.380322, expected=40.000000 predicted=34.047184, expected=48.000000 predicted=46.136061, expected=56.000000 predicted=46.718329, expected=20.000000 predicted=36.214769, expected=4.000000 predicted=32.003590, expected=20.000000 predicted=33.132377, expected=64.000000 predicted=48.645482, expected=52.000000 predicted=44.584310, expected=48.000000 predicted=32.777873, expected=16.000000 predicted=19.725979, expected=56.000000 predicted=41.395972, expected=32.000000 predicted=46.516464, expected=44.000000 predicted=43.959782, expected=36.000000 predicted=42.328019, expected=12.000000 predicted=19.598165, expected=24.000000 predicted=39.505688, expected=36.000000 predicted=33.513224, expected=48.000000 predicted=40.016397, expected=28.000000 predicted=30.377386, expected=36.000000 predicted=26.890178, expected=104.000000 predicted=59.510086, expected=52.000000 predicted=42.303810, expected=52.000000 predicted=50.059663, expected=68.000000 predicted=55.445105, expected=56.000000 predicted=49.808732, expected=76.000000 predicted=81.866521, expected=28.000000 predicted=45.183642, expected=28.000000 predicted=44.807217, expected=12.000000 predicted=44.026327, expected=28.000000 predicted=40.285357, expected=36.000000 predicted=48.109539, expected=40.000000 predicted=30.723521, expected=56.000000 predicted=38.883072, expected=124.000000 predicted=62.378014, expected=44.000000 predicted=38.852087, expected=24.000000 predicted=38.586985, expected=32.000000 predicted=48.429202, expected=12.000000 predicted=37.999265, expected=32.000000 predicted=65.491020, expected=56.000000 predicted=44.611413, expected=68.000000 predicted=41.183930, expected=36.000000 predicted=34.404699, expected=36.000000 predicted=31.060338, expected=32.000000 predicted=37.768955, expected=56.000000 predicted=52.701530, expected=60.000000 predicted=57.491617, expected=68.000000 predicted=49.580812, expected=96.000000 predicted=64.032366, expected=8.000000 predicted=29.665523, expected=36.000000 predicted=51.191396, expected=20.000000 predicted=46.103443, expected=16.000000 predicted=38.892866, expected=8.000000 predicted=44.752431, expected=80.000000 predicted=39.520930, expected=40.000000 predicted=33.775752, expected=28.000000 predicted=24.796556, expected=24.000000 predicted=28.244052, expected=32.000000 predicted=25.446601, expected=24.000000 predicted=46.196698, expected=48.000000 predicted=40.061228, expected=72.000000 predicted=45.968758, expected=72.000000 predicted=45.378388, expected=32.000000 predicted=36.271227, expected=24.000000 predicted=33.371955, expected=32.000000 predicted=44.398888, expected=20.000000 predicted=43.257286, expected=44.000000 predicted=50.658517, expected=28.000000 predicted=29.662260, expected=44.000000 predicted=32.792008, expected=16.000000 predicted=26.651872, expected=16.000000 predicted=21.331340, expected=56.000000 predicted=46.363005, expected=44.000000 predicted=33.280069, expected=32.000000 predicted=35.249433, expected=44.000000 predicted=33.774587, expected=68.000000 predicted=42.967339, expected=16.000000 predicted=36.174750, expected=20.000000 predicted=34.836015, expected=20.000000 predicted=31.169889, expected=20.000000 predicted=30.133080, expected=28.000000 predicted=40.996919, expected=44.000000 predicted=28.163875, expected=52.000000 predicted=33.535023, expected=40.000000 predicted=30.665437, expected=56.000000 predicted=39.639353, expected=32.000000 predicted=34.183024, expected=20.000000 predicted=34.581088, expected=36.000000 predicted=44.186037, expected=60.000000 predicted=46.491945, expected=76.000000 predicted=57.776324, expected=36.000000 predicted=35.682109, expected=36.000000 predicted=35.052295, expected=36.000000 predicted=41.897754, expected=36.000000 predicted=46.402940, expected=40.000000 predicted=52.571684, expected=60.000000 predicted=45.686511, expected=72.000000 predicted=51.015124, expected=92.000000 predicted=60.844301, expected=32.000000 predicted=40.125581, expected=8.000000 predicted=34.296020, expected=28.000000 predicted=49.566799, expected=40.000000 predicted=51.115154, expected=44.000000 predicted=56.238678, expected=28.000000 predicted=29.534787, expected=28.000000 predicted=22.824699, expected=56.000000 predicted=41.773741, expected=32.000000 predicted=34.959823, expected=16.000000 predicted=30.530861, expected=36.000000 predicted=34.831600, expected=28.000000 predicted=28.936880, expected=52.000000 predicted=47.114048, expected=28.000000 predicted=30.322999, expected=36.000000 predicted=28.246164, expected=72.000000 predicted=51.858754, expected=88.000000 predicted=54.140161, expected=28.000000 predicted=40.805010, expected=44.000000 predicted=43.509441, expected=28.000000 predicted=40.392184, expected=36.000000 predicted=50.511740, expected=68.000000 predicted=68.569251, expected=64.000000 predicted=43.986395, expected=68.000000 predicted=53.587123, expected=64.000000 predicted=50.231462, expected=24.000000 predicted=37.826573, expected=48.000000 predicted=59.100927, expected=16.000000 predicted=42.558545, expected=12.000000 predicted=37.998789, expected=56.000000 predicted=54.101680, expected=64.000000 predicted=39.879491, expected=48.000000 predicted=42.981365, expected=60.000000 predicted=41.478181, expected=40.000000 predicted=33.835251, expected=32.000000 predicted=45.626575, expected=48.000000 predicted=54.789113, expected=84.000000 predicted=61.270808, expected=104.000000 predicted=73.503492, expected=20.000000 predicted=35.540585, expected=40.000000 predicted=45.931633, expected=32.000000 predicted=48.354338, expected=52.000000 predicted=61.174246, expected=40.000000 predicted=62.726095, expected=104.000000 predicted=57.928349, expected=96.000000 predicted=64.789353, expected=48.000000 predicted=44.554197, expected=32.000000 predicted=52.168301, expected=44.000000 predicted=51.230712, expected=44.000000 predicted=68.214825, expected=60.000000 predicted=68.641986, expected=68.000000 predicted=55.045794, expected=104.000000 predicted=65.131559, expected=60.000000 predicted=54.400487, expected=52.000000 predicted=53.987010, expected=56.000000 predicted=64.109480, expected=44.000000 predicted=57.545842, expected=40.000000 predicted=66.992333, expected=104.000000 predicted=76.264821, expected=56.000000 predicted=52.759540, expected=48.000000 predicted=52.899632, expected=36.000000 predicted=48.738961, expected=48.000000 predicted=47.668471, expected=32.000000 predicted=62.343057, expected=32.000000 predicted=42.812767, expected=52.000000 predicted=48.282096, expected=32.000000 predicted=34.212397, expected=48.000000 predicted=45.532866, expected=48.000000 predicted=41.169253, expected=12.000000 predicted=25.483820, expected=12.000000 predicted=33.922476, expected=12.000000 predicted=25.035982, expected=28.000000 predicted=33.151580, expected=84.000000 predicted=55.086145, expected=36.000000 predicted=23.315988, expected=40.000000 predicted=29.206750, expected=28.000000 predicted=29.322715, expected=12.000000 predicted=25.005297, expected=20.000000 predicted=47.312002, expected=28.000000 predicted=30.466843, expected=32.000000 predicted=31.762573, expected=80.000000 predicted=47.707566, expected=44.000000 predicted=29.083014, expected=16.000000 predicted=23.390817, expected=16.000000 predicted=30.074305, expected=48.000000 predicted=40.647993, expected=48.000000 predicted=54.439950, expected=36.000000 predicted=36.588480, expected=32.000000 predicted=28.192934, expected=16.000000 predicted=22.163940, expected=28.000000 predicted=37.232514, expected=24.000000 predicted=33.996929, expected=52.000000 predicted=39.391163, expected=44.000000 predicted=35.631372, expected=36.000000 predicted=27.628166, expected=20.000000 predicted=28.358748, expected=12.000000 predicted=23.052374, expected=20.000000 predicted=34.679524, expected=28.000000 predicted=32.402459, expected=32.000000 predicted=29.972716, expected=76.000000 predicted=43.072202, expected=32.000000 predicted=24.060792, expected=36.000000 predicted=31.122230, expected=40.000000 predicted=39.055980, expected=20.000000 predicted=29.018660, expected=28.000000 predicted=47.620299, expected=28.000000 predicted=30.780986, expected=32.000000 predicted=32.094835, expected=60.000000 predicted=45.260828, expected=16.000000 predicted=20.729878, expected=24.000000 predicted=28.262306, expected=20.000000 predicted=27.982832, expected=20.000000 Test MSE: 555.277
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223])] predicted=39.819348, expected=48.000000 predicted=46.806977, expected=24.000000 predicted=50.278329, expected=20.000000 predicted=47.368145, expected=36.000000 predicted=53.902799, expected=84.000000 predicted=44.809067, expected=60.000000 predicted=49.649001, expected=48.000000 predicted=39.341362, expected=40.000000 predicted=39.974888, expected=48.000000 predicted=47.919950, expected=36.000000 predicted=55.598534, expected=24.000000 predicted=41.158232, expected=80.000000 predicted=54.996238, expected=56.000000 predicted=48.787550, expected=60.000000 predicted=50.408015, expected=48.000000 predicted=47.212812, expected=52.000000 predicted=46.100248, expected=52.000000 predicted=61.578800, expected=40.000000 predicted=49.236131, expected=84.000000 predicted=63.591967, expected=88.000000 predicted=65.589117, expected=36.000000 predicted=50.190311, expected=52.000000 predicted=54.565540, expected=36.000000 predicted=48.920162, expected=28.000000 predicted=53.431807, expected=40.000000 predicted=54.232328, expected=68.000000 predicted=48.136421, expected=60.000000 predicted=51.470632, expected=44.000000 predicted=42.210137, expected=8.000000 predicted=29.617477, expected=44.000000 predicted=42.954780, expected=28.000000 predicted=45.535617, expected=72.000000 predicted=52.586920, expected=96.000000 predicted=60.426657, expected=76.000000 predicted=48.255058, expected=40.000000 predicted=49.679951, expected=24.000000 predicted=41.191308, expected=64.000000 predicted=65.664394, expected=56.000000 predicted=67.754816, expected=60.000000 predicted=58.785134, expected=56.000000 predicted=49.249772, expected=64.000000 predicted=49.515141, expected=44.000000 predicted=55.473861, expected=16.000000 predicted=41.589895, expected=32.000000 predicted=45.237793, expected=12.000000 predicted=35.794423, expected=28.000000 predicted=37.596086, expected=28.000000 predicted=31.366073, expected=60.000000 predicted=33.646984, expected=36.000000 predicted=33.570328, expected=32.000000 predicted=26.369307, expected=48.000000 predicted=39.049448, expected=56.000000 predicted=43.370860, expected=32.000000 predicted=43.932213, expected=40.000000 predicted=38.691343, expected=60.000000 predicted=46.407468, expected=60.000000 predicted=51.685985, expected=28.000000 predicted=42.788558, expected=44.000000 predicted=40.749131, expected=44.000000 predicted=45.058471, expected=32.000000 predicted=44.144737, expected=56.000000 predicted=50.384768, expected=64.000000 predicted=46.389736, expected=28.000000 predicted=39.411415, expected=36.000000 predicted=40.778918, expected=64.000000 predicted=48.770220, expected=60.000000 predicted=54.497318, expected=56.000000 predicted=54.431742, expected=88.000000 predicted=57.655412, expected=80.000000 predicted=62.187525, expected=20.000000 predicted=50.046469, expected=56.000000 predicted=58.633362, expected=44.000000 predicted=55.266222, expected=40.000000 predicted=57.094833, expected=52.000000 predicted=56.959625, expected=56.000000 predicted=41.970249, expected=68.000000 predicted=57.027134, expected=56.000000 predicted=51.483015, expected=16.000000 predicted=37.199908, expected=32.000000 predicted=43.829377, expected=52.000000 predicted=51.168062, expected=92.000000 predicted=66.052430, expected=76.000000 predicted=59.895756, expected=64.000000 predicted=47.226098, expected=56.000000 predicted=53.840598, expected=44.000000 predicted=56.093813, expected=28.000000 predicted=58.800554, expected=76.000000 predicted=66.641952, expected=44.000000 predicted=53.366218, expected=72.000000 predicted=57.079569, expected=36.000000 predicted=46.079888, expected=28.000000 predicted=36.443072, expected=48.000000 predicted=56.524430, expected=12.000000 predicted=33.846851, expected=24.000000 predicted=40.234936, expected=40.000000 predicted=35.469105, expected=44.000000 predicted=34.243227, expected=52.000000 predicted=42.688477, expected=28.000000 predicted=26.859915, expected=24.000000 predicted=29.094959, expected=36.000000 predicted=37.945395, expected=44.000000 predicted=41.001623, expected=48.000000 predicted=43.707974, expected=76.000000 predicted=47.746272, expected=44.000000 predicted=40.175009, expected=44.000000 predicted=43.304544, expected=80.000000 predicted=60.197821, expected=36.000000 predicted=48.610685, expected=72.000000 predicted=64.513661, expected=100.000000 predicted=69.352866, expected=40.000000 predicted=51.744960, expected=36.000000 predicted=57.335792, expected=44.000000 predicted=48.690176, expected=32.000000 predicted=52.580603, expected=52.000000 predicted=61.909895, expected=44.000000 predicted=41.984338, expected=40.000000 predicted=39.114570, expected=48.000000 predicted=44.581952, expected=24.000000 predicted=34.032634, expected=20.000000 predicted=35.886125, expected=40.000000 predicted=39.080393, expected=44.000000 predicted=39.162410, expected=52.000000 predicted=43.368604, expected=64.000000 predicted=42.707014, expected=68.000000 predicted=46.672570, expected=60.000000 predicted=52.391031, expected=48.000000 predicted=50.834348, expected=36.000000 predicted=49.017580, expected=52.000000 predicted=56.075042, expected=48.000000 predicted=54.900872, expected=28.000000 predicted=43.602626, expected=64.000000 predicted=50.814057, expected=40.000000 predicted=42.120393, expected=56.000000 predicted=49.911905, expected=20.000000 predicted=38.388852, expected=52.000000 predicted=41.167901, expected=56.000000 predicted=54.631344, expected=44.000000 predicted=42.780303, expected=80.000000 predicted=59.327076, expected=36.000000 predicted=39.176384, expected=20.000000 predicted=40.317787, expected=40.000000 predicted=46.990447, expected=36.000000 predicted=41.839815, expected=48.000000 predicted=52.277173, expected=48.000000 predicted=40.063954, expected=28.000000 predicted=30.286421, expected=40.000000 predicted=39.482402, expected=28.000000 predicted=35.311092, expected=16.000000 predicted=32.370702, expected=40.000000 predicted=38.123462, expected=56.000000 predicted=39.071931, expected=64.000000 predicted=46.223369, expected=24.000000 predicted=31.567155, expected=44.000000 predicted=35.051035, expected=32.000000 predicted=40.462781, expected=44.000000 predicted=46.217440, expected=60.000000 predicted=53.052568, expected=72.000000 predicted=47.649776, expected=16.000000 predicted=36.735320, expected=68.000000 predicted=48.598527, expected=52.000000 predicted=51.699412, expected=52.000000 predicted=53.464245, expected=40.000000 predicted=52.393679, expected=48.000000 predicted=39.450720, expected=48.000000 predicted=54.437040, expected=68.000000 predicted=55.497669, expected=28.000000 predicted=43.556106, expected=20.000000 predicted=34.851665, expected=28.000000 predicted=39.149850, expected=40.000000 predicted=41.374098, expected=56.000000 predicted=50.281050, expected=48.000000 predicted=37.328906, expected=76.000000 predicted=46.496226, expected=44.000000 predicted=43.123249, expected=52.000000 predicted=48.550170, expected=16.000000 predicted=42.442807, expected=24.000000 predicted=38.695049, expected=56.000000 predicted=55.267600, expected=44.000000 predicted=41.903995, expected=48.000000 predicted=43.739471, expected=12.000000 predicted=23.886861, expected=40.000000 predicted=34.310898, expected=44.000000 predicted=45.879338, expected=8.000000 predicted=28.442519, expected=24.000000 predicted=31.149314, expected=44.000000 predicted=29.541063, expected=28.000000 predicted=32.360911, expected=32.000000 predicted=32.714014, expected=76.000000 predicted=39.635671, expected=28.000000 predicted=33.044571, expected=32.000000 predicted=37.275170, expected=44.000000 predicted=38.837563, expected=52.000000 predicted=43.430497, expected=68.000000 predicted=60.106657, expected=72.000000 predicted=50.173262, expected=40.000000 predicted=43.671093, expected=20.000000 predicted=39.935926, expected=20.000000 predicted=40.522255, expected=72.000000 predicted=59.493189, expected=52.000000 predicted=53.962635, expected=88.000000 predicted=55.283162, expected=44.000000 predicted=41.710268, expected=24.000000 predicted=35.214974, expected=8.000000 predicted=43.541780, expected=72.000000 predicted=55.411677, expected=80.000000 predicted=69.017609, expected=40.000000 predicted=41.781063, expected=64.000000 predicted=45.317411, expected=40.000000 predicted=39.100930, expected=12.000000 predicted=45.515159, expected=36.000000 predicted=50.909598, expected=44.000000 predicted=41.518821, expected=48.000000 predicted=47.566924, expected=32.000000 predicted=35.066105, expected=60.000000 predicted=37.440199, expected=40.000000 predicted=41.238015, expected=36.000000 predicted=40.744859, expected=40.000000 predicted=43.261689, expected=48.000000 predicted=41.635133, expected=60.000000 predicted=53.379157, expected=40.000000 predicted=41.822852, expected=36.000000 predicted=39.081118, expected=36.000000 predicted=40.838761, expected=28.000000 predicted=39.518062, expected=48.000000 predicted=47.124322, expected=32.000000 predicted=36.449237, expected=44.000000 predicted=37.993441, expected=44.000000 predicted=39.566611, expected=16.000000 predicted=28.396796, expected=52.000000 predicted=43.959088, expected=40.000000 predicted=37.932213, expected=36.000000 predicted=38.381053, expected=48.000000 predicted=42.335201, expected=60.000000 predicted=40.713170, expected=56.000000 predicted=51.066032, expected=28.000000 predicted=38.817394, expected=72.000000 predicted=51.900791, expected=36.000000 predicted=46.982524, expected=28.000000 predicted=43.809927, expected=40.000000 predicted=45.557765, expected=64.000000 predicted=46.069972, expected=80.000000 predicted=64.292271, expected=84.000000 predicted=57.658282, expected=28.000000 predicted=40.762027, expected=56.000000 predicted=52.801605, expected=32.000000 predicted=53.849679, expected=40.000000 predicted=55.568589, expected=24.000000 predicted=48.346839, expected=64.000000 predicted=43.251787, expected=32.000000 predicted=43.004003, expected=44.000000 predicted=37.500054, expected=60.000000 predicted=47.532531, expected=56.000000 predicted=43.782222, expected=44.000000 predicted=51.148169, expected=40.000000 predicted=40.956211, expected=28.000000 predicted=40.692590, expected=32.000000 predicted=44.130780, expected=16.000000 predicted=35.636728, expected=60.000000 predicted=43.851127, expected=48.000000 predicted=41.356316, expected=36.000000 predicted=33.379902, expected=40.000000 predicted=37.149915, expected=36.000000 predicted=33.285572, expected=48.000000 predicted=48.813610, expected=40.000000 predicted=42.576595, expected=68.000000 predicted=48.101506, expected=60.000000 predicted=49.878408, expected=32.000000 predicted=40.094263, expected=36.000000 predicted=44.118197, expected=32.000000 predicted=40.883117, expected=40.000000 predicted=48.728888, expected=28.000000 predicted=40.494334, expected=60.000000 predicted=41.721546, expected=40.000000 predicted=39.196821, expected=36.000000 predicted=35.806318, expected=32.000000 predicted=37.637502, expected=44.000000 predicted=38.206214, expected=36.000000 predicted=44.377788, expected=40.000000 predicted=38.472273, expected=60.000000 predicted=44.824768, expected=20.000000 predicted=32.486699, expected=40.000000 predicted=39.808612, expected=52.000000 predicted=43.551034, expected=44.000000 predicted=42.211908, expected=52.000000 predicted=49.455046, expected=20.000000 predicted=29.377483, expected=36.000000 predicted=38.645775, expected=44.000000 predicted=45.065888, expected=40.000000 predicted=40.402693, expected=36.000000 predicted=40.211296, expected=36.000000 predicted=31.800613, expected=28.000000 predicted=34.270936, expected=52.000000 predicted=43.327608, expected=32.000000 predicted=36.912647, expected=36.000000 predicted=35.490267, expected=44.000000 predicted=39.159303, expected=44.000000 predicted=37.912823, expected=48.000000 predicted=45.787328, expected=48.000000 predicted=41.069086, expected=32.000000 predicted=37.896646, expected=44.000000 predicted=43.260917, expected=52.000000 predicted=46.672732, expected=56.000000 predicted=49.143513, expected=56.000000 predicted=49.677809, expected=48.000000 predicted=44.085573, expected=32.000000 predicted=42.810236, expected=48.000000 predicted=49.075441, expected=56.000000 predicted=52.973947, expected=76.000000 predicted=59.053044, expected=36.000000 predicted=45.540686, expected=20.000000 predicted=34.478886, expected=20.000000 predicted=38.557556, expected=40.000000 predicted=44.880110, expected=36.000000 predicted=46.374920, expected=84.000000 predicted=49.152026, expected=36.000000 predicted=34.435651, expected=32.000000 predicted=32.278028, expected=48.000000 predicted=45.546263, expected=44.000000 predicted=44.075044, expected=32.000000 predicted=50.788630, expected=80.000000 predicted=51.476301, expected=52.000000 predicted=46.005718, expected=20.000000 predicted=38.648548, expected=36.000000 predicted=41.727638, expected=12.000000 predicted=31.298703, expected=56.000000 predicted=54.195430, expected=36.000000 predicted=40.122444, expected=28.000000 predicted=26.772876, expected=44.000000 predicted=37.340555, expected=24.000000 predicted=26.489110, expected=24.000000 predicted=36.639628, expected=68.000000 predicted=44.643098, expected=76.000000 predicted=48.809654, expected=4.000000 predicted=31.093859, expected=36.000000 predicted=33.161087, expected=32.000000 predicted=35.799004, expected=40.000000 predicted=47.717561, expected=32.000000 predicted=44.438081, expected=72.000000 predicted=36.937530, expected=56.000000 predicted=45.825081, expected=68.000000 predicted=49.214208, expected=48.000000 predicted=48.637615, expected=40.000000 predicted=44.201404, expected=28.000000 predicted=50.843614, expected=52.000000 predicted=51.215562, expected=52.000000 predicted=54.126721, expected=72.000000 predicted=53.788032, expected=20.000000 predicted=37.086113, expected=40.000000 predicted=38.066053, expected=40.000000 predicted=46.958465, expected=28.000000 predicted=40.667538, expected=12.000000 predicted=37.792669, expected=32.000000 predicted=27.304124, expected=28.000000 predicted=32.267550, expected=116.000000 predicted=59.684411, expected=52.000000 predicted=43.536725, expected=32.000000 predicted=31.421014, expected=28.000000 predicted=39.731938, expected=24.000000 predicted=37.336145, expected=56.000000 predicted=67.816180, expected=60.000000 predicted=49.135456, expected=68.000000 predicted=46.694982, expected=52.000000 predicted=43.883684, expected=32.000000 predicted=38.207512, expected=44.000000 predicted=50.872947, expected=24.000000 predicted=44.801695, expected=72.000000 predicted=58.486588, expected=36.000000 predicted=44.423186, expected=32.000000 predicted=34.689290, expected=32.000000 predicted=39.076517, expected=52.000000 predicted=40.167170, expected=48.000000 predicted=52.383072, expected=52.000000 predicted=42.394518, expected=32.000000 predicted=36.663740, expected=48.000000 predicted=41.715700, expected=68.000000 predicted=55.365007, expected=28.000000 predicted=42.042504, expected=20.000000 predicted=37.360933, expected=60.000000 predicted=44.885674, expected=28.000000 predicted=40.862809, expected=40.000000 predicted=45.579682, expected=48.000000 predicted=38.042255, expected=68.000000 predicted=44.196990, expected=32.000000 predicted=45.705460, expected=24.000000 predicted=32.227301, expected=40.000000 predicted=41.464505, expected=16.000000 predicted=35.469406, expected=48.000000 predicted=46.723982, expected=48.000000 predicted=37.864017, expected=28.000000 predicted=29.564627, expected=32.000000 predicted=34.933859, expected=36.000000 predicted=30.939979, expected=32.000000 predicted=38.509113, expected=68.000000 predicted=48.692995, expected=76.000000 predicted=49.066421, expected=48.000000 predicted=43.818719, expected=24.000000 predicted=38.014765, expected=40.000000 predicted=42.461111, expected=28.000000 predicted=48.305048, expected=36.000000 predicted=48.133085, expected=24.000000 predicted=34.522253, expected=36.000000 predicted=30.380157, expected=80.000000 predicted=50.330459, expected=48.000000 predicted=40.370280, expected=64.000000 predicted=47.591081, expected=24.000000 predicted=35.841625, expected=16.000000 predicted=34.995762, expected=4.000000 predicted=40.603757, expected=40.000000 predicted=38.287276, expected=80.000000 predicted=55.173918, expected=28.000000 predicted=28.721579, expected=44.000000 predicted=30.868233, expected=56.000000 predicted=37.304494, expected=24.000000 predicted=39.060891, expected=20.000000 predicted=44.612951, expected=52.000000 predicted=39.085479, expected=52.000000 predicted=45.154572, expected=40.000000 predicted=43.336145, expected=32.000000 predicted=31.973970, expected=16.000000 predicted=26.972913, expected=28.000000 predicted=38.096472, expected=40.000000 Test MSE: 335.694
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188])] predicted=207.572601, expected=244.000000 predicted=225.200238, expected=280.000000 predicted=201.437762, expected=180.000000 predicted=199.902626, expected=132.000000 predicted=153.887107, expected=248.000000 predicted=211.513891, expected=172.000000 predicted=181.584740, expected=256.000000 predicted=258.328066, expected=264.000000 predicted=232.692359, expected=416.000000 predicted=277.367510, expected=204.000000 predicted=234.478589, expected=232.000000 predicted=232.227444, expected=240.000000 predicted=263.019098, expected=164.000000 predicted=185.647913, expected=172.000000 predicted=278.975103, expected=300.000000 predicted=248.707521, expected=200.000000 predicted=197.443680, expected=200.000000 predicted=227.916413, expected=200.000000 predicted=201.946065, expected=156.000000 predicted=155.499360, expected=196.000000 predicted=237.431277, expected=200.000000 predicted=194.381257, expected=344.000000 predicted=264.848769, expected=360.000000 predicted=281.096645, expected=212.000000 predicted=203.047131, expected=216.000000 predicted=243.732897, expected=200.000000 predicted=205.277639, expected=200.000000 predicted=241.440968, expected=184.000000 predicted=254.479124, expected=256.000000 predicted=230.740382, expected=344.000000 predicted=274.724014, expected=148.000000 predicted=175.614633, expected=212.000000 predicted=233.191452, expected=184.000000 predicted=191.294224, expected=168.000000 predicted=184.819571, expected=196.000000 predicted=259.465131, expected=348.000000 predicted=245.452888, expected=388.000000 predicted=292.559143, expected=268.000000 predicted=244.205499, expected=188.000000 predicted=221.318278, expected=232.000000 predicted=230.127889, expected=92.000000 predicted=188.818862, expected=220.000000 predicted=280.565620, expected=220.000000 predicted=228.538826, expected=352.000000 predicted=255.170499, expected=192.000000 predicted=223.426200, expected=180.000000 predicted=164.779134, expected=224.000000 predicted=236.274550, expected=144.000000 predicted=158.888376, expected=212.000000 predicted=267.260238, expected=252.000000 predicted=220.783020, expected=260.000000 predicted=212.514558, expected=176.000000 predicted=209.913676, expected=232.000000 predicted=206.201501, expected=196.000000 predicted=200.929487, expected=180.000000 predicted=204.230944, expected=176.000000 predicted=217.851688, expected=204.000000 predicted=186.251131, expected=188.000000 predicted=201.311447, expected=160.000000 predicted=178.092465, expected=184.000000 predicted=186.318299, expected=164.000000 predicted=166.057526, expected=148.000000 predicted=170.415794, expected=156.000000 predicted=172.193836, expected=216.000000 predicted=183.829264, expected=328.000000 predicted=249.203932, expected=168.000000 predicted=169.600283, expected=180.000000 predicted=191.740944, expected=260.000000 predicted=223.230654, expected=188.000000 predicted=178.413015, expected=264.000000 predicted=289.459845, expected=304.000000 predicted=245.700457, expected=336.000000 predicted=257.170992, expected=228.000000 predicted=256.403506, expected=188.000000 predicted=210.675601, expected=244.000000 predicted=255.782133, expected=236.000000 predicted=244.670760, expected=192.000000 predicted=248.653156, expected=224.000000 predicted=233.713260, expected=272.000000 predicted=229.116059, expected=184.000000 predicted=205.529912, expected=164.000000 predicted=208.615340, expected=172.000000 predicted=187.888360, expected=176.000000 predicted=183.412012, expected=208.000000 predicted=225.924259, expected=208.000000 predicted=194.821893, expected=220.000000 predicted=196.462401, expected=208.000000 predicted=197.004809, expected=88.000000 predicted=137.122404, expected=196.000000 predicted=205.353367, expected=200.000000 predicted=188.357438, expected=188.000000 predicted=186.075266, expected=212.000000 predicted=220.474829, expected=220.000000 predicted=164.866074, expected=176.000000 predicted=185.840322, expected=156.000000 predicted=183.486572, expected=188.000000 predicted=188.191152, expected=116.000000 predicted=152.545925, expected=204.000000 predicted=206.452449, expected=312.000000 predicted=238.897271, expected=292.000000 predicted=217.525469, expected=224.000000 predicted=228.165292, expected=240.000000 predicted=210.837784, expected=256.000000 predicted=230.546701, expected=88.000000 predicted=184.354927, expected=184.000000 predicted=238.820920, expected=188.000000 predicted=192.395391, expected=148.000000 predicted=167.743598, expected=196.000000 predicted=229.317442, expected=144.000000 predicted=122.495159, expected=172.000000 predicted=174.960274, expected=188.000000 predicted=187.779900, expected=216.000000 predicted=177.916914, expected=292.000000 predicted=244.705376, expected=304.000000 predicted=231.913786, expected=228.000000 predicted=215.558912, expected=228.000000 predicted=230.550310, expected=200.000000 predicted=211.491390, expected=316.000000 predicted=288.582503, expected=160.000000 predicted=218.926989, expected=188.000000 predicted=216.088700, expected=244.000000 predicted=241.718645, expected=168.000000 predicted=164.780976, expected=196.000000 predicted=250.787936, expected=224.000000 predicted=198.856097, expected=208.000000 predicted=189.878144, expected=176.000000 predicted=210.356752, expected=256.000000 predicted=219.698520, expected=272.000000 predicted=228.535790, expected=152.000000 predicted=187.389649, expected=296.000000 predicted=268.816991, expected=252.000000 predicted=211.640545, expected=172.000000 predicted=205.701326, expected=208.000000 predicted=254.526605, expected=332.000000 predicted=238.519248, expected=436.000000 predicted=343.679820, expected=240.000000 predicted=255.778898, expected=160.000000 predicted=213.417954, expected=192.000000 predicted=220.357755, expected=164.000000 predicted=208.436118, expected=196.000000 predicted=278.540413, expected=240.000000 predicted=233.370221, expected=384.000000 predicted=271.225961, expected=168.000000 predicted=185.662748, expected=212.000000 predicted=220.459314, expected=196.000000 predicted=210.717559, expected=144.000000 predicted=166.168806, expected=196.000000 predicted=273.332358, expected=296.000000 predicted=226.208737, expected=324.000000 predicted=257.276223, expected=180.000000 predicted=203.056404, expected=200.000000 predicted=205.985618, expected=200.000000 predicted=201.014559, expected=208.000000 predicted=225.496147, expected=180.000000 predicted=239.229182, expected=216.000000 predicted=201.318074, expected=256.000000 predicted=225.630872, expected=160.000000 predicted=177.624149, expected=124.000000 predicted=176.860381, expected=176.000000 predicted=181.896781, expected=252.000000 predicted=212.028024, expected=204.000000 predicted=213.750623, expected=368.000000 predicted=278.701621, expected=432.000000 predicted=292.392668, expected=192.000000 predicted=197.557797, expected=184.000000 predicted=261.184063, expected=192.000000 predicted=206.786995, expected=128.000000 predicted=201.837752, expected=244.000000 predicted=311.276994, expected=196.000000 predicted=185.420649, expected=276.000000 predicted=229.369248, expected=184.000000 predicted=199.365811, expected=160.000000 predicted=157.113773, expected=272.000000 predicted=259.976279, expected=152.000000 predicted=159.079904, expected=220.000000 predicted=245.271656, expected=272.000000 predicted=234.605872, expected=316.000000 predicted=230.915755, expected=224.000000 predicted=253.165946, expected=144.000000 predicted=174.341202, expected=184.000000 predicted=209.825686, expected=172.000000 predicted=198.113833, expected=192.000000 predicted=229.476699, expected=268.000000 predicted=242.563229, expected=308.000000 predicted=228.240273, expected=224.000000 predicted=214.015907, expected=180.000000 predicted=200.741678, expected=232.000000 predicted=221.730121, expected=148.000000 predicted=189.110427, expected=204.000000 predicted=243.195241, expected=316.000000 predicted=265.226565, expected=196.000000 predicted=179.764375, expected=264.000000 predicted=263.698916, expected=320.000000 predicted=249.913333, expected=340.000000 predicted=265.376833, expected=200.000000 predicted=264.518230, expected=140.000000 predicted=193.601986, expected=284.000000 predicted=271.364490, expected=236.000000 predicted=240.481703, expected=88.000000 predicted=200.515349, expected=96.000000 predicted=170.499615, expected=124.000000 predicted=122.994996, expected=84.000000 predicted=144.860609, expected=156.000000 predicted=182.534553, expected=104.000000 predicted=96.859411, expected=192.000000 predicted=146.877876, expected=96.000000 predicted=113.302059, expected=52.000000 predicted=76.811505, expected=132.000000 predicted=146.719776, expected=100.000000 predicted=84.981009, expected=124.000000 predicted=144.649429, expected=128.000000 predicted=119.467552, expected=148.000000 predicted=105.175162, expected=92.000000 predicted=112.876346, expected=108.000000 predicted=110.819482, expected=92.000000 predicted=106.047807, expected=56.000000 predicted=83.789017, expected=288.000000 predicted=211.768320, expected=116.000000 predicted=94.028898, expected=184.000000 predicted=163.562661, expected=184.000000 predicted=163.864231, expected=312.000000 predicted=181.320852, expected=132.000000 predicted=202.251670, expected=96.000000 predicted=132.364159, expected=120.000000 predicted=161.908967, expected=124.000000 predicted=125.551047, expected=148.000000 predicted=200.117347, expected=148.000000 predicted=140.059841, expected=92.000000 predicted=100.647442, expected=156.000000 predicted=144.074415, expected=116.000000 predicted=115.747986, expected=76.000000 predicted=106.983032, expected=120.000000 predicted=136.544436, expected=140.000000 predicted=109.619316, expected=88.000000 predicted=111.928139, expected=72.000000 predicted=101.411310, expected=96.000000 predicted=90.355640, expected=68.000000 predicted=82.397293, expected=260.000000 predicted=190.270533, expected=236.000000 predicted=157.916999, expected=252.000000 predicted=179.686637, expected=152.000000 predicted=160.972607, expected=192.000000 predicted=153.074118, expected=200.000000 predicted=218.559754, expected=116.000000 predicted=160.110826, expected=132.000000 predicted=189.421680, expected=128.000000 predicted=137.351402, expected=84.000000 predicted=121.682720, expected=168.000000 predicted=175.416183, expected=164.000000 predicted=134.534094, expected=80.000000 predicted=105.037963, expected=184.000000 predicted=168.741882, expected=132.000000 predicted=107.369341, expected=92.000000 predicted=122.929928, expected=208.000000 predicted=191.336368, expected=188.000000 predicted=129.593734, expected=136.000000 predicted=157.411889, expected=128.000000 predicted=149.020784, expected=196.000000 predicted=148.631626, expected=152.000000 predicted=163.416368, expected=128.000000 predicted=157.362355, expected=60.000000 predicted=107.968987, expected=80.000000 predicted=101.300315, expected=36.000000 predicted=96.349968, expected=108.000000 predicted=113.137949, expected=176.000000 predicted=139.950354, expected=144.000000 predicted=101.378515, expected=84.000000 predicted=100.365648, expected=60.000000 predicted=70.277029, expected=124.000000 predicted=110.862007, expected=60.000000 predicted=96.231121, expected=100.000000 predicted=115.790284, expected=168.000000 predicted=128.192072, expected=180.000000 predicted=116.904699, expected=120.000000 predicted=129.697049, expected=104.000000 predicted=104.873110, expected=68.000000 predicted=89.332665, expected=56.000000 predicted=98.526315, expected=136.000000 predicted=141.420964, expected=144.000000 predicted=118.379579, expected=160.000000 predicted=132.576553, expected=116.000000 predicted=108.758912, expected=132.000000 predicted=108.594648, expected=116.000000 predicted=125.183856, expected=84.000000 predicted=108.082218, expected=164.000000 predicted=157.393870, expected=88.000000 predicted=95.711558, expected=100.000000 predicted=116.305156, expected=104.000000 predicted=114.417780, expected=120.000000 predicted=96.423108, expected=96.000000 predicted=122.224360, expected=68.000000 predicted=82.422617, expected=72.000000 predicted=87.382947, expected=104.000000 predicted=96.801954, expected=140.000000 predicted=119.503204, expected=140.000000 predicted=117.481858, expected=128.000000 predicted=109.324723, expected=144.000000 predicted=120.091922, expected=64.000000 predicted=87.423334, expected=88.000000 predicted=113.820458, expected=128.000000 predicted=125.843092, expected=164.000000 predicted=131.440229, expected=64.000000 predicted=102.595085, expected=84.000000 predicted=91.366653, expected=88.000000 predicted=89.584642, expected=56.000000 predicted=76.286140, expected=140.000000 predicted=142.702284, expected=104.000000 predicted=82.293000, expected=148.000000 predicted=118.402156, expected=104.000000 predicted=105.576430, expected=116.000000 predicted=94.444617, expected=132.000000 predicted=135.241655, expected=104.000000 predicted=101.007518, expected=136.000000 predicted=140.158486, expected=172.000000 predicted=138.783838, expected=224.000000 predicted=168.035038, expected=128.000000 predicted=136.848174, expected=56.000000 predicted=100.083309, expected=112.000000 predicted=130.480271, expected=60.000000 predicted=92.671280, expected=104.000000 predicted=141.017364, expected=160.000000 predicted=139.106525, expected=160.000000 predicted=107.450777, expected=80.000000 predicted=105.078994, expected=80.000000 predicted=89.426904, expected=104.000000 predicted=102.165442, expected=64.000000 predicted=93.555038, expected=92.000000 predicted=117.710041, expected=132.000000 predicted=105.561649, expected=172.000000 predicted=121.933898, expected=108.000000 predicted=110.518503, expected=140.000000 predicted=119.588931, expected=124.000000 predicted=114.427497, expected=80.000000 predicted=100.878697, expected=88.000000 predicted=126.923072, expected=112.000000 predicted=105.083156, expected=120.000000 predicted=117.915809, expected=60.000000 predicted=90.254870, expected=84.000000 predicted=89.690938, expected=104.000000 predicted=93.305083, expected=76.000000 predicted=83.657504, expected=148.000000 predicted=132.816570, expected=168.000000 predicted=116.707264, expected=272.000000 predicted=181.207660, expected=168.000000 predicted=149.310217, expected=148.000000 predicted=139.416575, expected=100.000000 predicted=138.760078, expected=96.000000 predicted=121.009694, expected=108.000000 predicted=165.567750, expected=176.000000 predicted=157.091222, expected=180.000000 predicted=156.506899, expected=68.000000 predicted=93.881330, expected=76.000000 predicted=104.538938, expected=132.000000 predicted=116.808929, expected=44.000000 predicted=85.537836, expected=120.000000 predicted=143.269333, expected=180.000000 predicted=125.592600, expected=320.000000 predicted=192.553292, expected=288.000000 predicted=220.227738, expected=256.000000 predicted=190.305362, expected=252.000000 predicted=222.675380, expected=264.000000 predicted=230.324608, expected=236.000000 predicted=265.542975, expected=284.000000 predicted=282.192162, expected=348.000000 predicted=300.437099, expected=176.000000 predicted=214.412774, expected=152.000000 predicted=224.274946, expected=128.000000 predicted=183.018128, expected=108.000000 predicted=162.455352, expected=184.000000 predicted=233.739853, expected=152.000000 predicted=151.784802, expected=184.000000 predicted=169.086027, expected=80.000000 predicted=114.132149, expected=44.000000 predicted=83.402417, expected=4.000000 predicted=83.858871, expected=4.000000 predicted=53.683489, expected=100.000000 predicted=113.917473, expected=100.000000 predicted=74.766876, expected=116.000000 predicted=85.564820, expected=132.000000 predicted=89.561659, expected=116.000000 predicted=75.005967, expected=124.000000 predicted=117.301999, expected=148.000000 predicted=127.663641, expected=176.000000 predicted=145.285562, expected=88.000000 predicted=111.700043, expected=100.000000 predicted=117.976771, expected=136.000000 predicted=128.704961, expected=76.000000 predicted=96.381678, expected=156.000000 predicted=160.690597, expected=180.000000 predicted=136.018598, expected=192.000000 predicted=146.888763, expected=120.000000 predicted=140.197310, expected=72.000000 predicted=91.948195, expected=112.000000 predicted=131.194233, expected=132.000000 predicted=134.819108, expected=136.000000 predicted=147.168146, expected=112.000000 predicted=120.244585, expected=168.000000 predicted=130.713456, expected=128.000000 predicted=120.117889, expected=284.000000 predicted=210.254709, expected=164.000000 predicted=153.718785, expected=96.000000 predicted=121.771582, expected=384.000000 predicted=291.114793, expected=188.000000 predicted=143.317467, expected=248.000000 predicted=269.558158, expected=136.000000 predicted=181.940078, expected=72.000000 predicted=91.074336, expected=132.000000 predicted=227.320023, expected=116.000000 predicted=127.471134, expected=84.000000 predicted=141.538274, expected=136.000000 predicted=136.887138, expected=160.000000 predicted=117.001365, expected=100.000000 predicted=112.820138, expected=92.000000 predicted=113.589301, expected=108.000000 predicted=101.292224, expected=84.000000 predicted=98.737820, expected=128.000000 predicted=134.280428, expected=156.000000 predicted=126.664880, expected=100.000000 predicted=98.533565, expected=68.000000 predicted=97.628506, expected=124.000000 predicted=109.291865, expected=168.000000 predicted=134.825310, expected=100.000000 predicted=119.047680, expected=96.000000 predicted=111.117409, expected=108.000000 predicted=97.485454, expected=104.000000 predicted=104.466958, expected=124.000000 predicted=135.519415, expected=100.000000 predicted=101.206534, expected=132.000000 predicted=116.992333, expected=56.000000 Test MSE: 3795.851
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344])] predicted=18.947680, expected=4.000000 predicted=14.354132, expected=8.000000 predicted=12.550246, expected=12.000000 predicted=13.513686, expected=4.000000 predicted=16.082321, expected=8.000000 predicted=11.576408, expected=8.000000 predicted=6.678441, expected=16.000000 predicted=10.248426, expected=8.000000 predicted=9.342026, expected=8.000000 predicted=8.309109, expected=24.000000 predicted=12.871859, expected=12.000000 predicted=11.901028, expected=4.000000 predicted=11.992219, expected=4.000000 predicted=8.537945, expected=4.000000 predicted=8.251662, expected=4.000000 predicted=9.865004, expected=4.000000 predicted=5.888699, expected=8.000000 predicted=5.009073, expected=8.000000 predicted=5.465398, expected=8.000000 predicted=6.130082, expected=8.000000 predicted=6.480385, expected=8.000000 predicted=7.001557, expected=4.000000 predicted=6.911399, expected=4.000000 predicted=6.454877, expected=8.000000 predicted=6.850895, expected=12.000000 predicted=8.017515, expected=8.000000 predicted=7.554929, expected=16.000000 predicted=9.264863, expected=8.000000 predicted=8.263516, expected=24.000000 predicted=14.042345, expected=4.000000 predicted=10.471875, expected=4.000000 predicted=10.136581, expected=16.000000 predicted=12.291086, expected=8.000000 predicted=9.972164, expected=8.000000 predicted=12.306715, expected=28.000000 predicted=12.410036, expected=8.000000 predicted=10.323747, expected=4.000000 predicted=12.273189, expected=8.000000 predicted=9.237355, expected=4.000000 predicted=8.833486, expected=16.000000 predicted=14.183104, expected=8.000000 predicted=7.690528, expected=4.000000 predicted=6.956111, expected=4.000000 predicted=6.622021, expected=4.000000 predicted=5.874095, expected=12.000000 predicted=9.501942, expected=4.000000 predicted=5.840667, expected=4.000000 predicted=5.297331, expected=8.000000 predicted=5.678546, expected=16.000000 predicted=8.606658, expected=8.000000 predicted=8.980501, expected=4.000000 predicted=6.769002, expected=12.000000 predicted=8.285422, expected=4.000000 predicted=7.767262, expected=12.000000 predicted=10.831062, expected=24.000000 predicted=11.737702, expected=4.000000 predicted=8.634454, expected=4.000000 predicted=9.984303, expected=4.000000 predicted=6.720148, expected=8.000000 predicted=9.626899, expected=4.000000 predicted=9.284137, expected=12.000000 predicted=6.713875, expected=20.000000 predicted=9.381296, expected=16.000000 predicted=10.783202, expected=4.000000 predicted=9.652578, expected=8.000000 predicted=9.451528, expected=12.000000 predicted=11.598734, expected=4.000000 predicted=11.008864, expected=12.000000 predicted=10.683134, expected=12.000000 predicted=8.153839, expected=12.000000 predicted=10.328676, expected=12.000000 predicted=10.940270, expected=52.000000 predicted=20.553198, expected=36.000000 predicted=22.904273, expected=8.000000 predicted=20.285133, expected=4.000000 predicted=16.943116, expected=40.000000 predicted=25.478665, expected=4.000000 predicted=23.853852, expected=4.000000 predicted=18.590005, expected=8.000000 predicted=9.683822, expected=8.000000 predicted=9.679473, expected=12.000000 predicted=15.790554, expected=4.000000 predicted=5.885314, expected=8.000000 predicted=7.337043, expected=8.000000 predicted=7.679129, expected=16.000000 predicted=10.195041, expected=12.000000 predicted=10.317187, expected=28.000000 predicted=14.242158, expected=4.000000 predicted=10.507253, expected=4.000000 predicted=11.360846, expected=24.000000 predicted=15.557525, expected=12.000000 predicted=12.896237, expected=4.000000 predicted=13.990038, expected=4.000000 predicted=7.472287, expected=12.000000 predicted=9.347403, expected=8.000000 predicted=11.446375, expected=4.000000 predicted=7.640050, expected=8.000000 predicted=6.593511, expected=16.000000 predicted=8.956347, expected=8.000000 predicted=9.267207, expected=12.000000 predicted=10.001557, expected=4.000000 predicted=7.228563, expected=12.000000 predicted=10.315819, expected=8.000000 predicted=9.943798, expected=12.000000 predicted=9.803941, expected=16.000000 predicted=11.390831, expected=8.000000 predicted=9.043035, expected=12.000000 predicted=11.824593, expected=16.000000 predicted=11.847547, expected=36.000000 predicted=18.884803, expected=16.000000 predicted=16.619260, expected=8.000000 predicted=15.097936, expected=20.000000 predicted=17.553700, expected=8.000000 predicted=15.252840, expected=12.000000 predicted=18.624620, expected=8.000000 predicted=11.491481, expected=16.000000 predicted=12.279943, expected=4.000000 predicted=10.891640, expected=12.000000 predicted=10.549371, expected=8.000000 predicted=9.453177, expected=4.000000 predicted=8.142473, expected=4.000000 predicted=8.291547, expected=4.000000 predicted=5.346210, expected=36.000000 predicted=14.815374, expected=4.000000 predicted=8.123937, expected=24.000000 predicted=14.868267, expected=16.000000 predicted=12.755252, expected=16.000000 predicted=15.778212, expected=8.000000 predicted=17.965616, expected=4.000000 predicted=10.250787, expected=4.000000 predicted=11.930441, expected=4.000000 predicted=8.521003, expected=16.000000 predicted=10.312136, expected=8.000000 predicted=7.220091, expected=8.000000 predicted=7.568564, expected=4.000000 predicted=6.419059, expected=4.000000 predicted=6.545075, expected=16.000000 predicted=10.744963, expected=4.000000 predicted=6.647140, expected=8.000000 predicted=8.026130, expected=8.000000 predicted=6.766530, expected=12.000000 predicted=8.663803, expected=4.000000 predicted=8.668312, expected=8.000000 predicted=7.348299, expected=20.000000 predicted=10.871820, expected=12.000000 predicted=10.373238, expected=12.000000 predicted=11.996628, expected=20.000000 predicted=12.716244, expected=12.000000 predicted=12.931572, expected=4.000000 predicted=13.098636, expected=12.000000 predicted=12.012291, expected=8.000000 predicted=10.470040, expected=8.000000 predicted=11.414327, expected=4.000000 predicted=7.777405, expected=4.000000 predicted=6.070408, expected=8.000000 predicted=7.721268, expected=4.000000 predicted=5.763903, expected=20.000000 predicted=9.787275, expected=16.000000 predicted=9.316857, expected=32.000000 predicted=16.054630, expected=4.000000 predicted=11.869919, expected=8.000000 predicted=13.157846, expected=12.000000 predicted=14.636663, expected=16.000000 predicted=14.738682, expected=4.000000 predicted=13.418322, expected=8.000000 predicted=8.497170, expected=8.000000 predicted=8.650593, expected=4.000000 predicted=8.294619, expected=8.000000 predicted=8.843391, expected=4.000000 predicted=5.327479, expected=16.000000 predicted=9.192487, expected=8.000000 predicted=7.699576, expected=12.000000 predicted=9.093180, expected=4.000000 predicted=7.809540, expected=20.000000 predicted=11.421779, expected=16.000000 predicted=12.973498, expected=12.000000 predicted=12.034464, expected=12.000000 predicted=12.670900, expected=8.000000 predicted=10.561765, expected=4.000000 predicted=11.676507, expected=8.000000 predicted=10.224713, expected=8.000000 predicted=8.634101, expected=12.000000 predicted=9.467542, expected=8.000000 predicted=7.961221, expected=4.000000 predicted=6.728354, expected=8.000000 predicted=7.981842, expected=8.000000 predicted=7.748590, expected=4.000000 predicted=7.352089, expected=20.000000 predicted=10.223728, expected=4.000000 predicted=6.696309, expected=4.000000 predicted=8.116346, expected=8.000000 predicted=7.718582, expected=4.000000 predicted=6.294017, expected=8.000000 predicted=9.274824, expected=12.000000 predicted=6.967312, expected=12.000000 predicted=8.140157, expected=4.000000 predicted=7.604466, expected=12.000000 predicted=8.835340, expected=8.000000 predicted=8.650554, expected=16.000000 predicted=11.685080, expected=12.000000 predicted=10.809656, expected=4.000000 predicted=8.355397, expected=12.000000 predicted=11.067740, expected=8.000000 predicted=9.128136, expected=16.000000 predicted=12.574872, expected=4.000000 predicted=8.709491, expected=8.000000 predicted=8.503192, expected=12.000000 predicted=10.120768, expected=8.000000 predicted=8.931294, expected=16.000000 predicted=12.059945, expected=20.000000 predicted=11.592289, expected=12.000000 predicted=12.262031, expected=4.000000 predicted=11.266884, expected=12.000000 predicted=11.581799, expected=4.000000 predicted=10.341194, expected=4.000000 predicted=9.866390, expected=12.000000 predicted=8.742047, expected=4.000000 predicted=5.816945, expected=12.000000 predicted=9.238401, expected=4.000000 predicted=5.772416, expected=28.000000 predicted=12.555671, expected=12.000000 predicted=11.515452, expected=36.000000 predicted=18.272386, expected=8.000000 predicted=14.839707, expected=20.000000 predicted=17.633119, expected=4.000000 predicted=16.762356, expected=12.000000 predicted=14.546415, expected=12.000000 predicted=16.580708, expected=8.000000 predicted=10.038265, expected=12.000000 predicted=12.367142, expected=8.000000 predicted=8.515848, expected=16.000000 predicted=12.045655, expected=4.000000 predicted=9.328178, expected=4.000000 predicted=8.233287, expected=12.000000 predicted=9.658077, expected=4.000000 predicted=7.238689, expected=4.000000 predicted=7.965512, expected=12.000000 predicted=6.950315, expected=8.000000 predicted=6.912546, expected=4.000000 predicted=7.589941, expected=12.000000 predicted=7.621855, expected=4.000000 predicted=6.350803, expected=12.000000 predicted=9.590021, expected=24.000000 predicted=11.920970, expected=4.000000 predicted=8.748867, expected=4.000000 predicted=10.061632, expected=8.000000 predicted=8.220628, expected=8.000000 predicted=9.568216, expected=12.000000 predicted=11.656664, expected=4.000000 predicted=6.104929, expected=4.000000 predicted=6.241677, expected=24.000000 predicted=11.350499, expected=8.000000 predicted=9.292536, expected=12.000000 predicted=11.675558, expected=8.000000 predicted=8.988027, expected=8.000000 predicted=9.636375, expected=8.000000 predicted=11.992019, expected=4.000000 predicted=7.426664, expected=12.000000 predicted=9.377182, expected=4.000000 predicted=6.785872, expected=4.000000 predicted=6.673429, expected=8.000000 predicted=6.791593, expected=28.000000 predicted=11.511342, expected=4.000000 predicted=9.423531, expected=24.000000 predicted=13.528354, expected=8.000000 predicted=10.843909, expected=12.000000 predicted=13.497572, expected=8.000000 predicted=14.397744, expected=28.000000 predicted=14.529941, expected=20.000000 predicted=17.655390, expected=4.000000 predicted=12.311962, expected=4.000000 predicted=11.774864, expected=4.000000 predicted=9.534603, expected=4.000000 predicted=11.161941, expected=8.000000 predicted=8.550808, expected=8.000000 predicted=5.490335, expected=8.000000 predicted=6.154188, expected=4.000000 predicted=5.620362, expected=4.000000 predicted=5.560429, expected=8.000000 predicted=6.802750, expected=4.000000 predicted=5.826424, expected=4.000000 predicted=5.521802, expected=12.000000 predicted=6.465464, expected=4.000000 predicted=5.446192, expected=16.000000 predicted=9.212914, expected=12.000000 predicted=8.486121, expected=16.000000 predicted=10.928723, expected=8.000000 predicted=11.075689, expected=4.000000 predicted=8.785958, expected=12.000000 predicted=11.665758, expected=8.000000 predicted=9.637076, expected=8.000000 predicted=9.946846, expected=4.000000 predicted=6.990211, expected=4.000000 predicted=6.019043, expected=8.000000 predicted=7.686988, expected=4.000000 predicted=5.828221, expected=28.000000 predicted=11.569439, expected=4.000000 predicted=7.582954, expected=4.000000 predicted=8.402020, expected=4.000000 predicted=7.726227, expected=8.000000 predicted=7.739259, expected=4.000000 predicted=9.840276, expected=16.000000 predicted=7.630543, expected=24.000000 predicted=11.048913, expected=8.000000 predicted=9.998710, expected=4.000000 predicted=10.103389, expected=8.000000 predicted=9.389998, expected=24.000000 predicted=14.984643, expected=8.000000 predicted=13.114872, expected=4.000000 predicted=9.154152, expected=4.000000 predicted=7.547276, expected=4.000000 predicted=7.646879, expected=12.000000 predicted=10.890704, expected=20.000000 predicted=9.910022, expected=4.000000 predicted=7.293919, expected=12.000000 predicted=9.575776, expected=8.000000 predicted=8.865430, expected=16.000000 predicted=12.433503, expected=24.000000 predicted=15.714602, expected=8.000000 predicted=10.895382, expected=4.000000 predicted=11.461305, expected=16.000000 predicted=12.385239, expected=4.000000 predicted=10.996762, expected=12.000000 predicted=12.887585, expected=24.000000 predicted=12.319861, expected=4.000000 predicted=9.210038, expected=4.000000 predicted=10.957382, expected=8.000000 predicted=8.307697, expected=8.000000 predicted=9.625938, expected=24.000000 predicted=14.634828, expected=8.000000 predicted=8.588583, expected=8.000000 predicted=9.720361, expected=8.000000 predicted=9.890411, expected=8.000000 predicted=9.916602, expected=4.000000 predicted=10.589741, expected=4.000000 predicted=6.483270, expected=4.000000 predicted=5.822624, expected=8.000000 predicted=6.343685, expected=8.000000 predicted=6.361622, expected=12.000000 predicted=7.123389, expected=12.000000 predicted=8.102368, expected=4.000000 predicted=7.241437, expected=16.000000 predicted=10.612910, expected=8.000000 predicted=9.279940, expected=4.000000 predicted=9.210562, expected=8.000000 predicted=8.848863, expected=12.000000 predicted=8.378746, expected=4.000000 predicted=8.802774, expected=4.000000 predicted=6.668572, expected=4.000000 predicted=5.402595, expected=20.000000 predicted=9.811110, expected=4.000000 predicted=7.755529, expected=4.000000 predicted=6.618136, expected=8.000000 Test MSE: 61.128
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602])] predicted=12.016797, expected=4.000000 predicted=9.102678, expected=12.000000 predicted=10.779498, expected=12.000000 predicted=11.596542, expected=12.000000 predicted=12.772496, expected=16.000000 predicted=11.939976, expected=8.000000 predicted=9.997793, expected=12.000000 predicted=11.845842, expected=8.000000 predicted=10.579260, expected=8.000000 predicted=9.856260, expected=24.000000 predicted=15.238010, expected=16.000000 predicted=13.580114, expected=16.000000 predicted=14.482395, expected=12.000000 predicted=13.591214, expected=4.000000 predicted=10.864932, expected=28.000000 predicted=19.043665, expected=8.000000 predicted=13.004728, expected=28.000000 predicted=18.396031, expected=20.000000 predicted=17.880021, expected=8.000000 predicted=13.884826, expected=16.000000 predicted=17.569317, expected=24.000000 predicted=18.487709, expected=24.000000 predicted=21.113964, expected=28.000000 predicted=22.025620, expected=16.000000 predicted=18.643079, expected=12.000000 predicted=17.952915, expected=16.000000 predicted=18.935836, expected=8.000000 predicted=15.190160, expected=44.000000 predicted=25.702165, expected=4.000000 predicted=14.796581, expected=8.000000 predicted=13.209659, expected=28.000000 predicted=19.912682, expected=8.000000 predicted=14.780574, expected=16.000000 predicted=17.867384, expected=20.000000 predicted=15.105134, expected=24.000000 predicted=18.620576, expected=16.000000 predicted=18.472732, expected=8.000000 predicted=13.621648, expected=16.000000 predicted=16.213539, expected=64.000000 predicted=32.892935, expected=16.000000 predicted=23.321039, expected=20.000000 predicted=22.604641, expected=12.000000 predicted=20.264472, expected=12.000000 predicted=20.381355, expected=4.000000 predicted=18.237813, expected=4.000000 predicted=9.506565, expected=4.000000 predicted=8.098821, expected=20.000000 predicted=11.424796, expected=24.000000 predicted=14.306681, expected=12.000000 predicted=11.717199, expected=56.000000 predicted=27.478014, expected=40.000000 predicted=29.708805, expected=8.000000 predicted=23.143569, expected=8.000000 predicted=20.885182, expected=8.000000 predicted=17.997496, expected=8.000000 predicted=18.390689, expected=12.000000 predicted=13.840053, expected=12.000000 predicted=9.938098, expected=4.000000 predicted=7.670903, expected=16.000000 predicted=11.139275, expected=4.000000 predicted=8.174349, expected=16.000000 predicted=11.679161, expected=8.000000 predicted=9.728983, expected=36.000000 predicted=18.493920, expected=32.000000 predicted=22.236954, expected=16.000000 predicted=18.316943, expected=4.000000 predicted=15.417145, expected=8.000000 predicted=14.480046, expected=4.000000 predicted=13.676210, expected=4.000000 predicted=9.715078, expected=4.000000 predicted=6.104419, expected=12.000000 predicted=7.180103, expected=4.000000 predicted=5.704329, expected=4.000000 predicted=4.947317, expected=4.000000 predicted=4.914067, expected=16.000000 predicted=9.021407, expected=8.000000 predicted=8.276992, expected=12.000000 predicted=8.868707, expected=20.000000 predicted=12.757542, expected=12.000000 predicted=11.990552, expected=12.000000 predicted=13.109421, expected=8.000000 predicted=10.979661, expected=32.000000 predicted=19.246395, expected=4.000000 predicted=12.845993, expected=4.000000 predicted=10.015274, expected=8.000000 predicted=10.403058, expected=4.000000 predicted=8.155564, expected=4.000000 predicted=8.368126, expected=8.000000 predicted=5.829152, expected=12.000000 predicted=7.772686, expected=20.000000 predicted=11.829759, expected=12.000000 predicted=10.692714, expected=4.000000 predicted=8.625965, expected=8.000000 predicted=9.784407, expected=4.000000 predicted=8.393534, expected=8.000000 predicted=8.959081, expected=12.000000 predicted=8.963460, expected=4.000000 predicted=6.093087, expected=4.000000 predicted=6.014498, expected=8.000000 predicted=6.762166, expected=8.000000 predicted=7.372118, expected=24.000000 predicted=13.186935, expected=4.000000 predicted=7.978496, expected=12.000000 predicted=10.220962, expected=8.000000 predicted=10.032879, expected=12.000000 predicted=11.115299, expected=32.000000 predicted=19.210725, expected=4.000000 predicted=10.646460, expected=12.000000 predicted=12.854610, expected=4.000000 predicted=10.075198, expected=8.000000 predicted=10.652859, expected=4.000000 predicted=9.396711, expected=12.000000 predicted=8.125554, expected=4.000000 predicted=6.770118, expected=36.000000 predicted=16.470016, expected=4.000000 predicted=10.522826, expected=16.000000 predicted=12.951176, expected=12.000000 predicted=13.698036, expected=12.000000 predicted=13.030213, expected=8.000000 predicted=13.586291, expected=12.000000 predicted=10.646233, expected=36.000000 predicted=20.267471, expected=20.000000 predicted=18.004582, expected=4.000000 predicted=13.035222, expected=12.000000 predicted=14.191565, expected=4.000000 predicted=11.916082, expected=4.000000 predicted=11.229653, expected=8.000000 predicted=8.545648, expected=8.000000 predicted=6.832502, expected=12.000000 predicted=8.942093, expected=24.000000 predicted=13.091584, expected=28.000000 predicted=17.337501, expected=8.000000 predicted=13.586302, expected=4.000000 predicted=11.505555, expected=4.000000 predicted=10.760716, expected=4.000000 predicted=9.919873, expected=4.000000 predicted=7.758480, expected=16.000000 predicted=8.673806, expected=8.000000 predicted=7.194946, expected=12.000000 predicted=8.839075, expected=32.000000 predicted=16.899145, expected=4.000000 predicted=11.138388, expected=4.000000 predicted=10.627833, expected=4.000000 predicted=8.793129, expected=4.000000 predicted=8.167799, expected=4.000000 predicted=7.932189, expected=12.000000 predicted=6.714756, expected=8.000000 predicted=6.571132, expected=12.000000 predicted=8.351764, expected=4.000000 predicted=6.656081, expected=8.000000 predicted=7.693530, expected=16.000000 predicted=11.279243, expected=12.000000 predicted=10.540623, expected=16.000000 predicted=12.499444, expected=8.000000 predicted=10.097534, expected=4.000000 predicted=8.933266, expected=28.000000 predicted=16.810793, expected=8.000000 predicted=12.026525, expected=12.000000 predicted=12.544818, expected=28.000000 predicted=17.416174, expected=28.000000 predicted=20.123079, expected=8.000000 predicted=16.997702, expected=12.000000 predicted=14.790841, expected=4.000000 predicted=12.354767, expected=16.000000 predicted=15.689519, expected=4.000000 predicted=10.653439, expected=4.000000 predicted=6.920545, expected=24.000000 predicted=13.449157, expected=8.000000 predicted=9.735362, expected=8.000000 predicted=10.254547, expected=12.000000 predicted=10.254987, expected=4.000000 predicted=8.376581, expected=16.000000 predicted=12.889237, expected=36.000000 predicted=18.815623, expected=12.000000 predicted=14.642130, expected=12.000000 predicted=14.718900, expected=12.000000 predicted=14.105815, expected=12.000000 predicted=15.193529, expected=4.000000 predicted=12.693884, expected=8.000000 predicted=9.355504, expected=20.000000 predicted=13.064301, expected=20.000000 predicted=14.472029, expected=16.000000 predicted=14.273161, expected=28.000000 predicted=18.537514, expected=20.000000 predicted=18.953412, expected=16.000000 predicted=19.188955, expected=24.000000 predicted=21.285948, expected=4.000000 predicted=14.833931, expected=8.000000 predicted=14.606161, expected=8.000000 predicted=11.905803, expected=4.000000 predicted=8.977546, expected=8.000000 predicted=9.213082, expected=8.000000 predicted=6.843275, expected=92.000000 predicted=36.707068, expected=12.000000 predicted=22.287119, expected=16.000000 predicted=21.944785, expected=4.000000 predicted=18.831018, expected=20.000000 predicted=22.294892, expected=12.000000 predicted=24.677037, expected=16.000000 predicted=13.731605, expected=4.000000 predicted=10.650402, expected=32.000000 predicted=17.575181, expected=8.000000 predicted=14.575993, expected=8.000000 predicted=11.862971, expected=12.000000 predicted=13.149628, expected=36.000000 predicted=19.881888, expected=32.000000 predicted=24.499180, expected=4.000000 predicted=14.424493, expected=8.000000 predicted=14.489491, expected=16.000000 predicted=16.978680, expected=24.000000 predicted=20.663357, expected=12.000000 predicted=15.776169, expected=20.000000 predicted=15.107668, expected=8.000000 predicted=13.377718, expected=12.000000 predicted=14.189662, expected=12.000000 predicted=14.284392, expected=8.000000 predicted=10.943412, expected=16.000000 predicted=13.387223, expected=16.000000 predicted=12.872412, expected=8.000000 predicted=11.204431, expected=24.000000 predicted=15.959247, expected=16.000000 predicted=15.104158, expected=24.000000 predicted=18.562704, expected=8.000000 predicted=14.795758, expected=12.000000 predicted=14.082249, expected=12.000000 predicted=15.257639, expected=8.000000 predicted=11.957466, expected=4.000000 predicted=9.927965, expected=16.000000 predicted=10.972299, expected=4.000000 predicted=8.396390, expected=48.000000 predicted=21.619751, expected=4.000000 predicted=13.364754, expected=4.000000 predicted=10.628581, expected=12.000000 predicted=14.310026, expected=24.000000 predicted=16.590279, expected=20.000000 predicted=19.719387, expected=8.000000 predicted=11.368131, expected=8.000000 predicted=11.528742, expected=4.000000 predicted=10.654321, expected=12.000000 predicted=12.239440, expected=32.000000 predicted=17.742608, expected=12.000000 predicted=13.011114, expected=4.000000 predicted=10.278266, expected=4.000000 predicted=9.708815, expected=4.000000 predicted=9.365032, expected=12.000000 predicted=11.508174, expected=4.000000 predicted=6.345530, expected=12.000000 predicted=7.539203, expected=8.000000 predicted=7.636301, expected=4.000000 predicted=6.445161, expected=16.000000 predicted=10.623036, expected=12.000000 predicted=9.940191, expected=52.000000 predicted=24.076353, expected=20.000000 predicted=20.098199, expected=8.000000 predicted=16.032775, expected=4.000000 predicted=15.769553, expected=4.000000 predicted=13.365162, expected=24.000000 predicted=19.843246, expected=64.000000 predicted=29.894886, expected=4.000000 predicted=16.088495, expected=24.000000 predicted=20.053373, expected=16.000000 predicted=21.474125, expected=4.000000 predicted=18.526860, expected=4.000000 predicted=17.271429, expected=12.000000 predicted=10.482388, expected=8.000000 predicted=10.983380, expected=28.000000 predicted=15.193297, expected=16.000000 predicted=13.152529, expected=16.000000 predicted=14.004143, expected=12.000000 predicted=14.680896, expected=8.000000 predicted=12.910975, expected=24.000000 predicted=18.713690, expected=8.000000 predicted=13.194748, expected=8.000000 predicted=11.524653, expected=24.000000 predicted=15.847240, expected=12.000000 predicted=13.691779, expected=12.000000 predicted=14.237199, expected=8.000000 predicted=11.127486, expected=12.000000 predicted=12.156192, expected=4.000000 predicted=10.739944, expected=16.000000 predicted=11.483289, expected=20.000000 predicted=13.786598, expected=16.000000 predicted=13.349570, expected=8.000000 predicted=11.804437, expected=16.000000 predicted=13.385674, expected=28.000000 predicted=19.421764, expected=16.000000 predicted=17.435110, expected=12.000000 predicted=15.145411, expected=20.000000 predicted=16.999384, expected=24.000000 predicted=20.157576, expected=4.000000 predicted=15.121173, expected=20.000000 predicted=16.413583, expected=16.000000 predicted=16.082334, expected=4.000000 predicted=12.548364, expected=28.000000 predicted=18.326684, expected=4.000000 predicted=11.187454, expected=20.000000 predicted=15.867476, expected=12.000000 predicted=14.007996, expected=4.000000 predicted=10.045493, expected=4.000000 predicted=10.646601, expected=16.000000 predicted=10.747301, expected=12.000000 predicted=11.836137, expected=4.000000 predicted=7.885433, expected=12.000000 predicted=9.035969, expected=16.000000 predicted=11.535605, expected=16.000000 predicted=13.461704, expected=4.000000 predicted=9.554678, expected=4.000000 predicted=7.914284, expected=8.000000 predicted=9.453632, expected=8.000000 predicted=9.130641, expected=8.000000 predicted=8.178172, expected=28.000000 predicted=13.304038, expected=12.000000 predicted=11.780620, expected=24.000000 predicted=16.149847, expected=12.000000 predicted=14.866878, expected=12.000000 predicted=14.703336, expected=4.000000 predicted=13.424320, expected=8.000000 predicted=10.825066, expected=20.000000 predicted=14.795036, expected=20.000000 predicted=14.302695, expected=32.000000 predicted=19.187871, expected=8.000000 predicted=14.141000, expected=8.000000 predicted=13.786812, expected=12.000000 predicted=15.635218, expected=20.000000 predicted=17.198683, expected=24.000000 predicted=19.203587, expected=4.000000 predicted=11.138809, expected=4.000000 predicted=9.966183, expected=12.000000 predicted=12.300061, expected=8.000000 predicted=11.390319, expected=4.000000 predicted=8.585775, expected=20.000000 predicted=10.606845, expected=16.000000 predicted=11.815862, expected=12.000000 predicted=12.029621, expected=12.000000 predicted=11.900145, expected=8.000000 predicted=10.931314, expected=4.000000 predicted=10.478256, expected=16.000000 predicted=12.144173, expected=12.000000 predicted=11.131433, expected=4.000000 predicted=8.351539, expected=20.000000 predicted=12.217439, expected=12.000000 predicted=11.510751, expected=4.000000 Test MSE: 135.855
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116])] predicted=24.685722, expected=24.000000 predicted=24.787887, expected=56.000000 predicted=30.408509, expected=32.000000 predicted=27.086188, expected=8.000000 predicted=16.798966, expected=20.000000 predicted=22.326846, expected=16.000000 predicted=21.940757, expected=16.000000 predicted=27.858989, expected=16.000000 predicted=20.531001, expected=24.000000 predicted=16.900952, expected=56.000000 predicted=33.173913, expected=16.000000 predicted=19.178008, expected=16.000000 predicted=20.360813, expected=16.000000 predicted=21.079986, expected=16.000000 predicted=20.529223, expected=36.000000 predicted=35.131617, expected=32.000000 predicted=23.369519, expected=24.000000 predicted=21.766120, expected=40.000000 predicted=29.421171, expected=32.000000 predicted=27.429130, expected=12.000000 predicted=25.153988, expected=12.000000 predicted=23.346914, expected=8.000000 predicted=17.739224, expected=24.000000 predicted=25.531141, expected=40.000000 predicted=28.940029, expected=24.000000 predicted=18.912371, expected=28.000000 predicted=22.442993, expected=28.000000 predicted=22.958100, expected=16.000000 predicted=22.412610, expected=16.000000 predicted=25.698067, expected=24.000000 predicted=23.394987, expected=24.000000 predicted=23.703671, expected=4.000000 predicted=15.877328, expected=16.000000 predicted=16.746866, expected=44.000000 predicted=27.119967, expected=36.000000 predicted=26.816943, expected=44.000000 predicted=32.169975, expected=4.000000 predicted=14.471009, expected=20.000000 predicted=23.205392, expected=24.000000 predicted=30.730054, expected=32.000000 predicted=29.098089, expected=40.000000 predicted=34.597946, expected=20.000000 predicted=18.117117, expected=16.000000 predicted=21.718073, expected=8.000000 predicted=19.212081, expected=8.000000 predicted=18.898913, expected=12.000000 predicted=20.224388, expected=40.000000 predicted=24.554554, expected=28.000000 predicted=20.309374, expected=8.000000 predicted=12.270340, expected=12.000000 predicted=15.005344, expected=20.000000 predicted=18.348548, expected=36.000000 predicted=30.364675, expected=88.000000 predicted=48.229111, expected=20.000000 predicted=21.281580, expected=64.000000 predicted=41.613271, expected=36.000000 predicted=37.992323, expected=68.000000 predicted=51.772638, expected=4.000000 predicted=44.834299, expected=32.000000 predicted=30.916514, expected=8.000000 predicted=35.496210, expected=24.000000 predicted=26.297016, expected=16.000000 predicted=32.566950, expected=8.000000 predicted=9.907369, expected=8.000000 predicted=17.225963, expected=24.000000 predicted=15.849376, expected=32.000000 predicted=23.356844, expected=40.000000 predicted=25.463870, expected=28.000000 predicted=21.975278, expected=12.000000 predicted=17.267393, expected=52.000000 predicted=36.211734, expected=12.000000 predicted=24.987924, expected=12.000000 predicted=23.421901, expected=36.000000 predicted=30.466999, expected=40.000000 predicted=26.833226, expected=36.000000 predicted=36.347146, expected=24.000000 predicted=23.582034, expected=4.000000 predicted=16.639469, expected=20.000000 predicted=26.527961, expected=28.000000 predicted=28.942485, expected=24.000000 predicted=24.802530, expected=60.000000 predicted=35.970517, expected=12.000000 predicted=17.379862, expected=4.000000 predicted=17.015294, expected=8.000000 predicted=20.981994, expected=16.000000 predicted=19.006743, expected=24.000000 predicted=29.071901, expected=36.000000 predicted=21.171481, expected=64.000000 predicted=32.438227, expected=40.000000 predicted=29.366816, expected=20.000000 predicted=25.679830, expected=16.000000 predicted=27.207980, expected=12.000000 predicted=26.270370, expected=24.000000 predicted=34.305922, expected=20.000000 predicted=24.943505, expected=28.000000 predicted=22.007219, expected=20.000000 predicted=19.479039, expected=12.000000 predicted=15.367134, expected=20.000000 predicted=21.279335, expected=20.000000 predicted=19.894205, expected=8.000000 predicted=16.656837, expected=8.000000 predicted=13.750038, expected=76.000000 predicted=37.014347, expected=28.000000 predicted=25.646878, expected=4.000000 predicted=16.329700, expected=28.000000 predicted=24.844274, expected=16.000000 predicted=18.809774, expected=16.000000 predicted=33.393597, expected=20.000000 predicted=21.539974, expected=12.000000 predicted=12.059632, expected=40.000000 predicted=28.285260, expected=12.000000 predicted=16.657290, expected=20.000000 predicted=18.626355, expected=24.000000 predicted=22.679428, expected=16.000000 predicted=16.872204, expected=52.000000 predicted=36.849219, expected=52.000000 predicted=32.626283, expected=16.000000 predicted=23.427255, expected=24.000000 predicted=28.129740, expected=28.000000 predicted=27.735192, expected=20.000000 predicted=31.667773, expected=32.000000 predicted=34.259338, expected=24.000000 predicted=22.509247, expected=32.000000 predicted=27.362944, expected=8.000000 predicted=20.421207, expected=20.000000 predicted=21.101880, expected=8.000000 predicted=19.560444, expected=16.000000 predicted=17.920657, expected=28.000000 predicted=24.172408, expected=32.000000 predicted=20.017411, expected=36.000000 predicted=26.282763, expected=16.000000 predicted=17.996776, expected=24.000000 predicted=23.105701, expected=24.000000 predicted=26.381933, expected=12.000000 predicted=21.600010, expected=8.000000 predicted=19.693232, expected=28.000000 predicted=20.861768, expected=32.000000 predicted=24.651020, expected=20.000000 predicted=20.748823, expected=12.000000 predicted=15.704049, expected=20.000000 predicted=17.817576, expected=16.000000 predicted=20.858533, expected=20.000000 predicted=22.003053, expected=16.000000 predicted=17.557638, expected=20.000000 predicted=16.863508, expected=24.000000 predicted=20.832650, expected=32.000000 predicted=23.176468, expected=24.000000 predicted=22.482054, expected=28.000000 predicted=23.539310, expected=16.000000 predicted=21.087912, expected=36.000000 predicted=28.587067, expected=44.000000 predicted=34.558308, expected=28.000000 predicted=27.405525, expected=12.000000 predicted=23.293629, expected=40.000000 predicted=30.174398, expected=24.000000 predicted=29.534080, expected=12.000000 predicted=25.167414, expected=20.000000 predicted=23.667605, expected=20.000000 predicted=18.840168, expected=36.000000 predicted=30.813166, expected=8.000000 predicted=17.347412, expected=4.000000 predicted=11.973755, expected=8.000000 predicted=15.058113, expected=4.000000 predicted=11.307900, expected=16.000000 predicted=17.809633, expected=36.000000 predicted=18.460317, expected=20.000000 predicted=13.754092, expected=8.000000 predicted=11.754585, expected=24.000000 predicted=17.587889, expected=16.000000 predicted=17.757375, expected=36.000000 predicted=28.927786, expected=28.000000 predicted=23.570254, expected=36.000000 predicted=24.308430, expected=24.000000 predicted=26.133790, expected=28.000000 predicted=25.447811, expected=16.000000 predicted=26.322656, expected=20.000000 predicted=24.002611, expected=12.000000 predicted=22.285896, expected=28.000000 predicted=23.415174, expected=48.000000 predicted=32.449956, expected=40.000000 predicted=28.356796, expected=32.000000 predicted=28.691665, expected=12.000000 predicted=21.059859, expected=24.000000 predicted=28.213374, expected=24.000000 predicted=31.776475, expected=28.000000 predicted=29.036365, expected=36.000000 predicted=30.196674, expected=16.000000 predicted=18.895177, expected=20.000000 predicted=23.144493, expected=28.000000 predicted=26.179271, expected=8.000000 predicted=18.976587, expected=12.000000 predicted=20.709445, expected=48.000000 predicted=28.628779, expected=12.000000 predicted=17.783318, expected=24.000000 predicted=23.483299, expected=24.000000 predicted=20.401274, expected=24.000000 predicted=20.819522, expected=12.000000 predicted=25.424250, expected=24.000000 predicted=19.537625, expected=12.000000 predicted=18.506393, expected=28.000000 predicted=22.999484, expected=24.000000 predicted=22.511337, expected=32.000000 predicted=22.428353, expected=24.000000 predicted=24.279913, expected=36.000000 predicted=25.902059, expected=52.000000 predicted=37.477965, expected=36.000000 predicted=32.293918, expected=32.000000 predicted=33.825417, expected=16.000000 predicted=26.660089, expected=36.000000 predicted=35.046288, expected=20.000000 predicted=32.477024, expected=32.000000 predicted=30.466562, expected=68.000000 predicted=43.821592, expected=8.000000 predicted=20.653332, expected=24.000000 predicted=30.194868, expected=24.000000 predicted=27.066127, expected=32.000000 predicted=30.455539, expected=20.000000 predicted=34.445591, expected=36.000000 predicted=24.124334, expected=40.000000 predicted=31.474843, expected=24.000000 predicted=26.412807, expected=16.000000 predicted=25.663729, expected=24.000000 predicted=24.812684, expected=24.000000 predicted=27.770159, expected=12.000000 predicted=23.074613, expected=52.000000 predicted=32.611488, expected=32.000000 predicted=26.054464, expected=16.000000 predicted=22.650826, expected=16.000000 predicted=23.399428, expected=16.000000 predicted=19.101413, expected=8.000000 predicted=24.285907, expected=8.000000 predicted=16.785617, expected=44.000000 predicted=24.855385, expected=52.000000 predicted=30.036951, expected=16.000000 predicted=19.763663, expected=28.000000 predicted=23.812469, expected=8.000000 predicted=17.691560, expected=28.000000 predicted=31.054074, expected=20.000000 predicted=29.381789, expected=24.000000 predicted=20.067587, expected=12.000000 predicted=19.718501, expected=12.000000 predicted=13.761509, expected=24.000000 predicted=22.777832, expected=44.000000 predicted=27.800220, expected=24.000000 predicted=23.417284, expected=28.000000 predicted=22.823833, expected=52.000000 predicted=33.551866, expected=12.000000 predicted=23.613923, expected=16.000000 predicted=28.525769, expected=12.000000 predicted=21.338043, expected=16.000000 predicted=20.926190, expected=32.000000 predicted=31.375437, expected=48.000000 predicted=27.478162, expected=20.000000 predicted=21.158372, expected=12.000000 predicted=18.115797, expected=36.000000 predicted=28.023920, expected=8.000000 predicted=21.511801, expected=28.000000 predicted=30.311485, expected=32.000000 predicted=25.223153, expected=44.000000 predicted=27.829908, expected=16.000000 predicted=26.252113, expected=32.000000 predicted=24.425073, expected=24.000000 predicted=27.938063, expected=36.000000 predicted=31.657433, expected=44.000000 predicted=38.422255, expected=48.000000 predicted=33.651052, expected=56.000000 predicted=43.094822, expected=40.000000 predicted=37.653446, expected=12.000000 predicted=31.047367, expected=12.000000 predicted=30.762770, expected=16.000000 predicted=29.763624, expected=8.000000 predicted=25.154024, expected=32.000000 predicted=27.369541, expected=16.000000 predicted=15.255994, expected=16.000000 predicted=15.192297, expected=16.000000 predicted=17.181231, expected=16.000000 predicted=14.647220, expected=16.000000 predicted=20.499413, expected=16.000000 predicted=15.913399, expected=32.000000 predicted=21.846256, expected=20.000000 predicted=18.804059, expected=48.000000 predicted=29.432122, expected=20.000000 predicted=22.391916, expected=20.000000 predicted=21.834583, expected=4.000000 predicted=20.602705, expected=24.000000 predicted=21.729386, expected=20.000000 predicted=27.075128, expected=48.000000 predicted=28.761737, expected=12.000000 predicted=19.035408, expected=28.000000 predicted=19.854829, expected=20.000000 predicted=24.438208, expected=32.000000 predicted=25.721269, expected=24.000000 predicted=31.084549, expected=32.000000 predicted=23.772421, expected=28.000000 predicted=27.998815, expected=32.000000 predicted=27.181131, expected=28.000000 predicted=29.708707, expected=24.000000 predicted=25.875177, expected=8.000000 predicted=21.866673, expected=16.000000 predicted=21.612324, expected=44.000000 predicted=31.897962, expected=32.000000 predicted=27.421434, expected=16.000000 predicted=21.345864, expected=20.000000 predicted=19.553527, expected=8.000000 predicted=16.931960, expected=16.000000 predicted=24.624406, expected=4.000000 predicted=15.998218, expected=12.000000 predicted=12.644451, expected=48.000000 predicted=27.051991, expected=68.000000 predicted=34.176211, expected=12.000000 predicted=20.229812, expected=20.000000 predicted=21.018948, expected=20.000000 predicted=24.330794, expected=24.000000 predicted=31.541144, expected=36.000000 predicted=39.710336, expected=32.000000 predicted=23.749301, expected=24.000000 predicted=24.144929, expected=8.000000 predicted=18.873094, expected=8.000000 predicted=18.301179, expected=8.000000 predicted=19.389736, expected=24.000000 predicted=21.806173, expected=16.000000 predicted=16.918267, expected=28.000000 predicted=17.199636, expected=12.000000 predicted=13.609053, expected=24.000000 predicted=17.567889, expected=24.000000 predicted=23.026160, expected=16.000000 predicted=17.501317, expected=12.000000 predicted=19.213578, expected=8.000000 predicted=12.868779, expected=12.000000 predicted=16.247519, expected=4.000000 predicted=12.371098, expected=4.000000 predicted=8.915332, expected=8.000000 predicted=8.864494, expected=12.000000 predicted=8.858358, expected=12.000000 predicted=10.177807, expected=20.000000 predicted=11.595298, expected=4.000000 predicted=7.086341, expected=16.000000 predicted=12.104443, expected=4.000000 predicted=9.648702, expected=20.000000 predicted=13.988350, expected=24.000000 predicted=18.769970, expected=16.000000 predicted=12.054249, expected=12.000000 predicted=14.749125, expected=28.000000 predicted=17.702040, expected=8.000000 predicted=15.401094, expected=4.000000 predicted=13.516446, expected=36.000000 predicted=22.777526, expected=28.000000 predicted=19.835853, expected=8.000000 predicted=17.172464, expected=16.000000 predicted=15.434710, expected=40.000000 predicted=23.272004, expected=32.000000 predicted=29.466538, expected=28.000000 predicted=26.612003, expected=8.000000 predicted=15.776411, expected=20.000000 predicted=21.010082, expected=36.000000 predicted=32.419218, expected=12.000000 predicted=20.835619, expected=8.000000 predicted=17.646378, expected=4.000000 predicted=10.870744, expected=16.000000 predicted=16.177571, expected=4.000000 predicted=15.059799, expected=32.000000 predicted=17.701887, expected=12.000000 predicted=11.869546, expected=20.000000 predicted=13.330983, expected=4.000000 predicted=12.804022, expected=16.000000 predicted=12.163413, expected=12.000000 predicted=18.424331, expected=20.000000 predicted=14.640159, expected=24.000000 predicted=19.355898, expected=8.000000 predicted=10.016276, expected=8.000000 predicted=13.132961, expected=8.000000 predicted=11.746610, expected=24.000000 predicted=18.222912, expected=16.000000 predicted=16.849371, expected=4.000000 predicted=8.320399, expected=12.000000 predicted=11.610673, expected=12.000000 predicted=11.381519, expected=12.000000 predicted=14.615539, expected=12.000000 predicted=12.571616, expected=12.000000 predicted=9.607837, expected=8.000000 Test MSE: 196.713
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715])] predicted=97.923528, expected=148.000000 predicted=114.204675, expected=44.000000 predicted=93.464464, expected=56.000000 predicted=93.181980, expected=104.000000 predicted=91.764682, expected=116.000000 predicted=95.640481, expected=60.000000 predicted=93.159510, expected=104.000000 predicted=83.204652, expected=100.000000 predicted=85.607864, expected=56.000000 predicted=86.577776, expected=72.000000 predicted=85.091153, expected=144.000000 predicted=92.964593, expected=76.000000 predicted=91.831247, expected=68.000000 predicted=89.268604, expected=76.000000 predicted=75.217525, expected=76.000000 predicted=79.033702, expected=52.000000 predicted=82.119806, expected=84.000000 predicted=74.053383, expected=80.000000 predicted=72.211170, expected=152.000000 predicted=99.403653, expected=120.000000 predicted=100.377934, expected=68.000000 predicted=90.273274, expected=84.000000 predicted=92.889577, expected=132.000000 predicted=102.859299, expected=124.000000 predicted=119.184223, expected=164.000000 predicted=129.543343, expected=152.000000 predicted=124.493868, expected=104.000000 predicted=121.979246, expected=56.000000 predicted=110.050841, expected=116.000000 predicted=112.956190, expected=132.000000 predicted=121.929213, expected=92.000000 predicted=113.267068, expected=124.000000 predicted=110.591597, expected=152.000000 predicted=112.473354, expected=112.000000 predicted=121.234601, expected=96.000000 predicted=118.091934, expected=116.000000 predicted=110.614946, expected=76.000000 predicted=104.320690, expected=108.000000 predicted=113.372346, expected=92.000000 predicted=97.677612, expected=156.000000 predicted=116.057943, expected=112.000000 predicted=112.698382, expected=92.000000 predicted=104.765433, expected=116.000000 predicted=111.122289, expected=92.000000 predicted=102.125187, expected=92.000000 predicted=111.408335, expected=84.000000 predicted=95.483547, expected=132.000000 predicted=104.896669, expected=48.000000 predicted=88.134447, expected=104.000000 predicted=95.805898, expected=128.000000 predicted=98.924403, expected=100.000000 predicted=100.262923, expected=112.000000 predicted=111.795800, expected=112.000000 predicted=96.987711, expected=184.000000 predicted=132.732371, expected=144.000000 predicted=135.079174, expected=152.000000 predicted=140.019505, expected=80.000000 predicted=119.688468, expected=52.000000 predicted=104.316171, expected=56.000000 predicted=100.374549, expected=88.000000 predicted=92.610672, expected=64.000000 predicted=84.739386, expected=108.000000 predicted=83.657601, expected=52.000000 predicted=65.517329, expected=68.000000 predicted=71.566164, expected=68.000000 predicted=71.757459, expected=112.000000 predicted=82.482341, expected=140.000000 predicted=103.840668, expected=96.000000 predicted=92.169718, expected=96.000000 predicted=97.205210, expected=68.000000 predicted=86.012897, expected=92.000000 predicted=97.317569, expected=44.000000 predicted=83.441026, expected=40.000000 predicted=68.002515, expected=64.000000 predicted=65.573863, expected=108.000000 predicted=74.596489, expected=72.000000 predicted=75.535799, expected=68.000000 predicted=68.338212, expected=88.000000 predicted=71.613421, expected=80.000000 predicted=77.205168, expected=76.000000 predicted=84.482694, expected=152.000000 predicted=99.525626, expected=96.000000 predicted=93.187337, expected=84.000000 predicted=98.187712, expected=112.000000 predicted=98.345382, expected=80.000000 predicted=91.450691, expected=56.000000 predicted=95.016857, expected=48.000000 predicted=72.398987, expected=148.000000 predicted=94.944444, expected=176.000000 predicted=118.949420, expected=84.000000 predicted=103.729606, expected=44.000000 predicted=84.532838, expected=56.000000 predicted=73.841646, expected=76.000000 predicted=90.749385, expected=60.000000 predicted=86.364358, expected=84.000000 predicted=73.675868, expected=88.000000 predicted=69.671970, expected=76.000000 predicted=73.777931, expected=64.000000 predicted=73.730356, expected=92.000000 predicted=77.315232, expected=76.000000 predicted=78.709029, expected=68.000000 predicted=77.950618, expected=72.000000 predicted=73.767861, expected=92.000000 predicted=77.590873, expected=68.000000 predicted=77.804361, expected=100.000000 predicted=84.180282, expected=60.000000 predicted=72.287124, expected=64.000000 predicted=74.014606, expected=64.000000 predicted=72.040650, expected=88.000000 predicted=74.670189, expected=120.000000 predicted=92.023760, expected=44.000000 predicted=69.502139, expected=52.000000 predicted=69.240820, expected=96.000000 predicted=74.544322, expected=72.000000 predicted=76.777630, expected=84.000000 predicted=86.278383, expected=164.000000 predicted=96.590527, expected=148.000000 predicted=108.980264, expected=100.000000 predicted=114.551177, expected=72.000000 predicted=97.789925, expected=88.000000 predicted=97.469724, expected=52.000000 predicted=95.309593, expected=88.000000 predicted=94.993606, expected=84.000000 predicted=81.437061, expected=100.000000 predicted=85.052658, expected=48.000000 predicted=73.759307, expected=32.000000 predicted=58.937128, expected=44.000000 predicted=59.327675, expected=28.000000 predicted=49.622082, expected=72.000000 predicted=61.368755, expected=84.000000 predicted=57.439636, expected=112.000000 predicted=72.359115, expected=48.000000 predicted=63.171810, expected=88.000000 predicted=72.269607, expected=80.000000 predicted=76.352041, expected=76.000000 predicted=81.024043, expected=72.000000 predicted=81.725529, expected=80.000000 predicted=71.923100, expected=140.000000 predicted=98.639590, expected=80.000000 predicted=87.868996, expected=48.000000 predicted=79.368550, expected=48.000000 predicted=68.098519, expected=60.000000 predicted=67.834756, expected=84.000000 predicted=82.633930, expected=116.000000 predicted=83.302428, expected=80.000000 predicted=75.204284, expected=108.000000 predicted=87.238090, expected=140.000000 predicted=101.696794, expected=80.000000 predicted=97.434632, expected=60.000000 predicted=94.209413, expected=100.000000 predicted=89.969675, expected=104.000000 predicted=97.261970, expected=168.000000 predicted=125.783251, expected=64.000000 predicted=92.079786, expected=72.000000 predicted=90.207881, expected=76.000000 predicted=87.422298, expected=52.000000 predicted=79.918695, expected=40.000000 predicted=79.161972, expected=108.000000 predicted=73.529588, expected=108.000000 predicted=81.476062, expected=88.000000 predicted=85.545430, expected=72.000000 predicted=76.762106, expected=64.000000 predicted=71.073800, expected=56.000000 predicted=77.313051, expected=84.000000 predicted=80.744730, expected=80.000000 predicted=76.058499, expected=80.000000 predicted=75.920910, expected=96.000000 predicted=80.030278, expected=68.000000 predicted=73.753471, expected=96.000000 predicted=86.939688, expected=68.000000 predicted=77.553242, expected=104.000000 predicted=88.933854, expected=116.000000 predicted=96.214889, expected=136.000000 predicted=104.906250, expected=56.000000 predicted=91.311125, expected=112.000000 predicted=98.569823, expected=88.000000 predicted=94.933115, expected=120.000000 predicted=109.459087, expected=52.000000 predicted=90.975355, expected=80.000000 predicted=80.985202, expected=120.000000 predicted=97.884551, expected=64.000000 predicted=83.416663, expected=60.000000 predicted=84.805882, expected=60.000000 predicted=65.105444, expected=88.000000 predicted=77.782031, expected=56.000000 predicted=75.623217, expected=84.000000 predicted=72.656221, expected=164.000000 predicted=97.382969, expected=96.000000 predicted=92.472746, expected=36.000000 predicted=83.789188, expected=100.000000 predicted=84.571672, expected=164.000000 predicted=109.675696, expected=792.000000 predicted=343.386722, expected=232.000000 predicted=244.665051, expected=192.000000 predicted=256.151607, expected=120.000000 predicted=207.970809, expected=104.000000 predicted=215.964135, expected=180.000000 predicted=302.540965, expected=112.000000 predicted=153.161904, expected=56.000000 predicted=120.090680, expected=76.000000 predicted=98.187812, expected=52.000000 predicted=84.353909, expected=40.000000 predicted=82.604200, expected=104.000000 predicted=80.575807, expected=80.000000 predicted=70.048754, expected=124.000000 predicted=91.118792, expected=96.000000 predicted=83.932385, expected=76.000000 predicted=82.943238, expected=96.000000 predicted=94.981607, expected=104.000000 predicted=95.435054, expected=64.000000 predicted=90.549595, expected=112.000000 predicted=95.549081, expected=120.000000 predicted=97.938332, expected=108.000000 predicted=104.340613, expected=60.000000 predicted=89.206803, expected=48.000000 predicted=74.508267, expected=60.000000 predicted=78.096932, expected=72.000000 predicted=78.390967, expected=40.000000 predicted=63.284464, expected=72.000000 predicted=61.420213, expected=128.000000 predicted=79.272558, expected=48.000000 predicted=67.641735, expected=80.000000 predicted=76.384843, expected=68.000000 predicted=66.308575, expected=36.000000 predicted=65.049184, expected=32.000000 predicted=61.649118, expected=68.000000 predicted=55.022924, expected=80.000000 predicted=65.929292, expected=56.000000 predicted=59.589148, expected=56.000000 predicted=54.241454, expected=64.000000 predicted=57.057933, expected=24.000000 predicted=51.480845, expected=20.000000 predicted=45.260556, expected=92.000000 predicted=57.823413, expected=92.000000 predicted=65.545370, expected=76.000000 predicted=68.675153, expected=44.000000 predicted=53.458449, expected=92.000000 predicted=68.762844, expected=72.000000 predicted=76.658142, expected=56.000000 predicted=71.903137, expected=96.000000 predicted=76.723238, expected=92.000000 predicted=76.213049, expected=100.000000 predicted=90.289942, expected=68.000000 predicted=78.066503, expected=80.000000 predicted=79.434104, expected=88.000000 predicted=86.513198, expected=88.000000 predicted=87.170299, expected=120.000000 predicted=97.895521, expected=88.000000 predicted=88.029033, expected=80.000000 predicted=88.910416, expected=64.000000 predicted=81.494272, expected=68.000000 predicted=80.086072, expected=64.000000 predicted=78.880946, expected=100.000000 predicted=82.478718, expected=88.000000 predicted=80.325392, expected=84.000000 predicted=80.017519, expected=64.000000 predicted=74.175480, expected=40.000000 predicted=64.929025, expected=68.000000 predicted=72.617634, expected=64.000000 predicted=67.383572, expected=48.000000 predicted=61.248788, expected=80.000000 predicted=64.515140, expected=80.000000 predicted=64.794757, expected=72.000000 predicted=70.883806, expected=108.000000 predicted=81.451305, expected=120.000000 predicted=89.748839, expected=48.000000 predicted=79.194730, expected=108.000000 predicted=91.999721, expected=152.000000 predicted=106.914143, expected=136.000000 predicted=120.161356, expected=84.000000 predicted=107.212402, expected=60.000000 predicted=85.416854, expected=96.000000 predicted=100.255823, expected=88.000000 predicted=101.597547, expected=76.000000 predicted=91.759149, expected=100.000000 predicted=87.050201, expected=116.000000 predicted=92.495357, expected=48.000000 predicted=81.467854, expected=88.000000 predicted=86.291166, expected=124.000000 predicted=94.544214, expected=64.000000 predicted=87.435925, expected=100.000000 predicted=95.234176, expected=108.000000 predicted=87.623775, expected=132.000000 predicted=108.992562, expected=92.000000 predicted=104.066393, expected=100.000000 predicted=97.762040, expected=88.000000 predicted=98.207464, expected=120.000000 predicted=109.020894, expected=96.000000 predicted=104.913760, expected=100.000000 predicted=100.137125, expected=132.000000 predicted=110.109225, expected=80.000000 predicted=97.653510, expected=32.000000 predicted=83.454136, expected=68.000000 predicted=78.376943, expected=120.000000 predicted=92.868350, expected=64.000000 predicted=84.580646, expected=156.000000 predicted=102.741276, expected=144.000000 predicted=101.956502, expected=72.000000 predicted=99.322097, expected=88.000000 predicted=103.606743, expected=84.000000 predicted=91.001492, expected=80.000000 predicted=102.373842, expected=80.000000 predicted=92.607568, expected=84.000000 predicted=80.870021, expected=120.000000 predicted=95.503636, expected=76.000000 predicted=85.803464, expected=64.000000 predicted=80.875429, expected=92.000000 predicted=84.477613, expected=80.000000 predicted=83.720188, expected=96.000000 predicted=93.038384, expected=196.000000 predicted=118.571700, expected=140.000000 predicted=116.907545, expected=128.000000 predicted=126.354618, expected=192.000000 predicted=143.712456, expected=152.000000 predicted=146.930328, expected=84.000000 predicted=141.781780, expected=136.000000 predicted=135.565460, expected=96.000000 predicted=120.013859, expected=132.000000 predicted=137.443778, expected=120.000000 predicted=121.600373, expected=72.000000 predicted=99.245368, expected=132.000000 predicted=118.586723, expected=64.000000 predicted=92.415341, expected=108.000000 predicted=108.620452, expected=164.000000 predicted=119.502300, expected=172.000000 predicted=129.253460, expected=84.000000 predicted=118.511358, expected=120.000000 predicted=114.755696, expected=72.000000 predicted=104.790765, expected=64.000000 predicted=105.931821, expected=92.000000 predicted=101.417291, expected=80.000000 predicted=83.341617, expected=108.000000 predicted=96.687019, expected=60.000000 predicted=75.187281, expected=72.000000 predicted=77.149820, expected=56.000000 predicted=72.148365, expected=44.000000 predicted=64.787307, expected=64.000000 predicted=68.344382, expected=64.000000 predicted=60.122157, expected=88.000000 predicted=70.948155, expected=80.000000 predicted=69.013283, expected=76.000000 predicted=70.188133, expected=104.000000 predicted=83.122049, expected=60.000000 predicted=73.995781, expected=64.000000 predicted=76.940170, expected=72.000000 predicted=73.186625, expected=132.000000 predicted=93.398208, expected=48.000000 predicted=77.061476, expected=44.000000 predicted=65.913052, expected=56.000000 predicted=61.846885, expected=84.000000 predicted=73.341152, expected=56.000000 predicted=72.711379, expected=80.000000 predicted=65.482418, expected=108.000000 predicted=76.188590, expected=56.000000 predicted=70.110754, expected=144.000000 predicted=100.190109, expected=108.000000 predicted=92.002982, expected=72.000000 predicted=92.808721, expected=64.000000 predicted=85.917386, expected=104.000000 predicted=88.270091, expected=104.000000 predicted=103.139989, expected=92.000000 predicted=94.507508, expected=68.000000 predicted=80.333671, expected=44.000000 predicted=69.668763, expected=48.000000 predicted=70.354812, expected=84.000000 predicted=75.743966, expected=76.000000 predicted=72.341996, expected=88.000000 predicted=74.183378, expected=68.000000 predicted=66.667732, expected=32.000000 predicted=57.812329, expected=104.000000 predicted=79.916283, expected=68.000000 predicted=70.865276, expected=92.000000 predicted=82.616307, expected=148.000000 predicted=96.494828, expected=88.000000 predicted=86.653024, expected=76.000000 predicted=95.094196, expected=88.000000 predicted=87.379522, expected=88.000000 predicted=92.992359, expected=72.000000 predicted=93.349440, expected=72.000000 predicted=79.216652, expected=148.000000 predicted=100.361188, expected=100.000000 predicted=96.677580, expected=60.000000 predicted=87.438600, expected=68.000000 predicted=79.270685, expected=80.000000 predicted=81.995674, expected=96.000000 Test MSE: 2422.608
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405])] predicted=7.791976, expected=4.000000 predicted=7.798457, expected=4.000000 predicted=6.349388, expected=8.000000 predicted=6.619656, expected=12.000000 predicted=6.661552, expected=20.000000 predicted=8.993969, expected=8.000000 predicted=9.202045, expected=12.000000 predicted=10.567581, expected=16.000000 predicted=13.667117, expected=8.000000 predicted=12.405308, expected=32.000000 predicted=15.426990, expected=24.000000 predicted=17.336522, expected=8.000000 predicted=15.492032, expected=16.000000 predicted=18.136037, expected=12.000000 predicted=18.143424, expected=16.000000 predicted=17.012386, expected=32.000000 predicted=17.840373, expected=32.000000 predicted=19.298822, expected=16.000000 predicted=19.743881, expected=8.000000 predicted=19.662949, expected=16.000000 predicted=21.461192, expected=8.000000 predicted=18.836329, expected=12.000000 predicted=14.489750, expected=20.000000 predicted=13.749186, expected=16.000000 predicted=13.171819, expected=16.000000 predicted=14.186564, expected=12.000000 predicted=14.330415, expected=4.000000 predicted=13.322921, expected=8.000000 predicted=12.791007, expected=16.000000 predicted=12.453001, expected=12.000000 predicted=10.933672, expected=16.000000 predicted=10.896957, expected=8.000000 predicted=10.882184, expected=12.000000 predicted=11.945526, expected=16.000000 predicted=13.741701, expected=12.000000 predicted=12.426090, expected=12.000000 predicted=12.353101, expected=20.000000 predicted=13.748745, expected=36.000000 predicted=18.423195, expected=8.000000 predicted=16.513763, expected=4.000000 predicted=14.628775, expected=8.000000 predicted=16.520855, expected=28.000000 predicted=18.011296, expected=8.000000 predicted=14.076280, expected=4.000000 predicted=8.891487, expected=12.000000 predicted=12.427918, expected=4.000000 predicted=10.842090, expected=4.000000 predicted=9.046884, expected=8.000000 predicted=7.171237, expected=8.000000 predicted=6.638436, expected=4.000000 predicted=6.153761, expected=8.000000 predicted=6.133471, expected=4.000000 predicted=6.164443, expected=4.000000 predicted=5.692563, expected=4.000000 predicted=5.475353, expected=8.000000 predicted=5.370108, expected=8.000000 predicted=5.838128, expected=12.000000 predicted=6.498218, expected=4.000000 predicted=6.543574, expected=20.000000 predicted=9.513253, expected=12.000000 predicted=10.936047, expected=8.000000 predicted=9.746260, expected=4.000000 predicted=10.494170, expected=8.000000 predicted=9.817668, expected=12.000000 predicted=10.625207, expected=12.000000 predicted=8.904975, expected=8.000000 predicted=8.347332, expected=8.000000 predicted=8.840776, expected=4.000000 predicted=8.868286, expected=8.000000 predicted=8.648597, expected=12.000000 predicted=8.809313, expected=8.000000 predicted=7.588241, expected=4.000000 predicted=7.020892, expected=12.000000 predicted=8.519634, expected=4.000000 predicted=8.007103, expected=8.000000 predicted=7.496036, expected=16.000000 predicted=9.230805, expected=12.000000 predicted=9.001161, expected=16.000000 predicted=10.903089, expected=8.000000 predicted=10.938533, expected=8.000000 predicted=11.263611, expected=4.000000 predicted=10.972682, expected=4.000000 predicted=8.578551, expected=4.000000 predicted=7.300361, expected=4.000000 predicted=5.198088, expected=12.000000 predicted=6.032710, expected=12.000000 predicted=6.633582, expected=12.000000 predicted=7.606449, expected=4.000000 predicted=7.960803, expected=8.000000 predicted=8.908907, expected=8.000000 predicted=9.691146, expected=4.000000 predicted=7.517419, expected=8.000000 predicted=7.282453, expected=4.000000 predicted=6.155216, expected=28.000000 predicted=10.210678, expected=8.000000 predicted=9.791825, expected=4.000000 predicted=8.097767, expected=16.000000 predicted=12.908389, expected=12.000000 predicted=12.262859, expected=12.000000 predicted=12.185198, expected=4.000000 predicted=9.507620, expected=8.000000 predicted=9.666250, expected=24.000000 predicted=13.202420, expected=4.000000 predicted=9.859038, expected=4.000000 predicted=8.529510, expected=4.000000 predicted=9.446507, expected=8.000000 predicted=8.773078, expected=8.000000 predicted=7.955140, expected=8.000000 predicted=5.770872, expected=4.000000 predicted=5.983433, expected=4.000000 predicted=6.114811, expected=12.000000 predicted=7.635049, expected=4.000000 predicted=6.347581, expected=8.000000 predicted=6.232656, expected=8.000000 predicted=7.174820, expected=12.000000 predicted=7.924856, expected=8.000000 predicted=8.376430, expected=8.000000 predicted=7.939189, expected=12.000000 predicted=9.669418, expected=8.000000 predicted=9.257163, expected=12.000000 predicted=9.748464, expected=12.000000 predicted=10.244904, expected=12.000000 predicted=10.502487, expected=4.000000 predicted=9.808691, expected=12.000000 predicted=10.302412, expected=16.000000 predicted=11.720060, expected=12.000000 predicted=10.644596, expected=20.000000 predicted=12.559293, expected=8.000000 predicted=12.298147, expected=12.000000 predicted=13.137905, expected=4.000000 predicted=12.469965, expected=20.000000 predicted=12.742922, expected=12.000000 predicted=12.547386, expected=4.000000 predicted=9.080991, expected=8.000000 predicted=10.603417, expected=28.000000 predicted=13.653054, expected=24.000000 predicted=15.068743, expected=12.000000 predicted=13.242086, expected=24.000000 predicted=17.921237, expected=48.000000 predicted=25.813102, expected=4.000000 predicted=21.261822, expected=16.000000 predicted=21.368429, expected=16.000000 predicted=23.336443, expected=4.000000 predicted=17.238729, expected=4.000000 predicted=14.492826, expected=4.000000 predicted=8.764818, expected=4.000000 predicted=7.282915, expected=8.000000 predicted=6.204711, expected=4.000000 predicted=4.523166, expected=16.000000 predicted=6.858335, expected=16.000000 predicted=8.989044, expected=8.000000 predicted=8.832768, expected=4.000000 predicted=9.703138, expected=8.000000 predicted=10.102740, expected=8.000000 predicted=9.602396, expected=4.000000 predicted=7.188496, expected=8.000000 predicted=6.791917, expected=12.000000 predicted=7.679233, expected=4.000000 predicted=6.781124, expected=12.000000 predicted=8.165723, expected=8.000000 predicted=8.435141, expected=16.000000 predicted=9.757353, expected=4.000000 predicted=9.207468, expected=16.000000 predicted=10.226295, expected=8.000000 predicted=11.014404, expected=4.000000 predicted=8.612903, expected=4.000000 predicted=8.964544, expected=8.000000 predicted=7.527387, expected=4.000000 predicted=6.612561, expected=4.000000 predicted=5.032252, expected=12.000000 predicted=6.491545, expected=4.000000 predicted=5.712793, expected=4.000000 predicted=5.629238, expected=8.000000 predicted=6.692522, expected=4.000000 predicted=5.732943, expected=52.000000 predicted=14.651706, expected=12.000000 predicted=13.550649, expected=4.000000 predicted=12.858377, expected=28.000000 predicted=21.664795, expected=4.000000 predicted=17.203679, expected=8.000000 predicted=16.165572, expected=4.000000 predicted=10.972103, expected=8.000000 predicted=9.226017, expected=12.000000 predicted=9.726071, expected=4.000000 predicted=6.448484, expected=4.000000 predicted=6.666732, expected=8.000000 predicted=7.175699, expected=4.000000 predicted=6.296547, expected=4.000000 predicted=5.541632, expected=4.000000 predicted=4.866648, expected=12.000000 predicted=6.096753, expected=20.000000 predicted=8.583756, expected=12.000000 predicted=9.135492, expected=8.000000 predicted=10.369505, expected=4.000000 predicted=10.802395, expected=8.000000 predicted=10.720244, expected=8.000000 predicted=9.333535, expected=4.000000 predicted=6.757690, expected=12.000000 predicted=7.503277, expected=4.000000 predicted=6.679090, expected=4.000000 predicted=6.397227, expected=12.000000 predicted=7.732591, expected=8.000000 predicted=7.179617, expected=8.000000 predicted=7.545539, expected=4.000000 predicted=7.012574, expected=4.000000 predicted=6.836822, expected=12.000000 predicted=7.938014, expected=4.000000 predicted=6.226991, expected=4.000000 predicted=5.750369, expected=4.000000 predicted=5.763397, expected=4.000000 predicted=5.273759, expected=12.000000 predicted=6.368877, expected=12.000000 predicted=6.629927, expected=16.000000 predicted=8.746193, expected=12.000000 predicted=10.366095, expected=4.000000 predicted=10.223636, expected=4.000000 predicted=10.192858, expected=8.000000 predicted=9.400146, expected=8.000000 predicted=7.990420, expected=4.000000 predicted=6.107354, expected=12.000000 predicted=7.053693, expected=12.000000 predicted=8.207504, expected=4.000000 predicted=7.557670, expected=16.000000 predicted=9.834902, expected=4.000000 predicted=8.800753, expected=20.000000 predicted=11.202008, expected=4.000000 predicted=9.945784, expected=8.000000 predicted=9.340690, expected=12.000000 predicted=10.978660, expected=4.000000 predicted=8.499410, expected=4.000000 predicted=7.972806, expected=12.000000 predicted=7.900914, expected=4.000000 predicted=6.924787, expected=4.000000 predicted=6.208829, expected=12.000000 predicted=7.229696, expected=4.000000 predicted=6.463453, expected=4.000000 predicted=6.227693, expected=12.000000 predicted=7.219548, expected=8.000000 predicted=7.197287, expected=4.000000 predicted=6.831350, expected=8.000000 predicted=7.156969, expected=8.000000 predicted=7.487546, expected=4.000000 predicted=6.807885, expected=8.000000 predicted=6.736268, expected=12.000000 predicted=7.575055, expected=4.000000 predicted=6.931220, expected=16.000000 predicted=8.903571, expected=8.000000 predicted=8.887773, expected=16.000000 predicted=10.587828, expected=4.000000 predicted=10.026087, expected=4.000000 predicted=8.848070, expected=12.000000 predicted=10.136246, expected=4.000000 predicted=7.586086, expected=8.000000 predicted=7.440296, expected=12.000000 predicted=7.788161, expected=16.000000 predicted=9.366500, expected=16.000000 predicted=11.143633, expected=4.000000 predicted=10.214684, expected=8.000000 predicted=11.173994, expected=12.000000 predicted=11.582660, expected=4.000000 predicted=9.176927, expected=16.000000 predicted=9.801230, expected=12.000000 predicted=9.631167, expected=4.000000 predicted=8.997214, expected=12.000000 predicted=10.357701, expected=8.000000 predicted=9.614242, expected=12.000000 predicted=10.122122, expected=4.000000 predicted=8.503178, expected=8.000000 predicted=8.279992, expected=4.000000 predicted=7.888259, expected=4.000000 predicted=6.435710, expected=4.000000 predicted=5.749406, expected=4.000000 predicted=4.623634, expected=4.000000 predicted=4.417295, expected=8.000000 predicted=4.698413, expected=4.000000 predicted=4.557231, expected=8.000000 predicted=5.386623, expected=4.000000 Test MSE: 51.210
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326])] predicted=47.716553, expected=28.000000 predicted=35.511499, expected=24.000000 predicted=41.174498, expected=32.000000 predicted=34.875624, expected=56.000000 predicted=50.841188, expected=32.000000 predicted=42.531042, expected=48.000000 predicted=42.572634, expected=44.000000 predicted=37.015420, expected=48.000000 predicted=39.132449, expected=28.000000 predicted=41.151806, expected=12.000000 predicted=23.889078, expected=16.000000 predicted=30.991874, expected=80.000000 predicted=57.140722, expected=60.000000 predicted=44.156793, expected=16.000000 predicted=26.417951, expected=28.000000 predicted=35.224789, expected=32.000000 predicted=23.049435, expected=20.000000 predicted=37.744493, expected=28.000000 predicted=41.600571, expected=56.000000 predicted=37.083243, expected=52.000000 predicted=36.647616, expected=16.000000 predicted=25.902496, expected=20.000000 predicted=28.543831, expected=40.000000 predicted=33.315531, expected=32.000000 predicted=34.139411, expected=36.000000 predicted=42.050246, expected=44.000000 predicted=33.851237, expected=52.000000 predicted=36.550879, expected=44.000000 predicted=41.642842, expected=40.000000 predicted=39.036418, expected=4.000000 predicted=21.291398, expected=4.000000 predicted=24.344842, expected=24.000000 predicted=32.757177, expected=28.000000 predicted=25.969658, expected=40.000000 predicted=36.663118, expected=24.000000 predicted=17.505745, expected=4.000000 predicted=8.629716, expected=20.000000 predicted=24.698898, expected=16.000000 predicted=16.842027, expected=32.000000 predicted=30.911510, expected=44.000000 predicted=33.568712, expected=44.000000 predicted=25.623515, expected=40.000000 predicted=33.692572, expected=16.000000 predicted=20.161640, expected=24.000000 predicted=30.226215, expected=20.000000 predicted=28.050670, expected=56.000000 predicted=45.305598, expected=16.000000 predicted=23.288126, expected=24.000000 predicted=25.175740, expected=36.000000 predicted=33.381340, expected=44.000000 predicted=27.607571, expected=8.000000 predicted=28.151599, expected=8.000000 predicted=17.920188, expected=44.000000 predicted=34.426294, expected=56.000000 predicted=36.897180, expected=68.000000 predicted=53.699284, expected=20.000000 predicted=21.253203, expected=8.000000 predicted=18.444784, expected=16.000000 predicted=30.465579, expected=24.000000 predicted=29.113511, expected=56.000000 predicted=53.465080, expected=64.000000 predicted=40.981551, expected=96.000000 predicted=57.600147, expected=24.000000 predicted=25.543365, expected=44.000000 predicted=46.563133, expected=36.000000 predicted=46.449387, expected=56.000000 predicted=50.297634, expected=16.000000 predicted=48.323147, expected=44.000000 predicted=38.722594, expected=32.000000 predicted=35.996060, expected=32.000000 predicted=30.292029, expected=24.000000 predicted=39.508740, expected=32.000000 predicted=25.134022, expected=36.000000 predicted=37.018550, expected=24.000000 predicted=26.094134, expected=12.000000 predicted=23.096094, expected=28.000000 predicted=27.404275, expected=24.000000 predicted=23.498191, expected=16.000000 predicted=22.763526, expected=28.000000 predicted=27.885864, expected=36.000000 predicted=23.634924, expected=32.000000 predicted=27.847419, expected=20.000000 predicted=23.942608, expected=20.000000 predicted=21.245856, expected=12.000000 predicted=18.564096, expected=52.000000 predicted=41.495799, expected=12.000000 predicted=16.619403, expected=36.000000 predicted=31.673690, expected=20.000000 predicted=22.654449, expected=36.000000 predicted=22.965522, expected=16.000000 predicted=31.291513, expected=4.000000 predicted=9.336605, expected=40.000000 predicted=38.555184, expected=48.000000 predicted=28.484090, expected=48.000000 predicted=38.978446, expected=24.000000 predicted=26.441243, expected=24.000000 predicted=21.416775, expected=24.000000 predicted=30.642730, expected=16.000000 predicted=26.088718, expected=56.000000 predicted=49.505320, expected=8.000000 predicted=12.165214, expected=32.000000 predicted=32.016030, expected=20.000000 predicted=24.072800, expected=12.000000 predicted=10.685560, expected=20.000000 predicted=36.097091, expected=32.000000 predicted=19.182821, expected=32.000000 predicted=28.290319, expected=20.000000 predicted=21.185217, expected=4.000000 predicted=11.732363, expected=20.000000 predicted=21.220868, expected=20.000000 predicted=20.727360, expected=40.000000 predicted=32.066101, expected=20.000000 predicted=19.750145, expected=56.000000 predicted=34.963228, expected=8.000000 predicted=13.974054, expected=44.000000 predicted=35.672649, expected=24.000000 predicted=31.018403, expected=32.000000 predicted=23.730931, expected=20.000000 predicted=37.147203, expected=40.000000 predicted=25.406548, expected=32.000000 predicted=34.687428, expected=24.000000 predicted=23.972969, expected=16.000000 predicted=26.162571, expected=20.000000 predicted=20.254225, expected=28.000000 predicted=29.989591, expected=8.000000 predicted=16.436230, expected=44.000000 predicted=35.540231, expected=24.000000 predicted=18.243995, expected=8.000000 predicted=14.011586, expected=12.000000 predicted=24.211019, expected=20.000000 predicted=12.446998, expected=16.000000 predicted=23.240998, expected=20.000000 predicted=21.279724, expected=40.000000 predicted=25.629168, expected=20.000000 predicted=14.875677, expected=20.000000 predicted=22.659098, expected=20.000000 predicted=20.964134, expected=32.000000 predicted=23.926119, expected=12.000000 predicted=22.135895, expected=16.000000 predicted=19.659169, expected=28.000000 predicted=24.573517, expected=32.000000 predicted=22.495300, expected=8.000000 predicted=18.384896, expected=20.000000 predicted=20.515538, expected=16.000000 predicted=15.449339, expected=20.000000 predicted=19.992779, expected=24.000000 predicted=26.633570, expected=40.000000 predicted=24.621753, expected=36.000000 predicted=27.487441, expected=12.000000 predicted=16.317010, expected=8.000000 predicted=18.577760, expected=24.000000 predicted=23.235496, expected=16.000000 predicted=20.463217, expected=20.000000 predicted=25.313577, expected=16.000000 predicted=15.754494, expected=44.000000 predicted=26.795409, expected=24.000000 predicted=21.499821, expected=8.000000 predicted=14.406784, expected=40.000000 predicted=34.904246, expected=20.000000 predicted=13.674909, expected=12.000000 predicted=24.979463, expected=60.000000 predicted=45.953678, expected=64.000000 predicted=32.323144, expected=28.000000 predicted=32.645781, expected=36.000000 predicted=39.670846, expected=16.000000 predicted=17.258678, expected=28.000000 predicted=37.962238, expected=28.000000 predicted=40.409441, expected=28.000000 predicted=25.221896, expected=16.000000 predicted=25.545808, expected=20.000000 predicted=19.875339, expected=16.000000 predicted=20.375638, expected=24.000000 predicted=23.559461, expected=4.000000 predicted=13.960813, expected=24.000000 predicted=21.145420, expected=28.000000 predicted=22.239232, expected=16.000000 predicted=13.529880, expected=28.000000 predicted=28.535034, expected=36.000000 predicted=21.653862, expected=12.000000 predicted=15.813855, expected=24.000000 predicted=28.761472, expected=48.000000 predicted=32.661962, expected=36.000000 predicted=26.981337, expected=4.000000 predicted=21.446662, expected=20.000000 predicted=23.434161, expected=16.000000 predicted=16.575343, expected=32.000000 predicted=32.586639, expected=20.000000 predicted=25.702023, expected=20.000000 predicted=14.798481, expected=28.000000 predicted=25.781583, expected=32.000000 predicted=22.702728, expected=28.000000 predicted=28.475472, expected=8.000000 predicted=15.761222, expected=12.000000 predicted=18.332601, expected=4.000000 predicted=13.293959, expected=32.000000 predicted=27.644082, expected=40.000000 predicted=29.854971, expected=32.000000 predicted=20.204619, expected=12.000000 predicted=17.717874, expected=8.000000 predicted=11.464698, expected=32.000000 predicted=29.726206, expected=8.000000 predicted=16.261980, expected=32.000000 predicted=31.554776, expected=40.000000 predicted=27.336911, expected=36.000000 predicted=20.994603, expected=24.000000 predicted=30.601086, expected=36.000000 predicted=27.054331, expected=16.000000 predicted=22.009835, expected=28.000000 predicted=32.591930, expected=28.000000 predicted=30.483017, expected=48.000000 predicted=33.966445, expected=28.000000 predicted=30.483423, expected=28.000000 predicted=25.934983, expected=12.000000 predicted=22.336310, expected=20.000000 predicted=22.721118, expected=4.000000 predicted=21.111632, expected=36.000000 predicted=29.846255, expected=20.000000 predicted=20.216666, expected=32.000000 predicted=22.661421, expected=20.000000 predicted=22.679919, expected=28.000000 predicted=17.941213, expected=16.000000 predicted=24.737572, expected=32.000000 predicted=25.955547, expected=8.000000 predicted=17.848820, expected=20.000000 predicted=20.637038, expected=24.000000 predicted=25.124877, expected=40.000000 predicted=25.284742, expected=16.000000 predicted=22.490894, expected=56.000000 predicted=37.004482, expected=60.000000 predicted=39.867738, expected=60.000000 predicted=41.483851, expected=44.000000 predicted=47.768736, expected=36.000000 predicted=32.596060, expected=16.000000 predicted=35.129739, expected=40.000000 predicted=46.687788, expected=52.000000 predicted=49.096906, expected=20.000000 predicted=27.193991, expected=24.000000 predicted=35.094534, expected=36.000000 predicted=28.818812, expected=16.000000 predicted=21.578052, expected=72.000000 predicted=60.889358, expected=64.000000 predicted=40.375652, expected=68.000000 predicted=47.847925, expected=36.000000 predicted=44.549785, expected=12.000000 predicted=20.964796, expected=40.000000 predicted=54.424132, expected=44.000000 predicted=43.759765, expected=56.000000 predicted=54.332518, expected=24.000000 predicted=32.226327, expected=8.000000 predicted=16.726043, expected=40.000000 predicted=41.399533, expected=12.000000 predicted=18.965048, expected=52.000000 predicted=50.183086, expected=28.000000 predicted=26.226487, expected=68.000000 predicted=40.367510, expected=48.000000 predicted=44.883643, expected=32.000000 predicted=25.801425, expected=32.000000 predicted=46.623508, expected=32.000000 predicted=29.301180, expected=20.000000 predicted=37.366790, expected=72.000000 predicted=58.529340, expected=88.000000 predicted=56.298800, expected=52.000000 predicted=42.202359, expected=44.000000 predicted=50.759005, expected=36.000000 predicted=35.632798, expected=12.000000 predicted=35.420434, expected=84.000000 predicted=80.306800, expected=52.000000 predicted=43.167820, expected=32.000000 predicted=38.645551, expected=20.000000 predicted=38.828681, expected=60.000000 predicted=37.423061, expected=52.000000 predicted=56.026109, expected=28.000000 predicted=37.827162, expected=8.000000 predicted=27.444105, expected=24.000000 predicted=24.504249, expected=72.000000 predicted=57.221485, expected=24.000000 predicted=28.498104, expected=28.000000 predicted=34.844554, expected=68.000000 predicted=46.742781, expected=12.000000 predicted=11.469147, expected=52.000000 predicted=62.386719, expected=40.000000 predicted=34.508842, expected=52.000000 predicted=36.599097, expected=56.000000 predicted=61.344623, expected=40.000000 predicted=29.265426, expected=36.000000 predicted=45.877532, expected=44.000000 predicted=43.223119, expected=40.000000 predicted=42.004764, expected=28.000000 predicted=39.450274, expected=84.000000 predicted=63.399154, expected=20.000000 predicted=23.958760, expected=48.000000 predicted=50.325955, expected=60.000000 predicted=53.868537, expected=28.000000 predicted=22.978171, expected=80.000000 predicted=81.593801, expected=100.000000 predicted=60.884679, expected=36.000000 predicted=39.600696, expected=44.000000 predicted=63.746508, expected=28.000000 predicted=33.734412, expected=32.000000 predicted=46.167671, expected=44.000000 predicted=63.136473, expected=28.000000 predicted=29.051714, expected=48.000000 predicted=46.145466, expected=56.000000 predicted=42.511190, expected=24.000000 predicted=27.152507, expected=52.000000 predicted=52.141212, expected=32.000000 predicted=30.200394, expected=112.000000 predicted=77.003352, expected=48.000000 predicted=47.820218, expected=68.000000 predicted=54.885871, expected=68.000000 predicted=68.243848, expected=16.000000 predicted=23.106136, expected=4.000000 predicted=55.895019, expected=20.000000 predicted=32.841735, expected=24.000000 predicted=32.605753, expected=36.000000 predicted=42.792041, expected=48.000000 predicted=33.139176, expected=60.000000 predicted=35.204581, expected=24.000000 predicted=25.367078, expected=12.000000 predicted=24.841567, expected=20.000000 predicted=29.621991, expected=16.000000 predicted=24.198217, expected=64.000000 predicted=54.764771, expected=80.000000 predicted=48.975092, expected=80.000000 predicted=49.191730, expected=52.000000 predicted=46.934203, expected=20.000000 predicted=29.342286, expected=48.000000 predicted=57.277446, expected=4.000000 predicted=31.734523, expected=36.000000 predicted=51.282592, expected=116.000000 predicted=79.937215, expected=64.000000 predicted=34.946299, expected=48.000000 predicted=57.770977, expected=16.000000 predicted=27.837141, expected=36.000000 predicted=36.159356, expected=12.000000 predicted=49.535032, expected=60.000000 predicted=55.380501, expected=60.000000 predicted=49.223812, expected=52.000000 predicted=35.310605, expected=44.000000 predicted=47.046795, expected=56.000000 predicted=40.129540, expected=60.000000 predicted=56.811286, expected=132.000000 predicted=93.638172, expected=80.000000 predicted=64.182266, expected=72.000000 predicted=68.758886, expected=84.000000 predicted=81.870705, expected=28.000000 predicted=41.755276, expected=28.000000 predicted=74.622586, expected=24.000000 predicted=48.456976, expected=44.000000 predicted=47.625639, expected=28.000000 predicted=46.581359, expected=84.000000 predicted=57.211267, expected=68.000000 predicted=47.588571, expected=40.000000 predicted=36.649582, expected=40.000000 predicted=51.432565, expected=40.000000 predicted=35.798158, expected=20.000000 predicted=43.552866, expected=32.000000 predicted=46.712754, expected=60.000000 predicted=47.453554, expected=28.000000 predicted=29.226998, expected=52.000000 predicted=49.324235, expected=24.000000 predicted=25.624465, expected=32.000000 predicted=32.094823, expected=20.000000 predicted=37.675544, expected=48.000000 predicted=36.234017, expected=28.000000 predicted=35.297584, expected=68.000000 predicted=47.425000, expected=12.000000 predicted=22.782413, expected=64.000000 predicted=46.876229, expected=36.000000 predicted=40.776330, expected=24.000000 predicted=24.889469, expected=80.000000 predicted=74.929033, expected=76.000000 predicted=41.502908, expected=32.000000 predicted=46.443120, expected=44.000000 predicted=51.637922, expected=24.000000 predicted=26.555421, expected=36.000000 predicted=49.716100, expected=16.000000 predicted=40.034460, expected=76.000000 predicted=52.673171, expected=40.000000 predicted=37.396601, expected=60.000000 predicted=45.573406, expected=24.000000 predicted=36.194580, expected=72.000000 predicted=47.150392, expected=48.000000 predicted=56.239364, expected=60.000000 predicted=49.679357, expected=52.000000 predicted=58.676482, expected=76.000000 predicted=52.364686, expected=48.000000 predicted=57.591164, expected=40.000000 predicted=46.959739, expected=40.000000 predicted=51.897049, expected=32.000000 predicted=38.466824, expected=8.000000 predicted=36.693580, expected=52.000000 predicted=48.696554, expected=36.000000 predicted=32.252748, expected=36.000000 predicted=35.771393, expected=28.000000 predicted=34.637602, expected=16.000000 predicted=14.767203, expected=32.000000 predicted=39.263320, expected=24.000000 predicted=26.381656, expected=52.000000 predicted=41.471867, expected=48.000000 predicted=37.664595, expected=56.000000 predicted=38.628958, expected=12.000000 predicted=26.331391, expected=8.000000 predicted=21.301292, expected=36.000000 predicted=41.272930, expected=12.000000 predicted=20.042725, expected=48.000000 predicted=47.820287, expected=60.000000 predicted=37.514501, expected=44.000000 predicted=27.013012, expected=16.000000 predicted=32.030504, expected=8.000000 predicted=17.194929, expected=32.000000 predicted=35.854319, expected=24.000000 Test MSE: 406.853
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922])] predicted=7.959842, expected=12.000000 predicted=9.932723, expected=12.000000 predicted=8.492192, expected=4.000000 predicted=7.756432, expected=4.000000 predicted=7.556104, expected=4.000000 predicted=6.913088, expected=4.000000 predicted=7.216787, expected=4.000000 predicted=5.706568, expected=4.000000 predicted=3.994948, expected=4.000000 predicted=3.994959, expected=4.000000 predicted=3.994970, expected=4.000000 predicted=3.994981, expected=4.000000 predicted=3.994992, expected=4.000000 predicted=3.995003, expected=4.000000 predicted=3.995014, expected=8.000000 predicted=4.664976, expected=8.000000 predicted=5.112547, expected=4.000000 predicted=5.067944, expected=4.000000 predicted=5.330118, expected=8.000000 predicted=6.108940, expected=8.000000 predicted=6.684115, expected=12.000000 predicted=7.267005, expected=8.000000 predicted=6.876967, expected=4.000000 predicted=7.117442, expected=4.000000 predicted=7.610015, expected=8.000000 predicted=7.725580, expected=8.000000 predicted=7.573444, expected=4.000000 predicted=5.895003, expected=16.000000 predicted=7.341749, expected=4.000000 predicted=6.755174, expected=4.000000 predicted=7.526090, expected=8.000000 predicted=7.600428, expected=20.000000 predicted=9.178621, expected=4.000000 predicted=8.972243, expected=4.000000 predicted=7.315504, expected=4.000000 predicted=7.842741, expected=4.000000 predicted=7.722211, expected=4.000000 predicted=7.575710, expected=4.000000 predicted=3.995188, expected=4.000000 predicted=3.995198, expected=4.000000 predicted=3.995208, expected=4.000000 predicted=3.995218, expected=4.000000 predicted=3.995227, expected=-4.000000 predicted=2.646530, expected=4.000000 predicted=3.182739, expected=4.000000 predicted=2.732819, expected=8.000000 predicted=3.117007, expected=4.000000 predicted=3.021110, expected=4.000000 predicted=2.860333, expected=12.000000 predicted=6.129992, expected=4.000000 predicted=5.523386, expected=8.000000 predicted=6.769654, expected=8.000000 predicted=6.622392, expected=4.000000 predicted=6.460200, expected=4.000000 predicted=7.083308, expected=4.000000 predicted=5.452097, expected=4.000000 predicted=5.523658, expected=4.000000 predicted=4.826462, expected=4.000000 predicted=3.995460, expected=4.000000 predicted=3.995469, expected=4.000000 predicted=3.995478, expected=8.000000 predicted=4.675875, expected=4.000000 predicted=4.421913, expected=4.000000 predicted=4.637618, expected=4.000000 predicted=4.755008, expected=12.000000 predicted=6.038953, expected=4.000000 predicted=5.678304, expected=8.000000 predicted=5.934991, expected=4.000000 predicted=5.983885, expected=8.000000 predicted=6.654505, expected=20.000000 predicted=9.485703, expected=4.000000 predicted=7.087982, expected=12.000000 predicted=9.415111, expected=4.000000 predicted=8.735123, expected=4.000000 predicted=9.125221, expected=4.000000 predicted=8.719349, expected=4.000000 predicted=5.477163, expected=4.000000 predicted=5.551878, expected=4.000000 predicted=3.995707, expected=12.000000 predicted=5.312392, expected=12.000000 predicted=6.328625, expected=8.000000 predicted=6.924394, expected=8.000000 predicted=7.894462, expected=4.000000 predicted=8.017916, expected=12.000000 predicted=9.717073, expected=8.000000 predicted=8.651820, expected=8.000000 predicted=7.926307, expected=8.000000 predicted=8.007978, expected=4.000000 predicted=7.339253, expected=4.000000 predicted=7.611001, expected=8.000000 predicted=6.901741, expected=4.000000 predicted=5.995772, expected=8.000000 predicted=6.069052, expected=4.000000 predicted=5.212191, expected=4.000000 predicted=5.370679, expected=12.000000 predicted=6.805846, expected=4.000000 predicted=5.752950, expected=4.000000 predicted=6.043923, expected=4.000000 predicted=5.415103, expected=8.000000 predicted=6.177152, expected=8.000000 predicted=6.661403, expected=8.000000 predicted=5.789771, expected=8.000000 predicted=6.509337, expected=4.000000 predicted=6.596068, expected=8.000000 predicted=7.528613, expected=4.000000 predicted=6.724247, expected=4.000000 predicted=6.145940, expected=20.000000 predicted=8.076784, expected=8.000000 predicted=7.360064, expected=8.000000 predicted=8.506313, expected=8.000000 predicted=8.559708, expected=4.000000 predicted=8.957660, expected=12.000000 predicted=10.489981, expected=4.000000 predicted=7.231172, expected=4.000000 predicted=6.865329, expected=4.000000 predicted=6.075749, expected=4.000000 predicted=5.621789, expected=4.000000 predicted=5.457037, expected=4.000000 predicted=3.996083, expected=4.000000 predicted=3.996090, expected=4.000000 predicted=3.996097, expected=8.000000 predicted=4.653465, expected=4.000000 predicted=4.503905, expected=12.000000 predicted=5.958284, expected=8.000000 predicted=6.358163, expected=20.000000 predicted=9.289691, expected=4.000000 predicted=8.963810, expected=4.000000 predicted=8.818878, expected=24.000000 predicted=11.996917, expected=4.000000 predicted=10.701680, expected=4.000000 predicted=10.628459, expected=16.000000 predicted=8.977983, expected=4.000000 predicted=9.507784, expected=12.000000 predicted=11.186858, expected=8.000000 predicted=7.403126, expected=4.000000 predicted=8.648540, expected=4.000000 predicted=8.190216, expected=8.000000 predicted=6.836409, expected=4.000000 predicted=6.764152, expected=4.000000 predicted=5.522065, expected=8.000000 predicted=5.177751, expected=4.000000 predicted=5.310033, expected=4.000000 predicted=5.530857, expected=28.000000 predicted=7.920020, expected=4.000000 predicted=7.727486, expected=12.000000 predicted=10.787891, expected=4.000000 predicted=8.760082, expected=16.000000 predicted=11.824391, expected=4.000000 predicted=11.760309, expected=8.000000 predicted=8.320990, expected=4.000000 predicted=8.191988, expected=8.000000 predicted=7.495063, expected=4.000000 predicted=7.557578, expected=12.000000 predicted=6.426077, expected=4.000000 predicted=6.657246, expected=4.000000 predicted=6.239126, expected=4.000000 predicted=6.201415, expected=4.000000 predicted=5.467546, expected=8.000000 predicted=6.016381, expected=12.000000 predicted=5.525628, expected=4.000000 predicted=5.889255, expected=4.000000 predicted=6.184895, expected=4.000000 predicted=6.145189, expected=4.000000 predicted=6.276131, expected=4.000000 predicted=5.585534, expected=8.000000 predicted=4.474727, expected=4.000000 predicted=4.570590, expected=4.000000 predicted=4.735128, expected=4.000000 predicted=4.694534, expected=4.000000 predicted=4.731479, expected=4.000000 predicted=4.798968, expected=8.000000 predicted=4.473735, expected=4.000000 predicted=4.569490, expected=8.000000 predicted=5.208494, expected=12.000000 predicted=6.230489, expected=12.000000 predicted=7.607292, expected=8.000000 predicted=8.616483, expected=16.000000 predicted=9.661910, expected=4.000000 predicted=10.125504, expected=8.000000 predicted=10.438747, expected=8.000000 predicted=9.461533, expected=8.000000 predicted=8.753411, expected=8.000000 predicted=8.923413, expected=8.000000 predicted=7.218909, expected=4.000000 predicted=7.530280, expected=8.000000 predicted=7.424498, expected=8.000000 predicted=7.278391, expected=4.000000 predicted=6.848448, expected=4.000000 predicted=6.231357, expected=4.000000 predicted=5.386942, expected=4.000000 predicted=5.503592, expected=4.000000 predicted=4.797283, expected=8.000000 predicted=4.491061, expected=4.000000 predicted=4.592040, expected=8.000000 predicted=5.232550, expected=4.000000 predicted=5.279886, expected=4.000000 predicted=5.441326, expected=12.000000 predicted=6.453655, expected=4.000000 predicted=5.905183, expected=8.000000 predicted=6.778401, expected=12.000000 predicted=6.901895, expected=8.000000 predicted=7.853562, expected=8.000000 predicted=8.873099, expected=8.000000 predicted=7.892203, expected=8.000000 predicted=8.728265, expected=4.000000 predicted=8.330999, expected=4.000000 predicted=6.923454, expected=4.000000 predicted=6.157262, expected=8.000000 predicted=5.987662, expected=4.000000 predicted=5.390967, expected=8.000000 predicted=5.248973, expected=12.000000 predicted=6.272507, expected=4.000000 predicted=6.665690, expected=4.000000 predicted=6.993662, expected=4.000000 predicted=6.032188, expected=24.000000 predicted=8.636362, expected=20.000000 predicted=10.559849, expected=20.000000 predicted=12.260540, expected=12.000000 predicted=13.670367, expected=12.000000 predicted=15.269330, expected=8.000000 predicted=16.527570, expected=8.000000 predicted=13.694112, expected=4.000000 predicted=10.927246, expected=8.000000 predicted=8.755498, expected=4.000000 predicted=7.408294, expected=4.000000 predicted=6.071129, expected=4.000000 predicted=5.363244, expected=8.000000 predicted=5.284520, expected=4.000000 predicted=5.398890, expected=8.000000 predicted=5.354901, expected=4.000000 predicted=5.293188, expected=4.000000 Test MSE: 20.560
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826])] predicted=8.698824, expected=16.000000 predicted=11.206416, expected=20.000000 predicted=12.165759, expected=4.000000 predicted=9.546471, expected=4.000000 predicted=8.322129, expected=4.000000 predicted=9.008989, expected=4.000000 predicted=8.729191, expected=8.000000 predicted=7.224582, expected=4.000000 predicted=4.880122, expected=20.000000 predicted=8.533056, expected=8.000000 predicted=9.019013, expected=8.000000 predicted=8.260752, expected=8.000000 predicted=8.407120, expected=8.000000 predicted=9.799282, expected=4.000000 predicted=8.621976, expected=20.000000 predicted=10.195064, expected=8.000000 predicted=10.330935, expected=8.000000 predicted=8.816210, expected=12.000000 predicted=9.426740, expected=12.000000 predicted=11.621399, expected=12.000000 predicted=12.045191, expected=12.000000 predicted=10.720650, expected=24.000000 predicted=14.554911, expected=4.000000 predicted=12.742344, expected=4.000000 predicted=9.469046, expected=4.000000 predicted=8.607363, expected=8.000000 predicted=9.910961, expected=16.000000 predicted=10.829650, expected=4.000000 predicted=7.046617, expected=12.000000 predicted=7.601596, expected=24.000000 predicted=12.826809, expected=12.000000 predicted=14.117356, expected=4.000000 predicted=10.311101, expected=8.000000 predicted=9.416790, expected=72.000000 predicted=28.014634, expected=8.000000 predicted=23.490684, expected=4.000000 predicted=15.536540, expected=4.000000 predicted=16.723898, expected=4.000000 predicted=19.004821, expected=8.000000 predicted=14.971836, expected=4.000000 predicted=5.189684, expected=8.000000 predicted=5.469946, expected=4.000000 predicted=5.340445, expected=4.000000 predicted=5.231481, expected=8.000000 predicted=6.026466, expected=8.000000 predicted=6.461873, expected=4.000000 predicted=5.690340, expected=12.000000 predicted=7.048668, expected=24.000000 predicted=11.771351, expected=20.000000 predicted=13.900938, expected=4.000000 predicted=11.056203, expected=8.000000 predicted=11.528213, expected=8.000000 predicted=12.779145, expected=4.000000 predicted=10.414944, expected=4.000000 predicted=6.883906, expected=12.000000 predicted=7.345678, expected=4.000000 predicted=6.621557, expected=8.000000 predicted=6.467160, expected=8.000000 predicted=6.945882, expected=4.000000 predicted=6.657666, expected=8.000000 predicted=7.027396, expected=4.000000 predicted=6.043352, expected=8.000000 predicted=6.680580, expected=4.000000 predicted=5.783133, expected=4.000000 predicted=5.215264, expected=4.000000 predicted=5.049125, expected=8.000000 predicted=5.718490, expected=12.000000 predicted=7.200923, expected=36.000000 predicted=14.230587, expected=12.000000 predicted=13.514870, expected=8.000000 predicted=12.324118, expected=12.000000 predicted=14.452513, expected=8.000000 predicted=14.838563, expected=8.000000 predicted=12.574196, expected=4.000000 predicted=8.014086, expected=16.000000 predicted=10.063842, expected=4.000000 predicted=8.408578, expected=4.000000 predicted=6.667995, expected=8.000000 predicted=7.266080, expected=8.000000 predicted=7.854946, expected=16.000000 predicted=9.686379, expected=4.000000 predicted=7.289325, expected=8.000000 predicted=7.847472, expected=16.000000 predicted=10.751404, expected=8.000000 predicted=10.312840, expected=16.000000 predicted=11.255387, expected=4.000000 predicted=9.218171, expected=4.000000 predicted=8.741906, expected=8.000000 predicted=8.816559, expected=4.000000 predicted=7.357241, expected=8.000000 predicted=6.831904, expected=8.000000 predicted=6.333602, expected=4.000000 predicted=5.975557, expected=8.000000 predicted=6.544979, expected=4.000000 predicted=6.041025, expected=8.000000 predicted=6.698441, expected=8.000000 predicted=6.764656, expected=16.000000 predicted=9.049868, expected=8.000000 predicted=8.763195, expected=24.000000 predicted=12.681564, expected=8.000000 predicted=12.213996, expected=16.000000 predicted=13.490233, expected=4.000000 predicted=11.815412, expected=12.000000 predicted=12.090060, expected=4.000000 predicted=10.311029, expected=12.000000 predicted=9.520590, expected=12.000000 predicted=10.119835, expected=8.000000 predicted=8.937507, expected=4.000000 predicted=7.842520, expected=4.000000 predicted=7.078654, expected=8.000000 predicted=7.916099, expected=12.000000 predicted=8.401247, expected=4.000000 predicted=6.476772, expected=4.000000 predicted=5.551587, expected=16.000000 predicted=8.916612, expected=4.000000 predicted=8.179777, expected=12.000000 predicted=8.353045, expected=28.000000 predicted=13.297361, expected=16.000000 predicted=14.697209, expected=4.000000 predicted=11.911712, expected=4.000000 predicted=10.494339, expected=8.000000 predicted=11.931119, expected=4.000000 predicted=9.621447, expected=12.000000 predicted=7.973406, expected=12.000000 predicted=8.121592, expected=8.000000 predicted=8.186684, expected=4.000000 predicted=7.403338, expected=20.000000 predicted=11.105070, expected=84.000000 predicted=32.019467, expected=12.000000 predicted=23.566262, expected=4.000000 predicted=19.293834, expected=4.000000 predicted=22.128395, expected=12.000000 predicted=25.038401, expected=8.000000 predicted=18.258630, expected=12.000000 predicted=8.734848, expected=12.000000 predicted=9.239604, expected=8.000000 predicted=9.300677, expected=8.000000 predicted=9.664100, expected=4.000000 predicted=8.262694, expected=8.000000 predicted=8.548100, expected=12.000000 predicted=9.103497, expected=8.000000 predicted=7.963759, expected=4.000000 predicted=6.746608, expected=4.000000 predicted=6.490136, expected=12.000000 predicted=8.667639, expected=4.000000 predicted=6.869996, expected=12.000000 predicted=7.622944, expected=8.000000 predicted=7.660819, expected=4.000000 predicted=6.928725, expected=4.000000 predicted=6.807865, expected=4.000000 predicted=5.999719, expected=8.000000 predicted=6.727489, expected=4.000000 predicted=5.100812, expected=16.000000 predicted=7.724059, expected=4.000000 predicted=6.537948, expected=12.000000 predicted=8.261005, expected=16.000000 predicted=10.974944, expected=8.000000 predicted=9.946269, expected=4.000000 predicted=8.908588, expected=12.000000 predicted=9.977751, expected=4.000000 predicted=8.890742, expected=12.000000 predicted=9.288723, expected=4.000000 predicted=7.084409, expected=4.000000 predicted=6.309702, expected=8.000000 predicted=7.386365, expected=4.000000 predicted=5.959169, expected=12.000000 predicted=7.608670, expected=12.000000 predicted=8.053919, expected=12.000000 predicted=9.055956, expected=12.000000 predicted=10.201913, expected=12.000000 predicted=11.052415, expected=4.000000 predicted=9.885370, expected=4.000000 predicted=8.618122, expected=8.000000 predicted=8.712142, expected=24.000000 predicted=12.350935, expected=12.000000 predicted=10.745342, expected=12.000000 predicted=10.480500, expected=8.000000 predicted=11.274593, expected=8.000000 predicted=11.846523, expected=4.000000 predicted=10.288812, expected=4.000000 predicted=7.460236, expected=8.000000 predicted=7.402865, expected=8.000000 predicted=6.870689, expected=4.000000 predicted=5.602659, expected=4.000000 predicted=5.136512, expected=4.000000 predicted=5.317059, expected=8.000000 predicted=6.242358, expected=4.000000 predicted=5.118970, expected=8.000000 predicted=5.559546, expected=4.000000 predicted=5.283864, expected=12.000000 predicted=7.302142, expected=4.000000 predicted=6.422703, expected=20.000000 predicted=9.906646, expected=8.000000 predicted=9.478420, expected=12.000000 predicted=9.982917, expected=32.000000 predicted=16.909389, expected=4.000000 predicted=12.880298, expected=4.000000 predicted=11.537676, expected=20.000000 predicted=14.578094, expected=16.000000 predicted=15.289258, expected=8.000000 predicted=12.597787, expected=8.000000 predicted=9.907014, expected=8.000000 predicted=10.799810, expected=16.000000 predicted=12.953144, expected=4.000000 predicted=9.163975, expected=8.000000 predicted=8.468025, expected=4.000000 predicted=7.763273, expected=12.000000 predicted=9.100924, expected=24.000000 predicted=12.643605, expected=4.000000 predicted=8.769711, expected=8.000000 predicted=9.530162, expected=4.000000 predicted=9.294240, expected=8.000000 predicted=9.957037, expected=4.000000 predicted=7.705630, expected=12.000000 predicted=7.289039, expected=4.000000 predicted=6.383378, expected=8.000000 predicted=6.757219, expected=4.000000 predicted=6.444385, expected=8.000000 predicted=6.897856, expected=12.000000 predicted=8.360857, expected=4.000000 predicted=6.419140, expected=8.000000 predicted=7.247281, expected=4.000000 predicted=6.621403, expected=12.000000 predicted=8.442644, expected=4.000000 predicted=6.886345, expected=4.000000 predicted=5.710823, expected=8.000000 predicted=6.868464, expected=8.000000 predicted=7.003287, expected=4.000000 predicted=6.111976, expected=16.000000 predicted=8.306556, expected=4.000000 Test MSE: 89.156
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617])] predicted=21.959208, expected=60.000000 predicted=38.530308, expected=24.000000 predicted=27.629280, expected=28.000000 predicted=32.421709, expected=44.000000 predicted=35.019456, expected=32.000000 predicted=31.640963, expected=4.000000 predicted=25.479863, expected=12.000000 predicted=19.133529, expected=28.000000 predicted=26.392291, expected=44.000000 predicted=37.167688, expected=40.000000 predicted=32.911329, expected=24.000000 predicted=20.687596, expected=32.000000 predicted=27.660890, expected=16.000000 predicted=23.693594, expected=16.000000 predicted=26.271853, expected=20.000000 predicted=25.345085, expected=52.000000 predicted=36.785105, expected=32.000000 predicted=29.796148, expected=40.000000 predicted=31.548547, expected=52.000000 predicted=38.577090, expected=24.000000 predicted=27.900945, expected=28.000000 predicted=36.736614, expected=84.000000 predicted=58.196987, expected=76.000000 predicted=58.303481, expected=28.000000 predicted=40.683014, expected=16.000000 predicted=28.872212, expected=20.000000 predicted=30.269713, expected=20.000000 predicted=39.928792, expected=44.000000 predicted=46.357346, expected=44.000000 predicted=34.434759, expected=52.000000 predicted=37.639582, expected=4.000000 predicted=16.788822, expected=12.000000 predicted=21.030805, expected=12.000000 predicted=24.131337, expected=56.000000 predicted=43.762391, expected=28.000000 predicted=31.403164, expected=28.000000 predicted=21.652171, expected=12.000000 predicted=16.952116, expected=16.000000 predicted=18.862571, expected=24.000000 predicted=31.484054, expected=60.000000 predicted=41.321726, expected=36.000000 predicted=30.906751, expected=28.000000 predicted=25.343657, expected=32.000000 predicted=29.429746, expected=16.000000 predicted=23.632225, expected=12.000000 predicted=28.798241, expected=8.000000 predicted=18.873332, expected=60.000000 predicted=40.893599, expected=36.000000 predicted=30.717226, expected=36.000000 predicted=28.849920, expected=40.000000 predicted=31.651253, expected=20.000000 predicted=22.267630, expected=20.000000 predicted=34.090571, expected=52.000000 predicted=42.133335, expected=72.000000 predicted=52.025165, expected=24.000000 predicted=31.543621, expected=8.000000 predicted=20.551533, expected=8.000000 predicted=19.737897, expected=4.000000 predicted=22.593224, expected=24.000000 predicted=33.641567, expected=48.000000 predicted=32.057409, expected=68.000000 predicted=39.765868, expected=44.000000 predicted=31.539408, expected=32.000000 predicted=28.034052, expected=44.000000 predicted=40.106251, expected=12.000000 predicted=29.604423, expected=8.000000 predicted=30.632542, expected=28.000000 predicted=31.670100, expected=36.000000 predicted=31.153501, expected=44.000000 predicted=38.195104, expected=68.000000 predicted=43.567693, expected=48.000000 predicted=35.493492, expected=20.000000 predicted=29.051401, expected=28.000000 predicted=34.891888, expected=36.000000 predicted=39.121603, expected=64.000000 predicted=57.673210, expected=40.000000 predicted=40.642388, expected=28.000000 predicted=29.316818, expected=44.000000 predicted=39.736190, expected=64.000000 predicted=51.348194, expected=60.000000 predicted=56.549083, expected=76.000000 predicted=59.977261, expected=28.000000 predicted=35.194299, expected=36.000000 predicted=44.095455, expected=20.000000 predicted=39.235420, expected=12.000000 predicted=31.581149, expected=24.000000 predicted=38.330888, expected=20.000000 predicted=22.456532, expected=60.000000 predicted=43.936194, expected=28.000000 predicted=25.107322, expected=8.000000 predicted=15.144536, expected=12.000000 predicted=19.826138, expected=8.000000 predicted=15.676227, expected=28.000000 predicted=33.242722, expected=20.000000 predicted=20.091217, expected=40.000000 predicted=25.906708, expected=20.000000 predicted=18.248184, expected=44.000000 predicted=30.495165, expected=36.000000 predicted=32.261309, expected=16.000000 predicted=21.419456, expected=12.000000 predicted=23.802065, expected=16.000000 predicted=19.845239, expected=44.000000 predicted=38.230134, expected=8.000000 predicted=17.935945, expected=16.000000 predicted=17.260013, expected=40.000000 predicted=28.069050, expected=8.000000 predicted=14.022038, expected=36.000000 predicted=34.038068, expected=56.000000 predicted=35.203856, expected=52.000000 predicted=37.763193, expected=32.000000 predicted=35.295080, expected=32.000000 predicted=28.892632, expected=12.000000 predicted=25.837745, expected=24.000000 predicted=34.814327, expected=8.000000 predicted=23.451484, expected=72.000000 predicted=48.744792, expected=88.000000 predicted=57.903931, expected=48.000000 predicted=37.329858, expected=32.000000 predicted=35.450016, expected=28.000000 predicted=30.759870, expected=12.000000 predicted=37.076838, expected=16.000000 predicted=38.992049, expected=28.000000 predicted=31.917762, expected=24.000000 predicted=25.059415, expected=16.000000 predicted=19.988967, expected=4.000000 predicted=10.067793, expected=24.000000 predicted=20.681467, expected=8.000000 predicted=14.923491, expected=40.000000 predicted=29.539197, expected=84.000000 predicted=50.239327, expected=8.000000 predicted=12.773256, expected=8.000000 predicted=20.025452, expected=36.000000 predicted=28.219914, expected=16.000000 predicted=26.064844, expected=16.000000 predicted=35.184016, expected=40.000000 predicted=26.293527, expected=36.000000 predicted=25.504950, expected=24.000000 predicted=27.943620, expected=4.000000 predicted=13.155721, expected=32.000000 predicted=26.756538, expected=28.000000 predicted=29.472341, expected=16.000000 predicted=22.743137, expected=24.000000 predicted=23.308884, expected=24.000000 predicted=18.440527, expected=8.000000 predicted=17.821480, expected=12.000000 predicted=18.069607, expected=24.000000 predicted=19.978629, expected=28.000000 predicted=23.878519, expected=44.000000 predicted=32.351234, expected=28.000000 predicted=21.700948, expected=32.000000 predicted=26.654730, expected=32.000000 predicted=29.858276, expected=8.000000 predicted=19.277074, expected=4.000000 predicted=20.265105, expected=24.000000 predicted=23.966112, expected=64.000000 predicted=43.943623, expected=48.000000 predicted=36.986805, expected=12.000000 predicted=16.233378, expected=16.000000 predicted=18.648748, expected=12.000000 predicted=20.490161, expected=8.000000 predicted=26.506898, expected=12.000000 predicted=21.804037, expected=16.000000 predicted=13.738191, expected=60.000000 predicted=36.968940, expected=24.000000 predicted=19.106809, expected=12.000000 predicted=15.381165, expected=24.000000 predicted=22.077364, expected=12.000000 predicted=16.760021, expected=24.000000 predicted=32.656748, expected=12.000000 predicted=16.076642, expected=12.000000 predicted=13.617141, expected=8.000000 predicted=13.781167, expected=16.000000 predicted=14.484828, expected=4.000000 predicted=10.805883, expected=16.000000 predicted=13.752430, expected=8.000000 predicted=9.244389, expected=24.000000 predicted=16.766149, expected=60.000000 predicted=36.749472, expected=24.000000 predicted=17.913361, expected=16.000000 predicted=19.867957, expected=12.000000 predicted=15.502634, expected=4.000000 predicted=15.120019, expected=20.000000 predicted=29.573969, expected=12.000000 predicted=14.802560, expected=32.000000 predicted=23.169115, expected=28.000000 predicted=20.322130, expected=36.000000 predicted=24.392580, expected=12.000000 predicted=17.154619, expected=20.000000 predicted=20.097931, expected=12.000000 predicted=19.849123, expected=24.000000 predicted=24.329339, expected=24.000000 predicted=25.102507, expected=32.000000 predicted=23.693902, expected=24.000000 predicted=22.272906, expected=36.000000 predicted=27.330874, expected=12.000000 predicted=18.690965, expected=16.000000 predicted=21.031573, expected=12.000000 predicted=19.534163, expected=20.000000 predicted=20.882180, expected=20.000000 predicted=22.795731, expected=40.000000 predicted=26.982628, expected=68.000000 predicted=43.008568, expected=32.000000 predicted=26.706035, expected=20.000000 predicted=25.373233, expected=32.000000 predicted=30.970321, expected=20.000000 predicted=29.215247, expected=12.000000 predicted=30.604824, expected=16.000000 predicted=21.591672, expected=72.000000 predicted=45.936097, expected=32.000000 predicted=29.685441, expected=16.000000 predicted=21.921159, expected=24.000000 predicted=23.650924, expected=32.000000 predicted=28.228407, expected=16.000000 predicted=33.086509, expected=4.000000 predicted=16.044268, expected=40.000000 predicted=29.120064, expected=24.000000 predicted=22.394139, expected=44.000000 predicted=35.702543, expected=40.000000 predicted=30.178720, expected=44.000000 predicted=31.489983, expected=36.000000 predicted=37.425208, expected=84.000000 predicted=58.080008, expected=44.000000 predicted=44.172003, expected=16.000000 predicted=31.802764, expected=16.000000 predicted=31.572164, expected=24.000000 predicted=30.695531, expected=24.000000 predicted=40.006704, expected=16.000000 predicted=24.279931, expected=56.000000 predicted=37.203651, expected=16.000000 predicted=17.855927, expected=44.000000 predicted=35.767859, expected=40.000000 predicted=33.569673, expected=32.000000 predicted=28.925066, expected=48.000000 predicted=47.004982, expected=60.000000 predicted=43.155526, expected=20.000000 predicted=31.813060, expected=8.000000 predicted=25.293689, expected=12.000000 predicted=22.890087, expected=104.000000 predicted=70.204499, expected=20.000000 predicted=31.814260, expected=36.000000 predicted=33.505518, expected=56.000000 predicted=40.615932, expected=28.000000 predicted=28.213451, expected=44.000000 predicted=58.953435, expected=36.000000 predicted=32.603391, expected=32.000000 predicted=35.285045, expected=32.000000 predicted=39.271304, expected=44.000000 predicted=37.629632, expected=56.000000 predicted=47.381497, expected=16.000000 predicted=27.087558, expected=12.000000 predicted=24.741395, expected=20.000000 predicted=26.383086, expected=24.000000 predicted=29.240714, expected=32.000000 predicted=34.580003, expected=24.000000 predicted=21.037716, expected=24.000000 predicted=21.214398, expected=20.000000 predicted=21.452735, expected=28.000000 predicted=26.171113, expected=28.000000 predicted=27.702845, expected=36.000000 predicted=29.926374, expected=16.000000 predicted=20.797579, expected=44.000000 predicted=33.871249, expected=24.000000 predicted=25.992429, expected=24.000000 predicted=26.870892, expected=16.000000 predicted=24.186689, expected=16.000000 predicted=18.781501, expected=28.000000 predicted=30.114500, expected=12.000000 predicted=16.912929, expected=20.000000 predicted=20.851097, expected=28.000000 predicted=22.308666, expected=12.000000 predicted=15.127392, expected=16.000000 predicted=20.025426, expected=12.000000 predicted=13.606903, expected=8.000000 predicted=13.339358, expected=16.000000 predicted=18.143343, expected=44.000000 predicted=27.355897, expected=44.000000 predicted=29.583919, expected=4.000000 predicted=11.958312, expected=24.000000 predicted=21.806421, expected=16.000000 predicted=18.686153, expected=40.000000 predicted=36.364741, expected=12.000000 predicted=22.034150, expected=32.000000 predicted=22.839081, expected=24.000000 predicted=23.861607, expected=36.000000 predicted=28.251474, expected=20.000000 predicted=26.568103, expected=28.000000 predicted=23.991118, expected=16.000000 predicted=22.891228, expected=20.000000 predicted=22.381914, expected=20.000000 predicted=24.381942, expected=44.000000 predicted=31.542994, expected=40.000000 predicted=32.282807, expected=48.000000 predicted=35.099601, expected=44.000000 predicted=36.067844, expected=16.000000 predicted=24.127116, expected=20.000000 predicted=31.432358, expected=28.000000 predicted=32.102255, expected=52.000000 predicted=44.079233, expected=32.000000 predicted=33.666181, expected=60.000000 predicted=41.811469, expected=48.000000 predicted=38.816358, expected=28.000000 predicted=33.012701, expected=48.000000 predicted=48.273106, expected=40.000000 predicted=38.805140, expected=36.000000 predicted=43.581606, expected=32.000000 predicted=37.996103, expected=24.000000 predicted=28.863309, expected=24.000000 predicted=32.756061, expected=12.000000 predicted=23.629624, expected=24.000000 predicted=27.048871, expected=60.000000 predicted=42.305294, expected=60.000000 predicted=41.716464, expected=72.000000 predicted=50.921387, expected=48.000000 predicted=39.890666, expected=12.000000 predicted=27.683240, expected=16.000000 predicted=36.705062, expected=20.000000 predicted=34.700055, expected=48.000000 predicted=48.145285, expected=24.000000 predicted=29.589032, expected=68.000000 predicted=43.166269, expected=92.000000 predicted=58.171560, expected=92.000000 predicted=63.921986, expected=48.000000 predicted=53.448619, expected=48.000000 predicted=49.428654, expected=48.000000 predicted=58.805700, expected=28.000000 predicted=52.013424, expected=24.000000 predicted=46.916279, expected=88.000000 predicted=65.154066, expected=44.000000 predicted=44.060771, expected=16.000000 predicted=32.902455, expected=16.000000 predicted=27.247396, expected=48.000000 predicted=39.165400, expected=48.000000 predicted=53.301615, expected=40.000000 predicted=38.932985, expected=36.000000 predicted=31.779472, expected=48.000000 predicted=38.374691, expected=32.000000 predicted=38.399393, expected=68.000000 predicted=55.937877, expected=28.000000 predicted=34.859357, expected=36.000000 predicted=38.524531, expected=32.000000 predicted=38.944497, expected=24.000000 predicted=29.673915, expected=32.000000 predicted=41.342998, expected=20.000000 predicted=24.498300, expected=40.000000 predicted=35.804143, expected=64.000000 predicted=46.516057, expected=4.000000 predicted=17.048057, expected=12.000000 predicted=23.951953, expected=48.000000 predicted=36.282230, expected=56.000000 predicted=43.825543, expected=52.000000 predicted=49.319765, expected=44.000000 predicted=33.417133, expected=16.000000 predicted=23.636101, expected=40.000000 predicted=43.413140, expected=32.000000 predicted=39.117791, expected=40.000000 predicted=41.114277, expected=52.000000 predicted=44.902820, expected=48.000000 predicted=37.273595, expected=12.000000 predicted=27.168535, expected=32.000000 predicted=34.662403, expected=36.000000 predicted=36.551834, expected=36.000000 predicted=38.517759, expected=12.000000 predicted=25.887255, expected=76.000000 predicted=47.866304, expected=68.000000 predicted=49.614736, expected=48.000000 predicted=44.275498, expected=48.000000 predicted=47.188145, expected=32.000000 predicted=33.517648, expected=20.000000 predicted=42.250881, expected=76.000000 predicted=64.696953, expected=36.000000 predicted=39.341270, expected=32.000000 predicted=39.345321, expected=8.000000 predicted=23.720556, expected=36.000000 predicted=32.219469, expected=20.000000 predicted=36.291840, expected=32.000000 predicted=30.865143, expected=80.000000 predicted=53.268617, expected=92.000000 predicted=55.414570, expected=72.000000 predicted=58.105623, expected=56.000000 predicted=50.796154, expected=40.000000 predicted=47.031622, expected=32.000000 predicted=53.058174, expected=28.000000 predicted=50.464099, expected=48.000000 predicted=52.124087, expected=44.000000 predicted=44.834492, expected=32.000000 predicted=35.506188, expected=64.000000 predicted=49.788945, expected=44.000000 predicted=39.454230, expected=8.000000 predicted=28.134227, expected=28.000000 predicted=36.034464, expected=64.000000 predicted=47.678334, expected=40.000000 predicted=43.663207, expected=36.000000 predicted=38.965624, expected=28.000000 predicted=26.736891, expected=28.000000 predicted=31.047686, expected=76.000000 predicted=62.343775, expected=84.000000 predicted=60.384152, expected=64.000000 predicted=53.539044, expected=16.000000 predicted=31.683819, expected=24.000000 predicted=35.541142, expected=4.000000 predicted=33.384114, expected=40.000000 predicted=48.761766, expected=24.000000 predicted=33.247759, expected=20.000000 predicted=19.427172, expected=28.000000 predicted=26.220210, expected=36.000000 predicted=24.885146, expected=8.000000 predicted=20.687412, expected=12.000000 predicted=18.706708, expected=28.000000 predicted=24.282412, expected=72.000000 Test MSE: 357.863
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213])] predicted=10.787199, expected=4.000000 predicted=12.126962, expected=36.000000 predicted=15.469025, expected=4.000000 predicted=10.884444, expected=12.000000 predicted=14.903092, expected=12.000000 predicted=11.157599, expected=16.000000 predicted=14.143369, expected=8.000000 predicted=15.098641, expected=8.000000 predicted=10.348439, expected=4.000000 predicted=10.290747, expected=8.000000 predicted=9.687960, expected=12.000000 predicted=9.117054, expected=8.000000 predicted=7.792933, expected=8.000000 predicted=8.073722, expected=4.000000 predicted=7.376976, expected=24.000000 predicted=10.209321, expected=12.000000 predicted=10.360566, expected=8.000000 predicted=11.197713, expected=8.000000 predicted=10.795975, expected=8.000000 predicted=10.897002, expected=12.000000 predicted=12.190593, expected=8.000000 predicted=9.199039, expected=8.000000 predicted=8.814333, expected=32.000000 predicted=11.665017, expected=32.000000 predicted=14.931350, expected=16.000000 predicted=17.827750, expected=8.000000 predicted=18.016775, expected=20.000000 predicted=19.902123, expected=24.000000 predicted=21.811941, expected=20.000000 predicted=19.826475, expected=8.000000 predicted=16.247693, expected=8.000000 predicted=15.579052, expected=8.000000 predicted=15.224110, expected=4.000000 predicted=12.438241, expected=4.000000 predicted=8.970572, expected=4.000000 predicted=6.056452, expected=8.000000 predicted=5.948156, expected=8.000000 predicted=5.689029, expected=12.000000 predicted=6.434315, expected=24.000000 predicted=9.424688, expected=32.000000 predicted=13.909460, expected=4.000000 predicted=14.284358, expected=16.000000 predicted=17.232934, expected=4.000000 predicted=15.190881, expected=4.000000 predicted=14.916589, expected=8.000000 predicted=11.327738, expected=12.000000 predicted=7.831234, expected=4.000000 predicted=7.844942, expected=8.000000 predicted=6.904884, expected=4.000000 predicted=6.479875, expected=8.000000 predicted=7.492990, expected=4.000000 predicted=6.488890, expected=8.000000 predicted=6.102853, expected=28.000000 predicted=9.606278, expected=24.000000 predicted=11.807495, expected=8.000000 predicted=13.396633, expected=16.000000 predicted=15.223135, expected=8.000000 predicted=15.062216, expected=8.000000 predicted=15.847194, expected=8.000000 predicted=11.987306, expected=4.000000 predicted=8.662681, expected=8.000000 predicted=8.793707, expected=8.000000 predicted=7.131649, expected=20.000000 predicted=9.346242, expected=4.000000 predicted=8.160633, expected=36.000000 predicted=13.803882, expected=12.000000 predicted=13.609050, expected=12.000000 predicted=16.327765, expected=12.000000 predicted=15.920607, expected=8.000000 predicted=14.066364, expected=20.000000 predicted=16.743626, expected=4.000000 predicted=10.990675, expected=8.000000 predicted=11.234116, expected=4.000000 predicted=9.059242, expected=8.000000 predicted=8.856187, expected=4.000000 predicted=7.717892, expected=4.000000 predicted=5.465201, expected=8.000000 predicted=5.877561, expected=4.000000 predicted=5.210228, expected=4.000000 predicted=5.406645, expected=24.000000 predicted=7.842767, expected=4.000000 predicted=7.476566, expected=8.000000 predicted=9.392768, expected=12.000000 predicted=8.997352, expected=8.000000 predicted=10.030525, expected=4.000000 predicted=10.054043, expected=12.000000 predicted=8.038541, expected=8.000000 predicted=8.378527, expected=8.000000 predicted=8.812113, expected=8.000000 predicted=7.924776, expected=12.000000 predicted=8.645572, expected=12.000000 predicted=9.823682, expected=24.000000 predicted=11.963193, expected=4.000000 predicted=11.081149, expected=8.000000 predicted=12.067905, expected=4.000000 predicted=10.412570, expected=12.000000 predicted=10.786615, expected=4.000000 predicted=9.028861, expected=8.000000 predicted=6.912876, expected=4.000000 predicted=6.480306, expected=8.000000 predicted=6.758194, expected=4.000000 predicted=6.490108, expected=4.000000 predicted=5.443787, expected=4.000000 predicted=5.255418, expected=4.000000 predicted=4.620746, expected=24.000000 predicted=7.799117, expected=4.000000 predicted=6.831298, expected=4.000000 predicted=8.067789, expected=16.000000 predicted=9.095709, expected=8.000000 predicted=9.689956, expected=12.000000 predicted=11.542885, expected=8.000000 predicted=8.508184, expected=4.000000 predicted=8.901907, expected=4.000000 predicted=8.712443, expected=4.000000 predicted=6.610579, expected=4.000000 predicted=5.925055, expected=8.000000 predicted=5.232083, expected=16.000000 predicted=6.436530, expected=4.000000 predicted=6.497083, expected=4.000000 predicted=7.092813, expected=8.000000 predicted=7.202618, expected=4.000000 predicted=7.222431, expected=4.000000 predicted=6.742917, expected=4.000000 predicted=4.592557, expected=4.000000 predicted=4.630762, expected=8.000000 predicted=5.237198, expected=8.000000 predicted=5.158199, expected=8.000000 predicted=5.994821, expected=4.000000 predicted=5.996900, expected=4.000000 predicted=6.108508, expected=8.000000 predicted=6.565002, expected=16.000000 predicted=7.774059, expected=4.000000 predicted=7.135740, expected=24.000000 predicted=10.251677, expected=4.000000 predicted=9.485039, expected=4.000000 predicted=10.826871, expected=4.000000 predicted=9.148861, expected=4.000000 predicted=7.356822, expected=4.000000 predicted=7.247907, expected=4.000000 predicted=3.950340, expected=4.000000 predicted=3.950406, expected=4.000000 predicted=3.950473, expected=20.000000 predicted=6.492010, expected=12.000000 predicted=7.578968, expected=4.000000 predicted=8.429943, expected=8.000000 predicted=8.795399, expected=8.000000 predicted=9.154749, expected=12.000000 predicted=10.613948, expected=8.000000 predicted=8.521764, expected=8.000000 predicted=8.147139, expected=4.000000 predicted=7.967227, expected=16.000000 predicted=9.343234, expected=8.000000 predicted=8.960487, expected=4.000000 predicted=8.348298, expected=12.000000 predicted=8.627706, expected=8.000000 predicted=8.428613, expected=20.000000 predicted=11.352643, expected=4.000000 predicted=9.050096, expected=8.000000 predicted=9.915371, expected=4.000000 predicted=9.104192, expected=8.000000 predicted=8.810242, expected=4.000000 predicted=7.772105, expected=8.000000 predicted=6.087597, expected=4.000000 predicted=5.835827, expected=4.000000 predicted=5.457562, expected=4.000000 predicted=5.245630, expected=12.000000 predicted=5.893937, expected=4.000000 predicted=5.779510, expected=4.000000 predicted=5.592204, expected=4.000000 predicted=5.251964, expected=8.000000 predicted=5.947330, expected=32.000000 predicted=10.255658, expected=8.000000 predicted=9.475476, expected=8.000000 predicted=11.518646, expected=12.000000 predicted=11.847489, expected=4.000000 predicted=12.149333, expected=4.000000 predicted=11.488867, expected=36.000000 predicted=11.537807, expected=8.000000 predicted=11.178978, expected=4.000000 predicted=12.552082, expected=4.000000 predicted=9.891832, expected=4.000000 predicted=10.118610, expected=28.000000 predicted=13.956252, expected=8.000000 predicted=8.547663, expected=32.000000 predicted=13.528290, expected=20.000000 predicted=15.006802, expected=8.000000 predicted=17.526148, expected=8.000000 predicted=17.515139, expected=4.000000 predicted=13.500805, expected=12.000000 predicted=14.305674, expected=4.000000 predicted=9.135296, expected=12.000000 predicted=8.207357, expected=12.000000 predicted=8.276120, expected=8.000000 predicted=8.825379, expected=24.000000 predicted=11.836405, expected=4.000000 predicted=10.419966, expected=4.000000 predicted=11.370903, expected=4.000000 predicted=8.964008, expected=12.000000 predicted=9.533318, expected=12.000000 predicted=9.748644, expected=4.000000 predicted=6.744019, expected=12.000000 predicted=8.004570, expected=12.000000 predicted=9.071433, expected=16.000000 predicted=11.427830, expected=4.000000 predicted=9.859167, expected=20.000000 predicted=11.518251, expected=8.000000 predicted=11.589652, expected=4.000000 predicted=11.274005, expected=4.000000 predicted=9.144675, expected=12.000000 predicted=8.711855, expected=20.000000 predicted=11.018570, expected=12.000000 predicted=9.844208, expected=20.000000 predicted=12.081365, expected=4.000000 predicted=11.834473, expected=16.000000 predicted=14.441960, expected=28.000000 predicted=16.010572, expected=8.000000 predicted=14.856209, expected=4.000000 predicted=13.802738, expected=4.000000 predicted=10.641386, expected=20.000000 predicted=13.537032, expected=8.000000 predicted=11.516065, expected=12.000000 predicted=9.604422, expected=4.000000 predicted=8.430356, expected=8.000000 predicted=9.779058, expected=8.000000 predicted=9.740185, expected=16.000000 predicted=9.332519, expected=20.000000 predicted=10.926717, expected=12.000000 predicted=11.281102, expected=20.000000 predicted=14.053847, expected=4.000000 predicted=13.275313, expected=8.000000 predicted=13.888127, expected=4.000000 predicted=11.098536, expected=8.000000 predicted=9.632103, expected=12.000000 predicted=9.019335, expected=12.000000 predicted=7.948259, expected=8.000000 predicted=8.604690, expected=4.000000 predicted=8.076083, expected=24.000000 predicted=11.258490, expected=4.000000 predicted=10.374838, expected=8.000000 predicted=10.532166, expected=12.000000 predicted=9.537232, expected=4.000000 predicted=9.688376, expected=4.000000 predicted=9.388710, expected=4.000000 predicted=5.928397, expected=8.000000 predicted=6.711726, expected=12.000000 predicted=7.095135, expected=8.000000 predicted=6.572019, expected=8.000000 predicted=7.372121, expected=8.000000 predicted=7.945442, expected=4.000000 predicted=8.090560, expected=8.000000 predicted=8.014358, expected=20.000000 predicted=9.071247, expected=8.000000 predicted=9.153121, expected=4.000000 predicted=8.961252, expected=8.000000 predicted=8.577476, expected=48.000000 predicted=15.669703, expected=40.000000 predicted=20.317016, expected=4.000000 predicted=18.503287, expected=12.000000 predicted=20.265888, expected=8.000000 predicted=20.779467, expected=4.000000 predicted=20.011359, expected=8.000000 predicted=12.311311, expected=12.000000 predicted=8.026521, expected=16.000000 predicted=9.955933, expected=4.000000 predicted=8.388039, expected=12.000000 predicted=9.683704, expected=8.000000 predicted=9.740716, expected=12.000000 predicted=10.924099, expected=4.000000 predicted=8.952555, expected=4.000000 predicted=7.597214, expected=4.000000 predicted=7.186258, expected=16.000000 predicted=8.184382, expected=12.000000 predicted=8.277351, expected=12.000000 predicted=8.778121, expected=4.000000 predicted=8.470998, expected=16.000000 predicted=11.084940, expected=24.000000 predicted=13.772608, expected=8.000000 predicted=12.403389, expected=4.000000 predicted=11.482021, expected=20.000000 predicted=13.014330, expected=4.000000 predicted=12.290923, expected=4.000000 predicted=10.911917, expected=12.000000 predicted=8.561846, expected=8.000000 predicted=8.643675, expected=16.000000 predicted=10.655397, expected=16.000000 predicted=9.752788, expected=20.000000 predicted=12.877296, expected=4.000000 predicted=12.337787, expected=12.000000 predicted=13.212171, expected=4.000000 predicted=11.646963, expected=8.000000 predicted=10.983828, expected=4.000000 predicted=8.274442, expected=12.000000 predicted=7.588421, expected=4.000000 predicted=6.953953, expected=12.000000 predicted=7.633500, expected=8.000000 predicted=7.686287, expected=4.000000 predicted=7.479258, expected=12.000000 predicted=8.685822, expected=4.000000 predicted=7.135246, expected=4.000000 predicted=7.477574, expected=4.000000 predicted=5.862145, expected=8.000000 predicted=6.099252, expected=28.000000 predicted=10.036172, expected=12.000000 predicted=9.448532, expected=16.000000 predicted=12.467361, expected=4.000000 predicted=11.680597, expected=16.000000 predicted=14.618277, expected=8.000000 predicted=13.479586, expected=8.000000 predicted=10.910386, expected=8.000000 predicted=9.781113, expected=12.000000 predicted=9.500152, expected=4.000000 predicted=9.073151, expected=8.000000 predicted=8.169635, expected=4.000000 predicted=7.149332, expected=4.000000 Test MSE: 65.256
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211])] predicted=64.244401, expected=16.000000 predicted=40.888427, expected=68.000000 predicted=56.951954, expected=96.000000 predicted=58.801595, expected=28.000000 predicted=43.878150, expected=16.000000 predicted=48.577663, expected=16.000000 predicted=28.427606, expected=28.000000 predicted=37.569820, expected=48.000000 predicted=50.746589, expected=100.000000 predicted=54.532190, expected=76.000000 predicted=49.220670, expected=68.000000 predicted=56.132429, expected=56.000000 predicted=56.892440, expected=36.000000 predicted=50.915426, expected=64.000000 predicted=72.277796, expected=32.000000 predicted=49.794535, expected=64.000000 predicted=60.243698, expected=36.000000 predicted=45.621330, expected=28.000000 predicted=37.456733, expected=48.000000 predicted=50.972051, expected=64.000000 predicted=45.331721, expected=32.000000 predicted=44.753119, expected=28.000000 predicted=38.490297, expected=28.000000 predicted=33.034395, expected=84.000000 predicted=55.889552, expected=56.000000 predicted=51.432348, expected=28.000000 predicted=39.432306, expected=20.000000 predicted=36.077636, expected=24.000000 predicted=30.507789, expected=24.000000 predicted=41.005091, expected=112.000000 predicted=66.070381, expected=80.000000 predicted=50.262346, expected=28.000000 predicted=40.379590, expected=20.000000 predicted=41.516051, expected=44.000000 predicted=40.671818, expected=52.000000 predicted=61.877641, expected=44.000000 predicted=51.257159, expected=80.000000 predicted=53.861778, expected=92.000000 predicted=57.947990, expected=64.000000 predicted=59.281921, expected=32.000000 predicted=54.079176, expected=80.000000 predicted=67.049617, expected=32.000000 predicted=52.570673, expected=48.000000 predicted=63.440642, expected=44.000000 predicted=52.219636, expected=88.000000 predicted=56.933704, expected=28.000000 predicted=50.710827, expected=48.000000 predicted=48.015945, expected=52.000000 predicted=51.575072, expected=12.000000 predicted=31.369680, expected=16.000000 predicted=46.370650, expected=44.000000 predicted=34.246953, expected=64.000000 predicted=44.599452, expected=48.000000 predicted=44.786343, expected=20.000000 predicted=28.386346, expected=44.000000 predicted=38.116733, expected=20.000000 predicted=31.911928, expected=28.000000 predicted=39.740558, expected=44.000000 predicted=40.522081, expected=60.000000 predicted=37.648461, expected=56.000000 predicted=46.944111, expected=36.000000 predicted=36.689498, expected=40.000000 predicted=41.352744, expected=64.000000 predicted=51.985592, expected=28.000000 predicted=41.830921, expected=44.000000 predicted=49.307661, expected=96.000000 predicted=61.485702, expected=76.000000 predicted=55.227107, expected=28.000000 predicted=52.825149, expected=72.000000 predicted=61.162026, expected=28.000000 predicted=40.901532, expected=44.000000 predicted=61.410398, expected=140.000000 predicted=90.427857, expected=120.000000 predicted=69.533457, expected=68.000000 predicted=79.093622, expected=24.000000 predicted=55.268099, expected=84.000000 predicted=73.598870, expected=32.000000 predicted=70.348350, expected=44.000000 predicted=70.529790, expected=44.000000 predicted=54.338523, expected=60.000000 predicted=42.785697, expected=48.000000 predicted=57.904500, expected=32.000000 predicted=38.435821, expected=32.000000 predicted=41.687244, expected=12.000000 predicted=29.982059, expected=16.000000 predicted=33.505789, expected=52.000000 predicted=40.849381, expected=68.000000 predicted=41.494297, expected=12.000000 predicted=26.153477, expected=40.000000 predicted=36.633281, expected=12.000000 predicted=21.332539, expected=12.000000 predicted=28.542094, expected=32.000000 predicted=39.934565, expected=48.000000 predicted=26.512982, expected=28.000000 predicted=30.647108, expected=28.000000 predicted=26.643842, expected=16.000000 predicted=21.051743, expected=20.000000 predicted=25.817822, expected=24.000000 predicted=30.328218, expected=40.000000 predicted=29.695400, expected=72.000000 predicted=43.638567, expected=68.000000 predicted=42.476591, expected=44.000000 predicted=41.145511, expected=52.000000 predicted=48.260189, expected=24.000000 predicted=38.343838, expected=8.000000 predicted=39.122494, expected=4.000000 predicted=32.293809, expected=20.000000 predicted=25.329728, expected=48.000000 predicted=36.727798, expected=48.000000 predicted=31.058455, expected=32.000000 predicted=26.077794, expected=28.000000 predicted=26.252418, expected=24.000000 predicted=27.023326, expected=40.000000 predicted=39.147350, expected=52.000000 predicted=43.234256, expected=36.000000 predicted=34.351791, expected=28.000000 predicted=33.261022, expected=28.000000 predicted=30.909930, expected=32.000000 predicted=34.208810, expected=52.000000 predicted=44.823224, expected=8.000000 predicted=23.790518, expected=44.000000 predicted=37.725140, expected=40.000000 predicted=33.069368, expected=28.000000 predicted=29.622988, expected=52.000000 predicted=48.198397, expected=76.000000 predicted=43.018563, expected=24.000000 predicted=36.386111, expected=40.000000 predicted=46.453285, expected=16.000000 predicted=28.925944, expected=52.000000 predicted=45.705903, expected=12.000000 predicted=36.840119, expected=24.000000 predicted=26.737420, expected=56.000000 predicted=42.814996, expected=48.000000 predicted=30.546349, expected=56.000000 predicted=50.420826, expected=68.000000 predicted=46.175393, expected=60.000000 predicted=47.459250, expected=36.000000 predicted=50.137658, expected=32.000000 predicted=45.609717, expected=24.000000 predicted=40.124919, expected=8.000000 predicted=33.517901, expected=20.000000 predicted=33.524110, expected=56.000000 predicted=37.634607, expected=60.000000 predicted=39.167197, expected=40.000000 predicted=35.810017, expected=52.000000 predicted=40.067635, expected=40.000000 predicted=36.773673, expected=16.000000 predicted=37.084090, expected=12.000000 predicted=35.470639, expected=48.000000 predicted=38.588075, expected=40.000000 predicted=36.760105, expected=32.000000 predicted=34.687338, expected=32.000000 predicted=30.295300, expected=32.000000 predicted=26.847609, expected=52.000000 predicted=44.728431, expected=48.000000 predicted=41.392719, expected=36.000000 predicted=37.101861, expected=40.000000 predicted=40.111074, expected=24.000000 predicted=31.554421, expected=32.000000 predicted=39.398367, expected=32.000000 predicted=36.516923, expected=36.000000 predicted=33.788501, expected=60.000000 predicted=45.652721, expected=36.000000 predicted=32.676701, expected=60.000000 predicted=47.940707, expected=12.000000 predicted=29.024122, expected=28.000000 predicted=35.538911, expected=28.000000 predicted=39.052061, expected=12.000000 predicted=22.142274, expected=68.000000 predicted=52.625815, expected=28.000000 predicted=22.317371, expected=36.000000 predicted=35.249789, expected=16.000000 predicted=28.159068, expected=36.000000 predicted=27.281142, expected=68.000000 predicted=54.850958, expected=24.000000 predicted=27.891327, expected=40.000000 predicted=41.627735, expected=88.000000 predicted=52.441393, expected=68.000000 predicted=50.062873, expected=32.000000 predicted=53.342691, expected=52.000000 predicted=49.733097, expected=68.000000 predicted=53.931511, expected=28.000000 predicted=51.443323, expected=48.000000 predicted=56.645427, expected=84.000000 predicted=56.670561, expected=72.000000 predicted=57.542604, expected=16.000000 predicted=47.707108, expected=36.000000 predicted=44.661233, expected=48.000000 predicted=45.710103, expected=24.000000 predicted=43.360120, expected=52.000000 predicted=54.324036, expected=100.000000 predicted=55.275210, expected=36.000000 predicted=38.925258, expected=48.000000 predicted=56.530667, expected=72.000000 predicted=54.554332, expected=56.000000 predicted=51.552878, expected=16.000000 predicted=55.251197, expected=16.000000 predicted=35.179461, expected=112.000000 predicted=68.107005, expected=64.000000 predicted=53.445231, expected=56.000000 predicted=60.414049, expected=20.000000 predicted=38.815747, expected=16.000000 predicted=28.850983, expected=24.000000 predicted=53.363059, expected=32.000000 predicted=37.091399, expected=56.000000 predicted=45.125002, expected=28.000000 predicted=26.374952, expected=32.000000 predicted=30.985040, expected=12.000000 predicted=24.181902, expected=64.000000 predicted=43.515613, expected=12.000000 predicted=28.995334, expected=32.000000 predicted=32.592881, expected=60.000000 predicted=43.772266, expected=56.000000 predicted=33.625359, expected=16.000000 predicted=40.273256, expected=36.000000 predicted=34.732785, expected=60.000000 predicted=43.624906, expected=44.000000 predicted=44.067027, expected=16.000000 predicted=38.093561, expected=48.000000 predicted=38.840586, expected=32.000000 predicted=32.538143, expected=40.000000 predicted=43.686038, expected=48.000000 predicted=44.089664, expected=60.000000 predicted=39.812065, expected=84.000000 predicted=61.328788, expected=80.000000 predicted=58.749465, expected=104.000000 predicted=76.037582, expected=80.000000 predicted=72.092030, expected=76.000000 predicted=76.591595, expected=12.000000 predicted=57.527833, expected=20.000000 predicted=53.534031, expected=56.000000 predicted=64.686557, expected=24.000000 predicted=38.548153, expected=32.000000 predicted=46.789817, expected=48.000000 predicted=34.494823, expected=20.000000 predicted=23.034880, expected=24.000000 predicted=37.955880, expected=44.000000 predicted=34.330709, expected=52.000000 predicted=37.372833, expected=16.000000 predicted=31.719484, expected=48.000000 predicted=39.271364, expected=44.000000 predicted=34.822093, expected=56.000000 predicted=45.705582, expected=48.000000 predicted=48.938861, expected=52.000000 predicted=41.151008, expected=32.000000 predicted=42.822287, expected=8.000000 predicted=30.994496, expected=12.000000 predicted=32.665916, expected=32.000000 predicted=32.002920, expected=36.000000 predicted=33.002110, expected=60.000000 predicted=40.899293, expected=8.000000 predicted=16.979767, expected=40.000000 predicted=33.613069, expected=56.000000 predicted=41.530283, expected=60.000000 predicted=42.974025, expected=16.000000 predicted=39.561262, expected=40.000000 predicted=35.385060, expected=20.000000 predicted=30.766478, expected=8.000000 predicted=27.896701, expected=48.000000 predicted=44.991669, expected=60.000000 predicted=33.441222, expected=32.000000 predicted=34.576962, expected=20.000000 predicted=30.460698, expected=20.000000 predicted=23.442056, expected=32.000000 predicted=34.184044, expected=64.000000 predicted=49.398251, expected=32.000000 predicted=31.284008, expected=16.000000 predicted=27.257450, expected=20.000000 predicted=27.542220, expected=16.000000 predicted=22.587321, expected=20.000000 predicted=32.027334, expected=20.000000 predicted=22.783983, expected=20.000000 predicted=18.237762, expected=52.000000 predicted=32.718905, expected=20.000000 predicted=19.625047, expected=44.000000 predicted=34.561574, expected=12.000000 predicted=21.724224, expected=32.000000 predicted=28.081493, expected=12.000000 predicted=28.394080, expected=24.000000 predicted=21.946449, expected=32.000000 predicted=32.145947, expected=36.000000 predicted=23.816730, expected=32.000000 predicted=31.099560, expected=40.000000 predicted=30.008949, expected=28.000000 predicted=28.838503, expected=20.000000 predicted=28.312843, expected=36.000000 predicted=34.786258, expected=24.000000 predicted=26.458268, expected=16.000000 predicted=26.733053, expected=28.000000 predicted=28.063831, expected=24.000000 predicted=21.588621, expected=12.000000 predicted=22.218487, expected=28.000000 predicted=25.734401, expected=20.000000 predicted=18.248068, expected=28.000000 predicted=25.588951, expected=48.000000 predicted=33.537259, expected=64.000000 predicted=37.179699, expected=56.000000 predicted=43.413196, expected=32.000000 predicted=36.376835, expected=8.000000 predicted=29.108120, expected=8.000000 predicted=29.286574, expected=32.000000 predicted=36.741134, expected=52.000000 predicted=40.131560, expected=16.000000 predicted=23.061259, expected=16.000000 predicted=21.339740, expected=16.000000 predicted=18.301456, expected=24.000000 predicted=23.628057, expected=28.000000 predicted=31.406612, expected=36.000000 predicted=25.493216, expected=40.000000 predicted=29.008783, expected=32.000000 predicted=27.657430, expected=40.000000 predicted=34.628531, expected=32.000000 predicted=32.073143, expected=20.000000 predicted=29.526838, expected=40.000000 predicted=38.208177, expected=48.000000 predicted=36.699620, expected=24.000000 predicted=31.189596, expected=28.000000 predicted=33.738451, expected=44.000000 predicted=34.004923, expected=36.000000 predicted=34.464999, expected=40.000000 predicted=41.301043, expected=44.000000 predicted=36.889654, expected=52.000000 predicted=40.863861, expected=68.000000 predicted=53.345189, expected=48.000000 predicted=45.207873, expected=20.000000 predicted=38.116233, expected=44.000000 predicted=47.135567, expected=44.000000 predicted=43.013740, expected=24.000000 predicted=39.750265, expected=56.000000 predicted=49.532245, expected=68.000000 predicted=43.784575, expected=32.000000 predicted=39.065051, expected=44.000000 predicted=49.166886, expected=40.000000 predicted=37.754378, expected=32.000000 predicted=40.901217, expected=20.000000 predicted=40.510526, expected=32.000000 predicted=32.630448, expected=60.000000 predicted=44.760148, expected=36.000000 predicted=35.033471, expected=20.000000 predicted=31.747070, expected=16.000000 predicted=26.087755, expected=16.000000 predicted=23.640354, expected=36.000000 predicted=37.211095, expected=120.000000 predicted=64.181965, expected=72.000000 predicted=45.102711, expected=48.000000 predicted=48.814000, expected=36.000000 predicted=46.766827, expected=44.000000 predicted=45.407917, expected=16.000000 predicted=54.455469, expected=24.000000 predicted=42.399083, expected=32.000000 predicted=35.554949, expected=84.000000 predicted=50.911138, expected=28.000000 predicted=34.232910, expected=44.000000 predicted=39.968532, expected=32.000000 predicted=36.227376, expected=16.000000 predicted=26.317071, expected=48.000000 predicted=55.058627, expected=36.000000 predicted=30.293777, expected=44.000000 predicted=40.820120, expected=36.000000 predicted=36.670252, expected=20.000000 predicted=24.792077, expected=52.000000 predicted=46.561191, expected=40.000000 predicted=35.530709, expected=64.000000 predicted=50.075077, expected=48.000000 predicted=44.306552, expected=80.000000 predicted=54.039077, expected=32.000000 predicted=45.877757, expected=24.000000 predicted=40.301133, expected=24.000000 predicted=44.153454, expected=20.000000 predicted=30.150907, expected=20.000000 predicted=38.617529, expected=52.000000 predicted=36.895223, expected=80.000000 predicted=46.365285, expected=32.000000 predicted=32.481533, expected=40.000000 predicted=41.550021, expected=44.000000 predicted=39.572779, expected=16.000000 predicted=32.656104, expected=40.000000 predicted=51.817769, expected=40.000000 predicted=34.485719, expected=36.000000 predicted=35.297324, expected=24.000000 predicted=34.720614, expected=56.000000 predicted=38.261316, expected=32.000000 predicted=34.295560, expected=24.000000 predicted=33.698971, expected=24.000000 predicted=32.818758, expected=32.000000 predicted=27.978341, expected=52.000000 predicted=44.913132, expected=32.000000 predicted=31.566977, expected=44.000000 predicted=37.520378, expected=48.000000 predicted=38.981986, expected=28.000000 predicted=32.533348, expected=80.000000 predicted=61.012165, expected=40.000000 predicted=38.074539, expected=40.000000 predicted=45.707102, expected=24.000000 predicted=41.090379, expected=20.000000 predicted=27.810795, expected=48.000000 predicted=51.849540, expected=28.000000 predicted=30.384616, expected=20.000000 predicted=30.282671, expected=28.000000 predicted=29.049250, expected=56.000000 predicted=35.625741, expected=48.000000 predicted=41.670818, expected=60.000000 predicted=45.711418, expected=20.000000 predicted=30.033125, expected=16.000000 predicted=30.249095, expected=56.000000 predicted=49.812518, expected=48.000000 predicted=39.865458, expected=40.000000 predicted=45.416257, expected=64.000000 predicted=46.974350, expected=44.000000 predicted=36.352100, expected=60.000000 predicted=56.436915, expected=28.000000 predicted=41.813407, expected=48.000000 predicted=46.358918, expected=40.000000 predicted=47.954951, expected=48.000000 predicted=44.057102, expected=32.000000 predicted=43.879896, expected=20.000000 predicted=29.481089, expected=44.000000 predicted=43.034230, expected=20.000000 predicted=28.122056, expected=40.000000 predicted=39.657868, expected=56.000000 predicted=41.455987, expected=20.000000 predicted=24.295803, expected=36.000000 predicted=41.227438, expected=36.000000 predicted=31.428567, expected=72.000000 predicted=49.498453, expected=36.000000 predicted=42.937163, expected=16.000000 predicted=28.912148, expected=84.000000 predicted=58.843099, expected=60.000000 predicted=44.168868, expected=28.000000 predicted=48.864078, expected=20.000000 predicted=39.170495, expected=36.000000 predicted=31.946505, expected=32.000000 Test MSE: 460.827
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454])] predicted=25.110052, expected=72.000000 predicted=41.663312, expected=40.000000 predicted=42.169476, expected=16.000000 predicted=33.733796, expected=40.000000 predicted=35.576765, expected=32.000000 predicted=30.652403, expected=28.000000 predicted=40.324379, expected=24.000000 predicted=29.828636, expected=20.000000 predicted=23.350680, expected=28.000000 predicted=28.919116, expected=24.000000 predicted=26.488391, expected=32.000000 predicted=27.010855, expected=32.000000 predicted=27.696422, expected=52.000000 predicted=33.567707, expected=24.000000 predicted=32.105830, expected=16.000000 predicted=25.677941, expected=56.000000 predicted=36.156869, expected=4.000000 predicted=28.710763, expected=40.000000 predicted=33.044410, expected=24.000000 predicted=27.204699, expected=28.000000 predicted=25.928551, expected=24.000000 predicted=31.617222, expected=24.000000 predicted=21.041852, expected=20.000000 predicted=26.762412, expected=32.000000 predicted=25.520359, expected=24.000000 predicted=26.040254, expected=40.000000 predicted=28.648465, expected=44.000000 predicted=33.044669, expected=32.000000 predicted=31.693410, expected=12.000000 predicted=27.390362, expected=32.000000 predicted=27.462421, expected=8.000000 predicted=26.239094, expected=20.000000 predicted=24.480880, expected=20.000000 predicted=21.674718, expected=36.000000 predicted=22.409605, expected=12.000000 predicted=22.720266, expected=16.000000 predicted=15.699410, expected=20.000000 predicted=19.508597, expected=20.000000 predicted=20.184953, expected=32.000000 predicted=25.758407, expected=36.000000 predicted=24.511408, expected=52.000000 predicted=32.337114, expected=12.000000 predicted=27.033649, expected=32.000000 predicted=26.989520, expected=40.000000 predicted=34.151196, expected=20.000000 predicted=31.333867, expected=20.000000 predicted=29.597074, expected=24.000000 predicted=21.843408, expected=28.000000 predicted=27.516774, expected=72.000000 predicted=40.953700, expected=16.000000 predicted=30.978436, expected=24.000000 predicted=26.271569, expected=20.000000 predicted=26.450140, expected=32.000000 predicted=30.004025, expected=20.000000 predicted=34.515199, expected=28.000000 predicted=22.601414, expected=12.000000 predicted=21.299559, expected=36.000000 predicted=24.362857, expected=32.000000 predicted=29.213464, expected=16.000000 predicted=22.891438, expected=32.000000 predicted=25.903182, expected=68.000000 predicted=35.773548, expected=32.000000 predicted=38.953160, expected=20.000000 predicted=30.679403, expected=36.000000 predicted=29.952043, expected=28.000000 predicted=33.704734, expected=32.000000 predicted=38.729763, expected=16.000000 predicted=26.285033, expected=28.000000 predicted=24.591379, expected=32.000000 predicted=29.907528, expected=20.000000 predicted=25.726515, expected=24.000000 predicted=25.246538, expected=28.000000 predicted=23.750655, expected=20.000000 predicted=24.847491, expected=36.000000 predicted=28.125681, expected=44.000000 predicted=30.825767, expected=68.000000 predicted=41.364037, expected=48.000000 predicted=43.373910, expected=28.000000 predicted=36.412528, expected=24.000000 predicted=35.743167, expected=20.000000 predicted=34.044185, expected=44.000000 predicted=41.374772, expected=48.000000 predicted=40.211065, expected=28.000000 predicted=32.460181, expected=40.000000 predicted=32.888363, expected=24.000000 predicted=30.696287, expected=40.000000 predicted=37.118240, expected=36.000000 predicted=37.871094, expected=16.000000 predicted=28.171563, expected=60.000000 predicted=38.343736, expected=16.000000 predicted=31.083800, expected=12.000000 predicted=26.688417, expected=60.000000 predicted=35.350002, expected=32.000000 predicted=33.210167, expected=28.000000 predicted=36.942583, expected=24.000000 predicted=25.594973, expected=20.000000 predicted=24.649450, expected=12.000000 predicted=29.203637, expected=20.000000 predicted=22.036047, expected=24.000000 predicted=22.279763, expected=8.000000 predicted=17.580974, expected=8.000000 predicted=13.660520, expected=28.000000 predicted=16.701073, expected=24.000000 predicted=20.601957, expected=20.000000 predicted=20.164802, expected=32.000000 predicted=20.244197, expected=24.000000 predicted=21.728095, expected=28.000000 predicted=26.325168, expected=48.000000 predicted=31.496254, expected=32.000000 predicted=31.254518, expected=32.000000 predicted=32.422841, expected=28.000000 predicted=29.897318, expected=40.000000 predicted=33.823839, expected=28.000000 predicted=35.670227, expected=56.000000 predicted=38.041807, expected=20.000000 predicted=33.482921, expected=48.000000 predicted=35.676892, expected=48.000000 predicted=41.808794, expected=12.000000 predicted=31.914708, expected=20.000000 predicted=31.953963, expected=36.000000 predicted=28.408234, expected=8.000000 predicted=28.407733, expected=44.000000 predicted=31.290922, expected=16.000000 predicted=21.943952, expected=44.000000 predicted=28.496300, expected=24.000000 predicted=30.142256, expected=16.000000 predicted=21.411857, expected=20.000000 predicted=26.613717, expected=16.000000 predicted=20.078927, expected=44.000000 predicted=30.971007, expected=44.000000 predicted=31.392697, expected=36.000000 predicted=30.475883, expected=24.000000 predicted=28.444046, expected=32.000000 predicted=29.097623, expected=20.000000 predicted=32.083826, expected=28.000000 predicted=30.736195, expected=32.000000 predicted=29.834849, expected=52.000000 predicted=33.910859, expected=24.000000 predicted=32.383253, expected=28.000000 predicted=28.020594, expected=16.000000 predicted=26.622423, expected=40.000000 predicted=31.486224, expected=20.000000 predicted=32.157795, expected=32.000000 predicted=26.498102, expected=24.000000 predicted=26.611839, expected=44.000000 predicted=29.354508, expected=40.000000 predicted=36.360823, expected=24.000000 predicted=29.171742, expected=24.000000 predicted=29.104043, expected=32.000000 predicted=29.335830, expected=16.000000 predicted=29.600854, expected=56.000000 predicted=35.227789, expected=44.000000 predicted=35.766812, expected=28.000000 predicted=32.589292, expected=24.000000 predicted=30.614631, expected=12.000000 predicted=24.059873, expected=16.000000 predicted=29.000243, expected=24.000000 predicted=25.965561, expected=24.000000 predicted=22.899479, expected=32.000000 predicted=24.089356, expected=16.000000 predicted=19.744380, expected=40.000000 predicted=25.361761, expected=24.000000 predicted=27.054256, expected=44.000000 predicted=30.939566, expected=12.000000 predicted=27.348607, expected=28.000000 predicted=24.094369, expected=52.000000 predicted=36.322138, expected=44.000000 predicted=36.481237, expected=56.000000 predicted=43.331474, expected=28.000000 predicted=33.765853, expected=48.000000 predicted=39.880483, expected=16.000000 predicted=38.553099, expected=28.000000 predicted=33.861759, expected=24.000000 predicted=33.748864, expected=32.000000 predicted=29.028057, expected=40.000000 predicted=34.907612, expected=32.000000 predicted=28.771995, expected=28.000000 predicted=29.853190, expected=20.000000 predicted=26.602965, expected=28.000000 predicted=28.600960, expected=40.000000 predicted=33.412847, expected=32.000000 predicted=31.725578, expected=20.000000 predicted=26.959203, expected=24.000000 predicted=24.629218, expected=28.000000 predicted=27.732363, expected=20.000000 predicted=27.790870, expected=16.000000 predicted=22.674186, expected=68.000000 predicted=32.825150, expected=52.000000 predicted=39.951658, expected=20.000000 predicted=33.048876, expected=16.000000 predicted=25.819539, expected=20.000000 predicted=25.752251, expected=32.000000 predicted=37.084247, expected=36.000000 predicted=33.707093, expected=32.000000 predicted=27.192712, expected=32.000000 predicted=27.303730, expected=48.000000 predicted=33.732914, expected=56.000000 predicted=42.099871, expected=36.000000 predicted=40.507475, expected=20.000000 predicted=33.297094, expected=24.000000 predicted=31.370253, expected=28.000000 predicted=34.409540, expected=44.000000 predicted=38.359807, expected=20.000000 predicted=29.662024, expected=44.000000 predicted=29.834633, expected=40.000000 predicted=34.125679, expected=16.000000 predicted=29.678173, expected=20.000000 predicted=28.689566, expected=32.000000 predicted=26.901200, expected=44.000000 predicted=36.034994, expected=44.000000 predicted=36.696966, expected=44.000000 predicted=33.873222, expected=24.000000 predicted=31.674344, expected=16.000000 predicted=29.361861, expected=28.000000 predicted=31.745650, expected=40.000000 predicted=34.923684, expected=68.000000 predicted=43.462598, expected=24.000000 predicted=33.978519, expected=16.000000 predicted=25.968084, expected=48.000000 predicted=35.285159, expected=12.000000 predicted=33.116742, expected=24.000000 predicted=33.366525, expected=24.000000 predicted=23.879165, expected=60.000000 predicted=33.113452, expected=20.000000 predicted=34.468819, expected=20.000000 predicted=22.792389, expected=44.000000 predicted=31.308255, expected=12.000000 predicted=27.701537, expected=24.000000 predicted=30.998690, expected=20.000000 predicted=21.988277, expected=56.000000 predicted=31.648910, expected=20.000000 predicted=32.258928, expected=24.000000 predicted=23.170910, expected=44.000000 predicted=31.340507, expected=28.000000 predicted=31.036496, expected=16.000000 predicted=31.535220, expected=20.000000 predicted=22.527688, expected=52.000000 predicted=32.129437, expected=64.000000 predicted=44.033894, expected=36.000000 predicted=37.684175, expected=64.000000 predicted=41.688055, expected=64.000000 predicted=49.843601, expected=48.000000 predicted=54.232050, expected=96.000000 predicted=66.403069, expected=60.000000 predicted=61.387313, expected=84.000000 predicted=70.420721, expected=92.000000 predicted=76.437568, expected=52.000000 predicted=68.170535, expected=12.000000 predicted=59.166903, expected=84.000000 predicted=61.272707, expected=36.000000 predicted=61.080894, expected=52.000000 predicted=57.808722, expected=84.000000 predicted=57.465401, expected=16.000000 predicted=41.640978, expected=100.000000 predicted=65.907270, expected=64.000000 predicted=59.768080, expected=28.000000 predicted=54.983800, expected=36.000000 predicted=51.521735, expected=40.000000 predicted=40.713535, expected=32.000000 predicted=52.739537, expected=36.000000 predicted=40.978528, expected=12.000000 predicted=27.695617, expected=28.000000 predicted=28.925225, expected=24.000000 predicted=28.628288, expected=48.000000 predicted=32.683937, expected=52.000000 predicted=37.777377, expected=64.000000 predicted=40.743563, expected=56.000000 predicted=46.740014, expected=64.000000 predicted=50.674632, expected=32.000000 predicted=49.722708, expected=12.000000 predicted=40.202891, expected=36.000000 predicted=40.992353, expected=68.000000 predicted=48.760376, expected=32.000000 predicted=45.431413, expected=28.000000 predicted=33.283317, expected=16.000000 predicted=25.665975, expected=24.000000 predicted=30.822375, expected=8.000000 predicted=29.721060, expected=40.000000 predicted=26.344325, expected=28.000000 predicted=26.353604, expected=36.000000 predicted=26.617859, expected=20.000000 predicted=25.321106, expected=16.000000 predicted=20.723490, expected=16.000000 predicted=24.617507, expected=28.000000 predicted=24.172482, expected=48.000000 predicted=31.729542, expected=36.000000 predicted=30.017855, expected=32.000000 predicted=28.868228, expected=20.000000 predicted=26.358496, expected=36.000000 predicted=31.591341, expected=16.000000 predicted=31.125868, expected=16.000000 predicted=24.714933, expected=12.000000 predicted=20.418129, expected=36.000000 predicted=23.336942, expected=44.000000 predicted=31.447247, expected=36.000000 predicted=28.890965, expected=32.000000 predicted=28.618420, expected=24.000000 predicted=27.063926, expected=24.000000 predicted=30.604476, expected=44.000000 predicted=35.640804, expected=40.000000 predicted=35.801771, expected=32.000000 predicted=33.372149, expected=32.000000 predicted=31.072007, expected=24.000000 predicted=29.864708, expected=36.000000 predicted=34.872058, expected=20.000000 predicted=30.386837, expected=12.000000 predicted=23.876487, expected=28.000000 predicted=24.754546, expected=28.000000 predicted=25.322155, expected=20.000000 predicted=25.363974, expected=8.000000 predicted=17.336811, expected=40.000000 predicted=22.402215, expected=40.000000 predicted=30.528558, expected=36.000000 predicted=31.306871, expected=44.000000 predicted=32.176095, expected=8.000000 predicted=24.501555, expected=36.000000 predicted=32.387957, expected=24.000000 predicted=31.013499, expected=40.000000 predicted=33.055753, expected=40.000000 predicted=35.093073, expected=20.000000 predicted=25.661012, expected=48.000000 predicted=35.184813, expected=20.000000 predicted=30.387295, expected=28.000000 predicted=31.894321, expected=48.000000 predicted=35.566402, expected=88.000000 predicted=47.697242, expected=20.000000 predicted=44.018699, expected=68.000000 predicted=43.402086, expected=44.000000 predicted=46.565311, expected=44.000000 predicted=50.375933, expected=20.000000 predicted=47.172150, expected=40.000000 predicted=34.926062, expected=56.000000 predicted=48.858834, expected=60.000000 predicted=48.085302, expected=72.000000 predicted=53.066037, expected=28.000000 predicted=42.487380, expected=20.000000 predicted=39.166002, expected=20.000000 predicted=37.602881, expected=44.000000 predicted=41.667055, expected=32.000000 predicted=40.691664, expected=40.000000 predicted=32.092225, expected=64.000000 predicted=38.970634, expected=64.000000 predicted=46.493345, expected=88.000000 predicted=60.526921, expected=44.000000 predicted=53.854103, expected=40.000000 predicted=50.612487, expected=44.000000 predicted=53.369704, expected=28.000000 predicted=48.421882, expected=16.000000 predicted=42.508929, expected=32.000000 predicted=32.554093, expected=32.000000 predicted=32.802518, expected=24.000000 predicted=30.651034, expected=24.000000 predicted=25.446918, expected=24.000000 predicted=23.557367, expected=16.000000 predicted=24.293679, expected=32.000000 predicted=26.124561, expected=24.000000 predicted=24.630128, expected=28.000000 predicted=25.179160, expected=32.000000 predicted=26.669796, expected=12.000000 predicted=21.778841, expected=24.000000 predicted=24.332361, expected=56.000000 predicted=32.241184, expected=20.000000 predicted=30.220680, expected=16.000000 predicted=25.026343, expected=64.000000 predicted=32.406696, expected=24.000000 predicted=34.182135, expected=32.000000 predicted=36.863654, expected=36.000000 predicted=30.234045, expected=32.000000 predicted=31.748677, expected=32.000000 predicted=38.714363, expected=24.000000 predicted=28.252881, expected=28.000000 predicted=29.549880, expected=24.000000 predicted=28.840800, expected=52.000000 predicted=34.464884, expected=16.000000 predicted=29.651310, expected=24.000000 predicted=25.901839, expected=20.000000 predicted=25.023272, expected=60.000000 predicted=34.859948, expected=24.000000 predicted=36.333010, expected=32.000000 predicted=28.046936, expected=20.000000 predicted=27.102477, expected=28.000000 predicted=27.815810, expected=20.000000 predicted=31.923290, expected=36.000000 predicted=27.152638, expected=32.000000 predicted=29.747827, expected=52.000000 predicted=33.534274, expected=48.000000 predicted=38.542613, expected=44.000000 predicted=38.435610, expected=36.000000 predicted=39.888031, expected=32.000000 predicted=37.473884, expected=28.000000 predicted=38.399274, expected=8.000000 predicted=29.717383, expected=24.000000 predicted=27.330101, expected=8.000000 predicted=21.519871, expected=4.000000 predicted=15.931658, expected=44.000000 predicted=22.465719, expected=16.000000 predicted=18.656853, expected=24.000000 predicted=21.231643, expected=32.000000 predicted=21.113075, expected=40.000000 predicted=26.701724, expected=48.000000 predicted=38.257620, expected=20.000000 predicted=28.583114, expected=4.000000 predicted=22.552788, expected=24.000000 predicted=24.625657, expected=28.000000 predicted=28.285200, expected=36.000000 predicted=31.183561, expected=36.000000 predicted=27.116498, expected=20.000000 predicted=22.540733, expected=16.000000 predicted=23.651582, expected=32.000000 predicted=27.013465, expected=36.000000 predicted=31.412724, expected=16.000000 predicted=26.701719, expected=20.000000 predicted=21.463800, expected=44.000000 predicted=27.548311, expected=24.000000 predicted=29.856351, expected=16.000000 predicted=25.547433, expected=36.000000 predicted=24.949622, expected=28.000000 predicted=27.609602, expected=28.000000 predicted=30.937507, expected=36.000000 predicted=28.589472, expected=20.000000 predicted=25.502627, expected=28.000000 predicted=28.939893, expected=12.000000 predicted=23.292665, expected=28.000000 predicted=24.698789, expected=24.000000 predicted=25.871115, expected=40.000000 predicted=27.127707, expected=24.000000 predicted=27.173628, expected=28.000000 predicted=24.536047, expected=4.000000 predicted=21.561919, expected=16.000000 predicted=19.653681, expected=20.000000 predicted=22.718076, expected=12.000000 Test MSE: 259.114
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582])] predicted=55.927246, expected=68.000000 predicted=56.811712, expected=36.000000 predicted=46.631075, expected=20.000000 predicted=31.871209, expected=60.000000 predicted=54.708983, expected=56.000000 predicted=48.756004, expected=88.000000 predicted=78.688558, expected=196.000000 predicted=131.336588, expected=128.000000 predicted=106.120892, expected=64.000000 predicted=86.498219, expected=124.000000 predicted=97.555931, expected=68.000000 predicted=73.423250, expected=52.000000 predicted=100.218896, expected=104.000000 predicted=101.081826, expected=168.000000 predicted=120.959886, expected=168.000000 predicted=155.275721, expected=52.000000 predicted=83.545429, expected=72.000000 predicted=72.042650, expected=64.000000 predicted=68.195056, expected=72.000000 predicted=94.878301, expected=80.000000 predicted=103.332007, expected=136.000000 predicted=102.075356, expected=156.000000 predicted=126.586857, expected=96.000000 predicted=100.477330, expected=84.000000 predicted=89.750935, expected=120.000000 predicted=100.073874, expected=112.000000 predicted=115.063484, expected=184.000000 predicted=165.832217, expected=192.000000 predicted=160.527908, expected=212.000000 predicted=176.464376, expected=60.000000 predicted=106.299975, expected=72.000000 predicted=91.315118, expected=104.000000 predicted=112.106078, expected=72.000000 predicted=104.772271, expected=64.000000 predicted=111.942595, expected=156.000000 predicted=112.422207, expected=128.000000 predicted=110.011397, expected=84.000000 predicted=104.677952, expected=64.000000 predicted=74.354242, expected=116.000000 predicted=89.244169, expected=84.000000 predicted=104.125466, expected=148.000000 predicted=135.632389, expected=212.000000 predicted=161.301263, expected=188.000000 predicted=156.080682, expected=76.000000 predicted=114.998635, expected=44.000000 predicted=68.113217, expected=104.000000 predicted=100.471635, expected=92.000000 predicted=118.562968, expected=116.000000 predicted=136.025279, expected=108.000000 predicted=100.762654, expected=80.000000 predicted=75.801071, expected=100.000000 predicted=99.995170, expected=76.000000 predicted=81.502211, expected=108.000000 predicted=106.378489, expected=72.000000 predicted=86.080432, expected=108.000000 predicted=96.874991, expected=136.000000 predicted=118.157037, expected=96.000000 predicted=96.224271, expected=60.000000 predicted=85.503563, expected=56.000000 predicted=62.088471, expected=144.000000 predicted=115.241580, expected=108.000000 predicted=115.307265, expected=84.000000 predicted=98.767567, expected=108.000000 predicted=93.298283, expected=72.000000 predicted=69.263806, expected=56.000000 predicted=86.562581, expected=72.000000 predicted=79.443928, expected=80.000000 predicted=76.382449, expected=72.000000 predicted=83.488765, expected=104.000000 predicted=91.054514, expected=156.000000 predicted=116.600720, expected=112.000000 predicted=106.601558, expected=72.000000 predicted=88.243756, expected=96.000000 predicted=87.131071, expected=112.000000 predicted=101.399247, expected=104.000000 predicted=119.113559, expected=124.000000 predicted=119.752059, expected=164.000000 predicted=130.027434, expected=100.000000 predicted=108.254522, expected=132.000000 predicted=128.109249, expected=112.000000 predicted=109.229133, expected=120.000000 predicted=120.279924, expected=96.000000 predicted=119.489058, expected=168.000000 predicted=137.386649, expected=172.000000 predicted=154.702827, expected=104.000000 predicted=120.990842, expected=132.000000 predicted=131.508564, expected=92.000000 predicted=94.505363, expected=92.000000 predicted=115.137541, expected=80.000000 predicted=107.427314, expected=152.000000 predicted=125.031076, expected=96.000000 predicted=111.064527, expected=72.000000 predicted=89.019567, expected=96.000000 predicted=92.164782, expected=100.000000 predicted=88.246622, expected=164.000000 predicted=149.928372, expected=128.000000 predicted=122.453180, expected=176.000000 predicted=144.200568, expected=120.000000 predicted=120.710828, expected=132.000000 predicted=125.496808, expected=36.000000 predicted=87.653380, expected=72.000000 predicted=85.756105, expected=96.000000 predicted=107.970160, expected=16.000000 predicted=56.028525, expected=108.000000 predicted=106.711743, expected=64.000000 predicted=54.521709, expected=116.000000 predicted=98.858039, expected=44.000000 predicted=70.009412, expected=68.000000 predicted=54.172762, expected=48.000000 predicted=65.453961, expected=48.000000 predicted=51.988295, expected=52.000000 predicted=69.422484, expected=80.000000 predicted=63.660780, expected=96.000000 predicted=83.784959, expected=56.000000 predicted=61.573070, expected=56.000000 predicted=58.145292, expected=92.000000 predicted=72.683159, expected=56.000000 predicted=65.376956, expected=52.000000 predicted=69.412146, expected=88.000000 predicted=72.251212, expected=64.000000 predicted=62.046488, expected=24.000000 predicted=53.753411, expected=52.000000 predicted=50.734134, expected=80.000000 predicted=62.053345, expected=44.000000 predicted=61.057310, expected=72.000000 predicted=69.723103, expected=64.000000 predicted=51.445454, expected=76.000000 predicted=67.506690, expected=40.000000 predicted=57.834733, expected=24.000000 predicted=34.957410, expected=56.000000 predicted=54.319579, expected=32.000000 predicted=40.914864, expected=56.000000 predicted=59.951275, expected=88.000000 predicted=67.186947, expected=108.000000 predicted=78.902061, expected=36.000000 predicted=56.075503, expected=44.000000 predicted=45.970763, expected=44.000000 predicted=43.728274, expected=40.000000 predicted=51.679573, expected=52.000000 predicted=66.463107, expected=44.000000 predicted=42.109248, expected=68.000000 predicted=57.840817, expected=28.000000 predicted=38.205105, expected=24.000000 predicted=32.599273, expected=48.000000 predicted=43.869560, expected=16.000000 predicted=26.146488, expected=48.000000 predicted=51.067782, expected=44.000000 predicted=37.355998, expected=72.000000 predicted=53.922570, expected=24.000000 predicted=38.783641, expected=56.000000 predicted=43.089274, expected=68.000000 predicted=56.725956, expected=28.000000 predicted=38.594582, expected=52.000000 predicted=57.872660, expected=56.000000 predicted=42.916317, expected=144.000000 predicted=102.627148, expected=44.000000 predicted=64.680484, expected=52.000000 predicted=54.825024, expected=68.000000 predicted=58.471379, expected=32.000000 predicted=40.457374, expected=48.000000 predicted=75.845662, expected=56.000000 predicted=48.821433, expected=24.000000 predicted=36.521119, expected=56.000000 predicted=56.663006, expected=52.000000 predicted=43.575514, expected=56.000000 predicted=53.597940, expected=40.000000 predicted=48.251379, expected=60.000000 predicted=47.159434, expected=64.000000 predicted=59.014701, expected=68.000000 predicted=62.864341, expected=20.000000 predicted=39.667621, expected=40.000000 predicted=39.721840, expected=56.000000 predicted=50.511531, expected=20.000000 predicted=36.985766, expected=12.000000 predicted=33.219490, expected=44.000000 predicted=30.536073, expected=72.000000 predicted=53.791667, expected=32.000000 predicted=45.555724, expected=28.000000 predicted=31.790777, expected=24.000000 predicted=20.559443, expected=20.000000 predicted=25.782292, expected=60.000000 predicted=55.927108, expected=60.000000 predicted=49.031510, expected=40.000000 predicted=42.098513, expected=44.000000 predicted=40.505831, expected=84.000000 predicted=57.263194, expected=40.000000 predicted=50.395064, expected=16.000000 predicted=37.905147, expected=52.000000 predicted=42.939642, expected=60.000000 predicted=48.465980, expected=56.000000 predicted=64.954657, expected=100.000000 predicted=77.207987, expected=72.000000 predicted=58.445769, expected=128.000000 predicted=100.323635, expected=56.000000 predicted=67.097898, expected=124.000000 predicted=98.658321, expected=84.000000 predicted=90.283960, expected=96.000000 predicted=90.029461, expected=92.000000 predicted=103.097906, expected=40.000000 predicted=53.375634, expected=88.000000 predicted=92.945704, expected=92.000000 predicted=83.063820, expected=48.000000 predicted=69.790129, expected=132.000000 predicted=110.143419, expected=136.000000 predicted=100.583376, expected=148.000000 predicted=131.326477, expected=496.000000 predicted=322.340720, expected=244.000000 predicted=215.837589, expected=540.000000 predicted=401.496567, expected=356.000000 predicted=322.440574, expected=284.000000 predicted=280.346749, expected=244.000000 predicted=325.234074, expected=320.000000 predicted=273.968414, expected=432.000000 predicted=429.732358, expected=512.000000 predicted=451.761891, expected=532.000000 predicted=466.314107, expected=192.000000 predicted=281.551786, expected=48.000000 predicted=167.012766, expected=96.000000 predicted=173.312575, expected=148.000000 predicted=230.541544, expected=308.000000 predicted=345.643266, expected=276.000000 predicted=254.929893, expected=76.000000 predicted=111.272562, expected=68.000000 predicted=85.542492, expected=64.000000 predicted=83.551197, expected=60.000000 predicted=130.640575, expected=60.000000 predicted=119.600845, expected=72.000000 predicted=70.772117, expected=48.000000 predicted=57.294033, expected=112.000000 predicted=88.561157, expected=60.000000 predicted=65.852960, expected=32.000000 predicted=49.147696, expected=36.000000 predicted=44.829547, expected=48.000000 predicted=44.993103, expected=64.000000 predicted=73.693461, expected=52.000000 predicted=55.846907, expected=80.000000 predicted=62.661028, expected=64.000000 predicted=57.567395, expected=44.000000 predicted=50.339717, expected=76.000000 predicted=67.244925, expected=72.000000 predicted=65.244123, expected=40.000000 predicted=57.923341, expected=56.000000 predicted=56.552054, expected=80.000000 predicted=64.105154, expected=64.000000 predicted=69.557297, expected=32.000000 predicted=50.169117, expected=64.000000 predicted=52.607129, expected=56.000000 predicted=55.069660, expected=28.000000 predicted=48.658361, expected=52.000000 predicted=51.867351, expected=60.000000 predicted=48.916109, expected=32.000000 predicted=46.174979, expected=24.000000 predicted=35.690324, expected=28.000000 predicted=26.822339, expected=64.000000 predicted=53.660196, expected=36.000000 predicted=45.961266, expected=84.000000 predicted=63.200423, expected=32.000000 predicted=36.198314, expected=68.000000 predicted=54.259825, expected=44.000000 predicted=50.637378, expected=68.000000 predicted=57.000526, expected=36.000000 predicted=53.156466, expected=16.000000 predicted=26.295223, expected=32.000000 predicted=38.881621, expected=64.000000 predicted=51.285954, expected=64.000000 predicted=63.887638, expected=44.000000 predicted=46.249537, expected=52.000000 predicted=41.575277, expected=68.000000 predicted=54.275292, expected=36.000000 predicted=48.999675, expected=48.000000 predicted=52.077897, expected=68.000000 predicted=56.241301, expected=72.000000 predicted=65.139891, expected=48.000000 predicted=58.170039, expected=40.000000 predicted=41.637446, expected=56.000000 predicted=50.604665, expected=12.000000 predicted=34.448962, expected=36.000000 predicted=43.914209, expected=64.000000 predicted=51.988425, expected=48.000000 predicted=48.017161, expected=16.000000 predicted=34.275957, expected=52.000000 predicted=35.483984, expected=52.000000 predicted=44.951162, expected=24.000000 predicted=41.024972, expected=36.000000 predicted=38.348100, expected=84.000000 predicted=55.113296, expected=40.000000 predicted=49.289921, expected=40.000000 predicted=46.715443, expected=40.000000 predicted=34.403729, expected=52.000000 predicted=45.373413, expected=24.000000 predicted=44.930794, expected=44.000000 predicted=40.859341, expected=56.000000 predicted=47.583312, expected=36.000000 predicted=40.657464, expected=32.000000 predicted=39.473674, expected=32.000000 predicted=29.425593, expected=36.000000 predicted=37.270457, expected=28.000000 predicted=36.852789, expected=56.000000 predicted=45.763919, expected=64.000000 predicted=52.062429, expected=16.000000 predicted=29.543039, expected=20.000000 predicted=26.227201, expected=44.000000 predicted=33.643264, expected=32.000000 predicted=39.581829, expected=44.000000 predicted=48.398906, expected=76.000000 predicted=52.645148, expected=52.000000 predicted=46.308944, expected=24.000000 predicted=36.691195, expected=24.000000 predicted=26.944231, expected=28.000000 predicted=30.834053, expected=36.000000 predicted=45.187283, expected=24.000000 predicted=33.487381, expected=80.000000 predicted=55.032468, expected=60.000000 predicted=50.600017, expected=56.000000 predicted=51.516866, expected=8.000000 predicted=24.216913, expected=36.000000 predicted=29.798515, expected=40.000000 predicted=47.491550, expected=28.000000 predicted=39.407071, expected=56.000000 predicted=51.462936, expected=56.000000 predicted=41.029711, expected=48.000000 predicted=46.860505, expected=16.000000 predicted=28.864500, expected=16.000000 predicted=20.649047, expected=28.000000 predicted=32.543878, expected=16.000000 predicted=28.455553, expected=56.000000 predicted=47.228276, expected=36.000000 predicted=31.775127, expected=72.000000 predicted=51.955638, expected=56.000000 predicted=48.904210, expected=64.000000 predicted=51.063628, expected=36.000000 predicted=45.841184, expected=64.000000 predicted=52.711240, expected=40.000000 predicted=51.061798, expected=48.000000 predicted=50.581804, expected=92.000000 predicted=75.119174, expected=24.000000 predicted=37.866895, expected=16.000000 predicted=35.226002, expected=60.000000 predicted=44.931587, expected=52.000000 predicted=49.829702, expected=8.000000 predicted=40.727533, expected=32.000000 predicted=27.389902, expected=64.000000 predicted=42.407316, expected=60.000000 predicted=59.574882, expected=52.000000 predicted=54.499215, expected=68.000000 predicted=48.902059, expected=20.000000 predicted=31.108428, expected=88.000000 predicted=71.630968, expected=104.000000 predicted=84.156142, expected=80.000000 predicted=77.651227, expected=16.000000 predicted=43.923046, expected=32.000000 predicted=28.535295, expected=40.000000 predicted=49.191640, expected=48.000000 predicted=61.703563, expected=44.000000 predicted=54.326201, expected=64.000000 predicted=47.491111, expected=104.000000 predicted=75.677173, expected=68.000000 predicted=65.358673, expected=48.000000 predicted=54.647969, expected=52.000000 predicted=49.314174, expected=60.000000 predicted=58.848349, expected=44.000000 predicted=63.010852, expected=104.000000 predicted=84.034609, expected=52.000000 predicted=56.974863, expected=28.000000 predicted=43.264258, expected=56.000000 predicted=51.969701, expected=96.000000 predicted=72.088907, expected=92.000000 predicted=94.486967, expected=112.000000 predicted=93.080733, expected=116.000000 predicted=90.074027, expected=104.000000 predicted=93.406411, expected=76.000000 predicted=87.527152, expected=144.000000 predicted=118.423594, expected=60.000000 predicted=85.633258, expected=28.000000 predicted=64.310475, expected=44.000000 predicted=57.313203, expected=76.000000 predicted=68.163567, expected=48.000000 predicted=78.104691, expected=24.000000 predicted=40.618257, expected=32.000000 predicted=30.115999, expected=48.000000 predicted=42.775658, expected=28.000000 predicted=43.997869, expected=36.000000 predicted=39.230803, expected=64.000000 predicted=46.928971, expected=60.000000 predicted=51.613136, expected=32.000000 predicted=42.445691, expected=36.000000 predicted=34.573225, expected=60.000000 predicted=48.032019, expected=76.000000 predicted=68.370258, expected=68.000000 predicted=66.955841, expected=112.000000 predicted=82.883511, expected=76.000000 predicted=69.200898, expected=28.000000 predicted=48.686782, expected=80.000000 predicted=71.224929, expected=36.000000 predicted=48.744203, expected=44.000000 predicted=64.651750, expected=32.000000 predicted=44.883280, expected=64.000000 predicted=48.843117, expected=64.000000 predicted=66.292663, expected=32.000000 predicted=39.736869, expected=60.000000 predicted=52.265689, expected=40.000000 predicted=39.180654, expected=48.000000 Test MSE: 2075.468
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543])] predicted=25.079895, expected=48.000000 predicted=34.928519, expected=40.000000 predicted=38.794494, expected=28.000000 predicted=31.211418, expected=24.000000 predicted=25.338900, expected=8.000000 predicted=20.253182, expected=24.000000 predicted=26.230082, expected=8.000000 predicted=18.976934, expected=28.000000 predicted=21.740981, expected=48.000000 predicted=32.131357, expected=36.000000 predicted=31.357606, expected=8.000000 predicted=17.685765, expected=44.000000 predicted=30.469576, expected=12.000000 predicted=27.705030, expected=16.000000 predicted=22.089487, expected=108.000000 predicted=57.959825, expected=136.000000 predicted=90.142864, expected=32.000000 predicted=50.836624, expected=44.000000 predicted=42.006166, expected=16.000000 predicted=44.911346, expected=8.000000 predicted=44.815757, expected=4.000000 predicted=28.424102, expected=32.000000 predicted=26.645623, expected=40.000000 predicted=32.135992, expected=40.000000 predicted=29.623576, expected=16.000000 predicted=19.542409, expected=28.000000 predicted=24.599536, expected=40.000000 predicted=36.015980, expected=36.000000 predicted=36.184508, expected=72.000000 predicted=49.180292, expected=72.000000 predicted=55.283618, expected=80.000000 predicted=63.184096, expected=32.000000 predicted=46.537964, expected=12.000000 predicted=33.656881, expected=44.000000 predicted=48.024904, expected=24.000000 predicted=42.108372, expected=16.000000 predicted=28.454897, expected=36.000000 predicted=28.521747, expected=44.000000 predicted=36.229914, expected=8.000000 predicted=22.920245, expected=16.000000 predicted=17.954730, expected=20.000000 predicted=22.215520, expected=24.000000 predicted=26.247329, expected=36.000000 predicted=28.960294, expected=16.000000 predicted=19.141703, expected=32.000000 predicted=24.994077, expected=12.000000 predicted=20.107489, expected=28.000000 predicted=25.065074, expected=32.000000 predicted=28.779980, expected=36.000000 predicted=30.277987, expected=24.000000 predicted=26.045597, expected=44.000000 predicted=32.961761, expected=16.000000 predicted=26.562281, expected=8.000000 predicted=18.860017, expected=48.000000 predicted=34.379377, expected=40.000000 predicted=37.152412, expected=24.000000 predicted=28.179673, expected=36.000000 predicted=28.318156, expected=40.000000 predicted=35.675972, expected=32.000000 predicted=36.271060, expected=52.000000 predicted=41.448628, expected=16.000000 predicted=28.599779, expected=12.000000 predicted=22.717476, expected=36.000000 predicted=31.951342, expected=32.000000 predicted=33.660549, expected=36.000000 predicted=32.976086, expected=36.000000 predicted=29.876980, expected=24.000000 predicted=27.307548, expected=20.000000 predicted=26.221322, expected=72.000000 predicted=48.125650, expected=40.000000 predicted=42.747937, expected=84.000000 predicted=56.659946, expected=24.000000 predicted=38.408171, expected=40.000000 predicted=40.620729, expected=40.000000 predicted=46.695787, expected=12.000000 predicted=33.136372, expected=32.000000 predicted=34.732421, expected=44.000000 predicted=37.112799, expected=44.000000 predicted=40.440482, expected=20.000000 predicted=27.623129, expected=56.000000 predicted=38.930477, expected=32.000000 predicted=38.507431, expected=24.000000 predicted=32.028949, expected=28.000000 predicted=30.260094, expected=56.000000 predicted=43.208778, expected=40.000000 predicted=42.464977, expected=36.000000 predicted=34.849690, expected=24.000000 predicted=29.597000, expected=16.000000 predicted=27.081652, expected=12.000000 predicted=24.592757, expected=16.000000 predicted=21.763725, expected=28.000000 predicted=24.866338, expected=64.000000 predicted=40.076754, expected=20.000000 predicted=26.494389, expected=20.000000 predicted=20.641055, expected=12.000000 predicted=20.022136, expected=36.000000 predicted=32.748790, expected=32.000000 predicted=33.807544, expected=32.000000 predicted=27.501788, expected=56.000000 predicted=38.387996, expected=36.000000 predicted=36.062697, expected=8.000000 predicted=23.761856, expected=4.000000 predicted=17.164179, expected=24.000000 predicted=26.117299, expected=44.000000 predicted=36.943229, expected=40.000000 predicted=32.638543, expected=16.000000 predicted=19.134596, expected=4.000000 predicted=13.062628, expected=12.000000 predicted=18.807253, expected=8.000000 predicted=18.490553, expected=32.000000 predicted=23.854902, expected=28.000000 predicted=21.849494, expected=16.000000 predicted=15.956632, expected=40.000000 predicted=26.373835, expected=4.000000 predicted=17.077742, expected=8.000000 predicted=15.113878, expected=16.000000 predicted=17.335484, expected=44.000000 predicted=30.532283, expected=20.000000 predicted=23.812549, expected=64.000000 predicted=35.875821, expected=44.000000 predicted=37.909206, expected=8.000000 predicted=23.548820, expected=24.000000 predicted=26.840346, expected=8.000000 predicted=22.779709, expected=40.000000 predicted=35.483916, expected=68.000000 predicted=46.068351, expected=24.000000 predicted=29.243566, expected=64.000000 predicted=41.732448, expected=16.000000 predicted=30.733413, expected=4.000000 predicted=24.202248, expected=8.000000 predicted=21.693636, expected=36.000000 predicted=30.871351, expected=20.000000 predicted=27.272126, expected=28.000000 predicted=20.453212, expected=20.000000 predicted=18.390035, expected=12.000000 predicted=17.387798, expected=16.000000 predicted=19.584574, expected=8.000000 predicted=14.901793, expected=20.000000 predicted=18.310474, expected=28.000000 predicted=21.615803, expected=56.000000 predicted=34.652017, expected=36.000000 predicted=31.533601, expected=12.000000 predicted=19.484866, expected=8.000000 predicted=17.214914, expected=56.000000 predicted=40.525586, expected=24.000000 predicted=34.810036, expected=36.000000 predicted=29.407785, expected=32.000000 predicted=27.627896, expected=32.000000 predicted=31.604988, expected=20.000000 predicted=29.464178, expected=28.000000 predicted=27.515853, expected=12.000000 predicted=22.783641, expected=8.000000 predicted=17.083501, expected=52.000000 predicted=33.605469, expected=24.000000 predicted=27.691812, expected=52.000000 predicted=34.995270, expected=32.000000 predicted=30.295481, expected=4.000000 predicted=19.603500, expected=40.000000 predicted=33.279275, expected=12.000000 predicted=25.605815, expected=56.000000 predicted=40.108405, expected=24.000000 predicted=28.684689, expected=32.000000 predicted=27.373540, expected=4.000000 predicted=19.485231, expected=8.000000 predicted=16.703138, expected=16.000000 predicted=21.986181, expected=12.000000 predicted=16.806501, expected=64.000000 predicted=35.719083, expected=12.000000 predicted=20.361683, expected=8.000000 predicted=12.104095, expected=32.000000 predicted=23.254491, expected=8.000000 predicted=21.867484, expected=12.000000 predicted=19.263197, expected=20.000000 predicted=15.709826, expected=40.000000 predicted=27.564098, expected=36.000000 predicted=29.997670, expected=20.000000 predicted=20.813810, expected=24.000000 predicted=22.292271, expected=28.000000 predicted=28.093264, expected=108.000000 predicted=64.327587, expected=316.000000 predicted=175.799269, expected=52.000000 predicted=90.564679, expected=32.000000 predicted=51.555194, expected=52.000000 predicted=72.419488, expected=20.000000 predicted=91.711255, expected=28.000000 predicted=81.415976, expected=12.000000 predicted=25.782751, expected=36.000000 predicted=32.709343, expected=76.000000 predicted=51.314563, expected=20.000000 predicted=30.512179, expected=28.000000 predicted=27.908339, expected=36.000000 predicted=32.713146, expected=32.000000 predicted=39.018151, expected=76.000000 predicted=55.292604, expected=48.000000 predicted=43.767439, expected=92.000000 predicted=63.562025, expected=96.000000 predicted=73.359472, expected=124.000000 predicted=94.193502, expected=136.000000 predicted=108.196149, expected=92.000000 predicted=95.937947, expected=160.000000 predicted=127.397409, expected=196.000000 predicted=157.255446, expected=100.000000 predicted=127.908470, expected=108.000000 predicted=117.483728, expected=68.000000 predicted=100.830583, expected=104.000000 predicted=120.208267, expected=128.000000 predicted=123.060748, expected=92.000000 predicted=101.031434, expected=4.000000 predicted=54.055308, expected=24.000000 predicted=49.696712, expected=16.000000 predicted=48.716190, expected=36.000000 predicted=49.892757, expected=20.000000 predicted=27.779183, expected=12.000000 predicted=16.129474, expected=12.000000 predicted=15.817653, expected=16.000000 predicted=18.521539, expected=16.000000 predicted=18.273873, expected=4.000000 predicted=10.070527, expected=4.000000 predicted=7.592582, expected=8.000000 predicted=9.236290, expected=4.000000 predicted=7.769731, expected=28.000000 predicted=16.440402, expected=4.000000 predicted=7.877305, expected=8.000000 predicted=8.045644, expected=4.000000 predicted=6.365317, expected=16.000000 predicted=13.525810, expected=8.000000 predicted=10.430768, expected=8.000000 predicted=7.838434, expected=52.000000 predicted=27.789535, expected=8.000000 predicted=15.633789, expected=12.000000 predicted=13.676555, expected=8.000000 predicted=11.093123, expected=8.000000 predicted=15.311501, expected=8.000000 predicted=12.926974, expected=12.000000 predicted=10.412479, expected=16.000000 predicted=12.637016, expected=16.000000 predicted=13.101738, expected=16.000000 predicted=13.605923, expected=12.000000 predicted=12.660480, expected=12.000000 predicted=13.112709, expected=4.000000 predicted=9.637704, expected=28.000000 predicted=19.055944, expected=20.000000 predicted=17.958512, expected=24.000000 predicted=19.291552, expected=20.000000 predicted=17.639870, expected=4.000000 predicted=12.567087, expected=8.000000 predicted=13.156061, expected=40.000000 predicted=26.744228, expected=4.000000 predicted=14.544498, expected=12.000000 predicted=12.036819, expected=20.000000 predicted=15.105980, expected=24.000000 predicted=22.216277, expected=16.000000 predicted=17.962433, expected=16.000000 predicted=14.825550, expected=16.000000 predicted=16.643416, expected=12.000000 predicted=15.880115, expected=4.000000 predicted=10.800108, expected=4.000000 predicted=8.413123, expected=12.000000 predicted=11.245387, expected=12.000000 predicted=11.382254, expected=12.000000 predicted=10.231698, expected=48.000000 predicted=26.122841, expected=8.000000 predicted=14.869409, expected=8.000000 predicted=12.078506, expected=12.000000 predicted=13.129911, expected=8.000000 predicted=15.388614, expected=12.000000 predicted=14.430086, expected=4.000000 predicted=6.997431, expected=8.000000 predicted=8.259087, expected=12.000000 predicted=10.146824, expected=4.000000 predicted=7.179050, expected=20.000000 predicted=12.838920, expected=40.000000 predicted=23.791152, expected=4.000000 predicted=12.357132, expected=12.000000 predicted=11.914613, expected=12.000000 predicted=13.386651, expected=20.000000 predicted=20.459868, expected=16.000000 predicted=16.794266, expected=28.000000 predicted=19.497323, expected=24.000000 predicted=20.597783, expected=20.000000 predicted=20.070092, expected=12.000000 predicted=16.487127, expected=8.000000 predicted=14.397516, expected=28.000000 predicted=22.695745, expected=16.000000 predicted=18.546592, expected=20.000000 predicted=17.981967, expected=4.000000 predicted=10.163888, expected=12.000000 predicted=13.636803, expected=4.000000 predicted=10.648771, expected=8.000000 predicted=10.174898, expected=12.000000 predicted=10.391393, expected=12.000000 predicted=10.348087, expected=24.000000 predicted=15.880917, expected=12.000000 predicted=12.314619, expected=12.000000 predicted=12.378118, expected=12.000000 predicted=12.659234, expected=8.000000 predicted=12.074537, expected=12.000000 predicted=12.664828, expected=12.000000 predicted=11.686953, expected=28.000000 predicted=18.957117, expected=12.000000 predicted=13.812481, expected=16.000000 predicted=14.462067, expected=24.000000 predicted=18.918360, expected=4.000000 predicted=13.056875, expected=20.000000 predicted=17.164603, expected=24.000000 predicted=19.366113, expected=24.000000 predicted=21.700680, expected=8.000000 predicted=13.380402, expected=12.000000 predicted=13.285162, expected=4.000000 predicted=11.557591, expected=32.000000 predicted=22.734003, expected=32.000000 predicted=24.196169, expected=8.000000 predicted=13.774488, expected=16.000000 predicted=14.443336, expected=8.000000 predicted=13.968529, expected=12.000000 predicted=16.802674, expected=28.000000 predicted=20.677083, expected=16.000000 predicted=16.215343, expected=20.000000 predicted=17.122021, expected=4.000000 predicted=10.360956, expected=24.000000 predicted=19.487025, expected=16.000000 predicted=17.921456, expected=36.000000 predicted=25.478377, expected=16.000000 predicted=18.074796, expected=12.000000 predicted=15.539782, expected=8.000000 predicted=13.804074, expected=8.000000 predicted=14.067713, expected=12.000000 predicted=14.358576, expected=20.000000 predicted=15.498847, expected=40.000000 predicted=24.934528, expected=20.000000 predicted=19.388457, expected=4.000000 predicted=11.572362, expected=4.000000 predicted=10.583068, expected=4.000000 predicted=12.417155, expected=8.000000 predicted=12.310963, expected=8.000000 predicted=8.143786, expected=20.000000 predicted=12.046145, expected=8.000000 predicted=8.735470, expected=8.000000 predicted=8.345108, expected=12.000000 predicted=10.447747, expected=20.000000 predicted=15.898351, expected=20.000000 predicted=16.827771, expected=16.000000 predicted=14.477761, expected=12.000000 predicted=13.158263, expected=24.000000 predicted=19.387330, expected=24.000000 predicted=21.626039, expected=12.000000 predicted=16.185466, expected=20.000000 predicted=17.537163, expected=16.000000 predicted=17.619722, expected=24.000000 predicted=21.793012, expected=12.000000 predicted=15.898607, expected=20.000000 predicted=17.909106, expected=12.000000 predicted=15.433595, expected=20.000000 predicted=18.481219, expected=4.000000 predicted=11.416097, expected=12.000000 predicted=12.555533, expected=4.000000 predicted=9.181954, expected=12.000000 predicted=11.535149, expected=8.000000 predicted=9.239561, expected=20.000000 predicted=13.583132, expected=24.000000 predicted=17.061522, expected=32.000000 predicted=22.256168, expected=32.000000 predicted=24.735660, expected=20.000000 predicted=21.578557, expected=24.000000 predicted=23.946645, expected=16.000000 predicted=21.867737, expected=8.000000 predicted=17.483096, expected=24.000000 predicted=21.215131, expected=20.000000 predicted=20.196926, expected=36.000000 predicted=26.574902, expected=20.000000 predicted=20.363346, expected=20.000000 predicted=20.382001, expected=4.000000 predicted=14.172730, expected=8.000000 predicted=14.640386, expected=8.000000 Test MSE: 624.779
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586])] predicted=34.797506, expected=36.000000 predicted=27.418173, expected=28.000000 predicted=36.463624, expected=20.000000 predicted=36.797554, expected=20.000000 predicted=21.287646, expected=72.000000 predicted=52.603689, expected=56.000000 predicted=40.500816, expected=28.000000 predicted=31.098861, expected=8.000000 predicted=22.548003, expected=32.000000 predicted=27.640075, expected=36.000000 predicted=46.505627, expected=80.000000 predicted=64.273510, expected=76.000000 predicted=50.763718, expected=36.000000 predicted=26.184480, expected=32.000000 predicted=41.176117, expected=28.000000 predicted=33.070687, expected=24.000000 predicted=46.725300, expected=60.000000 predicted=65.235111, expected=48.000000 predicted=38.302285, expected=36.000000 predicted=35.695913, expected=40.000000 predicted=38.979767, expected=28.000000 predicted=26.003735, expected=252.000000 predicted=153.609264, expected=20.000000 predicted=25.015655, expected=20.000000 predicted=53.487641, expected=56.000000 predicted=68.217403, expected=124.000000 predicted=53.409797, expected=32.000000 predicted=126.389235, expected=36.000000 predicted=43.268467, expected=12.000000 predicted=29.435500, expected=20.000000 predicted=33.086532, expected=28.000000 predicted=66.743942, expected=52.000000 predicted=37.072086, expected=52.000000 predicted=40.694001, expected=28.000000 predicted=23.341284, expected=16.000000 predicted=25.222586, expected=24.000000 predicted=28.899092, expected=4.000000 predicted=24.518336, expected=16.000000 predicted=31.440538, expected=36.000000 predicted=29.734219, expected=108.000000 predicted=54.956950, expected=48.000000 predicted=31.902591, expected=28.000000 predicted=27.476165, expected=36.000000 predicted=39.553733, expected=40.000000 predicted=34.848921, expected=12.000000 predicted=52.501029, expected=32.000000 predicted=41.225169, expected=36.000000 predicted=30.974370, expected=32.000000 predicted=30.231442, expected=32.000000 predicted=36.834629, expected=32.000000 predicted=24.485106, expected=36.000000 predicted=33.653661, expected=32.000000 predicted=33.457002, expected=56.000000 predicted=43.465592, expected=16.000000 predicted=24.071141, expected=12.000000 predicted=26.097637, expected=24.000000 predicted=32.645408, expected=12.000000 predicted=17.600293, expected=16.000000 predicted=32.717115, expected=52.000000 predicted=33.336444, expected=28.000000 predicted=16.995315, expected=44.000000 predicted=35.551910, expected=20.000000 predicted=21.053303, expected=8.000000 predicted=14.846850, expected=32.000000 predicted=41.898691, expected=40.000000 predicted=29.184427, expected=40.000000 predicted=37.520279, expected=48.000000 predicted=36.214492, expected=40.000000 predicted=27.117812, expected=32.000000 predicted=34.045561, expected=20.000000 predicted=32.421994, expected=20.000000 predicted=30.634089, expected=32.000000 predicted=37.401821, expected=32.000000 predicted=32.354634, expected=76.000000 predicted=51.168692, expected=32.000000 predicted=25.655433, expected=40.000000 predicted=35.526496, expected=32.000000 predicted=37.643330, expected=16.000000 predicted=23.330269, expected=24.000000 predicted=48.092238, expected=16.000000 predicted=22.984970, expected=48.000000 predicted=40.297191, expected=16.000000 predicted=22.060704, expected=20.000000 predicted=20.830318, expected=24.000000 predicted=26.957695, expected=32.000000 predicted=21.707548, expected=32.000000 predicted=36.811399, expected=56.000000 predicted=36.025045, expected=40.000000 predicted=30.148539, expected=16.000000 predicted=23.741557, expected=16.000000 predicted=29.575621, expected=24.000000 predicted=27.288663, expected=24.000000 predicted=34.202853, expected=16.000000 predicted=26.150235, expected=28.000000 predicted=23.379623, expected=36.000000 predicted=25.207410, expected=12.000000 predicted=17.348546, expected=36.000000 predicted=32.252825, expected=8.000000 predicted=13.105487, expected=32.000000 predicted=29.007210, expected=24.000000 predicted=29.027274, expected=64.000000 predicted=35.297401, expected=56.000000 predicted=43.561402, expected=24.000000 predicted=19.976527, expected=12.000000 predicted=30.571940, expected=20.000000 predicted=25.046801, expected=24.000000 predicted=37.472025, expected=24.000000 predicted=34.862602, expected=28.000000 predicted=25.890998, expected=16.000000 predicted=15.567310, expected=48.000000 predicted=34.075587, expected=16.000000 predicted=19.054746, expected=44.000000 predicted=34.606737, expected=12.000000 predicted=22.265953, expected=28.000000 predicted=22.813134, expected=64.000000 predicted=53.373960, expected=48.000000 predicted=27.834625, expected=20.000000 predicted=34.549674, expected=24.000000 predicted=27.110932, expected=48.000000 predicted=37.404154, expected=24.000000 predicted=37.316471, expected=16.000000 predicted=32.732850, expected=28.000000 predicted=27.854040, expected=84.000000 predicted=48.974314, expected=32.000000 predicted=33.923862, expected=32.000000 predicted=34.572823, expected=40.000000 predicted=36.727008, expected=28.000000 predicted=25.697226, expected=28.000000 predicted=52.057054, expected=112.000000 predicted=68.930795, expected=108.000000 predicted=61.423596, expected=44.000000 predicted=45.233996, expected=104.000000 predicted=81.976008, expected=52.000000 predicted=43.627126, expected=24.000000 predicted=65.739126, expected=52.000000 predicted=83.400129, expected=76.000000 predicted=53.808794, expected=112.000000 predicted=95.526871, expected=56.000000 predicted=55.228581, expected=28.000000 predicted=39.661293, expected=44.000000 predicted=56.945675, expected=40.000000 predicted=51.858406, expected=32.000000 predicted=63.356815, expected=60.000000 predicted=56.947613, expected=68.000000 predicted=45.957127, expected=28.000000 predicted=36.132289, expected=32.000000 predicted=43.144582, expected=24.000000 predicted=31.415543, expected=12.000000 predicted=32.353780, expected=20.000000 predicted=41.217856, expected=84.000000 predicted=51.273849, expected=92.000000 predicted=53.365813, expected=76.000000 predicted=51.239225, expected=40.000000 predicted=39.441674, expected=16.000000 predicted=29.492316, expected=40.000000 predicted=61.215346, expected=40.000000 predicted=56.681341, expected=68.000000 predicted=64.305880, expected=52.000000 predicted=45.371637, expected=52.000000 predicted=38.336754, expected=32.000000 predicted=40.776468, expected=40.000000 predicted=41.950576, expected=40.000000 predicted=51.484160, expected=40.000000 predicted=43.285029, expected=76.000000 predicted=61.747763, expected=148.000000 predicted=84.956389, expected=76.000000 predicted=55.203301, expected=40.000000 predicted=54.525592, expected=44.000000 predicted=57.996799, expected=24.000000 predicted=46.388235, expected=72.000000 predicted=98.330689, expected=48.000000 predicted=55.466839, expected=56.000000 predicted=48.256089, expected=32.000000 predicted=42.897164, expected=12.000000 predicted=22.509418, expected=16.000000 predicted=43.944392, expected=8.000000 predicted=24.915924, expected=12.000000 predicted=29.235586, expected=72.000000 predicted=47.728263, expected=60.000000 predicted=30.683214, expected=32.000000 predicted=27.139297, expected=24.000000 predicted=27.519540, expected=20.000000 predicted=20.609177, expected=20.000000 predicted=41.027394, expected=32.000000 predicted=41.535421, expected=52.000000 predicted=38.882056, expected=60.000000 predicted=39.909602, expected=28.000000 predicted=26.683652, expected=20.000000 predicted=27.289330, expected=24.000000 predicted=31.074720, expected=16.000000 predicted=30.050554, expected=4.000000 predicted=28.857811, expected=48.000000 predicted=37.021846, expected=40.000000 predicted=25.567719, expected=80.000000 predicted=49.678656, expected=92.000000 predicted=55.475544, expected=32.000000 predicted=23.341864, expected=40.000000 predicted=53.978094, expected=8.000000 predicted=28.807618, expected=60.000000 predicted=63.647688, expected=104.000000 predicted=86.683051, expected=40.000000 predicted=32.322288, expected=20.000000 predicted=41.136566, expected=28.000000 predicted=29.606779, expected=16.000000 predicted=33.204463, expected=12.000000 predicted=50.042413, expected=48.000000 predicted=41.826092, expected=36.000000 predicted=24.495825, expected=20.000000 predicted=24.641795, expected=8.000000 predicted=18.111700, expected=16.000000 predicted=16.418834, expected=12.000000 predicted=25.758227, expected=20.000000 predicted=24.899402, expected=36.000000 predicted=26.525682, expected=60.000000 predicted=32.275826, expected=28.000000 predicted=22.219933, expected=20.000000 predicted=22.572436, expected=32.000000 predicted=30.540226, expected=20.000000 predicted=25.284833, expected=20.000000 predicted=36.919199, expected=48.000000 predicted=37.599359, expected=40.000000 predicted=27.514915, expected=40.000000 predicted=36.130918, expected=64.000000 predicted=44.918031, expected=40.000000 predicted=30.655352, expected=32.000000 predicted=42.123081, expected=12.000000 predicted=30.189922, expected=40.000000 predicted=39.642392, expected=48.000000 predicted=49.416560, expected=28.000000 predicted=31.129695, expected=16.000000 predicted=28.160267, expected=12.000000 predicted=16.700893, expected=24.000000 predicted=29.697326, expected=16.000000 predicted=27.441398, expected=52.000000 predicted=37.885790, expected=76.000000 predicted=43.315216, expected=40.000000 predicted=26.247881, expected=24.000000 predicted=32.352444, expected=44.000000 predicted=36.902569, expected=36.000000 predicted=39.726591, expected=24.000000 predicted=45.691068, expected=64.000000 predicted=52.670810, expected=72.000000 predicted=45.060402, expected=48.000000 predicted=44.700261, expected=28.000000 predicted=39.327499, expected=4.000000 predicted=21.094679, expected=36.000000 predicted=48.067565, expected=40.000000 predicted=47.461656, expected=64.000000 predicted=50.302465, expected=20.000000 predicted=25.598698, expected=32.000000 predicted=25.632956, expected=4.000000 predicted=22.835625, expected=28.000000 predicted=32.093791, expected=92.000000 predicted=70.428094, expected=80.000000 predicted=42.879031, expected=104.000000 predicted=70.235690, expected=44.000000 predicted=34.994488, expected=36.000000 predicted=42.677585, expected=24.000000 predicted=59.957301, expected=24.000000 predicted=47.149042, expected=52.000000 predicted=69.676942, expected=64.000000 predicted=49.062096, expected=20.000000 predicted=27.951245, expected=24.000000 predicted=31.458576, expected=48.000000 predicted=38.435784, expected=24.000000 predicted=32.285144, expected=20.000000 predicted=40.675878, expected=40.000000 predicted=32.796896, expected=84.000000 predicted=50.193284, expected=28.000000 predicted=33.792177, expected=4.000000 predicted=22.693148, expected=32.000000 predicted=33.964564, expected=24.000000 predicted=26.287665, expected=28.000000 predicted=48.145551, expected=68.000000 predicted=47.616800, expected=28.000000 predicted=15.885520, expected=12.000000 predicted=26.522587, expected=20.000000 predicted=28.006994, expected=16.000000 predicted=19.793757, expected=20.000000 predicted=38.173269, expected=36.000000 predicted=30.509927, expected=60.000000 predicted=34.303032, expected=48.000000 predicted=32.969815, expected=48.000000 predicted=36.193778, expected=20.000000 predicted=25.523051, expected=36.000000 predicted=38.642495, expected=4.000000 predicted=29.902294, expected=24.000000 predicted=34.516104, expected=36.000000 predicted=38.613107, expected=20.000000 predicted=17.316788, expected=24.000000 predicted=30.918960, expected=44.000000 predicted=26.329967, expected=16.000000 predicted=18.445212, expected=20.000000 predicted=29.561509, expected=12.000000 predicted=18.376889, expected=44.000000 predicted=31.928754, expected=56.000000 predicted=44.576021, expected=4.000000 predicted=10.826260, expected=24.000000 predicted=29.411150, expected=20.000000 predicted=18.191478, expected=20.000000 predicted=27.030570, expected=16.000000 predicted=33.383481, expected=32.000000 predicted=19.313228, expected=64.000000 predicted=41.178974, expected=36.000000 predicted=26.204066, expected=16.000000 predicted=23.504309, expected=24.000000 predicted=26.745481, expected=20.000000 predicted=24.551231, expected=20.000000 predicted=36.901678, expected=40.000000 predicted=36.269918, expected=52.000000 predicted=32.300419, expected=16.000000 predicted=20.284891, expected=56.000000 predicted=42.649311, expected=28.000000 predicted=24.564063, expected=16.000000 predicted=28.085497, expected=44.000000 predicted=49.035729, expected=48.000000 predicted=29.661572, expected=48.000000 predicted=47.900737, expected=20.000000 predicted=27.620236, expected=24.000000 predicted=25.669309, expected=32.000000 predicted=37.175150, expected=28.000000 predicted=33.834362, expected=28.000000 predicted=36.146077, expected=52.000000 predicted=36.606201, expected=20.000000 predicted=21.463744, expected=8.000000 predicted=23.249071, expected=8.000000 predicted=21.447616, expected=8.000000 predicted=15.892453, expected=28.000000 predicted=34.354757, expected=28.000000 predicted=21.090656, expected=60.000000 predicted=33.428771, expected=20.000000 predicted=15.481028, expected=16.000000 predicted=18.274764, expected=8.000000 predicted=21.949596, expected=8.000000 predicted=16.520892, expected=12.000000 predicted=30.959143, expected=48.000000 predicted=30.953489, expected=4.000000 predicted=7.886478, expected=20.000000 predicted=18.374488, expected=12.000000 predicted=13.169497, expected=8.000000 predicted=8.992349, expected=28.000000 predicted=34.979101, expected=16.000000 predicted=9.306551, expected=24.000000 predicted=21.786767, expected=64.000000 predicted=37.860614, expected=28.000000 predicted=16.780130, expected=16.000000 predicted=26.199896, expected=16.000000 predicted=22.235463, expected=20.000000 predicted=20.990181, expected=20.000000 predicted=36.346570, expected=44.000000 predicted=33.982858, expected=20.000000 predicted=17.465843, expected=12.000000 predicted=17.252834, expected=12.000000 predicted=19.237729, expected=16.000000 predicted=16.989092, expected=4.000000 predicted=20.556800, expected=12.000000 predicted=15.922284, expected=36.000000 predicted=22.691748, expected=56.000000 predicted=30.381647, expected=28.000000 predicted=21.796072, expected=8.000000 predicted=13.481618, expected=8.000000 predicted=16.097045, expected=16.000000 predicted=23.627572, expected=20.000000 predicted=31.660880, expected=28.000000 predicted=25.498540, expected=44.000000 predicted=25.949195, expected=20.000000 predicted=15.103841, expected=8.000000 predicted=16.231055, expected=16.000000 predicted=21.062303, expected=4.000000 predicted=13.961072, expected=16.000000 predicted=26.671634, expected=52.000000 predicted=33.286970, expected=36.000000 predicted=19.165990, expected=44.000000 predicted=32.269286, expected=20.000000 predicted=17.787698, expected=12.000000 predicted=18.031727, expected=12.000000 predicted=31.486318, expected=12.000000 predicted=21.471957, expected=28.000000 predicted=31.923292, expected=28.000000 predicted=21.892960, expected=8.000000 predicted=11.082901, expected=12.000000 predicted=15.547083, expected=20.000000 predicted=16.545074, expected=8.000000 predicted=15.241743, expected=28.000000 predicted=26.914486, expected=44.000000 predicted=24.995944, expected=48.000000 predicted=28.370288, expected=48.000000 predicted=35.534348, expected=36.000000 predicted=26.726565, expected=12.000000 predicted=23.960652, expected=20.000000 predicted=33.756879, expected=12.000000 predicted=27.438115, expected=48.000000 predicted=43.271325, expected=32.000000 predicted=30.117168, expected=20.000000 predicted=18.377400, expected=20.000000 predicted=24.437182, expected=12.000000 predicted=13.589507, expected=4.000000 predicted=23.678973, expected=16.000000 predicted=22.761210, expected=48.000000 predicted=30.732497, expected=40.000000 predicted=26.211335, expected=28.000000 predicted=22.615576, expected=16.000000 predicted=16.556123, expected=64.000000 predicted=41.317610, expected=8.000000 predicted=23.521981, expected=-8.000000 predicted=19.425933, expected=52.000000 predicted=42.848623, expected=28.000000 predicted=15.102842, expected=20.000000 predicted=38.027043, expected=4.000000 predicted=12.823851, expected=8.000000 predicted=4.050354, expected=16.000000 predicted=29.388393, expected=12.000000 predicted=16.618304, expected=16.000000 predicted=17.204179, expected=36.000000 predicted=20.340910, expected=12.000000 predicted=9.645768, expected=8.000000 predicted=14.708062, expected=20.000000 predicted=18.311989, expected=8.000000 predicted=10.278884, expected=40.000000 predicted=35.075131, expected=20.000000 predicted=14.965274, expected=16.000000 predicted=14.304987, expected=12.000000 predicted=18.862132, expected=8.000000 predicted=9.133528, expected=12.000000 predicted=23.404440, expected=20.000000 predicted=18.312189, expected=20.000000 predicted=16.493983, expected=48.000000 predicted=29.306790, expected=12.000000 predicted=10.533686, expected=8.000000 predicted=14.642536, expected=8.000000 predicted=17.031411, expected=20.000000 Test MSE: 572.624
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097])] predicted=10.736070, expected=4.000000 predicted=8.515118, expected=8.000000 predicted=6.523998, expected=4.000000 predicted=6.566469, expected=4.000000 predicted=7.182151, expected=20.000000 predicted=7.832612, expected=20.000000 predicted=10.697168, expected=8.000000 predicted=11.100145, expected=12.000000 predicted=10.488963, expected=8.000000 predicted=10.518754, expected=16.000000 predicted=15.024018, expected=24.000000 predicted=15.615664, expected=16.000000 predicted=14.337945, expected=8.000000 predicted=13.503985, expected=4.000000 predicted=10.950966, expected=4.000000 predicted=11.376255, expected=8.000000 predicted=11.394599, expected=4.000000 predicted=7.726477, expected=4.000000 predicted=5.531293, expected=4.000000 predicted=4.229600, expected=8.000000 predicted=5.567946, expected=12.000000 predicted=7.268006, expected=8.000000 predicted=6.824439, expected=4.000000 predicted=6.284365, expected=12.000000 predicted=7.773836, expected=12.000000 predicted=9.445765, expected=8.000000 predicted=9.870444, expected=4.000000 predicted=7.387775, expected=4.000000 predicted=6.573037, expected=4.000000 predicted=7.212840, expected=8.000000 predicted=7.225460, expected=4.000000 predicted=5.376834, expected=4.000000 predicted=4.701695, expected=20.000000 predicted=8.006493, expected=8.000000 predicted=7.915055, expected=4.000000 predicted=8.341596, expected=8.000000 predicted=6.732401, expected=4.000000 predicted=7.477988, expected=12.000000 predicted=10.544555, expected=16.000000 predicted=9.039602, expected=16.000000 predicted=10.694273, expected=4.000000 predicted=9.257558, expected=4.000000 predicted=8.297401, expected=4.000000 predicted=8.439283, expected=8.000000 predicted=9.443684, expected=8.000000 predicted=7.999582, expected=4.000000 predicted=5.271035, expected=16.000000 predicted=7.811301, expected=8.000000 predicted=7.582806, expected=8.000000 predicted=9.191719, expected=4.000000 predicted=6.896700, expected=8.000000 predicted=7.920554, expected=12.000000 predicted=9.864465, expected=4.000000 predicted=7.351144, expected=24.000000 predicted=11.218928, expected=8.000000 predicted=9.055794, expected=8.000000 predicted=11.336635, expected=12.000000 predicted=10.105491, expected=8.000000 predicted=10.479251, expected=4.000000 predicted=11.111332, expected=8.000000 predicted=7.658797, expected=8.000000 predicted=7.924222, expected=4.000000 predicted=7.615899, expected=16.000000 predicted=8.599561, expected=12.000000 predicted=8.534608, expected=4.000000 predicted=8.862761, expected=16.000000 predicted=9.851270, expected=4.000000 predicted=8.253950, expected=16.000000 predicted=12.804977, expected=24.000000 predicted=12.767215, expected=4.000000 predicted=11.233029, expected=16.000000 predicted=13.702485, expected=12.000000 predicted=10.803534, expected=20.000000 predicted=17.013976, expected=16.000000 predicted=15.423900, expected=12.000000 predicted=13.176125, expected=8.000000 predicted=13.151208, expected=12.000000 predicted=13.059421, expected=4.000000 predicted=11.770595, expected=8.000000 predicted=10.469545, expected=8.000000 predicted=8.299945, expected=4.000000 predicted=7.521123, expected=4.000000 predicted=6.593452, expected=8.000000 predicted=5.820714, expected=8.000000 predicted=6.996850, expected=16.000000 predicted=8.905233, expected=16.000000 predicted=9.544866, expected=4.000000 predicted=8.932773, expected=12.000000 predicted=10.286277, expected=16.000000 predicted=11.533497, expected=16.000000 predicted=14.552847, expected=4.000000 predicted=10.940594, expected=12.000000 predicted=10.208142, expected=4.000000 predicted=9.606162, expected=32.000000 predicted=16.294781, expected=16.000000 predicted=13.901517, expected=4.000000 predicted=12.326586, expected=4.000000 predicted=9.723097, expected=20.000000 predicted=13.355335, expected=24.000000 predicted=18.585202, expected=36.000000 predicted=19.452662, expected=20.000000 predicted=16.729413, expected=4.000000 predicted=15.891302, expected=8.000000 predicted=16.908139, expected=4.000000 predicted=15.737565, expected=4.000000 predicted=14.399010, expected=4.000000 predicted=7.569533, expected=4.000000 predicted=4.673620, expected=4.000000 predicted=4.803161, expected=4.000000 predicted=3.970998, expected=24.000000 predicted=8.857007, expected=4.000000 predicted=6.862331, expected=20.000000 predicted=11.202148, expected=12.000000 predicted=9.536801, expected=12.000000 predicted=13.288747, expected=4.000000 predicted=11.768934, expected=12.000000 predicted=10.468082, expected=20.000000 predicted=14.256261, expected=4.000000 predicted=10.776180, expected=8.000000 predicted=9.828726, expected=4.000000 predicted=7.022272, expected=4.000000 predicted=9.080071, expected=8.000000 predicted=8.484390, expected=8.000000 predicted=6.231210, expected=8.000000 predicted=7.034367, expected=12.000000 predicted=7.434119, expected=8.000000 predicted=7.771602, expected=4.000000 predicted=7.704137, expected=12.000000 predicted=8.604520, expected=24.000000 predicted=12.465649, expected=32.000000 predicted=17.555424, expected=8.000000 predicted=13.728333, expected=8.000000 predicted=12.916476, expected=12.000000 predicted=14.251262, expected=8.000000 predicted=16.102392, expected=4.000000 predicted=12.554771, expected=4.000000 predicted=6.673175, expected=4.000000 predicted=6.416267, expected=4.000000 predicted=6.249350, expected=12.000000 predicted=6.777645, expected=8.000000 predicted=6.147781, expected=4.000000 predicted=5.901720, expected=4.000000 predicted=5.182404, expected=8.000000 predicted=6.625413, expected=20.000000 predicted=10.862966, expected=4.000000 predicted=7.756529, expected=4.000000 predicted=6.940576, expected=24.000000 predicted=10.757606, expected=4.000000 predicted=10.407752, expected=12.000000 predicted=12.607142, expected=8.000000 predicted=7.484204, expected=8.000000 predicted=10.426508, expected=8.000000 predicted=10.719263, expected=4.000000 predicted=6.930069, expected=12.000000 predicted=9.167901, expected=8.000000 predicted=7.875637, expected=20.000000 predicted=11.353972, expected=16.000000 predicted=11.292890, expected=36.000000 predicted=18.153338, expected=4.000000 predicted=14.328569, expected=4.000000 predicted=13.798313, expected=8.000000 predicted=12.492296, expected=12.000000 predicted=14.472629, expected=4.000000 predicted=12.196141, expected=16.000000 predicted=8.555136, expected=12.000000 predicted=9.005257, expected=16.000000 predicted=12.272041, expected=8.000000 predicted=10.609771, expected=4.000000 predicted=9.154066, expected=8.000000 predicted=10.238802, expected=4.000000 predicted=8.459428, expected=4.000000 predicted=7.685774, expected=12.000000 predicted=7.046662, expected=12.000000 predicted=7.835973, expected=12.000000 predicted=9.309987, expected=4.000000 predicted=7.095042, expected=16.000000 predicted=10.186229, expected=4.000000 predicted=9.322667, expected=4.000000 predicted=8.884053, expected=4.000000 predicted=6.457197, expected=12.000000 predicted=7.907663, expected=4.000000 predicted=7.607174, expected=16.000000 predicted=8.242713, expected=16.000000 predicted=9.391155, expected=16.000000 predicted=12.072026, expected=4.000000 predicted=10.330924, expected=4.000000 predicted=8.765268, expected=8.000000 predicted=10.233956, expected=24.000000 predicted=13.943251, expected=4.000000 predicted=10.113975, expected=4.000000 predicted=7.551574, expected=8.000000 predicted=7.225834, expected=12.000000 predicted=10.580106, expected=8.000000 predicted=10.839776, expected=4.000000 predicted=6.212131, expected=4.000000 predicted=5.947556, expected=12.000000 predicted=8.379321, expected=16.000000 predicted=10.366355, expected=20.000000 predicted=11.822806, expected=4.000000 predicted=8.941996, expected=12.000000 predicted=10.854052, expected=12.000000 predicted=12.055481, expected=20.000000 predicted=15.390213, expected=16.000000 predicted=14.456557, expected=16.000000 predicted=13.265803, expected=28.000000 predicted=17.903891, expected=12.000000 predicted=16.700686, expected=4.000000 predicted=15.206756, expected=4.000000 predicted=11.645697, expected=4.000000 predicted=10.920295, expected=4.000000 predicted=9.960058, expected=12.000000 predicted=7.581335, expected=4.000000 predicted=5.170589, expected=8.000000 predicted=6.271332, expected=12.000000 predicted=7.265892, expected=8.000000 predicted=8.114890, expected=4.000000 predicted=7.766828, expected=8.000000 predicted=6.942642, expected=12.000000 predicted=9.000742, expected=32.000000 predicted=15.172850, expected=4.000000 predicted=10.549614, expected=8.000000 predicted=10.800197, expected=20.000000 predicted=13.057318, expected=4.000000 predicted=13.134928, expected=4.000000 predicted=12.493835, expected=4.000000 predicted=5.979905, expected=8.000000 predicted=8.331426, expected=8.000000 predicted=8.632989, expected=8.000000 predicted=6.238693, expected=8.000000 predicted=6.582257, expected=12.000000 predicted=8.239915, expected=8.000000 predicted=8.577362, expected=4.000000 predicted=7.647325, expected=8.000000 predicted=7.750004, expected=4.000000 predicted=6.954410, expected=8.000000 predicted=7.825981, expected=12.000000 predicted=7.690117, expected=28.000000 predicted=12.571209, expected=24.000000 predicted=15.102853, expected=4.000000 predicted=12.128583, expected=4.000000 predicted=11.350072, expected=12.000000 predicted=13.210612, expected=20.000000 predicted=17.146814, expected=8.000000 predicted=12.338554, expected=8.000000 predicted=8.908279, expected=4.000000 predicted=7.943641, expected=8.000000 predicted=10.164214, expected=4.000000 predicted=8.566424, expected=12.000000 predicted=8.104045, expected=12.000000 predicted=8.286868, expected=4.000000 predicted=7.041201, expected=4.000000 predicted=6.758319, expected=8.000000 predicted=7.045273, expected=8.000000 predicted=8.389614, expected=4.000000 predicted=6.694220, expected=8.000000 predicted=6.029040, expected=12.000000 predicted=7.620774, expected=28.000000 predicted=13.412025, expected=4.000000 predicted=9.723942, expected=24.000000 predicted=14.350312, expected=12.000000 predicted=13.205382, expected=4.000000 predicted=13.801973, expected=20.000000 predicted=15.663880, expected=8.000000 predicted=11.331044, expected=4.000000 predicted=12.311548, expected=4.000000 predicted=7.535064, expected=4.000000 predicted=6.967738, expected=8.000000 predicted=8.627036, expected=32.000000 predicted=12.473208, expected=80.000000 predicted=30.514952, expected=16.000000 predicted=22.277260, expected=16.000000 predicted=23.830346, expected=4.000000 predicted=18.992061, expected=16.000000 predicted=28.666125, expected=20.000000 predicted=28.747262, expected=12.000000 predicted=14.446508, expected=12.000000 predicted=12.904843, expected=8.000000 predicted=10.717213, expected=12.000000 predicted=13.538848, expected=4.000000 predicted=10.653925, expected=12.000000 predicted=10.547877, expected=20.000000 predicted=12.460134, expected=16.000000 predicted=12.839403, expected=20.000000 predicted=14.654322, expected=8.000000 predicted=11.728996, expected=4.000000 predicted=11.979151, expected=12.000000 predicted=13.154460, expected=4.000000 predicted=10.352192, expected=4.000000 predicted=8.770694, expected=4.000000 predicted=5.364982, expected=12.000000 predicted=7.603214, expected=16.000000 predicted=10.018255, expected=8.000000 predicted=7.943531, expected=8.000000 predicted=8.051736, expected=16.000000 predicted=10.880489, expected=4.000000 predicted=10.041167, expected=8.000000 predicted=10.067684, expected=16.000000 predicted=10.348519, expected=8.000000 predicted=10.113136, expected=8.000000 predicted=9.977754, expected=16.000000 predicted=10.179153, expected=4.000000 predicted=9.287222, expected=12.000000 predicted=11.246057, expected=12.000000 predicted=9.735533, expected=4.000000 predicted=9.016097, expected=4.000000 predicted=8.044896, expected=12.000000 predicted=8.214838, expected=8.000000 predicted=9.045509, expected=12.000000 predicted=9.494022, expected=4.000000 predicted=6.314305, expected=4.000000 predicted=6.803169, expected=8.000000 predicted=7.921918, expected=8.000000 predicted=7.747941, expected=8.000000 predicted=7.759629, expected=12.000000 predicted=7.712263, expected=12.000000 predicted=8.930488, expected=4.000000 predicted=7.995531, expected=12.000000 predicted=9.485287, expected=4.000000 predicted=7.803199, expected=8.000000 predicted=9.126713, expected=4.000000 predicted=6.682830, expected=8.000000 predicted=7.020446, expected=4.000000 predicted=6.368552, expected=8.000000 predicted=6.355780, expected=4.000000 predicted=5.616246, expected=4.000000 predicted=5.222779, expected=4.000000 predicted=5.056910, expected=4.000000 predicted=4.636715, expected=4.000000 predicted=4.734720, expected=4.000000 Test MSE: 65.639
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997])] predicted=30.884483, expected=16.000000 predicted=21.371598, expected=12.000000 predicted=19.701242, expected=24.000000 predicted=26.036724, expected=28.000000 predicted=27.340579, expected=24.000000 predicted=21.934453, expected=52.000000 predicted=32.026390, expected=16.000000 predicted=20.393435, expected=4.000000 predicted=18.520297, expected=32.000000 predicted=27.527723, expected=20.000000 predicted=22.098692, expected=24.000000 predicted=31.319092, expected=28.000000 predicted=22.264535, expected=16.000000 predicted=15.298531, expected=8.000000 predicted=19.859108, expected=24.000000 predicted=20.685859, expected=16.000000 predicted=19.052426, expected=16.000000 predicted=19.944561, expected=12.000000 predicted=14.653250, expected=36.000000 predicted=21.034800, expected=40.000000 predicted=29.145361, expected=36.000000 predicted=27.622126, expected=28.000000 predicted=26.091933, expected=12.000000 predicted=19.004766, expected=32.000000 predicted=31.602261, expected=20.000000 predicted=27.943342, expected=32.000000 predicted=30.486623, expected=28.000000 predicted=27.165296, expected=20.000000 predicted=20.084802, expected=8.000000 predicted=20.801988, expected=16.000000 predicted=18.441827, expected=32.000000 predicted=27.097860, expected=16.000000 predicted=20.907794, expected=40.000000 predicted=27.457004, expected=48.000000 predicted=29.142480, expected=12.000000 predicted=20.781450, expected=8.000000 predicted=22.381260, expected=12.000000 predicted=16.672521, expected=28.000000 predicted=28.123210, expected=8.000000 predicted=22.893366, expected=48.000000 predicted=26.537467, expected=36.000000 predicted=24.097721, expected=16.000000 predicted=19.838386, expected=20.000000 predicted=25.104433, expected=32.000000 predicted=22.787832, expected=24.000000 predicted=31.899809, expected=20.000000 predicted=26.400086, expected=36.000000 predicted=26.061519, expected=24.000000 predicted=23.893785, expected=12.000000 predicted=22.896351, expected=36.000000 predicted=28.069991, expected=20.000000 predicted=21.745881, expected=16.000000 predicted=24.744341, expected=24.000000 predicted=23.156978, expected=40.000000 predicted=25.722297, expected=56.000000 predicted=40.708548, expected=32.000000 predicted=30.106739, expected=28.000000 predicted=28.147392, expected=32.000000 predicted=31.257421, expected=28.000000 predicted=33.723674, expected=16.000000 predicted=32.799811, expected=16.000000 predicted=23.850621, expected=28.000000 predicted=25.856752, expected=36.000000 predicted=30.249746, expected=8.000000 predicted=19.786854, expected=12.000000 predicted=16.612244, expected=28.000000 predicted=21.363375, expected=24.000000 predicted=23.763670, expected=56.000000 predicted=38.708252, expected=28.000000 predicted=23.351742, expected=28.000000 predicted=25.605944, expected=28.000000 predicted=29.868739, expected=16.000000 predicted=23.590662, expected=28.000000 predicted=35.535892, expected=20.000000 predicted=23.790147, expected=36.000000 predicted=29.436910, expected=32.000000 predicted=28.931479, expected=20.000000 predicted=21.944884, expected=16.000000 predicted=23.288577, expected=24.000000 predicted=22.772480, expected=16.000000 predicted=23.986980, expected=28.000000 predicted=26.462208, expected=16.000000 predicted=18.950245, expected=24.000000 predicted=20.611443, expected=28.000000 predicted=24.614505, expected=48.000000 predicted=30.659663, expected=16.000000 predicted=24.585723, expected=28.000000 predicted=24.961234, expected=24.000000 predicted=25.538736, expected=48.000000 predicted=35.243267, expected=20.000000 predicted=32.234350, expected=12.000000 predicted=19.213011, expected=20.000000 predicted=23.986555, expected=12.000000 predicted=18.770647, expected=20.000000 predicted=27.220664, expected=20.000000 predicted=18.818836, expected=72.000000 predicted=36.577493, expected=4.000000 predicted=18.929237, expected=8.000000 predicted=16.613167, expected=16.000000 predicted=19.770378, expected=24.000000 predicted=21.133293, expected=16.000000 predicted=32.896906, expected=24.000000 predicted=15.696453, expected=28.000000 predicted=19.436670, expected=24.000000 predicted=21.323670, expected=32.000000 predicted=27.027121, expected=24.000000 predicted=22.672075, expected=20.000000 predicted=23.503538, expected=24.000000 predicted=25.481997, expected=32.000000 predicted=26.990185, expected=44.000000 predicted=34.420987, expected=20.000000 predicted=25.086385, expected=8.000000 predicted=19.029194, expected=12.000000 predicted=19.555346, expected=28.000000 predicted=25.886863, expected=32.000000 predicted=30.876160, expected=48.000000 predicted=31.219230, expected=36.000000 predicted=26.433977, expected=12.000000 predicted=20.118551, expected=12.000000 predicted=23.038657, expected=16.000000 predicted=23.288758, expected=20.000000 predicted=27.648749, expected=32.000000 predicted=28.062974, expected=24.000000 predicted=19.481461, expected=40.000000 predicted=26.398612, expected=32.000000 predicted=26.537057, expected=24.000000 predicted=25.487204, expected=44.000000 predicted=36.009012, expected=20.000000 predicted=25.874204, expected=28.000000 predicted=32.392639, expected=48.000000 predicted=36.990693, expected=40.000000 predicted=33.420949, expected=32.000000 predicted=37.191475, expected=32.000000 predicted=30.156156, expected=16.000000 predicted=26.216732, expected=24.000000 predicted=32.837252, expected=28.000000 predicted=30.675564, expected=24.000000 predicted=26.668334, expected=32.000000 predicted=29.476899, expected=16.000000 predicted=19.633153, expected=16.000000 predicted=21.225063, expected=32.000000 predicted=27.286710, expected=40.000000 predicted=29.814020, expected=28.000000 predicted=29.298842, expected=24.000000 predicted=23.701667, expected=24.000000 predicted=23.562743, expected=32.000000 predicted=30.600707, expected=28.000000 predicted=31.411136, expected=20.000000 predicted=24.912472, expected=8.000000 predicted=18.625060, expected=28.000000 predicted=24.312439, expected=40.000000 predicted=31.197188, expected=32.000000 predicted=28.718791, expected=36.000000 predicted=29.105209, expected=16.000000 predicted=19.449418, expected=12.000000 predicted=22.592258, expected=16.000000 predicted=25.344250, expected=24.000000 predicted=24.572632, expected=52.000000 predicted=36.158145, expected=8.000000 predicted=16.982810, expected=40.000000 predicted=26.986641, expected=40.000000 predicted=29.630647, expected=8.000000 predicted=21.557351, expected=16.000000 predicted=30.044008, expected=48.000000 predicted=27.646989, expected=24.000000 predicted=30.051241, expected=24.000000 predicted=30.000058, expected=12.000000 predicted=16.017184, expected=20.000000 predicted=20.188428, expected=20.000000 predicted=28.344471, expected=32.000000 predicted=25.299791, expected=28.000000 predicted=24.926803, expected=28.000000 predicted=22.467076, expected=20.000000 predicted=22.472432, expected=20.000000 predicted=22.038362, expected=32.000000 predicted=29.199795, expected=16.000000 predicted=22.535365, expected=32.000000 predicted=27.749443, expected=28.000000 predicted=24.623749, expected=24.000000 predicted=23.778588, expected=32.000000 predicted=30.035438, expected=32.000000 predicted=26.007411, expected=20.000000 predicted=26.773305, expected=4.000000 predicted=18.840370, expected=12.000000 predicted=18.289069, expected=36.000000 predicted=27.948150, expected=24.000000 predicted=24.654413, expected=20.000000 predicted=20.516443, expected=36.000000 predicted=22.234572, expected=24.000000 predicted=21.661878, expected=20.000000 predicted=27.137599, expected=40.000000 predicted=30.298344, expected=36.000000 predicted=28.946174, expected=36.000000 predicted=34.621771, expected=56.000000 predicted=39.278781, expected=28.000000 predicted=30.217565, expected=44.000000 predicted=41.551950, expected=40.000000 predicted=38.976475, expected=16.000000 predicted=30.326545, expected=16.000000 predicted=33.501849, expected=16.000000 predicted=22.911001, expected=24.000000 predicted=28.843727, expected=32.000000 predicted=30.084977, expected=20.000000 predicted=19.814172, expected=20.000000 predicted=20.088963, expected=12.000000 predicted=16.885909, expected=40.000000 predicted=28.558371, expected=12.000000 predicted=21.808771, expected=28.000000 predicted=23.641074, expected=32.000000 predicted=25.451487, expected=12.000000 predicted=17.059140, expected=28.000000 predicted=29.701747, expected=16.000000 predicted=17.340918, expected=16.000000 predicted=21.502524, expected=16.000000 predicted=21.516827, expected=16.000000 predicted=15.441193, expected=28.000000 predicted=24.083475, expected=24.000000 predicted=20.111106, expected=20.000000 predicted=19.484518, expected=28.000000 predicted=22.506049, expected=12.000000 predicted=17.343352, expected=12.000000 predicted=19.762442, expected=16.000000 predicted=18.708048, expected=4.000000 predicted=12.747684, expected=20.000000 predicted=19.441490, expected=28.000000 predicted=18.120572, expected=16.000000 predicted=15.502142, expected=24.000000 predicted=19.793917, expected=4.000000 predicted=9.750977, expected=16.000000 predicted=17.556076, expected=8.000000 predicted=16.015624, expected=40.000000 predicted=23.636737, expected=16.000000 predicted=19.323208, expected=40.000000 predicted=22.956862, expected=32.000000 predicted=25.568609, expected=16.000000 predicted=18.947590, expected=20.000000 predicted=28.136003, expected=16.000000 predicted=18.890101, expected=20.000000 predicted=26.112680, expected=24.000000 predicted=24.499107, expected=28.000000 predicted=21.846170, expected=16.000000 predicted=19.516540, expected=20.000000 predicted=19.472524, expected=4.000000 predicted=14.505115, expected=24.000000 predicted=21.246599, expected=20.000000 predicted=21.007235, expected=40.000000 predicted=25.382140, expected=12.000000 predicted=18.503742, expected=12.000000 predicted=13.572161, expected=12.000000 predicted=18.119423, expected=12.000000 predicted=16.028004, expected=20.000000 predicted=23.489838, expected=24.000000 predicted=17.190150, expected=20.000000 predicted=16.930360, expected=32.000000 predicted=21.892831, expected=20.000000 predicted=19.062997, expected=16.000000 predicted=19.963069, expected=4.000000 predicted=15.799314, expected=12.000000 predicted=15.715854, expected=16.000000 predicted=19.522547, expected=20.000000 predicted=17.437540, expected=40.000000 predicted=24.251044, expected=16.000000 predicted=14.932356, expected=28.000000 predicted=21.818837, expected=12.000000 predicted=17.686582, expected=8.000000 predicted=16.443498, expected=20.000000 predicted=24.424199, expected=16.000000 predicted=16.040263, expected=20.000000 predicted=20.738816, expected=16.000000 predicted=14.986077, expected=8.000000 predicted=11.241473, expected=24.000000 predicted=19.583603, expected=12.000000 predicted=14.805182, expected=8.000000 predicted=14.112354, expected=32.000000 predicted=20.676407, expected=20.000000 predicted=16.069815, expected=8.000000 predicted=16.753715, expected=8.000000 predicted=12.031694, expected=8.000000 predicted=10.211836, expected=4.000000 predicted=14.557015, expected=20.000000 predicted=15.619331, expected=24.000000 predicted=14.661999, expected=12.000000 predicted=12.006909, expected=8.000000 predicted=10.555642, expected=12.000000 predicted=10.399801, expected=16.000000 predicted=16.204608, expected=20.000000 predicted=18.724234, expected=16.000000 predicted=14.425879, expected=4.000000 predicted=9.303707, expected=16.000000 predicted=13.804456, expected=16.000000 predicted=15.026967, expected=12.000000 predicted=14.929509, expected=8.000000 predicted=11.937792, expected=8.000000 predicted=8.165032, expected=16.000000 predicted=14.093870, expected=32.000000 predicted=20.261814, expected=28.000000 predicted=19.770921, expected=8.000000 predicted=12.939799, expected=12.000000 predicted=13.559932, expected=28.000000 predicted=20.977136, expected=20.000000 predicted=23.323088, expected=28.000000 predicted=24.905123, expected=20.000000 predicted=17.213894, expected=16.000000 predicted=17.372786, expected=16.000000 predicted=21.136981, expected=20.000000 predicted=19.680544, expected=16.000000 predicted=20.307424, expected=8.000000 predicted=14.681734, expected=28.000000 predicted=19.850087, expected=32.000000 predicted=22.499095, expected=16.000000 predicted=19.469377, expected=4.000000 predicted=13.557084, expected=28.000000 predicted=18.590453, expected=4.000000 predicted=16.225517, expected=20.000000 predicted=21.511118, expected=12.000000 predicted=13.872962, expected=16.000000 predicted=12.165828, expected=12.000000 predicted=17.378744, expected=16.000000 predicted=11.862041, expected=24.000000 predicted=19.492890, expected=16.000000 predicted=15.294495, expected=24.000000 predicted=19.471943, expected=28.000000 predicted=20.526857, expected=36.000000 predicted=25.797428, expected=28.000000 predicted=26.621584, expected=20.000000 predicted=22.003760, expected=24.000000 predicted=25.100785, expected=20.000000 predicted=24.371969, expected=20.000000 predicted=25.761209, expected=36.000000 predicted=28.575981, expected=4.000000 predicted=16.044265, expected=24.000000 predicted=22.645717, expected=24.000000 predicted=21.383701, expected=20.000000 predicted=20.654362, expected=20.000000 predicted=24.604636, expected=24.000000 predicted=17.099345, expected=24.000000 predicted=23.328876, expected=28.000000 predicted=24.946449, expected=8.000000 predicted=17.142148, expected=16.000000 predicted=18.647373, expected=12.000000 predicted=17.500089, expected=24.000000 predicted=21.087510, expected=32.000000 predicted=25.402742, expected=28.000000 predicted=20.080147, expected=8.000000 predicted=16.225864, expected=24.000000 predicted=19.678605, expected=16.000000 predicted=20.272900, expected=4.000000 predicted=17.481595, expected=12.000000 predicted=17.054728, expected=24.000000 predicted=15.315030, expected=24.000000 predicted=20.909399, expected=8.000000 predicted=13.689768, expected=24.000000 predicted=15.563697, expected=20.000000 predicted=17.277687, expected=8.000000 predicted=16.645389, expected=32.000000 predicted=23.929659, expected=24.000000 predicted=18.021487, expected=12.000000 predicted=19.107884, expected=8.000000 predicted=15.374733, expected=4.000000 predicted=9.485890, expected=28.000000 predicted=23.408985, expected=20.000000 predicted=19.064001, expected=16.000000 predicted=15.054920, expected=16.000000 predicted=14.077103, expected=16.000000 predicted=13.354566, expected=8.000000 predicted=16.984638, expected=8.000000 predicted=13.490363, expected=20.000000 predicted=15.820688, expected=20.000000 predicted=16.463894, expected=28.000000 predicted=20.110053, expected=12.000000 predicted=13.513296, expected=12.000000 predicted=13.441313, expected=8.000000 predicted=14.589614, expected=20.000000 predicted=17.898340, expected=8.000000 predicted=15.810513, expected=16.000000 predicted=13.547674, expected=12.000000 predicted=12.310116, expected=24.000000 predicted=15.714342, expected=4.000000 predicted=12.791430, expected=12.000000 predicted=11.389909, expected=4.000000 predicted=10.366487, expected=12.000000 Test MSE: 120.931
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664])] predicted=28.425319, expected=16.000000 predicted=17.163833, expected=12.000000 predicted=19.965034, expected=28.000000 predicted=28.045607, expected=4.000000 predicted=17.602761, expected=24.000000 predicted=22.306656, expected=56.000000 predicted=36.733772, expected=32.000000 predicted=24.638332, expected=12.000000 predicted=18.036744, expected=8.000000 predicted=17.926685, expected=8.000000 predicted=19.822897, expected=28.000000 predicted=28.223081, expected=16.000000 predicted=16.371955, expected=36.000000 predicted=23.698785, expected=32.000000 predicted=24.169115, expected=28.000000 predicted=23.758206, expected=16.000000 predicted=21.858935, expected=24.000000 predicted=25.349961, expected=12.000000 predicted=20.749857, expected=16.000000 predicted=19.900120, expected=20.000000 predicted=20.554941, expected=16.000000 predicted=16.335113, expected=28.000000 predicted=22.704022, expected=8.000000 predicted=12.276444, expected=28.000000 predicted=22.691165, expected=8.000000 predicted=14.222966, expected=24.000000 predicted=20.440792, expected=28.000000 predicted=24.224967, expected=16.000000 predicted=15.784977, expected=12.000000 predicted=16.450753, expected=24.000000 predicted=21.339292, expected=4.000000 predicted=12.532797, expected=20.000000 predicted=18.973587, expected=32.000000 predicted=24.011545, expected=32.000000 predicted=23.143740, expected=16.000000 predicted=17.543392, expected=8.000000 predicted=13.908011, expected=12.000000 predicted=18.536273, expected=8.000000 predicted=15.544391, expected=24.000000 predicted=20.433579, expected=8.000000 predicted=10.112904, expected=28.000000 predicted=19.112675, expected=56.000000 predicted=35.403123, expected=12.000000 predicted=14.472724, expected=28.000000 predicted=25.845997, expected=24.000000 predicted=26.356569, expected=24.000000 predicted=26.791658, expected=36.000000 predicted=33.552604, expected=8.000000 predicted=15.122046, expected=20.000000 predicted=22.561214, expected=8.000000 predicted=16.705216, expected=16.000000 predicted=18.211194, expected=20.000000 predicted=19.842427, expected=8.000000 predicted=10.174976, expected=40.000000 predicted=27.256054, expected=20.000000 predicted=17.705708, expected=36.000000 predicted=26.524241, expected=20.000000 predicted=21.929636, expected=24.000000 predicted=23.519261, expected=16.000000 predicted=23.256728, expected=28.000000 predicted=25.894646, expected=28.000000 predicted=26.770923, expected=12.000000 predicted=16.521210, expected=16.000000 predicted=19.283173, expected=24.000000 predicted=22.895373, expected=12.000000 predicted=16.758979, expected=20.000000 predicted=19.319315, expected=20.000000 predicted=18.386428, expected=12.000000 predicted=14.630483, expected=4.000000 predicted=11.205604, expected=8.000000 predicted=11.757631, expected=60.000000 predicted=37.179055, expected=8.000000 predicted=11.339292, expected=12.000000 predicted=12.713983, expected=28.000000 predicted=25.066230, expected=28.000000 predicted=25.162557, expected=32.000000 predicted=29.487293, expected=16.000000 predicted=17.266344, expected=28.000000 predicted=25.416055, expected=28.000000 predicted=27.819959, expected=20.000000 predicted=22.642195, expected=24.000000 predicted=24.669092, expected=16.000000 predicted=19.679600, expected=28.000000 predicted=26.025180, expected=12.000000 predicted=17.710220, expected=16.000000 predicted=17.942586, expected=16.000000 predicted=18.551424, expected=44.000000 predicted=30.583242, expected=40.000000 predicted=29.919462, expected=28.000000 predicted=23.647050, expected=8.000000 predicted=17.875062, expected=44.000000 predicted=37.188835, expected=8.000000 predicted=21.306924, expected=12.000000 predicted=18.818123, expected=44.000000 predicted=33.950569, expected=72.000000 predicted=45.405932, expected=32.000000 predicted=29.714934, expected=44.000000 predicted=35.986893, expected=8.000000 predicted=25.207800, expected=16.000000 predicted=30.459918, expected=32.000000 predicted=37.576158, expected=24.000000 predicted=24.943831, expected=16.000000 predicted=20.059037, expected=36.000000 predicted=27.414677, expected=20.000000 predicted=21.740285, expected=28.000000 predicted=26.310317, expected=40.000000 predicted=32.503581, expected=56.000000 predicted=40.179092, expected=44.000000 predicted=37.644822, expected=96.000000 predicted=64.231759, expected=40.000000 predicted=43.002829, expected=36.000000 predicted=43.613691, expected=16.000000 predicted=39.284314, expected=32.000000 predicted=42.252881, expected=24.000000 predicted=38.015275, expected=36.000000 predicted=32.777319, expected=32.000000 predicted=30.290632, expected=56.000000 predicted=40.381462, expected=8.000000 predicted=20.733786, expected=8.000000 predicted=19.724588, expected=28.000000 predicted=31.958218, expected=16.000000 predicted=21.837744, expected=52.000000 predicted=37.844384, expected=48.000000 predicted=32.679367, expected=32.000000 predicted=27.201565, expected=8.000000 predicted=21.454017, expected=24.000000 predicted=29.505065, expected=12.000000 predicted=25.371992, expected=24.000000 predicted=25.493388, expected=56.000000 predicted=38.223891, expected=68.000000 predicted=42.616940, expected=68.000000 predicted=47.574241, expected=20.000000 predicted=28.956729, expected=4.000000 predicted=26.596734, expected=36.000000 predicted=45.525985, expected=24.000000 predicted=34.552291, expected=12.000000 predicted=21.635206, expected=68.000000 predicted=43.896772, expected=44.000000 predicted=33.173705, expected=36.000000 predicted=32.976462, expected=40.000000 predicted=38.402358, expected=48.000000 predicted=43.360680, expected=16.000000 predicted=32.545768, expected=28.000000 predicted=33.688755, expected=20.000000 predicted=28.897510, expected=16.000000 predicted=24.060762, expected=20.000000 predicted=24.676995, expected=16.000000 predicted=18.015835, expected=28.000000 predicted=24.274398, expected=12.000000 predicted=15.549220, expected=24.000000 predicted=20.771813, expected=32.000000 predicted=26.215174, expected=24.000000 predicted=21.675179, expected=16.000000 predicted=19.576129, expected=36.000000 predicted=28.861242, expected=24.000000 predicted=24.844468, expected=20.000000 predicted=22.600471, expected=4.000000 predicted=14.728368, expected=32.000000 predicted=27.025527, expected=36.000000 predicted=30.221336, expected=36.000000 predicted=27.240452, expected=24.000000 predicted=23.248812, expected=16.000000 predicted=20.306356, expected=28.000000 predicted=29.957417, expected=44.000000 predicted=36.673116, expected=68.000000 predicted=47.170827, expected=32.000000 predicted=30.238596, expected=36.000000 predicted=34.736631, expected=32.000000 predicted=38.255045, expected=40.000000 predicted=42.119362, expected=48.000000 predicted=46.128122, expected=36.000000 predicted=35.400432, expected=40.000000 predicted=38.666409, expected=32.000000 predicted=35.772446, expected=44.000000 predicted=41.945471, expected=20.000000 predicted=30.555331, expected=60.000000 predicted=47.381923, expected=32.000000 predicted=35.405433, expected=40.000000 predicted=36.932419, expected=48.000000 predicted=44.671824, expected=48.000000 predicted=42.318771, expected=28.000000 predicted=36.889991, expected=20.000000 predicted=30.060259, expected=24.000000 predicted=32.789846, expected=20.000000 predicted=28.760298, expected=24.000000 predicted=27.225763, expected=48.000000 predicted=35.598745, expected=40.000000 predicted=31.493593, expected=32.000000 predicted=29.264894, expected=20.000000 predicted=26.083807, expected=16.000000 predicted=25.440157, expected=20.000000 predicted=28.113322, expected=20.000000 predicted=24.105871, expected=32.000000 predicted=26.997503, expected=56.000000 predicted=37.584604, expected=32.000000 predicted=27.226170, expected=36.000000 predicted=31.924123, expected=56.000000 predicted=45.630506, expected=36.000000 predicted=37.853282, expected=64.000000 predicted=53.311319, expected=56.000000 predicted=49.234714, expected=68.000000 predicted=56.304308, expected=84.000000 predicted=69.060680, expected=48.000000 predicted=51.779527, expected=48.000000 predicted=56.229478, expected=68.000000 predicted=66.680950, expected=52.000000 predicted=58.022544, expected=72.000000 predicted=66.428862, expected=68.000000 predicted=61.903409, expected=48.000000 predicted=53.063172, expected=20.000000 predicted=42.339918, expected=60.000000 predicted=59.132284, expected=44.000000 predicted=50.968310, expected=68.000000 predicted=57.164961, expected=84.000000 predicted=64.643554, expected=8.000000 predicted=27.578252, expected=12.000000 predicted=35.051491, expected=76.000000 predicted=64.994626, expected=188.000000 predicted=117.504153, expected=44.000000 predicted=47.396739, expected=28.000000 predicted=39.931642, expected=52.000000 predicted=68.971741, expected=76.000000 predicted=80.737681, expected=92.000000 predicted=88.095735, expected=128.000000 predicted=87.388438, expected=4.000000 predicted=33.218048, expected=16.000000 predicted=46.734602, expected=8.000000 predicted=47.657792, expected=8.000000 predicted=35.405043, expected=4.000000 predicted=25.733085, expected=12.000000 predicted=9.978116, expected=28.000000 predicted=18.745160, expected=8.000000 predicted=8.063622, expected=16.000000 predicted=13.007740, expected=12.000000 predicted=12.987288, expected=16.000000 predicted=15.283692, expected=4.000000 predicted=10.751352, expected=16.000000 predicted=13.618916, expected=8.000000 predicted=10.842024, expected=8.000000 predicted=9.233075, expected=12.000000 predicted=11.826088, expected=12.000000 predicted=10.226331, expected=40.000000 predicted=25.026782, expected=8.000000 predicted=9.698727, expected=8.000000 predicted=10.715840, expected=8.000000 predicted=13.917956, expected=28.000000 predicted=21.953719, expected=16.000000 predicted=17.387361, expected=28.000000 predicted=18.925044, expected=12.000000 predicted=13.988893, expected=24.000000 predicted=20.432878, expected=20.000000 predicted=21.613207, expected=16.000000 predicted=17.215567, expected=40.000000 predicted=30.413546, expected=16.000000 predicted=17.579987, expected=12.000000 predicted=16.979148, expected=20.000000 predicted=22.050996, expected=4.000000 predicted=12.778934, expected=16.000000 predicted=18.851253, expected=4.000000 predicted=9.533284, expected=20.000000 predicted=15.403873, expected=16.000000 predicted=14.551994, expected=12.000000 predicted=10.410946, expected=8.000000 predicted=11.066267, expected=8.000000 predicted=10.104714, expected=20.000000 predicted=17.116974, expected=16.000000 predicted=13.846973, expected=12.000000 predicted=11.339449, expected=16.000000 predicted=14.169251, expected=16.000000 predicted=14.875153, expected=16.000000 predicted=15.877739, expected=8.000000 predicted=11.519324, expected=32.000000 predicted=22.749902, expected=16.000000 predicted=15.956974, expected=20.000000 predicted=17.451753, expected=4.000000 predicted=11.735317, expected=24.000000 predicted=20.207320, expected=16.000000 predicted=18.614136, expected=24.000000 predicted=18.784743, expected=32.000000 predicted=24.355260, expected=36.000000 predicted=25.600544, expected=12.000000 predicted=17.975635, expected=8.000000 predicted=16.393051, expected=12.000000 predicted=19.711502, expected=8.000000 predicted=15.661496, expected=20.000000 predicted=18.755758, expected=16.000000 predicted=13.380952, expected=16.000000 predicted=13.121942, expected=16.000000 predicted=14.932274, expected=12.000000 predicted=13.151586, expected=16.000000 predicted=16.371451, expected=56.000000 predicted=35.056007, expected=20.000000 predicted=18.516988, expected=16.000000 predicted=17.729874, expected=28.000000 predicted=27.506844, expected=12.000000 predicted=19.668272, expected=12.000000 predicted=21.245193, expected=20.000000 predicted=19.950918, expected=24.000000 predicted=20.449584, expected=16.000000 predicted=17.162506, expected=28.000000 predicted=21.654034, expected=16.000000 predicted=17.352509, expected=8.000000 predicted=14.240805, expected=8.000000 predicted=14.863778, expected=32.000000 predicted=24.323332, expected=4.000000 predicted=10.809230, expected=16.000000 predicted=14.192482, expected=24.000000 predicted=19.361821, expected=16.000000 predicted=14.882500, expected=16.000000 predicted=17.456053, expected=8.000000 predicted=11.353632, expected=28.000000 predicted=22.353956, expected=12.000000 predicted=15.160788, expected=28.000000 predicted=20.968408, expected=16.000000 predicted=16.990244, expected=40.000000 predicted=27.645495, expected=84.000000 predicted=52.884853, expected=36.000000 predicted=29.944680, expected=68.000000 predicted=51.072554, expected=32.000000 predicted=39.916463, expected=44.000000 predicted=47.737401, expected=32.000000 predicted=46.545090, expected=36.000000 predicted=39.400310, expected=8.000000 predicted=27.985767, expected=32.000000 predicted=32.654101, expected=4.000000 predicted=19.642900, expected=12.000000 predicted=17.953887, expected=60.000000 predicted=40.942761, expected=40.000000 predicted=27.631872, expected=32.000000 predicted=27.376120, expected=24.000000 predicted=26.080950, expected=24.000000 predicted=29.175013, expected=16.000000 predicted=28.812417, expected=28.000000 predicted=28.985273, expected=20.000000 predicted=22.940987, expected=24.000000 predicted=22.738759, expected=44.000000 predicted=32.999645, expected=4.000000 predicted=13.624408, expected=12.000000 predicted=18.638888, expected=20.000000 predicted=22.869300, expected=24.000000 predicted=22.374697, expected=24.000000 predicted=22.617987, expected=48.000000 predicted=30.282117, expected=28.000000 predicted=24.361820, expected=8.000000 predicted=17.045672, expected=12.000000 predicted=21.443327, expected=16.000000 predicted=22.151405, expected=20.000000 predicted=22.825090, expected=8.000000 predicted=12.517393, expected=44.000000 predicted=27.550889, expected=4.000000 predicted=10.714678, expected=20.000000 predicted=18.122113, expected=4.000000 predicted=13.638747, expected=20.000000 predicted=17.701055, expected=12.000000 predicted=17.133027, expected=24.000000 predicted=16.485005, expected=8.000000 predicted=12.003728, expected=40.000000 predicted=25.435316, expected=24.000000 predicted=21.655112, expected=20.000000 predicted=18.448042, expected=12.000000 predicted=18.630637, expected=36.000000 predicted=28.258806, expected=16.000000 predicted=21.842382, expected=28.000000 predicted=23.810395, expected=8.000000 predicted=15.839323, expected=4.000000 predicted=12.111180, expected=4.000000 predicted=14.305801, expected=8.000000 predicted=11.067074, expected=12.000000 predicted=12.142458, expected=16.000000 predicted=10.775005, expected=24.000000 predicted=14.965739, expected=4.000000 predicted=6.993264, expected=8.000000 predicted=10.256100, expected=12.000000 predicted=13.621992, expected=8.000000 predicted=10.517856, expected=24.000000 predicted=17.840945, expected=48.000000 predicted=27.657653, expected=28.000000 predicted=20.345097, expected=20.000000 predicted=19.661276, expected=8.000000 predicted=17.452594, expected=8.000000 predicted=18.762147, expected=8.000000 predicted=18.444853, expected=8.000000 predicted=12.446359, expected=36.000000 predicted=23.226726, expected=36.000000 predicted=22.413526, expected=16.000000 predicted=14.286947, expected=16.000000 predicted=17.843639, expected=4.000000 Test MSE: 316.441
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944])] predicted=58.353256, expected=60.000000 predicted=64.374393, expected=80.000000 predicted=52.204018, expected=96.000000 predicted=66.112602, expected=32.000000 predicted=40.440806, expected=84.000000 predicted=60.132695, expected=32.000000 predicted=52.437052, expected=24.000000 predicted=54.766507, expected=40.000000 predicted=54.234656, expected=88.000000 predicted=59.330259, expected=92.000000 predicted=75.529238, expected=76.000000 predicted=58.410411, expected=60.000000 predicted=52.267729, expected=60.000000 predicted=59.826337, expected=32.000000 predicted=61.384523, expected=20.000000 predicted=52.863297, expected=124.000000 predicted=83.250788, expected=60.000000 predicted=61.209136, expected=64.000000 predicted=62.595269, expected=80.000000 predicted=57.047451, expected=36.000000 predicted=48.611534, expected=52.000000 predicted=75.335758, expected=44.000000 predicted=51.858000, expected=100.000000 predicted=75.816913, expected=100.000000 predicted=80.196090, expected=36.000000 predicted=49.504325, expected=44.000000 predicted=52.143502, expected=40.000000 predicted=50.021401, expected=68.000000 predicted=75.485613, expected=40.000000 predicted=59.230114, expected=96.000000 predicted=62.977663, expected=112.000000 predicted=74.552711, expected=80.000000 predicted=70.063217, expected=36.000000 predicted=58.121641, expected=48.000000 predicted=55.064656, expected=16.000000 predicted=56.941790, expected=72.000000 predicted=76.348390, expected=56.000000 predicted=58.227233, expected=148.000000 predicted=84.360435, expected=44.000000 predicted=53.909179, expected=108.000000 predicted=71.091471, expected=80.000000 predicted=77.534025, expected=44.000000 predicted=68.049844, expected=60.000000 predicted=85.848714, expected=72.000000 predicted=64.471463, expected=128.000000 predicted=102.713426, expected=68.000000 predicted=74.850684, expected=92.000000 predicted=73.847777, expected=72.000000 predicted=72.175540, expected=36.000000 predicted=66.443387, expected=36.000000 predicted=71.230550, expected=52.000000 predicted=58.870995, expected=120.000000 predicted=89.865027, expected=60.000000 predicted=65.355427, expected=28.000000 predicted=42.432534, expected=84.000000 predicted=59.871653, expected=52.000000 predicted=61.442399, expected=100.000000 predicted=92.233100, expected=116.000000 predicted=81.223662, expected=24.000000 predicted=48.932182, expected=52.000000 predicted=65.177090, expected=44.000000 predicted=54.462177, expected=48.000000 predicted=70.734959, expected=84.000000 predicted=77.732167, expected=52.000000 predicted=46.502783, expected=112.000000 predicted=75.679163, expected=124.000000 predicted=83.089677, expected=52.000000 predicted=67.435149, expected=32.000000 predicted=61.284067, expected=48.000000 predicted=57.997324, expected=52.000000 predicted=76.333335, expected=68.000000 predicted=77.692108, expected=128.000000 predicted=79.391875, expected=168.000000 predicted=98.873410, expected=96.000000 predicted=85.718957, expected=24.000000 predicted=58.573789, expected=84.000000 predicted=82.452492, expected=68.000000 predicted=96.541955, expected=80.000000 predicted=105.486145, expected=88.000000 predicted=79.818877, expected=60.000000 predicted=57.024566, expected=16.000000 predicted=53.935560, expected=68.000000 predicted=64.377294, expected=84.000000 predicted=75.371462, expected=56.000000 predicted=68.255933, expected=68.000000 predicted=59.439014, expected=44.000000 predicted=42.945776, expected=88.000000 predicted=74.972656, expected=56.000000 predicted=66.316935, expected=60.000000 predicted=61.286269, expected=4.000000 predicted=39.430237, expected=44.000000 predicted=47.182125, expected=56.000000 predicted=59.831830, expected=52.000000 predicted=52.240588, expected=92.000000 predicted=63.486505, expected=96.000000 predicted=57.600031, expected=68.000000 predicted=63.671390, expected=44.000000 predicted=56.290293, expected=40.000000 predicted=54.046342, expected=76.000000 predicted=76.828982, expected=56.000000 predicted=69.156636, expected=120.000000 predicted=83.494862, expected=76.000000 predicted=64.711993, expected=60.000000 predicted=62.363952, expected=100.000000 predicted=82.227321, expected=24.000000 predicted=57.026752, expected=76.000000 predicted=85.260408, expected=80.000000 predicted=71.535413, expected=68.000000 predicted=70.597595, expected=104.000000 predicted=86.159085, expected=20.000000 predicted=42.249641, expected=68.000000 predicted=69.982038, expected=56.000000 predicted=63.542258, expected=92.000000 predicted=79.493722, expected=116.000000 predicted=90.951907, expected=112.000000 predicted=77.405785, expected=84.000000 predicted=81.227236, expected=60.000000 predicted=70.940277, expected=64.000000 predicted=81.212456, expected=52.000000 predicted=80.897049, expected=32.000000 predicted=66.849747, expected=44.000000 predicted=57.107583, expected=112.000000 predicted=76.016589, expected=84.000000 predicted=72.541660, expected=20.000000 predicted=45.056171, expected=48.000000 predicted=44.307861, expected=108.000000 predicted=76.556202, expected=36.000000 predicted=71.457879, expected=56.000000 predicted=61.618043, expected=136.000000 predicted=74.047732, expected=108.000000 predicted=86.747165, expected=136.000000 predicted=110.751595, expected=72.000000 predicted=70.574725, expected=52.000000 predicted=74.865583, expected=88.000000 predicted=100.525042, expected=96.000000 predicted=99.480487, expected=100.000000 predicted=103.833243, expected=48.000000 predicted=65.279878, expected=68.000000 predicted=67.897268, expected=68.000000 predicted=76.322902, expected=40.000000 predicted=68.881982, expected=48.000000 predicted=63.875214, expected=60.000000 predicted=54.899040, expected=144.000000 predicted=93.672309, expected=56.000000 predicted=65.455094, expected=68.000000 predicted=62.913672, expected=88.000000 predicted=69.890191, expected=52.000000 predicted=71.523195, expected=72.000000 predicted=89.186974, expected=72.000000 predicted=65.544542, expected=84.000000 predicted=77.027860, expected=96.000000 predicted=83.808778, expected=96.000000 predicted=78.905201, expected=32.000000 predicted=61.575023, expected=36.000000 predicted=59.020611, expected=44.000000 predicted=61.496383, expected=72.000000 predicted=74.919999, expected=52.000000 predicted=61.986703, expected=60.000000 predicted=48.818513, expected=44.000000 predicted=44.628283, expected=20.000000 predicted=40.209568, expected=60.000000 predicted=56.913258, expected=36.000000 predicted=44.515059, expected=64.000000 predicted=55.881302, expected=80.000000 predicted=55.749196, expected=100.000000 predicted=65.694749, expected=92.000000 predicted=74.541819, expected=64.000000 predicted=62.537066, expected=24.000000 predicted=54.237347, expected=88.000000 predicted=79.353293, expected=64.000000 predicted=76.332456, expected=100.000000 predicted=86.376277, expected=20.000000 predicted=46.092799, expected=44.000000 predicted=47.452988, expected=24.000000 predicted=50.870733, expected=52.000000 predicted=57.262293, expected=52.000000 predicted=58.187292, expected=64.000000 predicted=45.581271, expected=124.000000 predicted=74.331077, expected=100.000000 predicted=70.609092, expected=36.000000 predicted=56.957397, expected=80.000000 predicted=68.832143, expected=28.000000 predicted=58.612422, expected=104.000000 predicted=97.344889, expected=80.000000 predicted=77.542039, expected=140.000000 predicted=90.456045, expected=128.000000 predicted=98.022343, expected=40.000000 predicted=63.807783, expected=36.000000 predicted=71.481680, expected=24.000000 predicted=60.644712, expected=76.000000 predicted=91.574161, expected=72.000000 predicted=78.516811, expected=52.000000 predicted=49.537173, expected=104.000000 predicted=65.486502, expected=136.000000 predicted=85.628261, expected=92.000000 predicted=89.290125, expected=52.000000 predicted=69.596714, expected=40.000000 predicted=60.099127, expected=92.000000 predicted=93.083277, expected=124.000000 predicted=110.845030, expected=68.000000 predicted=78.564673, expected=92.000000 predicted=74.131131, expected=96.000000 predicted=78.666053, expected=20.000000 predicted=68.684563, expected=76.000000 predicted=84.493216, expected=84.000000 predicted=74.924351, expected=140.000000 predicted=106.664102, expected=100.000000 predicted=89.495637, expected=40.000000 predicted=54.864097, expected=36.000000 predicted=62.239907, expected=24.000000 predicted=61.460151, expected=60.000000 predicted=81.334790, expected=100.000000 predicted=79.677420, expected=96.000000 predicted=67.683822, expected=48.000000 predicted=50.032367, expected=92.000000 predicted=65.242226, expected=84.000000 predicted=78.052448, expected=20.000000 predicted=65.130072, expected=28.000000 predicted=54.702284, expected=68.000000 predicted=58.732639, expected=68.000000 predicted=72.010491, expected=72.000000 predicted=65.788936, expected=52.000000 predicted=43.432309, expected=132.000000 predicted=80.732997, expected=68.000000 predicted=72.806297, expected=48.000000 predicted=65.574437, expected=60.000000 predicted=63.869001, expected=96.000000 predicted=80.955664, expected=56.000000 predicted=81.826046, expected=12.000000 predicted=44.425008, expected=52.000000 predicted=50.291975, expected=32.000000 predicted=49.149507, expected=48.000000 predicted=59.312793, expected=40.000000 predicted=40.702995, expected=84.000000 predicted=51.397953, expected=28.000000 predicted=41.707978, expected=48.000000 predicted=44.405615, expected=44.000000 predicted=44.975993, expected=48.000000 predicted=49.471818, expected=48.000000 predicted=54.438501, expected=56.000000 predicted=45.442393, expected=68.000000 predicted=55.772399, expected=68.000000 predicted=57.028452, expected=64.000000 predicted=57.859747, expected=48.000000 predicted=52.869833, expected=16.000000 predicted=42.459921, expected=40.000000 predicted=50.499386, expected=52.000000 predicted=53.558944, expected=44.000000 predicted=49.069431, expected=64.000000 predicted=49.342952, expected=76.000000 predicted=50.343149, expected=68.000000 predicted=57.777085, expected=48.000000 predicted=53.172315, expected=88.000000 predicted=67.160785, expected=88.000000 predicted=75.857120, expected=36.000000 predicted=60.431913, expected=80.000000 predicted=69.398005, expected=56.000000 predicted=59.802543, expected=20.000000 predicted=56.205087, expected=88.000000 predicted=71.675044, expected=152.000000 predicted=90.451059, expected=36.000000 predicted=64.671911, expected=28.000000 predicted=48.753196, expected=40.000000 predicted=43.779272, expected=76.000000 predicted=80.215599, expected=44.000000 predicted=73.828081, expected=100.000000 predicted=63.799823, expected=84.000000 predicted=60.469890, expected=44.000000 predicted=55.146204, expected=68.000000 predicted=67.940703, expected=52.000000 predicted=57.772333, expected=28.000000 predicted=61.016228, expected=16.000000 predicted=44.434682, expected=64.000000 predicted=51.136905, expected=128.000000 predicted=82.418198, expected=64.000000 predicted=59.070261, expected=116.000000 predicted=73.878440, expected=52.000000 predicted=53.319484, expected=24.000000 predicted=60.259575, expected=40.000000 predicted=70.073345, expected=52.000000 predicted=59.731204, expected=88.000000 predicted=81.232840, expected=48.000000 predicted=49.316876, expected=96.000000 predicted=62.471693, expected=40.000000 predicted=48.989447, expected=52.000000 predicted=59.073855, expected=32.000000 predicted=54.433638, expected=68.000000 predicted=60.148148, expected=20.000000 predicted=50.056454, expected=72.000000 predicted=53.733439, expected=72.000000 predicted=56.857557, expected=44.000000 predicted=47.370839, expected=80.000000 predicted=64.873675, expected=64.000000 predicted=52.795845, expected=40.000000 predicted=58.515090, expected=92.000000 predicted=72.801402, expected=60.000000 predicted=59.285749, expected=76.000000 predicted=74.018028, expected=108.000000 predicted=79.508823, expected=48.000000 predicted=59.653994, expected=20.000000 predicted=57.426985, expected=64.000000 predicted=60.670896, expected=124.000000 predicted=91.108615, expected=52.000000 predicted=72.967163, expected=40.000000 predicted=49.296412, expected=32.000000 predicted=39.098324, expected=20.000000 predicted=49.243491, expected=32.000000 predicted=59.225855, expected=60.000000 predicted=47.994460, expected=76.000000 predicted=52.738442, expected=44.000000 predicted=41.170388, expected=68.000000 predicted=48.438598, expected=88.000000 predicted=62.785931, expected=40.000000 predicted=56.639655, expected=76.000000 predicted=69.693878, expected=80.000000 predicted=64.798984, expected=124.000000 predicted=92.312085, expected=28.000000 predicted=61.221646, expected=52.000000 predicted=57.172464, expected=68.000000 predicted=69.305140, expected=16.000000 predicted=55.089763, expected=48.000000 predicted=65.809561, expected=64.000000 predicted=46.812660, expected=72.000000 predicted=60.496498, expected=32.000000 predicted=46.975540, expected=44.000000 predicted=39.076125, expected=44.000000 predicted=47.591130, expected=12.000000 predicted=40.059715, expected=64.000000 predicted=55.016916, expected=76.000000 predicted=51.419351, expected=112.000000 predicted=72.960648, expected=104.000000 predicted=72.649505, expected=64.000000 predicted=57.890612, expected=64.000000 predicted=71.150607, expected=60.000000 predicted=73.306513, expected=64.000000 predicted=81.712771, expected=56.000000 predicted=71.508574, expected=96.000000 predicted=75.323499, expected=44.000000 predicted=57.850026, expected=56.000000 predicted=60.581039, expected=32.000000 predicted=49.631466, expected=56.000000 predicted=58.075720, expected=56.000000 predicted=63.369244, expected=56.000000 predicted=51.504825, expected=104.000000 predicted=71.350883, expected=32.000000 predicted=44.392457, expected=24.000000 predicted=45.951697, expected=48.000000 predicted=49.938504, expected=40.000000 predicted=51.022362, expected=20.000000 predicted=49.010300, expected=84.000000 predicted=51.050972, expected=44.000000 predicted=39.890451, expected=20.000000 predicted=38.068525, expected=32.000000 predicted=34.941864, expected=32.000000 predicted=34.107251, expected=24.000000 predicted=44.251662, expected=44.000000 predicted=37.633495, expected=40.000000 predicted=31.822767, expected=64.000000 predicted=45.493302, expected=44.000000 predicted=39.506486, expected=48.000000 predicted=41.482210, expected=44.000000 predicted=44.602335, expected=44.000000 predicted=45.504046, expected=60.000000 predicted=55.717736, expected=44.000000 predicted=45.748645, expected=84.000000 predicted=61.686554, expected=64.000000 predicted=55.693488, expected=64.000000 predicted=58.856925, expected=32.000000 predicted=49.113045, expected=24.000000 predicted=42.668380, expected=48.000000 predicted=56.944609, expected=72.000000 predicted=60.535749, expected=132.000000 predicted=83.655972, expected=56.000000 predicted=53.064345, expected=56.000000 predicted=53.496578, expected=116.000000 predicted=81.669724, expected=68.000000 predicted=79.349499, expected=80.000000 predicted=92.893032, expected=128.000000 predicted=88.886924, expected=44.000000 predicted=67.694235, expected=24.000000 predicted=69.104990, expected=84.000000 predicted=71.720226, expected=76.000000 predicted=77.552534, expected=8.000000 predicted=59.893159, expected=76.000000 predicted=55.642935, expected=48.000000 predicted=44.535199, expected=76.000000 predicted=73.050482, expected=108.000000 predicted=77.295100, expected=88.000000 predicted=62.716603, expected=60.000000 predicted=70.898628, expected=28.000000 predicted=50.942211, expected=44.000000 predicted=62.459887, expected=68.000000 predicted=75.351577, expected=80.000000 predicted=73.263549, expected=64.000000 predicted=59.490153, expected=64.000000 predicted=53.112569, expected=48.000000 predicted=53.272135, expected=32.000000 predicted=53.469021, expected=112.000000 predicted=82.415669, expected=40.000000 predicted=55.068347, expected=60.000000 predicted=62.080422, expected=48.000000 predicted=48.754062, expected=60.000000 predicted=56.243538, expected=92.000000 predicted=83.072137, expected=44.000000 predicted=50.517071, expected=88.000000 predicted=70.770190, expected=60.000000 predicted=58.612279, expected=148.000000 predicted=98.705963, expected=16.000000 predicted=60.318122, expected=44.000000 predicted=57.247658, expected=84.000000 predicted=74.802748, expected=104.000000 predicted=85.199573, expected=40.000000 predicted=77.818574, expected=64.000000 predicted=50.839147, expected=120.000000 predicted=81.028922, expected=56.000000 predicted=74.809859, expected=76.000000 predicted=81.746112, expected=52.000000 predicted=55.943811, expected=68.000000 predicted=71.650326, expected=52.000000 predicted=74.030255, expected=108.000000 predicted=77.906287, expected=68.000000 predicted=70.326329, expected=68.000000 predicted=66.505328, expected=108.000000 predicted=82.874711, expected=56.000000 predicted=67.205881, expected=36.000000 predicted=70.447360, expected=64.000000 predicted=64.544194, expected=100.000000 predicted=80.065610, expected=108.000000 predicted=93.180116, expected=100.000000 predicted=79.070621, expected=84.000000 predicted=72.788492, expected=44.000000 predicted=68.279867, expected=16.000000 Test MSE: 1012.039
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696])] predicted=48.560217, expected=32.000000 predicted=44.627330, expected=44.000000 predicted=39.240423, expected=68.000000 predicted=52.024128, expected=28.000000 predicted=33.004482, expected=36.000000 predicted=31.253857, expected=24.000000 predicted=31.127916, expected=20.000000 predicted=32.487064, expected=36.000000 predicted=41.675191, expected=40.000000 predicted=33.840460, expected=48.000000 predicted=39.835226, expected=36.000000 predicted=32.904013, expected=52.000000 predicted=38.862084, expected=12.000000 predicted=28.818457, expected=28.000000 predicted=32.760171, expected=20.000000 predicted=30.844936, expected=60.000000 predicted=43.643067, expected=16.000000 predicted=32.400162, expected=44.000000 predicted=29.687444, expected=44.000000 predicted=36.404858, expected=32.000000 predicted=32.277312, expected=28.000000 predicted=38.374251, expected=16.000000 predicted=21.684327, expected=4.000000 predicted=22.572555, expected=16.000000 predicted=24.077855, expected=56.000000 predicted=37.070452, expected=32.000000 predicted=30.550394, expected=12.000000 predicted=17.714171, expected=12.000000 predicted=12.780290, expected=40.000000 predicted=28.728687, expected=40.000000 predicted=41.009621, expected=20.000000 predicted=25.985785, expected=16.000000 predicted=17.430969, expected=24.000000 predicted=21.251542, expected=32.000000 predicted=32.322408, expected=12.000000 predicted=23.803692, expected=24.000000 predicted=21.128484, expected=24.000000 predicted=21.249918, expected=56.000000 predicted=37.013740, expected=36.000000 predicted=34.026601, expected=36.000000 predicted=28.773840, expected=24.000000 predicted=27.654376, expected=36.000000 predicted=32.634140, expected=48.000000 predicted=45.767402, expected=36.000000 predicted=36.797903, expected=16.000000 predicted=27.500302, expected=20.000000 predicted=24.185101, expected=8.000000 predicted=22.296493, expected=28.000000 predicted=30.668239, expected=20.000000 predicted=24.325174, expected=24.000000 predicted=20.239835, expected=64.000000 predicted=37.784724, expected=8.000000 predicted=18.005676, expected=32.000000 predicted=28.317968, expected=36.000000 predicted=29.487063, expected=32.000000 predicted=31.732318, expected=4.000000 predicted=27.950914, expected=32.000000 predicted=21.821412, expected=28.000000 predicted=28.877353, expected=8.000000 predicted=21.432452, expected=8.000000 predicted=16.779702, expected=4.000000 predicted=8.000936, expected=28.000000 predicted=23.764560, expected=36.000000 predicted=27.007534, expected=32.000000 predicted=22.055696, expected=44.000000 predicted=27.874001, expected=28.000000 predicted=23.822501, expected=32.000000 predicted=31.371093, expected=28.000000 predicted=31.758088, expected=20.000000 predicted=27.306629, expected=36.000000 predicted=34.814722, expected=8.000000 predicted=20.619317, expected=28.000000 predicted=26.587604, expected=68.000000 predicted=42.570424, expected=36.000000 predicted=33.562493, expected=16.000000 predicted=27.251869, expected=24.000000 predicted=21.738305, expected=20.000000 predicted=27.057974, expected=28.000000 predicted=37.915725, expected=48.000000 predicted=36.556703, expected=20.000000 predicted=23.001258, expected=8.000000 predicted=18.378513, expected=28.000000 predicted=23.703892, expected=28.000000 predicted=27.818161, expected=28.000000 predicted=31.867678, expected=68.000000 predicted=40.197074, expected=36.000000 predicted=30.242411, expected=28.000000 predicted=31.580413, expected=44.000000 predicted=36.754609, expected=36.000000 predicted=36.667492, expected=24.000000 predicted=40.378619, expected=12.000000 predicted=24.502661, expected=24.000000 predicted=25.782796, expected=4.000000 predicted=21.533920, expected=36.000000 predicted=29.170433, expected=12.000000 predicted=18.172892, expected=20.000000 predicted=17.293602, expected=52.000000 predicted=32.770635, expected=28.000000 predicted=23.415835, expected=12.000000 predicted=23.768693, expected=60.000000 predicted=34.728544, expected=12.000000 predicted=23.825140, expected=40.000000 predicted=39.241305, expected=20.000000 predicted=25.177883, expected=12.000000 predicted=18.886479, expected=12.000000 predicted=27.228005, expected=24.000000 predicted=19.258585, expected=12.000000 predicted=21.949162, expected=16.000000 predicted=16.582205, expected=40.000000 predicted=23.983966, expected=52.000000 predicted=32.576412, expected=60.000000 predicted=41.705692, expected=36.000000 predicted=31.858749, expected=44.000000 predicted=36.260270, expected=20.000000 predicted=33.952328, expected=44.000000 predicted=44.130203, expected=8.000000 predicted=31.789314, expected=16.000000 predicted=24.820692, expected=36.000000 predicted=32.664962, expected=24.000000 predicted=24.670175, expected=28.000000 predicted=30.336121, expected=16.000000 predicted=16.593989, expected=16.000000 predicted=18.700590, expected=24.000000 predicted=25.799423, expected=36.000000 predicted=28.112488, expected=36.000000 predicted=30.360860, expected=52.000000 predicted=34.636542, expected=44.000000 predicted=34.654334, expected=16.000000 predicted=26.718290, expected=16.000000 predicted=26.568442, expected=40.000000 predicted=35.209868, expected=36.000000 predicted=39.307741, expected=28.000000 predicted=32.776247, expected=36.000000 predicted=27.878000, expected=36.000000 predicted=30.081409, expected=20.000000 predicted=30.288324, expected=12.000000 predicted=23.628008, expected=16.000000 predicted=21.468701, expected=20.000000 predicted=24.553244, expected=24.000000 predicted=25.333591, expected=20.000000 predicted=19.571541, expected=36.000000 predicted=24.059847, expected=32.000000 predicted=25.787406, expected=24.000000 predicted=24.481784, expected=60.000000 predicted=39.167724, expected=32.000000 predicted=31.852056, expected=32.000000 predicted=34.771729, expected=40.000000 predicted=35.657463, expected=32.000000 predicted=32.947426, expected=52.000000 predicted=48.327048, expected=16.000000 predicted=28.415987, expected=16.000000 predicted=25.616249, expected=8.000000 predicted=22.092447, expected=40.000000 predicted=31.874573, expected=12.000000 predicted=26.765036, expected=16.000000 predicted=16.745512, expected=20.000000 predicted=17.587332, expected=20.000000 predicted=17.557866, expected=16.000000 predicted=22.965542, expected=40.000000 predicted=24.833928, expected=32.000000 predicted=25.859220, expected=24.000000 predicted=24.309459, expected=32.000000 predicted=26.643084, expected=8.000000 predicted=17.952952, expected=20.000000 predicted=25.900923, expected=44.000000 predicted=32.760415, expected=24.000000 predicted=26.132922, expected=12.000000 predicted=21.351614, expected=28.000000 predicted=20.067545, expected=20.000000 predicted=22.401746, expected=28.000000 predicted=30.323312, expected=20.000000 predicted=21.710483, expected=48.000000 predicted=30.068725, expected=36.000000 predicted=32.419640, expected=52.000000 predicted=37.425753, expected=44.000000 predicted=38.236718, expected=28.000000 predicted=31.483995, expected=24.000000 predicted=34.734881, expected=16.000000 predicted=27.420447, expected=32.000000 predicted=35.611353, expected=48.000000 predicted=39.825327, expected=48.000000 predicted=37.948482, expected=24.000000 predicted=28.406391, expected=8.000000 predicted=18.676173, expected=28.000000 predicted=28.726450, expected=12.000000 predicted=27.060920, expected=36.000000 predicted=33.451535, expected=24.000000 predicted=23.439853, expected=20.000000 predicted=18.531345, expected=28.000000 predicted=25.617098, expected=52.000000 predicted=32.960875, expected=32.000000 predicted=34.121489, expected=16.000000 predicted=23.601077, expected=28.000000 predicted=25.546056, expected=16.000000 predicted=24.363376, expected=24.000000 predicted=31.253463, expected=16.000000 predicted=21.856502, expected=36.000000 predicted=25.421872, expected=4.000000 predicted=17.358775, expected=20.000000 predicted=18.009074, expected=4.000000 predicted=13.911297, expected=20.000000 predicted=17.224009, expected=32.000000 predicted=26.684266, expected=8.000000 predicted=11.510946, expected=8.000000 predicted=13.122363, expected=36.000000 predicted=19.936632, expected=32.000000 predicted=26.242850, expected=52.000000 predicted=37.129154, expected=32.000000 predicted=26.075840, expected=48.000000 predicted=33.443493, expected=12.000000 predicted=28.131809, expected=32.000000 predicted=32.018724, expected=20.000000 predicted=32.098626, expected=8.000000 predicted=21.166786, expected=40.000000 predicted=33.848467, expected=16.000000 predicted=18.912487, expected=16.000000 predicted=21.987769, expected=24.000000 predicted=20.527930, expected=4.000000 predicted=12.021553, expected=28.000000 predicted=26.166974, expected=48.000000 predicted=29.577687, expected=16.000000 predicted=21.186687, expected=36.000000 predicted=27.794518, expected=24.000000 predicted=20.715059, expected=12.000000 predicted=22.921438, expected=12.000000 predicted=23.999285, expected=20.000000 predicted=18.647194, expected=4.000000 predicted=17.426624, expected=16.000000 predicted=16.282776, expected=8.000000 predicted=10.551662, expected=20.000000 predicted=15.130095, expected=16.000000 predicted=15.915654, expected=28.000000 predicted=17.263809, expected=40.000000 predicted=26.456576, expected=4.000000 predicted=13.408133, expected=8.000000 predicted=14.488545, expected=28.000000 predicted=20.608879, expected=32.000000 predicted=28.037179, expected=16.000000 predicted=24.170792, expected=28.000000 predicted=18.331227, expected=32.000000 predicted=23.242339, expected=32.000000 predicted=29.851188, expected=40.000000 predicted=33.575708, expected=8.000000 predicted=18.803505, expected=20.000000 predicted=23.533842, expected=4.000000 predicted=17.838630, expected=4.000000 predicted=15.938905, expected=20.000000 predicted=21.012556, expected=20.000000 predicted=14.749742, expected=12.000000 predicted=14.728048, expected=16.000000 predicted=11.502752, expected=12.000000 predicted=11.213800, expected=16.000000 predicted=16.622009, expected=20.000000 predicted=17.912051, expected=4.000000 predicted=10.426897, expected=24.000000 predicted=17.388820, expected=8.000000 predicted=11.966443, expected=4.000000 predicted=10.557503, expected=16.000000 predicted=14.051027, expected=12.000000 predicted=10.476836, expected=52.000000 predicted=30.516164, expected=52.000000 predicted=31.407628, expected=24.000000 predicted=23.128491, expected=20.000000 predicted=22.271487, expected=12.000000 predicted=18.877511, expected=8.000000 predicted=25.804129, expected=4.000000 predicted=20.412908, expected=32.000000 predicted=22.413102, expected=8.000000 predicted=14.412938, expected=16.000000 predicted=13.777266, expected=16.000000 predicted=12.657327, expected=8.000000 predicted=10.512533, expected=12.000000 predicted=16.918271, expected=12.000000 predicted=10.970003, expected=12.000000 predicted=13.164654, expected=12.000000 predicted=12.620930, expected=20.000000 predicted=13.943697, expected=12.000000 predicted=12.948623, expected=16.000000 predicted=14.059715, expected=4.000000 predicted=9.545023, expected=20.000000 predicted=14.947375, expected=24.000000 predicted=19.431704, expected=4.000000 predicted=10.980851, expected=20.000000 predicted=15.562791, expected=4.000000 predicted=8.144440, expected=20.000000 predicted=17.483824, expected=44.000000 predicted=27.828891, expected=52.000000 predicted=30.852096, expected=24.000000 predicted=26.170779, expected=20.000000 predicted=19.321269, expected=20.000000 predicted=23.479659, expected=8.000000 predicted=24.654618, expected=24.000000 predicted=29.012972, expected=24.000000 predicted=22.215408, expected=12.000000 predicted=17.133614, expected=28.000000 predicted=21.393805, expected=4.000000 predicted=11.244639, expected=8.000000 predicted=14.768818, expected=28.000000 predicted=20.901840, expected=32.000000 predicted=22.754433, expected=20.000000 predicted=22.480748, expected=20.000000 predicted=15.645668, expected=16.000000 predicted=16.146236, expected=24.000000 predicted=24.196901, expected=28.000000 predicted=26.586680, expected=32.000000 predicted=25.878390, expected=16.000000 predicted=20.311430, expected=40.000000 predicted=27.716068, expected=4.000000 predicted=18.229607, expected=16.000000 predicted=20.776687, expected=16.000000 predicted=20.251682, expected=4.000000 predicted=12.854930, expected=24.000000 predicted=22.929532, expected=16.000000 predicted=12.776054, expected=24.000000 predicted=19.235425, expected=16.000000 predicted=16.176552, expected=8.000000 predicted=10.782149, expected=24.000000 predicted=20.400100, expected=8.000000 predicted=13.954026, expected=24.000000 predicted=20.454906, expected=24.000000 predicted=19.059697, expected=8.000000 predicted=12.736363, expected=4.000000 predicted=12.410063, expected=16.000000 predicted=12.453025, expected=8.000000 predicted=14.477158, expected=20.000000 predicted=17.430055, expected=20.000000 predicted=14.119713, expected=32.000000 predicted=19.483572, expected=20.000000 predicted=19.365718, expected=24.000000 predicted=19.102050, expected=8.000000 predicted=16.136388, expected=4.000000 predicted=13.346767, expected=16.000000 predicted=18.647659, expected=12.000000 predicted=14.964148, expected=20.000000 predicted=17.984753, expected=8.000000 predicted=9.718720, expected=4.000000 predicted=6.966474, expected=32.000000 predicted=19.687913, expected=8.000000 predicted=13.052833, expected=12.000000 predicted=14.413690, expected=20.000000 predicted=13.530746, expected=32.000000 predicted=20.327843, expected=40.000000 predicted=31.301899, expected=12.000000 predicted=16.415956, expected=4.000000 predicted=12.274382, expected=4.000000 predicted=12.609791, expected=24.000000 predicted=22.956933, expected=28.000000 predicted=26.523541, expected=12.000000 predicted=13.918913, expected=12.000000 predicted=10.583317, expected=4.000000 predicted=8.257451, expected=4.000000 predicted=12.411065, expected=8.000000 predicted=12.949038, expected=20.000000 predicted=13.612876, expected=20.000000 predicted=14.783378, expected=28.000000 predicted=16.808095, expected=16.000000 predicted=13.949289, expected=12.000000 predicted=13.558952, expected=36.000000 predicted=25.084530, expected=40.000000 predicted=29.956966, expected=20.000000 predicted=25.310463, expected=4.000000 predicted=13.821206, expected=12.000000 predicted=14.679041, expected=12.000000 predicted=20.693312, expected=4.000000 predicted=16.735265, expected=8.000000 predicted=10.634291, expected=20.000000 predicted=11.751401, expected=4.000000 predicted=9.200545, expected=4.000000 predicted=7.374882, expected=12.000000 predicted=7.966977, expected=8.000000 predicted=9.075173, expected=12.000000 predicted=12.472558, expected=16.000000 predicted=10.256585, expected=32.000000 predicted=18.027083, expected=24.000000 predicted=19.226229, expected=4.000000 predicted=10.898152, expected=20.000000 predicted=15.995533, expected=16.000000 predicted=17.285252, expected=12.000000 predicted=19.239532, expected=16.000000 predicted=16.544145, expected=8.000000 predicted=9.574592, expected=12.000000 predicted=14.182656, expected=16.000000 predicted=14.375616, expected=4.000000 predicted=9.484853, expected=24.000000 predicted=16.565027, expected=40.000000 predicted=22.996045, expected=4.000000 predicted=13.451667, expected=12.000000 predicted=13.778490, expected=12.000000 predicted=11.214030, expected=16.000000 predicted=19.027887, expected=8.000000 predicted=17.625368, expected=16.000000 predicted=11.096679, expected=8.000000 predicted=10.667747, expected=28.000000 predicted=18.200117, expected=4.000000 predicted=11.404425, expected=20.000000 predicted=14.344627, expected=20.000000 predicted=16.774020, expected=12.000000 predicted=13.683834, expected=12.000000 predicted=16.368569, expected=24.000000 predicted=15.480927, expected=28.000000 predicted=22.668597, expected=28.000000 predicted=23.393612, expected=24.000000 predicted=20.419695, expected=8.000000 predicted=14.840953, expected=4.000000 predicted=14.432389, expected=32.000000 predicted=24.639265, expected=24.000000 predicted=23.909393, expected=8.000000 predicted=16.016065, expected=12.000000 predicted=11.234557, expected=12.000000 predicted=11.726521, expected=12.000000 Test MSE: 186.578
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139])] predicted=18.460525, expected=4.000000 predicted=15.406338, expected=8.000000 predicted=10.482668, expected=12.000000 predicted=9.363634, expected=4.000000 predicted=6.102791, expected=8.000000 predicted=6.947873, expected=24.000000 predicted=11.256400, expected=12.000000 predicted=9.309339, expected=4.000000 predicted=10.240796, expected=8.000000 predicted=11.318240, expected=32.000000 predicted=14.845842, expected=16.000000 predicted=14.837864, expected=12.000000 predicted=13.483128, expected=8.000000 predicted=14.678875, expected=12.000000 predicted=12.560220, expected=12.000000 predicted=16.640243, expected=16.000000 predicted=12.853242, expected=8.000000 predicted=11.147909, expected=8.000000 predicted=10.211506, expected=20.000000 predicted=14.097938, expected=8.000000 predicted=10.217698, expected=4.000000 predicted=10.567553, expected=16.000000 predicted=12.725142, expected=12.000000 predicted=9.484887, expected=12.000000 predicted=12.194929, expected=16.000000 predicted=12.621950, expected=4.000000 predicted=8.535935, expected=8.000000 predicted=11.937396, expected=12.000000 predicted=11.661604, expected=16.000000 predicted=10.435065, expected=20.000000 predicted=13.757866, expected=28.000000 predicted=14.722585, expected=12.000000 predicted=14.268308, expected=20.000000 predicted=18.231563, expected=8.000000 predicted=17.204904, expected=8.000000 predicted=14.439078, expected=8.000000 predicted=16.318389, expected=12.000000 predicted=10.406726, expected=40.000000 predicted=18.954299, expected=12.000000 predicted=11.919753, expected=8.000000 predicted=13.454662, expected=4.000000 predicted=16.066642, expected=4.000000 predicted=10.237558, expected=20.000000 predicted=18.308301, expected=12.000000 predicted=9.297705, expected=12.000000 predicted=9.500886, expected=8.000000 predicted=10.644871, expected=24.000000 predicted=12.895609, expected=8.000000 predicted=13.466112, expected=4.000000 predicted=10.248550, expected=4.000000 predicted=11.840765, expected=28.000000 predicted=12.661752, expected=20.000000 predicted=14.783287, expected=8.000000 predicted=10.120084, expected=8.000000 predicted=13.529854, expected=16.000000 predicted=13.046398, expected=12.000000 predicted=15.099942, expected=16.000000 predicted=14.154950, expected=20.000000 predicted=14.015328, expected=8.000000 predicted=11.315085, expected=4.000000 predicted=12.834814, expected=8.000000 predicted=12.221406, expected=16.000000 predicted=11.970124, expected=12.000000 predicted=11.446929, expected=4.000000 predicted=8.089038, expected=36.000000 predicted=15.905556, expected=40.000000 predicted=18.678522, expected=4.000000 predicted=13.954633, expected=16.000000 predicted=22.074823, expected=24.000000 predicted=20.643525, expected=12.000000 predicted=18.526955, expected=16.000000 predicted=22.283559, expected=20.000000 predicted=15.508075, expected=32.000000 predicted=19.414603, expected=16.000000 predicted=19.413579, expected=8.000000 predicted=16.267525, expected=4.000000 predicted=16.986612, expected=24.000000 predicted=17.813836, expected=8.000000 predicted=14.828005, expected=24.000000 predicted=14.820141, expected=28.000000 predicted=17.951343, expected=8.000000 predicted=11.146008, expected=4.000000 predicted=17.960115, expected=36.000000 predicted=20.429288, expected=36.000000 predicted=20.815832, expected=8.000000 predicted=17.396417, expected=12.000000 predicted=20.192437, expected=4.000000 predicted=15.015030, expected=16.000000 predicted=18.618190, expected=8.000000 predicted=16.052838, expected=8.000000 predicted=8.117340, expected=4.000000 predicted=9.965858, expected=16.000000 predicted=8.998194, expected=16.000000 predicted=11.841594, expected=16.000000 predicted=10.360858, expected=8.000000 predicted=11.490412, expected=16.000000 predicted=12.490015, expected=24.000000 predicted=16.857096, expected=28.000000 predicted=17.218352, expected=12.000000 predicted=16.422985, expected=16.000000 predicted=17.525367, expected=8.000000 predicted=17.125501, expected=8.000000 predicted=14.980884, expected=12.000000 predicted=16.282177, expected=28.000000 predicted=14.455370, expected=4.000000 predicted=10.715669, expected=8.000000 predicted=11.443545, expected=8.000000 predicted=13.050332, expected=4.000000 predicted=7.760530, expected=8.000000 predicted=12.598416, expected=16.000000 predicted=8.360869, expected=40.000000 predicted=15.274155, expected=4.000000 predicted=9.745920, expected=12.000000 predicted=14.053311, expected=28.000000 predicted=21.552235, expected=8.000000 predicted=12.024114, expected=12.000000 predicted=20.676486, expected=24.000000 predicted=16.563779, expected=24.000000 predicted=15.180338, expected=12.000000 predicted=18.203678, expected=8.000000 predicted=14.878390, expected=12.000000 predicted=15.492053, expected=16.000000 predicted=15.934903, expected=12.000000 predicted=14.135059, expected=32.000000 predicted=17.209147, expected=4.000000 predicted=11.271144, expected=12.000000 predicted=14.417640, expected=12.000000 predicted=17.276524, expected=16.000000 predicted=11.653695, expected=20.000000 predicted=18.827183, expected=16.000000 predicted=11.918248, expected=24.000000 predicted=17.258559, expected=12.000000 predicted=15.565118, expected=16.000000 predicted=17.023807, expected=4.000000 predicted=15.710941, expected=20.000000 predicted=15.497532, expected=8.000000 predicted=14.526448, expected=12.000000 predicted=10.832348, expected=16.000000 predicted=15.161708, expected=20.000000 predicted=11.395842, expected=8.000000 predicted=13.885828, expected=8.000000 predicted=11.918830, expected=4.000000 predicted=11.592359, expected=20.000000 predicted=13.143581, expected=24.000000 predicted=15.010317, expected=8.000000 predicted=9.449159, expected=24.000000 predicted=16.979820, expected=16.000000 predicted=14.696949, expected=20.000000 predicted=17.253563, expected=24.000000 predicted=21.898089, expected=20.000000 predicted=16.358818, expected=4.000000 predicted=17.552404, expected=12.000000 predicted=17.167008, expected=8.000000 predicted=14.640020, expected=16.000000 predicted=13.935805, expected=24.000000 predicted=16.188072, expected=20.000000 predicted=12.071225, expected=16.000000 predicted=15.919412, expected=8.000000 predicted=14.692987, expected=16.000000 predicted=16.932656, expected=16.000000 predicted=17.122591, expected=12.000000 predicted=13.904733, expected=8.000000 predicted=13.428832, expected=24.000000 predicted=14.838609, expected=24.000000 predicted=16.247413, expected=4.000000 predicted=12.342479, expected=4.000000 predicted=14.219595, expected=36.000000 predicted=18.936389, expected=12.000000 predicted=13.660989, expected=4.000000 predicted=13.942966, expected=32.000000 predicted=20.341535, expected=28.000000 predicted=14.638699, expected=4.000000 predicted=17.807336, expected=12.000000 predicted=19.041057, expected=20.000000 predicted=15.814413, expected=8.000000 predicted=14.983396, expected=24.000000 predicted=19.610256, expected=24.000000 predicted=14.929197, expected=28.000000 predicted=17.386565, expected=4.000000 predicted=17.817150, expected=24.000000 predicted=19.411311, expected=4.000000 predicted=17.515729, expected=8.000000 predicted=13.828215, expected=12.000000 predicted=17.734630, expected=16.000000 predicted=8.507676, expected=8.000000 predicted=12.974573, expected=24.000000 predicted=12.956126, expected=20.000000 predicted=13.988996, expected=16.000000 predicted=14.144341, expected=4.000000 predicted=15.607516, expected=12.000000 predicted=13.648200, expected=16.000000 predicted=16.257347, expected=32.000000 predicted=17.016625, expected=4.000000 predicted=12.477219, expected=4.000000 predicted=11.505683, expected=8.000000 predicted=15.100703, expected=20.000000 predicted=12.088519, expected=28.000000 predicted=18.371189, expected=24.000000 predicted=13.255007, expected=8.000000 predicted=13.745684, expected=12.000000 predicted=17.059430, expected=8.000000 predicted=16.459582, expected=16.000000 predicted=16.337925, expected=8.000000 predicted=13.677036, expected=28.000000 predicted=13.976501, expected=44.000000 predicted=20.959101, expected=12.000000 predicted=13.751878, expected=12.000000 predicted=21.693423, expected=20.000000 predicted=22.124047, expected=4.000000 predicted=15.861936, expected=4.000000 predicted=19.303559, expected=24.000000 predicted=15.519863, expected=32.000000 predicted=14.432662, expected=8.000000 predicted=13.340990, expected=28.000000 predicted=19.366057, expected=12.000000 predicted=15.744803, expected=4.000000 predicted=15.109761, expected=16.000000 predicted=22.152444, expected=12.000000 predicted=10.432255, expected=20.000000 predicted=16.698771, expected=12.000000 predicted=13.153714, expected=8.000000 predicted=10.118679, expected=12.000000 predicted=14.960612, expected=20.000000 predicted=13.614741, expected=32.000000 predicted=18.341863, expected=20.000000 predicted=15.892011, expected=12.000000 predicted=16.225224, expected=16.000000 predicted=19.649168, expected=16.000000 predicted=18.112916, expected=12.000000 predicted=18.395875, expected=4.000000 predicted=13.765282, expected=8.000000 predicted=11.784718, expected=36.000000 predicted=17.747936, expected=20.000000 predicted=13.433238, expected=12.000000 predicted=14.414108, expected=12.000000 predicted=17.198877, expected=28.000000 predicted=17.818910, expected=12.000000 predicted=19.385296, expected=28.000000 predicted=20.299450, expected=16.000000 predicted=17.994815, expected=20.000000 predicted=16.913248, expected=8.000000 predicted=20.547114, expected=8.000000 predicted=13.533048, expected=12.000000 predicted=17.770168, expected=12.000000 predicted=11.669906, expected=16.000000 predicted=13.880126, expected=12.000000 predicted=10.958818, expected=20.000000 predicted=13.432161, expected=8.000000 predicted=12.450739, expected=16.000000 predicted=14.011143, expected=12.000000 predicted=14.812232, expected=28.000000 predicted=15.633442, expected=12.000000 predicted=15.852803, expected=4.000000 predicted=11.324487, expected=4.000000 predicted=14.987584, expected=16.000000 predicted=11.991343, expected=12.000000 predicted=13.171374, expected=12.000000 predicted=10.097711, expected=28.000000 predicted=14.575039, expected=12.000000 predicted=10.741212, expected=16.000000 predicted=16.259123, expected=8.000000 predicted=15.483855, expected=8.000000 predicted=11.884949, expected=8.000000 predicted=15.570528, expected=8.000000 predicted=9.286072, expected=20.000000 predicted=13.036657, expected=16.000000 predicted=10.531075, expected=4.000000 predicted=9.045119, expected=12.000000 predicted=13.061322, expected=12.000000 predicted=11.124463, expected=24.000000 predicted=15.045999, expected=16.000000 predicted=14.333755, expected=4.000000 predicted=9.745916, expected=8.000000 predicted=14.357322, expected=12.000000 predicted=12.168160, expected=4.000000 predicted=10.642009, expected=12.000000 predicted=11.284770, expected=4.000000 predicted=6.621480, expected=16.000000 predicted=9.344855, expected=16.000000 predicted=11.746092, expected=8.000000 predicted=7.492693, expected=16.000000 predicted=14.073593, expected=12.000000 predicted=10.711737, expected=20.000000 predicted=14.624825, expected=8.000000 predicted=13.373330, expected=12.000000 predicted=11.977284, expected=16.000000 predicted=15.573410, expected=8.000000 predicted=10.439719, expected=12.000000 predicted=14.271753, expected=20.000000 predicted=13.371960, expected=8.000000 predicted=10.492403, expected=4.000000 predicted=11.842980, expected=20.000000 predicted=14.023826, expected=12.000000 predicted=10.475878, expected=12.000000 predicted=12.934838, expected=8.000000 predicted=11.767706, expected=24.000000 predicted=12.872451, expected=16.000000 predicted=15.091478, expected=4.000000 predicted=10.854383, expected=12.000000 predicted=15.202313, expected=20.000000 predicted=13.250001, expected=12.000000 predicted=13.518317, expected=8.000000 predicted=12.886889, expected=16.000000 predicted=12.799238, expected=24.000000 predicted=14.812708, expected=16.000000 predicted=15.110407, expected=8.000000 predicted=13.830648, expected=12.000000 predicted=14.695563, expected=8.000000 predicted=12.995028, expected=8.000000 predicted=13.005358, expected=8.000000 predicted=11.123076, expected=20.000000 predicted=11.036247, expected=12.000000 predicted=10.562132, expected=4.000000 predicted=8.882308, expected=20.000000 predicted=14.505217, expected=12.000000 predicted=10.451297, expected=16.000000 predicted=14.021662, expected=8.000000 predicted=13.057273, expected=8.000000 predicted=9.590059, expected=12.000000 predicted=14.363291, expected=32.000000 predicted=15.337006, expected=12.000000 predicted=12.741398, expected=4.000000 predicted=11.681171, expected=4.000000 predicted=14.027662, expected=16.000000 predicted=12.210443, expected=24.000000 predicted=17.021626, expected=12.000000 predicted=10.571766, expected=24.000000 predicted=15.260545, expected=12.000000 predicted=13.854398, expected=8.000000 predicted=14.223945, expected=12.000000 predicted=18.175375, expected=28.000000 predicted=15.769189, expected=8.000000 predicted=13.808431, expected=12.000000 predicted=13.892209, expected=4.000000 predicted=12.774975, expected=8.000000 predicted=10.174509, expected=8.000000 predicted=13.755971, expected=16.000000 predicted=8.968631, expected=8.000000 predicted=9.228263, expected=16.000000 predicted=9.958233, expected=12.000000 predicted=11.474125, expected=8.000000 predicted=9.570659, expected=12.000000 predicted=13.770900, expected=16.000000 predicted=11.478067, expected=4.000000 predicted=10.189200, expected=20.000000 predicted=13.936166, expected=40.000000 predicted=18.050297, expected=16.000000 predicted=13.296065, expected=80.000000 predicted=35.446348, expected=8.000000 predicted=21.795854, expected=36.000000 predicted=30.702258, expected=16.000000 predicted=40.073047, expected=36.000000 predicted=23.754032, expected=16.000000 predicted=39.304030, expected=20.000000 predicted=18.461924, expected=16.000000 predicted=26.707208, expected=20.000000 predicted=18.341445, expected=12.000000 predicted=21.481176, expected=8.000000 predicted=14.570776, expected=16.000000 predicted=16.870807, expected=12.000000 predicted=13.116171, expected=8.000000 predicted=12.509362, expected=12.000000 predicted=12.540985, expected=12.000000 predicted=10.626346, expected=20.000000 predicted=13.692810, expected=20.000000 predicted=14.245953, expected=12.000000 predicted=12.699045, expected=12.000000 predicted=15.191536, expected=12.000000 predicted=14.487811, expected=20.000000 predicted=16.132085, expected=8.000000 predicted=13.691352, expected=12.000000 predicted=12.719593, expected=20.000000 predicted=15.392920, expected=8.000000 predicted=11.011729, expected=4.000000 predicted=12.717716, expected=4.000000 predicted=10.141942, expected=8.000000 predicted=8.638681, expected=8.000000 predicted=9.304847, expected=12.000000 predicted=7.608301, expected=24.000000 predicted=10.754277, expected=32.000000 predicted=14.343793, expected=16.000000 predicted=14.968559, expected=12.000000 predicted=17.199302, expected=4.000000 predicted=16.519563, expected=8.000000 predicted=15.302522, expected=8.000000 predicted=14.764132, expected=20.000000 predicted=11.850379, expected=32.000000 predicted=15.394291, expected=8.000000 predicted=10.469470, expected=20.000000 predicted=17.103624, expected=40.000000 predicted=23.266835, expected=4.000000 predicted=15.255833, expected=8.000000 predicted=21.228533, expected=16.000000 predicted=18.199529, expected=20.000000 predicted=14.636808, expected=8.000000 predicted=17.803314, expected=20.000000 predicted=13.526174, expected=16.000000 predicted=14.267014, expected=4.000000 predicted=11.791525, expected=8.000000 predicted=14.920664, expected=16.000000 predicted=11.854886, expected=8.000000 predicted=10.836736, expected=16.000000 predicted=12.774836, expected=20.000000 predicted=12.492948, expected=12.000000 predicted=11.251969, expected=4.000000 predicted=13.124766, expected=12.000000 predicted=12.612094, expected=12.000000 predicted=12.171412, expected=24.000000 predicted=14.667861, expected=16.000000 predicted=13.527435, expected=16.000000 predicted=12.860254, expected=8.000000 predicted=15.068173, expected=4.000000 predicted=11.858779, expected=12.000000 predicted=15.035480, expected=4.000000 predicted=9.106770, expected=16.000000 predicted=11.022238, expected=8.000000 predicted=8.938982, expected=20.000000 predicted=9.952907, expected=8.000000 predicted=11.877901, expected=4.000000 Test MSE: 88.624
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126])] predicted=74.204919, expected=32.000000 predicted=43.240825, expected=120.000000 predicted=80.494598, expected=40.000000 predicted=59.661022, expected=72.000000 predicted=67.443750, expected=84.000000 predicted=74.122655, expected=84.000000 predicted=76.324957, expected=52.000000 predicted=70.473163, expected=60.000000 predicted=60.596231, expected=32.000000 predicted=54.474892, expected=80.000000 predicted=70.844874, expected=56.000000 predicted=61.445791, expected=56.000000 predicted=56.359368, expected=56.000000 predicted=54.652698, expected=76.000000 predicted=62.879159, expected=44.000000 predicted=57.922729, expected=64.000000 predicted=59.117473, expected=64.000000 predicted=60.233731, expected=100.000000 predicted=77.134081, expected=76.000000 predicted=73.107538, expected=92.000000 predicted=76.475114, expected=116.000000 predicted=92.067298, expected=64.000000 predicted=79.279447, expected=60.000000 predicted=76.630936, expected=28.000000 predicted=57.735096, expected=64.000000 predicted=70.065215, expected=100.000000 predicted=83.822724, expected=80.000000 predicted=72.492549, expected=88.000000 predicted=73.353857, expected=32.000000 predicted=51.695501, expected=32.000000 predicted=54.462132, expected=64.000000 predicted=66.452966, expected=44.000000 predicted=57.130095, expected=64.000000 predicted=58.741439, expected=112.000000 predicted=71.301335, expected=44.000000 predicted=55.689450, expected=68.000000 predicted=64.177952, expected=52.000000 predicted=56.835600, expected=56.000000 predicted=64.871849, expected=72.000000 predicted=70.657775, expected=56.000000 predicted=57.414910, expected=92.000000 predicted=73.116712, expected=52.000000 predicted=59.506147, expected=52.000000 predicted=59.141592, expected=76.000000 predicted=67.482242, expected=32.000000 predicted=53.751093, expected=44.000000 predicted=54.881316, expected=88.000000 predicted=64.235514, expected=72.000000 predicted=66.471194, expected=76.000000 predicted=68.464795, expected=68.000000 predicted=60.538709, expected=120.000000 predicted=88.184575, expected=80.000000 predicted=84.486764, expected=60.000000 predicted=73.090759, expected=88.000000 predicted=79.940542, expected=72.000000 predicted=79.483522, expected=52.000000 predicted=74.267134, expected=64.000000 predicted=66.375978, expected=104.000000 predicted=81.630705, expected=60.000000 predicted=72.446626, expected=64.000000 predicted=66.939384, expected=76.000000 predicted=68.266151, expected=84.000000 predicted=78.678427, expected=48.000000 predicted=67.889705, expected=68.000000 predicted=65.146811, expected=60.000000 predicted=63.940031, expected=32.000000 predicted=54.838978, expected=108.000000 predicted=77.846815, expected=100.000000 predicted=78.314982, expected=36.000000 predicted=60.671405, expected=64.000000 predicted=61.202406, expected=68.000000 predicted=64.536194, expected=36.000000 predicted=64.581805, expected=36.000000 predicted=52.255497, expected=88.000000 predicted=61.592556, expected=72.000000 predicted=65.983384, expected=72.000000 predicted=66.206059, expected=52.000000 predicted=53.601693, expected=76.000000 predicted=66.268278, expected=84.000000 predicted=77.805215, expected=84.000000 predicted=77.419637, expected=72.000000 predicted=72.354762, expected=108.000000 predicted=84.948266, expected=108.000000 predicted=93.772864, expected=60.000000 predicted=79.441652, expected=24.000000 predicted=59.421700, expected=36.000000 predicted=56.748482, expected=112.000000 predicted=88.653003, expected=44.000000 predicted=63.635018, expected=100.000000 predicted=72.886289, expected=48.000000 predicted=52.435317, expected=28.000000 predicted=51.426822, expected=64.000000 predicted=65.545298, expected=32.000000 predicted=47.779172, expected=60.000000 predicted=60.134670, expected=104.000000 predicted=67.624361, expected=48.000000 predicted=54.148789, expected=120.000000 predicted=83.072152, expected=68.000000 predicted=67.119770, expected=44.000000 predicted=66.994703, expected=76.000000 predicted=73.732061, expected=60.000000 predicted=66.960551, expected=80.000000 predicted=80.375044, expected=48.000000 predicted=57.786102, expected=48.000000 predicted=55.259468, expected=52.000000 predicted=57.461708, expected=16.000000 predicted=42.688831, expected=48.000000 predicted=49.325071, expected=76.000000 predicted=55.135240, expected=68.000000 predicted=58.441996, expected=72.000000 predicted=58.978789, expected=56.000000 predicted=52.057145, expected=24.000000 predicted=47.209674, expected=16.000000 predicted=41.834196, expected=72.000000 predicted=57.458645, expected=48.000000 predicted=51.827840, expected=52.000000 predicted=48.504453, expected=80.000000 predicted=52.796678, expected=68.000000 predicted=58.026655, expected=48.000000 predicted=58.593148, expected=56.000000 predicted=55.102560, expected=44.000000 predicted=53.448633, expected=40.000000 predicted=53.628180, expected=64.000000 predicted=56.377066, expected=68.000000 predicted=57.741150, expected=104.000000 predicted=74.602678, expected=60.000000 predicted=61.112782, expected=100.000000 predicted=77.528393, expected=40.000000 predicted=61.537652, expected=60.000000 predicted=69.032627, expected=68.000000 predicted=70.450380, expected=52.000000 predicted=62.686173, expected=100.000000 predicted=79.229307, expected=72.000000 predicted=65.941738, expected=44.000000 predicted=60.641044, expected=44.000000 predicted=54.626959, expected=60.000000 predicted=60.650482, expected=56.000000 predicted=64.804768, expected=76.000000 predicted=64.590312, expected=40.000000 predicted=48.705806, expected=48.000000 predicted=51.071952, expected=32.000000 predicted=45.246715, expected=68.000000 predicted=58.341190, expected=36.000000 predicted=48.227920, expected=68.000000 predicted=53.663663, expected=92.000000 predicted=64.687985, expected=76.000000 predicted=66.396850, expected=76.000000 predicted=70.045620, expected=60.000000 predicted=61.961762, expected=48.000000 predicted=63.666672, expected=36.000000 predicted=57.640597, expected=56.000000 predicted=58.747272, expected=52.000000 predicted=55.974024, expected=96.000000 predicted=69.373448, expected=56.000000 predicted=56.782593, expected=80.000000 predicted=65.398127, expected=44.000000 predicted=55.828713, expected=40.000000 predicted=55.413115, expected=52.000000 predicted=59.037758, expected=136.000000 predicted=87.006348, expected=108.000000 predicted=88.972420, expected=56.000000 predicted=66.602122, expected=44.000000 predicted=56.531493, expected=52.000000 predicted=65.722662, expected=64.000000 predicted=79.684138, expected=60.000000 predicted=67.207829, expected=56.000000 predicted=55.253283, expected=60.000000 predicted=55.308880, expected=40.000000 predicted=50.757904, expected=44.000000 predicted=51.409879, expected=36.000000 predicted=45.702538, expected=24.000000 predicted=39.244549, expected=44.000000 predicted=42.561789, expected=84.000000 predicted=56.074032, expected=80.000000 predicted=61.180217, expected=44.000000 predicted=48.372434, expected=52.000000 predicted=48.643797, expected=44.000000 predicted=52.247324, expected=64.000000 predicted=64.957033, expected=48.000000 predicted=55.149170, expected=64.000000 predicted=55.210371, expected=60.000000 predicted=55.557449, expected=44.000000 predicted=51.027388, expected=56.000000 predicted=55.274901, expected=40.000000 predicted=48.228513, expected=32.000000 predicted=45.796135, expected=72.000000 predicted=56.084872, expected=64.000000 predicted=55.650301, expected=64.000000 predicted=58.207586, expected=48.000000 predicted=48.910629, expected=60.000000 predicted=55.233639, expected=84.000000 predicted=70.879119, expected=48.000000 predicted=59.207319, expected=56.000000 predicted=58.081438, expected=64.000000 predicted=58.487185, expected=80.000000 predicted=70.563085, expected=48.000000 predicted=60.849236, expected=60.000000 predicted=57.611373, expected=44.000000 predicted=53.220741, expected=48.000000 predicted=55.995817, expected=56.000000 predicted=56.983968, expected=72.000000 predicted=59.659183, expected=76.000000 predicted=64.362073, expected=56.000000 predicted=56.776408, expected=60.000000 predicted=58.668498, expected=60.000000 predicted=61.161135, expected=36.000000 predicted=54.853749, expected=32.000000 predicted=48.082374, expected=80.000000 predicted=60.534465, expected=76.000000 predicted=64.678062, expected=56.000000 predicted=57.671087, expected=60.000000 predicted=53.434591, expected=56.000000 predicted=56.244237, expected=48.000000 predicted=60.437993, expected=52.000000 predicted=57.112205, expected=80.000000 predicted=64.300019, expected=76.000000 predicted=66.723710, expected=40.000000 predicted=53.413143, expected=52.000000 predicted=53.307180, expected=88.000000 predicted=69.656639, expected=40.000000 predicted=59.958879, expected=52.000000 predicted=56.837259, expected=80.000000 predicted=60.872524, expected=96.000000 predicted=76.852986, expected=80.000000 predicted=76.456045, expected=60.000000 predicted=62.416750, expected=64.000000 predicted=66.674480, expected=56.000000 predicted=68.594564, expected=52.000000 predicted=66.119957, expected=88.000000 predicted=73.174645, expected=60.000000 predicted=62.977239, expected=72.000000 predicted=67.190901, expected=48.000000 predicted=56.360174, expected=112.000000 predicted=81.851887, expected=152.000000 predicted=107.008571, expected=120.000000 predicted=101.629466, expected=112.000000 predicted=100.812725, expected=148.000000 predicted=117.401992, expected=136.000000 predicted=131.974946, expected=156.000000 predicted=144.549299, expected=216.000000 predicted=164.726827, expected=84.000000 predicted=125.796553, expected=88.000000 predicted=122.826371, expected=56.000000 predicted=99.643609, expected=76.000000 predicted=109.133922, expected=68.000000 predicted=97.987754, expected=72.000000 predicted=75.233076, expected=92.000000 predicted=80.336172, expected=84.000000 predicted=76.834309, expected=52.000000 predicted=67.743538, expected=72.000000 predicted=70.692204, expected=24.000000 predicted=53.862169, expected=44.000000 predicted=58.388134, expected=28.000000 predicted=44.889210, expected=68.000000 predicted=55.340474, expected=52.000000 predicted=51.046276, expected=48.000000 predicted=44.537445, expected=48.000000 predicted=45.808307, expected=72.000000 predicted=56.622033, expected=60.000000 predicted=60.023058, expected=60.000000 predicted=57.418543, expected=68.000000 predicted=59.882857, expected=44.000000 predicted=53.960116, expected=60.000000 predicted=60.595254, expected=72.000000 predicted=63.368563, expected=72.000000 predicted=66.528633, expected=36.000000 predicted=52.454004, expected=40.000000 predicted=47.502730, expected=48.000000 predicted=52.026973, expected=52.000000 predicted=55.452218, expected=84.000000 predicted=65.067717, expected=40.000000 predicted=46.721151, expected=84.000000 predicted=63.430267, expected=72.000000 predicted=63.884438, expected=44.000000 predicted=58.389066, expected=44.000000 predicted=55.334981, expected=80.000000 predicted=64.089411, expected=112.000000 predicted=86.760299, expected=72.000000 predicted=72.882127, expected=60.000000 predicted=62.840380, expected=64.000000 predicted=65.261424, expected=44.000000 predicted=65.161976, expected=48.000000 predicted=64.195145, expected=84.000000 predicted=68.516259, expected=44.000000 predicted=55.160262, expected=56.000000 predicted=56.533234, expected=40.000000 predicted=46.429482, expected=52.000000 predicted=53.713094, expected=68.000000 predicted=61.826289, expected=64.000000 predicted=57.232397, expected=68.000000 predicted=60.566130, expected=40.000000 predicted=49.103120, expected=56.000000 predicted=56.185897, expected=32.000000 predicted=48.485800, expected=32.000000 predicted=45.202214, expected=28.000000 predicted=38.922102, expected=56.000000 predicted=45.410996, expected=88.000000 predicted=61.297721, expected=80.000000 predicted=60.813367, expected=72.000000 predicted=60.674950, expected=32.000000 predicted=47.346023, expected=64.000000 predicted=62.914234, expected=44.000000 predicted=59.535684, expected=56.000000 predicted=60.208729, expected=76.000000 predicted=62.667429, expected=56.000000 predicted=54.709954, expected=72.000000 predicted=64.030589, expected=80.000000 predicted=66.451108, expected=68.000000 predicted=68.227476, expected=52.000000 predicted=62.682369, expected=68.000000 predicted=64.640777, expected=60.000000 predicted=65.374578, expected=60.000000 predicted=64.915463, expected=52.000000 predicted=57.397542, expected=40.000000 predicted=50.372933, expected=76.000000 predicted=64.112329, expected=32.000000 predicted=48.452908, expected=48.000000 predicted=50.715589, expected=64.000000 predicted=53.573347, expected=84.000000 predicted=65.883747, expected=44.000000 predicted=55.674244, expected=36.000000 predicted=44.070299, expected=52.000000 predicted=51.401703, expected=80.000000 predicted=67.392072, expected=28.000000 predicted=49.851983, expected=60.000000 predicted=51.008092, expected=56.000000 predicted=50.705328, expected=52.000000 predicted=55.564317, expected=72.000000 predicted=62.413247, expected=40.000000 predicted=46.801044, expected=32.000000 predicted=46.255219, expected=28.000000 predicted=40.108470, expected=64.000000 predicted=53.304575, expected=80.000000 predicted=63.011471, expected=32.000000 predicted=42.700429, expected=40.000000 predicted=41.067991, expected=80.000000 predicted=58.180394, expected=48.000000 predicted=57.491551, expected=76.000000 predicted=65.306402, expected=44.000000 predicted=47.861018, expected=88.000000 predicted=68.835137, expected=56.000000 predicted=63.309503, expected=68.000000 predicted=64.388982, expected=44.000000 predicted=56.581179, expected=48.000000 predicted=54.407330, expected=68.000000 predicted=64.579617, expected=104.000000 predicted=76.493478, expected=52.000000 predicted=62.091848, expected=52.000000 predicted=56.049454, expected=52.000000 predicted=56.371549, expected=44.000000 predicted=58.501549, expected=44.000000 predicted=56.860677, expected=20.000000 predicted=37.290147, expected=80.000000 predicted=57.126134, expected=180.000000 predicted=101.864137, expected=132.000000 predicted=99.238425, expected=248.000000 predicted=152.135866, expected=88.000000 predicted=107.930784, expected=104.000000 predicted=122.043365, expected=76.000000 predicted=116.173938, expected=80.000000 predicted=113.768317, expected=100.000000 predicted=119.624852, expected=56.000000 predicted=77.887967, expected=44.000000 predicted=66.620078, expected=56.000000 predicted=62.576691, expected=48.000000 predicted=61.592381, expected=48.000000 predicted=58.004308, expected=80.000000 predicted=61.951881, expected=72.000000 predicted=63.111746, expected=76.000000 predicted=67.159120, expected=60.000000 predicted=60.709860, expected=96.000000 predicted=77.168036, expected=64.000000 predicted=72.955645, expected=112.000000 predicted=88.812748, expected=60.000000 predicted=73.077429, expected=32.000000 predicted=58.124707, expected=60.000000 predicted=64.257860, expected=68.000000 predicted=68.466665, expected=80.000000 predicted=76.585903, expected=88.000000 predicted=71.230740, expected=36.000000 predicted=52.045762, expected=44.000000 predicted=53.944711, expected=48.000000 predicted=55.762694, expected=44.000000 predicted=56.235213, expected=28.000000 predicted=43.889147, expected=76.000000 predicted=53.002272, expected=32.000000 predicted=43.306171, expected=100.000000 predicted=66.959563, expected=56.000000 predicted=56.156505, expected=76.000000 predicted=64.358427, expected=28.000000 predicted=50.337589, expected=72.000000 predicted=60.844707, expected=52.000000 predicted=63.297425, expected=60.000000 predicted=59.268022, expected=52.000000 predicted=55.137450, expected=52.000000 predicted=50.999537, expected=72.000000 predicted=63.615742, expected=64.000000 predicted=61.057059, expected=64.000000 predicted=61.596285, expected=60.000000 predicted=59.014325, expected=84.000000 predicted=70.165892, expected=88.000000 predicted=77.848735, expected=68.000000 predicted=70.891326, expected=104.000000 predicted=82.875775, expected=72.000000 predicted=77.358731, expected=40.000000 predicted=65.709377, expected=44.000000 predicted=59.119519, expected=68.000000 predicted=66.570843, expected=56.000000 predicted=66.406821, expected=60.000000 predicted=58.410408, expected=40.000000 predicted=46.421171, expected=60.000000 predicted=54.609308, expected=32.000000 predicted=47.917196, expected=76.000000 predicted=59.735705, expected=80.000000 predicted=65.638072, expected=104.000000 predicted=77.176136, expected=88.000000 predicted=77.236693, expected=56.000000 predicted=64.782111, expected=60.000000 predicted=69.014075, expected=76.000000 predicted=76.633393, expected=52.000000 predicted=70.385181, expected=80.000000 predicted=72.032228, expected=64.000000 predicted=64.338474, expected=84.000000 predicted=73.366927, expected=80.000000 predicted=74.943764, expected=92.000000 predicted=79.365597, expected=28.000000 predicted=59.356583, expected=56.000000 predicted=60.155714, expected=84.000000 Test MSE: 665.011
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355])] predicted=120.830482, expected=100.000000 predicted=113.709107, expected=152.000000 predicted=114.785342, expected=116.000000 predicted=104.248759, expected=96.000000 predicted=101.972981, expected=76.000000 predicted=92.180537, expected=96.000000 predicted=99.749695, expected=108.000000 predicted=114.644889, expected=136.000000 predicted=114.965614, expected=148.000000 predicted=119.374906, expected=140.000000 predicted=116.654229, expected=152.000000 predicted=131.642662, expected=148.000000 predicted=135.974312, expected=128.000000 predicted=136.306772, expected=84.000000 predicted=122.097951, expected=128.000000 predicted=131.266894, expected=180.000000 predicted=150.828672, expected=96.000000 predicted=119.256246, expected=108.000000 predicted=122.152859, expected=48.000000 predicted=87.158060, expected=116.000000 predicted=112.529421, expected=84.000000 predicted=113.040234, expected=108.000000 predicted=95.220172, expected=148.000000 predicted=119.935384, expected=104.000000 predicted=89.925385, expected=128.000000 predicted=120.610910, expected=64.000000 predicted=91.068256, expected=132.000000 predicted=116.164446, expected=96.000000 predicted=114.535840, expected=72.000000 predicted=89.389673, expected=148.000000 predicted=125.579457, expected=120.000000 predicted=99.445245, expected=112.000000 predicted=115.816642, expected=68.000000 predicted=94.920441, expected=104.000000 predicted=96.910520, expected=60.000000 predicted=97.260186, expected=108.000000 predicted=101.438214, expected=220.000000 predicted=144.329796, expected=180.000000 predicted=126.988080, expected=128.000000 predicted=129.534947, expected=68.000000 predicted=102.303245, expected=36.000000 predicted=92.588314, expected=20.000000 predicted=100.512610, expected=40.000000 predicted=82.555619, expected=152.000000 predicted=107.483074, expected=172.000000 predicted=106.610119, expected=120.000000 predicted=89.950923, expected=112.000000 predicted=93.896238, expected=128.000000 predicted=107.002202, expected=88.000000 predicted=117.589342, expected=112.000000 predicted=128.766852, expected=196.000000 predicted=147.641482, expected=128.000000 predicted=122.387583, expected=112.000000 predicted=124.877680, expected=116.000000 predicted=117.820320, expected=108.000000 predicted=114.916952, expected=112.000000 predicted=136.643079, expected=116.000000 predicted=118.169628, expected=128.000000 predicted=118.273686, expected=104.000000 predicted=111.283683, expected=140.000000 predicted=123.319716, expected=56.000000 predicted=92.921202, expected=84.000000 predicted=99.625954, expected=68.000000 predicted=94.584931, expected=132.000000 predicted=105.741445, expected=124.000000 predicted=117.487533, expected=184.000000 predicted=121.222131, expected=124.000000 predicted=116.617251, expected=108.000000 predicted=106.542435, expected=152.000000 predicted=143.174519, expected=140.000000 predicted=132.796536, expected=176.000000 predicted=163.967874, expected=156.000000 predicted=145.134239, expected=216.000000 predicted=166.048530, expected=92.000000 predicted=136.569204, expected=48.000000 predicted=108.626753, expected=112.000000 predicted=137.134119, expected=128.000000 predicted=126.171861, expected=112.000000 predicted=135.342086, expected=188.000000 predicted=136.360989, expected=148.000000 predicted=115.257205, expected=92.000000 predicted=113.803471, expected=52.000000 predicted=102.596119, expected=120.000000 predicted=114.784894, expected=116.000000 predicted=130.130620, expected=128.000000 predicted=122.680857, expected=152.000000 predicted=123.198676, expected=148.000000 predicted=113.581268, expected=84.000000 predicted=111.030975, expected=80.000000 predicted=106.037791, expected=96.000000 predicted=110.371975, expected=84.000000 predicted=106.107923, expected=112.000000 predicted=115.063071, expected=64.000000 predicted=79.073558, expected=140.000000 predicted=106.351986, expected=108.000000 predicted=102.957076, expected=88.000000 predicted=90.418397, expected=124.000000 predicted=116.616136, expected=72.000000 predicted=80.552460, expected=136.000000 predicted=124.836440, expected=148.000000 predicted=124.232527, expected=112.000000 predicted=105.697941, expected=148.000000 predicted=134.521888, expected=40.000000 predicted=79.063770, expected=116.000000 predicted=118.772708, expected=76.000000 predicted=106.295665, expected=104.000000 predicted=99.340011, expected=76.000000 predicted=102.427641, expected=108.000000 predicted=81.589165, expected=128.000000 predicted=113.841644, expected=88.000000 predicted=88.867044, expected=120.000000 predicted=110.220949, expected=80.000000 predicted=89.153157, expected=140.000000 predicted=117.474011, expected=136.000000 predicted=125.740320, expected=144.000000 predicted=118.974203, expected=72.000000 predicted=105.280261, expected=96.000000 predicted=99.063215, expected=76.000000 predicted=105.491428, expected=84.000000 predicted=99.899643, expected=108.000000 predicted=110.795123, expected=112.000000 predicted=93.146312, expected=96.000000 predicted=96.242131, expected=68.000000 predicted=81.198649, expected=64.000000 predicted=79.376188, expected=88.000000 predicted=91.536684, expected=96.000000 predicted=94.042972, expected=128.000000 predicted=103.286886, expected=152.000000 predicted=110.816922, expected=132.000000 predicted=108.305898, expected=120.000000 predicted=114.360868, expected=96.000000 predicted=108.135454, expected=148.000000 predicted=133.620203, expected=76.000000 predicted=112.867661, expected=128.000000 predicted=122.013200, expected=188.000000 predicted=146.057648, expected=200.000000 predicted=147.847526, expected=96.000000 predicted=130.663424, expected=80.000000 predicted=103.325964, expected=84.000000 predicted=113.874351, expected=100.000000 predicted=125.600343, expected=84.000000 predicted=118.825967, expected=140.000000 predicted=110.890594, expected=116.000000 predicted=102.182918, expected=108.000000 predicted=101.144730, expected=64.000000 predicted=91.399674, expected=100.000000 predicted=95.655308, expected=124.000000 predicted=119.785940, expected=128.000000 predicted=114.003757, expected=112.000000 predicted=110.159882, expected=128.000000 predicted=106.506339, expected=68.000000 predicted=94.332624, expected=84.000000 predicted=102.089336, expected=76.000000 predicted=98.146501, expected=92.000000 predicted=94.056427, expected=112.000000 predicted=107.565076, expected=232.000000 predicted=140.863683, expected=168.000000 predicted=133.517183, expected=116.000000 predicted=115.986904, expected=124.000000 predicted=128.841988, expected=156.000000 predicted=140.587633, expected=160.000000 predicted=173.458766, expected=192.000000 predicted=169.794014, expected=248.000000 predicted=184.190925, expected=200.000000 predicted=175.382137, expected=140.000000 predicted=164.164207, expected=112.000000 predicted=152.322408, expected=176.000000 predicted=177.708347, expected=152.000000 predicted=179.632340, expected=160.000000 predicted=166.564224, expected=124.000000 predicted=139.448750, expected=180.000000 predicted=150.414484, expected=104.000000 predicted=140.899448, expected=56.000000 predicted=107.606744, expected=148.000000 predicted=144.037438, expected=124.000000 predicted=119.601906, expected=104.000000 predicted=126.020118, expected=172.000000 predicted=137.151424, expected=156.000000 predicted=119.324627, expected=132.000000 predicted=138.551143, expected=84.000000 predicted=115.765899, expected=300.000000 predicted=191.000886, expected=120.000000 predicted=150.565141, expected=116.000000 predicted=140.291111, expected=124.000000 predicted=146.676372, expected=144.000000 predicted=121.132883, expected=136.000000 predicted=182.293017, expected=120.000000 predicted=123.687522, expected=52.000000 predicted=96.103948, expected=104.000000 predicted=111.557683, expected=116.000000 predicted=118.756136, expected=164.000000 predicted=131.948281, expected=112.000000 predicted=116.624310, expected=120.000000 predicted=101.930870, expected=168.000000 predicted=139.159430, expected=120.000000 predicted=122.722925, expected=172.000000 predicted=157.059902, expected=100.000000 predicted=120.327321, expected=200.000000 predicted=154.698123, expected=228.000000 predicted=188.229043, expected=120.000000 predicted=135.067494, expected=140.000000 predicted=161.277205, expected=108.000000 predicted=127.205189, expected=144.000000 predicted=156.242354, expected=108.000000 predicted=149.334945, expected=244.000000 predicted=168.038530, expected=168.000000 predicted=157.417060, expected=132.000000 predicted=134.619438, expected=112.000000 predicted=144.100586, expected=148.000000 predicted=137.206782, expected=112.000000 predicted=157.531663, expected=108.000000 predicted=129.868475, expected=148.000000 predicted=135.997760, expected=128.000000 predicted=121.953264, expected=148.000000 predicted=140.153242, expected=108.000000 predicted=119.368237, expected=116.000000 predicted=117.881871, expected=108.000000 predicted=125.773216, expected=76.000000 predicted=102.850202, expected=200.000000 predicted=153.181579, expected=196.000000 predicted=147.994710, expected=100.000000 predicted=118.273478, expected=156.000000 predicted=143.888467, expected=168.000000 predicted=138.978463, expected=140.000000 predicted=157.615748, expected=116.000000 predicted=150.152999, expected=188.000000 predicted=149.011488, expected=168.000000 predicted=158.127749, expected=156.000000 predicted=157.768629, expected=156.000000 predicted=155.608942, expected=120.000000 predicted=132.853881, expected=116.000000 predicted=146.976487, expected=160.000000 predicted=154.548381, expected=168.000000 predicted=152.945561, expected=140.000000 predicted=145.130976, expected=112.000000 predicted=127.695808, expected=116.000000 predicted=125.493018, expected=136.000000 predicted=140.519704, expected=144.000000 predicted=143.613473, expected=180.000000 predicted=151.750198, expected=212.000000 predicted=162.586627, expected=188.000000 predicted=161.700887, expected=204.000000 predicted=179.431845, expected=164.000000 predicted=170.182879, expected=196.000000 predicted=188.896878, expected=152.000000 predicted=181.602151, expected=164.000000 predicted=173.648713, expected=144.000000 predicted=170.777686, expected=120.000000 predicted=144.266452, expected=88.000000 predicted=137.413356, expected=180.000000 predicted=154.054363, expected=176.000000 predicted=157.577897, expected=220.000000 predicted=172.136674, expected=176.000000 predicted=162.276568, expected=204.000000 predicted=165.491063, expected=100.000000 predicted=155.455440, expected=164.000000 predicted=167.589115, expected=100.000000 predicted=155.757511, expected=172.000000 predicted=156.946816, expected=196.000000 predicted=183.097273, expected=152.000000 predicted=136.028490, expected=120.000000 predicted=148.014640, expected=128.000000 predicted=130.445331, expected=120.000000 predicted=141.475244, expected=96.000000 predicted=133.935161, expected=108.000000 predicted=123.342257, expected=232.000000 predicted=161.238065, expected=204.000000 predicted=161.563528, expected=136.000000 predicted=140.442898, expected=96.000000 predicted=125.495776, expected=136.000000 predicted=134.972157, expected=112.000000 predicted=152.854022, expected=96.000000 predicted=132.590739, expected=228.000000 predicted=166.615642, expected=188.000000 predicted=146.168910, expected=96.000000 predicted=126.320782, expected=76.000000 predicted=117.367506, expected=144.000000 predicted=127.413195, expected=84.000000 predicted=133.954138, expected=176.000000 predicted=155.808673, expected=160.000000 predicted=132.823214, expected=168.000000 predicted=128.720162, expected=164.000000 predicted=158.777011, expected=152.000000 predicted=135.005432, expected=164.000000 predicted=167.151800, expected=132.000000 predicted=149.208935, expected=160.000000 predicted=159.447652, expected=148.000000 predicted=154.678213, expected=152.000000 predicted=149.855264, expected=92.000000 predicted=132.284109, expected=100.000000 predicted=119.876828, expected=180.000000 predicted=156.488677, expected=100.000000 predicted=120.478924, expected=156.000000 predicted=143.912094, expected=160.000000 predicted=136.209250, expected=136.000000 predicted=124.784086, expected=152.000000 predicted=159.442888, expected=148.000000 predicted=134.696142, expected=112.000000 predicted=135.165716, expected=100.000000 predicted=129.908807, expected=172.000000 predicted=146.951180, expected=172.000000 predicted=152.116348, expected=252.000000 predicted=186.633857, expected=136.000000 predicted=145.609283, expected=124.000000 predicted=134.724142, expected=84.000000 predicted=140.777335, expected=68.000000 predicted=116.244604, expected=164.000000 predicted=170.915846, expected=192.000000 predicted=148.844559, expected=172.000000 predicted=144.178935, expected=180.000000 predicted=147.075948, expected=108.000000 predicted=117.774577, expected=184.000000 predicted=169.865705, expected=152.000000 predicted=167.462450, expected=148.000000 predicted=154.195312, expected=232.000000 predicted=194.380877, expected=184.000000 predicted=158.888656, expected=188.000000 predicted=184.386358, expected=108.000000 predicted=149.637264, expected=164.000000 predicted=160.184586, expected=116.000000 predicted=164.879938, expected=148.000000 predicted=153.252179, expected=232.000000 predicted=191.504981, expected=160.000000 predicted=145.091088, expected=124.000000 predicted=150.019361, expected=132.000000 predicted=140.591296, expected=124.000000 predicted=139.109637, expected=112.000000 predicted=153.355329, expected=108.000000 predicted=128.230858, expected=168.000000 predicted=139.149428, expected=200.000000 predicted=157.734332, expected=148.000000 predicted=141.324958, expected=100.000000 predicted=123.364049, expected=160.000000 predicted=143.248554, expected=104.000000 predicted=135.399755, expected=76.000000 predicted=126.657399, expected=156.000000 predicted=141.660814, expected=168.000000 predicted=131.521115, expected=84.000000 predicted=119.342056, expected=136.000000 predicted=125.520102, expected=120.000000 predicted=111.303768, expected=168.000000 predicted=147.853515, expected=180.000000 predicted=163.209064, expected=196.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=148.393917, expected=228.000000 predicted=184.623872, expected=140.000000 predicted=151.374391, expected=116.000000 predicted=153.343978, expected=128.000000 predicted=156.655091, expected=100.000000 predicted=140.010352, expected=180.000000 predicted=175.365552, expected=172.000000 predicted=151.054129, expected=156.000000 predicted=140.301732, expected=120.000000 predicted=135.773889, expected=100.000000 predicted=116.124913, expected=124.000000 predicted=143.316958, expected=104.000000 predicted=128.952260, expected=136.000000 predicted=133.846239, expected=192.000000 predicted=148.666553, expected=184.000000 predicted=145.301285, expected=120.000000 predicted=133.619908, expected=104.000000 predicted=122.028001, expected=132.000000 predicted=137.223729, expected=116.000000 predicted=141.580121, expected=164.000000 predicted=155.802149, expected=220.000000 predicted=164.313857, expected=180.000000 predicted=150.805444, expected=108.000000 predicted=136.205995, expected=112.000000 predicted=131.180784, expected=112.000000 predicted=137.728658, expected=100.000000 predicted=141.487018, expected=180.000000 predicted=159.259891, expected=188.000000 predicted=145.940839, expected=152.000000 predicted=138.171639, expected=168.000000 predicted=150.616430, expected=136.000000 predicted=135.204340, expected=152.000000 predicted=161.472459, expected=104.000000 predicted=144.278814, expected=144.000000 predicted=143.440798, expected=196.000000 predicted=169.996846, expected=88.000000 predicted=119.346404, expected=112.000000 predicted=132.157610, expected=104.000000 predicted=114.035985, expected=112.000000 predicted=120.758855, expected=120.000000 predicted=139.738256, expected=128.000000 predicted=110.794733, expected=184.000000 predicted=142.648177, expected=224.000000 predicted=162.949716, expected=156.000000 predicted=146.544033, expected=100.000000 predicted=129.763916, expected=112.000000 predicted=132.929071, expected=152.000000 predicted=156.992621, expected=176.000000 predicted=175.401513, expected=228.000000 predicted=180.482255, expected=128.000000 predicted=132.952463, expected=172.000000 predicted=154.080807, expected=96.000000 predicted=138.114923, expected=124.000000 predicted=144.601183, expected=120.000000 predicted=157.651249, expected=188.000000 predicted=148.939258, expected=136.000000 predicted=148.128341, expected=132.000000 predicted=123.622539, expected=140.000000 predicted=138.644197, expected=112.000000 predicted=122.802908, expected=220.000000 predicted=183.542244, expected=136.000000 predicted=141.861056, expected=180.000000 predicted=155.792613, expected=184.000000 predicted=168.231096, expected=212.000000 predicted=168.869182, expected=128.000000 predicted=173.637038, expected=104.000000 predicted=134.318013, expected=116.000000 predicted=147.701565, expected=136.000000 predicted=148.120979, expected=128.000000 predicted=150.953216, expected=204.000000 predicted=157.049128, expected=160.000000 predicted=140.578306, expected=128.000000 predicted=132.609327, expected=124.000000 predicted=139.150293, expected=152.000000 predicted=142.803414, expected=132.000000 predicted=155.774054, expected=192.000000 predicted=165.133715, expected=216.000000 predicted=171.600709, expected=184.000000 predicted=162.419509, expected=144.000000 predicted=159.714931, expected=132.000000 predicted=147.114452, expected=120.000000 predicted=154.410046, expected=88.000000 predicted=141.831959, expected=100.000000 predicted=130.700504, expected=128.000000 predicted=126.954072, expected=116.000000 predicted=117.979717, expected=156.000000 predicted=131.891266, expected=100.000000 predicted=105.139396, expected=108.000000 predicted=109.376524, expected=112.000000 Test MSE: 1592.999
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371])] predicted=79.826725, expected=44.000000 predicted=74.145312, expected=52.000000 predicted=67.026378, expected=60.000000 predicted=60.240727, expected=88.000000 predicted=58.620157, expected=20.000000 predicted=53.917008, expected=108.000000 predicted=60.362163, expected=64.000000 predicted=66.119448, expected=76.000000 predicted=67.926301, expected=68.000000 predicted=70.237309, expected=92.000000 predicted=74.039462, expected=100.000000 predicted=80.041689, expected=60.000000 predicted=78.630905, expected=168.000000 predicted=89.837275, expected=44.000000 predicted=93.676887, expected=76.000000 predicted=91.075249, expected=80.000000 predicted=89.638749, expected=64.000000 predicted=83.451071, expected=88.000000 predicted=77.478509, expected=108.000000 predicted=76.780866, expected=60.000000 predicted=80.259913, expected=76.000000 predicted=80.178380, expected=40.000000 predicted=76.864869, expected=108.000000 predicted=75.690755, expected=64.000000 predicted=72.569666, expected=80.000000 predicted=70.741501, expected=32.000000 predicted=69.822228, expected=56.000000 predicted=66.136883, expected=40.000000 predicted=60.476677, expected=48.000000 predicted=51.324665, expected=60.000000 predicted=48.788178, expected=44.000000 predicted=47.487437, expected=88.000000 predicted=52.671895, expected=56.000000 predicted=56.967546, expected=128.000000 predicted=67.065938, expected=52.000000 predicted=74.056951, expected=72.000000 predicted=76.207208, expected=52.000000 predicted=76.641908, expected=100.000000 predicted=75.118036, expected=116.000000 predicted=78.570770, expected=204.000000 predicted=93.497301, expected=136.000000 predicted=115.300963, expected=120.000000 predicted=129.086936, expected=52.000000 predicted=131.754712, expected=60.000000 predicted=118.655834, expected=108.000000 predicted=104.521075, expected=96.000000 predicted=89.186512, expected=60.000000 predicted=79.985213, expected=136.000000 predicted=85.399130, expected=36.000000 predicted=88.030769, expected=32.000000 predicted=78.115751, expected=76.000000 predicted=71.642739, expected=60.000000 predicted=65.460403, expected=44.000000 predicted=57.668710, expected=84.000000 predicted=55.400368, expected=116.000000 predicted=67.504004, expected=32.000000 predicted=69.656086, expected=56.000000 predicted=67.528993, expected=92.000000 predicted=72.023254, expected=64.000000 predicted=71.309864, expected=84.000000 predicted=69.071316, expected=68.000000 predicted=69.391949, expected=204.000000 predicted=88.733001, expected=44.000000 predicted=95.820821, expected=60.000000 predicted=92.214607, expected=80.000000 predicted=94.814795, expected=76.000000 predicted=88.143461, expected=56.000000 predicted=77.211066, expected=40.000000 predicted=62.750053, expected=124.000000 predicted=69.424724, expected=216.000000 predicted=89.638152, expected=112.000000 predicted=103.871963, expected=132.000000 predicted=119.954444, expected=128.000000 predicted=136.418986, expected=96.000000 predicted=136.365489, expected=40.000000 predicted=117.284096, expected=92.000000 predicted=99.420080, expected=88.000000 predicted=91.360692, expected=64.000000 predicted=79.739454, expected=72.000000 predicted=74.514134, expected=80.000000 predicted=75.038145, expected=72.000000 predicted=75.860169, expected=76.000000 predicted=73.803485, expected=56.000000 predicted=71.404669, expected=60.000000 predicted=69.235984, expected=72.000000 predicted=67.677265, expected=52.000000 predicted=63.742234, expected=100.000000 predicted=66.230387, expected=72.000000 predicted=69.305948, expected=36.000000 predicted=67.242159, expected=160.000000 predicted=78.401530, expected=44.000000 predicted=80.495178, expected=68.000000 predicted=78.526597, expected=60.000000 predicted=77.027299, expected=56.000000 predicted=72.238405, expected=76.000000 predicted=68.857426, expected=20.000000 predicted=56.870492, expected=196.000000 predicted=71.126057, expected=44.000000 predicted=78.559374, expected=40.000000 predicted=75.999897, expected=100.000000 predicted=81.698815, expected=76.000000 predicted=81.707303, expected=84.000000 predicted=78.497417, expected=76.000000 predicted=73.302089, expected=64.000000 predicted=76.956437, expected=20.000000 predicted=70.679799, expected=200.000000 predicted=77.904007, expected=72.000000 predicted=84.945356, expected=44.000000 predicted=82.852291, expected=92.000000 predicted=87.305107, expected=64.000000 predicted=86.431736, expected=60.000000 predicted=78.681854, expected=108.000000 predicted=71.199975, expected=60.000000 predicted=73.500159, expected=96.000000 predicted=77.533419, expected=92.000000 predicted=80.847708, expected=68.000000 predicted=82.556493, expected=64.000000 predicted=80.829091, expected=184.000000 predicted=89.139064, expected=44.000000 predicted=92.685928, expected=40.000000 predicted=86.531563, expected=64.000000 predicted=81.994492, expected=68.000000 predicted=75.409525, expected=40.000000 predicted=64.568826, expected=36.000000 predicted=50.806160, expected=148.000000 predicted=61.098176, expected=36.000000 predicted=65.287274, expected=44.000000 predicted=64.435910, expected=72.000000 predicted=66.395089, expected=48.000000 predicted=64.496977, expected=84.000000 predicted=63.266976, expected=64.000000 predicted=59.402350, expected=136.000000 predicted=71.721365, expected=72.000000 predicted=80.262025, expected=40.000000 predicted=80.037297, expected=68.000000 predicted=79.344248, expected=68.000000 predicted=73.833554, expected=92.000000 predicted=71.132774, expected=76.000000 predicted=68.385431, expected=112.000000 predicted=76.453921, expected=40.000000 predicted=79.740930, expected=52.000000 predicted=76.156451, expected=52.000000 predicted=70.338465, expected=60.000000 predicted=62.471368, expected=96.000000 predicted=61.552760, expected=52.000000 predicted=60.222046, expected=96.000000 predicted=67.653534, expected=52.000000 predicted=70.867264, expected=72.000000 predicted=71.672524, expected=88.000000 predicted=73.177302, expected=84.000000 predicted=73.722410, expected=92.000000 predicted=78.277321, expected=36.000000 predicted=75.600980, expected=92.000000 predicted=76.914561, expected=48.000000 predicted=73.034120, expected=56.000000 predicted=66.367635, expected=68.000000 predicted=63.046505, expected=84.000000 predicted=63.464447, expected=60.000000 predicted=65.815161, expected=68.000000 predicted=65.551856, expected=132.000000 predicted=75.296095, expected=72.000000 predicted=80.936358, expected=72.000000 predicted=82.753312, expected=104.000000 predicted=86.623724, expected=100.000000 predicted=90.682847, expected=100.000000 predicted=92.481320, expected=108.000000 predicted=93.942280, expected=124.000000 predicted=101.881886, expected=52.000000 predicted=101.041022, expected=68.000000 predicted=94.310076, expected=68.000000 predicted=86.583004, expected=92.000000 predicted=80.226021, expected=60.000000 predicted=73.715003, expected=72.000000 predicted=70.241812, expected=84.000000 predicted=73.727199, expected=52.000000 predicted=72.057099, expected=88.000000 predicted=72.080691, expected=120.000000 predicted=77.061581, expected=104.000000 predicted=85.156215, expected=120.000000 predicted=94.554385, expected=76.000000 predicted=99.442010, expected=196.000000 predicted=113.387961, expected=48.000000 predicted=114.084823, expected=48.000000 predicted=103.813518, expected=124.000000 predicted=100.443994, expected=132.000000 predicted=98.921940, expected=112.000000 predicted=100.384103, expected=60.000000 predicted=96.102331, expected=140.000000 predicted=106.081309, expected=60.000000 predicted=104.545190, expected=48.000000 predicted=91.421177, expected=84.000000 predicted=82.810582, expected=52.000000 predicted=74.339027, expected=68.000000 predicted=68.784808, expected=92.000000 predicted=66.124772, expected=148.000000 predicted=78.207572, expected=76.000000 predicted=87.281191, expected=80.000000 predicted=91.986641, expected=92.000000 predicted=96.425684, expected=148.000000 predicted=101.210854, expected=76.000000 predicted=99.845822, expected=92.000000 predicted=97.576936, expected=132.000000 predicted=104.239269, expected=76.000000 predicted=103.259587, expected=68.000000 predicted=97.317791, expected=96.000000 predicted=91.852768, expected=84.000000 predicted=89.397218, expected=108.000000 predicted=88.285716, expected=48.000000 predicted=83.436250, expected=148.000000 predicted=89.881585, expected=52.000000 predicted=90.734641, expected=72.000000 predicted=86.519946, expected=100.000000 predicted=86.672148, expected=48.000000 predicted=80.617104, expected=76.000000 predicted=77.205637, expected=64.000000 predicted=70.760681, expected=124.000000 predicted=75.928111, expected=88.000000 predicted=80.478606, expected=68.000000 predicted=82.496536, expected=76.000000 predicted=85.721260, expected=88.000000 predicted=85.099813, expected=92.000000 predicted=84.052058, expected=68.000000 predicted=80.099704, expected=124.000000 predicted=84.895098, expected=64.000000 predicted=87.227138, expected=80.000000 predicted=86.520396, expected=108.000000 predicted=88.102424, expected=132.000000 predicted=93.237012, expected=112.000000 predicted=100.071130, expected=64.000000 predicted=100.429459, expected=112.000000 predicted=104.000544, expected=64.000000 predicted=99.082281, expected=64.000000 predicted=88.512129, expected=72.000000 predicted=79.623208, expected=72.000000 predicted=74.200177, expected=92.000000 predicted=74.068800, expected=80.000000 predicted=74.145655, expected=212.000000 predicted=92.066081, expected=64.000000 predicted=103.376691, expected=96.000000 predicted=109.156981, expected=104.000000 predicted=112.864399, expected=112.000000 predicted=110.139628, expected=136.000000 predicted=109.249113, expected=60.000000 predicted=102.094591, expected=136.000000 predicted=107.155232, expected=76.000000 predicted=105.764589, expected=76.000000 predicted=98.884977, expected=60.000000 predicted=89.916189, expected=72.000000 predicted=81.320216, expected=64.000000 predicted=75.034905, expected=140.000000 predicted=75.620727, expected=72.000000 predicted=80.962702, expected=68.000000 predicted=83.481985, expected=112.000000 predicted=89.247776, expected=132.000000 predicted=95.705039, expected=68.000000 predicted=96.254726, expected=148.000000 predicted=100.740015, expected=68.000000 predicted=104.965406, expected=112.000000 predicted=104.851548, expected=68.000000 predicted=99.875556, expected=72.000000 predicted=91.614501, expected=76.000000 predicted=86.176985, expected=44.000000 predicted=75.108131, expected=232.000000 predicted=86.179826, expected=60.000000 predicted=95.359067, expected=80.000000 predicted=100.243858, expected=88.000000 predicted=104.197761, expected=72.000000 predicted=99.722602, expected=68.000000 predicted=88.244638, expected=88.000000 predicted=76.515607, expected=136.000000 predicted=83.771472, expected=76.000000 predicted=88.272789, expected=44.000000 predicted=86.829906, expected=112.000000 predicted=88.379113, expected=60.000000 predicted=85.244586, expected=72.000000 predicted=78.139115, expected=60.000000 predicted=72.327042, expected=92.000000 predicted=73.252529, expected=64.000000 predicted=73.260465, expected=80.000000 predicted=71.660046, expected=84.000000 predicted=75.068678, expected=80.000000 predicted=77.173453, expected=84.000000 predicted=79.209840, expected=124.000000 predicted=84.425437, expected=112.000000 predicted=92.881195, expected=40.000000 predicted=92.852512, expected=60.000000 predicted=88.047897, expected=68.000000 predicted=81.052750, expected=40.000000 predicted=68.999635, expected=44.000000 predicted=56.917504, expected=108.000000 predicted=57.106008, expected=128.000000 predicted=68.984187, expected=56.000000 predicted=76.384167, expected=56.000000 predicted=80.220226, expected=104.000000 predicted=85.055822, expected=60.000000 predicted=81.878258, expected=96.000000 predicted=77.452977, expected=76.000000 predicted=77.088933, expected=36.000000 predicted=75.516822, expected=52.000000 predicted=69.902911, expected=124.000000 predicted=69.181784, expected=84.000000 predicted=72.640481, expected=136.000000 predicted=81.792759, expected=108.000000 predicted=95.382735, expected=60.000000 predicted=101.405194, expected=124.000000 predicted=104.044834, expected=56.000000 predicted=97.368339, expected=64.000000 predicted=88.664502, expected=104.000000 predicted=82.686820, expected=72.000000 predicted=80.187996, expected=84.000000 predicted=80.152990, expected=60.000000 predicted=77.096271, expected=148.000000 predicted=84.768279, expected=84.000000 predicted=90.020506, expected=68.000000 predicted=90.038529, expected=60.000000 predicted=88.580777, expected=60.000000 predicted=82.090950, expected=76.000000 predicted=74.924275, expected=112.000000 predicted=71.536961, expected=64.000000 predicted=74.104367, expected=40.000000 predicted=73.588917, expected=56.000000 predicted=70.886176, expected=72.000000 predicted=66.998854, expected=84.000000 predicted=64.277643, expected=88.000000 predicted=65.692112, expected=56.000000 predicted=70.025375, expected=108.000000 predicted=77.276909, expected=52.000000 predicted=78.460396, expected=60.000000 predicted=74.990067, expected=84.000000 predicted=72.940909, expected=56.000000 predicted=69.907366, expected=80.000000 predicted=69.217288, expected=144.000000 predicted=75.838244, expected=68.000000 predicted=83.891865, expected=60.000000 predicted=85.968907, expected=40.000000 predicted=81.324171, expected=68.000000 predicted=74.987682, expected=64.000000 predicted=66.115929, expected=24.000000 predicted=54.633710, expected=48.000000 predicted=50.881107, expected=60.000000 predicted=49.832565, expected=80.000000 predicted=52.367505, expected=88.000000 predicted=57.719788, expected=92.000000 predicted=67.429143, expected=108.000000 predicted=80.433040, expected=116.000000 predicted=91.534347, expected=104.000000 predicted=99.375901, expected=104.000000 predicted=103.883502, expected=64.000000 predicted=101.794152, expected=64.000000 predicted=94.353876, expected=72.000000 predicted=84.885104, expected=60.000000 predicted=75.091866, expected=76.000000 predicted=69.491991, expected=40.000000 predicted=64.202058, expected=108.000000 predicted=67.038415, expected=44.000000 predicted=67.154460, expected=88.000000 predicted=68.622630, expected=72.000000 predicted=71.344724, expected=136.000000 predicted=79.193064, expected=128.000000 predicted=91.833471, expected=56.000000 predicted=95.196987, expected=140.000000 predicted=104.169044, expected=96.000000 predicted=107.159782, expected=72.000000 predicted=103.082535, expected=100.000000 predicted=97.292371, expected=108.000000 predicted=96.516462, expected=80.000000 predicted=95.635686, expected=68.000000 predicted=89.190431, expected=112.000000 predicted=89.866038, expected=48.000000 predicted=86.152295, expected=96.000000 predicted=82.274638, expected=116.000000 predicted=84.436401, expected=164.000000 predicted=96.478427, expected=156.000000 predicted=113.022511, expected=104.000000 predicted=123.688064, expected=176.000000 predicted=138.153722, expected=112.000000 predicted=141.233096, expected=80.000000 predicted=132.837527, expected=168.000000 predicted=128.333138, expected=104.000000 predicted=124.557760, expected=96.000000 predicted=119.683251, expected=116.000000 predicted=114.299301, expected=140.000000 predicted=116.942178, expected=88.000000 predicted=115.315236, expected=84.000000 predicted=108.094053, expected=64.000000 predicted=101.259327, expected=72.000000 predicted=91.589200, expected=116.000000 predicted=85.827650, expected=68.000000 predicted=81.243047, expected=184.000000 predicted=92.823976, expected=72.000000 predicted=101.371343, expected=112.000000 predicted=108.027170, expected=132.000000 predicted=113.572387, expected=104.000000 predicted=114.498331, expected=120.000000 predicted=114.955736, expected=60.000000 predicted=107.010193, expected=120.000000 predicted=106.090904, expected=88.000000 predicted=100.940928, expected=104.000000 predicted=97.366686, expected=116.000000 predicted=98.729215, expected=124.000000 predicted=103.845341, expected=128.000000 predicted=111.573430, expected=304.000000 predicted=136.329005, expected=196.000000 predicted=165.225007, expected=96.000000 predicted=175.713662, expected=108.000000 predicted=173.117586, expected=100.000000 predicted=158.309884, expected=100.000000 predicted=134.392587, expected=108.000000 predicted=109.910039, expected=68.000000 predicted=98.460232, expected=68.000000 predicted=92.157719, expected=64.000000 predicted=83.707119, expected=76.000000 predicted=77.149201, expected=44.000000 predicted=68.717604, expected=56.000000 predicted=62.498682, expected=68.000000 predicted=61.001580, expected=44.000000 predicted=57.919822, expected=92.000000 predicted=60.050054, expected=56.000000 predicted=61.544498, expected=164.000000 predicted=76.243936, expected=100.000000 predicted=88.913381, expected=52.000000 predicted=93.041394, expected=96.000000 predicted=95.661692, expected=44.000000 predicted=88.449166, expected=108.000000 predicted=83.895290, expected=40.000000 predicted=72.612998, expected=56.000000 predicted=68.036076, expected=52.000000 predicted=63.817825, expected=56.000000 predicted=59.211728, expected=92.000000 predicted=60.558692, expected=72.000000 predicted=62.570785, expected=120.000000 predicted=74.043768, expected=48.000000 Test MSE: 1489.099
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825])] predicted=46.902401, expected=84.000000 predicted=47.810328, expected=100.000000 predicted=58.237922, expected=60.000000 predicted=61.891874, expected=28.000000 predicted=62.542621, expected=48.000000 predicted=61.103009, expected=48.000000 predicted=58.708775, expected=64.000000 predicted=55.517586, expected=52.000000 predicted=50.335643, expected=72.000000 predicted=52.977471, expected=36.000000 predicted=54.006376, expected=32.000000 predicted=50.650626, expected=116.000000 predicted=62.169432, expected=28.000000 predicted=54.624377, expected=60.000000 predicted=57.840225, expected=124.000000 predicted=68.759116, expected=28.000000 predicted=62.928167, expected=16.000000 predicted=63.172632, expected=48.000000 predicted=52.759621, expected=24.000000 predicted=45.789235, expected=88.000000 predicted=52.350500, expected=4.000000 predicted=35.630064, expected=32.000000 predicted=36.277974, expected=52.000000 predicted=42.116165, expected=148.000000 predicted=55.618635, expected=28.000000 predicted=58.610635, expected=84.000000 predicted=61.908956, expected=52.000000 predicted=69.590647, expected=96.000000 predicted=73.370794, expected=80.000000 predicted=80.857585, expected=84.000000 predicted=71.295689, expected=20.000000 predicted=70.991070, expected=8.000000 predicted=56.905330, expected=36.000000 predicted=52.408544, expected=16.000000 predicted=36.742041, expected=56.000000 predicted=34.784490, expected=52.000000 predicted=32.257177, expected=132.000000 predicted=50.672907, expected=32.000000 predicted=56.204159, expected=56.000000 predicted=59.486261, expected=60.000000 predicted=67.112456, expected=36.000000 predicted=58.120799, expected=40.000000 predicted=58.161729, expected=100.000000 predicted=54.287617, expected=28.000000 predicted=52.437925, expected=76.000000 predicted=57.402829, expected=24.000000 predicted=52.844710, expected=136.000000 predicted=65.053095, expected=48.000000 predicted=69.623066, expected=60.000000 predicted=62.066851, expected=88.000000 predicted=75.431887, expected=60.000000 predicted=67.471900, expected=72.000000 predicted=76.411132, expected=96.000000 predicted=71.997945, expected=32.000000 predicted=67.733057, expected=60.000000 predicted=68.285592, expected=44.000000 predicted=61.111346, expected=24.000000 predicted=52.169143, expected=36.000000 predicted=48.230181, expected=60.000000 predicted=41.847051, expected=20.000000 predicted=39.613638, expected=60.000000 predicted=41.086501, expected=44.000000 predicted=41.596265, expected=92.000000 predicted=50.890539, expected=60.000000 predicted=57.439142, expected=20.000000 predicted=50.466101, expected=76.000000 predicted=59.943855, expected=64.000000 predicted=57.981128, expected=56.000000 predicted=59.549584, expected=52.000000 predicted=56.693271, expected=264.000000 predicted=88.246086, expected=4.000000 predicted=88.290854, expected=16.000000 predicted=81.226517, expected=52.000000 predicted=81.757046, expected=68.000000 predicted=65.430079, expected=40.000000 predicted=70.737442, expected=60.000000 predicted=42.586431, expected=48.000000 predicted=48.501225, expected=40.000000 predicted=50.461410, expected=44.000000 predicted=50.407401, expected=32.000000 predicted=43.587095, expected=28.000000 predicted=41.391779, expected=20.000000 predicted=35.195557, expected=100.000000 predicted=42.580769, expected=40.000000 predicted=43.493523, expected=32.000000 predicted=43.200975, expected=48.000000 predicted=48.084518, expected=52.000000 predicted=46.396560, expected=20.000000 predicted=47.554112, expected=48.000000 predicted=40.749234, expected=32.000000 predicted=38.584633, expected=40.000000 predicted=38.618141, expected=44.000000 predicted=39.974060, expected=32.000000 predicted=35.752676, expected=44.000000 predicted=40.143647, expected=44.000000 predicted=39.397103, expected=56.000000 predicted=42.760047, expected=56.000000 predicted=46.396722, expected=52.000000 predicted=47.802771, expected=44.000000 predicted=50.134030, expected=20.000000 predicted=45.720149, expected=44.000000 predicted=44.828831, expected=232.000000 predicted=71.966159, expected=28.000000 predicted=69.332932, expected=124.000000 predicted=86.179771, expected=20.000000 predicted=87.589989, expected=12.000000 predicted=71.495398, expected=8.000000 predicted=71.744963, expected=28.000000 predicted=31.916593, expected=12.000000 predicted=31.802528, expected=8.000000 predicted=14.580401, expected=28.000000 predicted=16.424520, expected=32.000000 predicted=18.555686, expected=28.000000 predicted=22.526889, expected=28.000000 predicted=23.755898, expected=40.000000 predicted=27.654076, expected=36.000000 predicted=31.832527, expected=12.000000 predicted=29.643625, expected=32.000000 predicted=29.622138, expected=32.000000 predicted=29.405717, expected=24.000000 predicted=28.262434, expected=36.000000 predicted=29.202741, expected=44.000000 predicted=30.069571, expected=16.000000 predicted=30.651994, expected=20.000000 predicted=29.214943, expected=88.000000 predicted=37.401665, expected=44.000000 predicted=40.393126, expected=100.000000 predicted=52.688551, expected=28.000000 predicted=53.321570, expected=76.000000 predicted=58.520006, expected=12.000000 predicted=59.855777, expected=24.000000 predicted=44.678261, expected=28.000000 predicted=44.728832, expected=80.000000 predicted=38.075883, expected=40.000000 predicted=43.646135, expected=12.000000 predicted=34.280728, expected=16.000000 predicted=35.408157, expected=20.000000 predicted=30.477418, expected=20.000000 predicted=28.990498, expected=40.000000 predicted=24.242360, expected=16.000000 predicted=21.164574, expected=20.000000 predicted=22.246362, expected=28.000000 predicted=24.504709, expected=24.000000 predicted=23.640241, expected=16.000000 predicted=23.951402, expected=32.000000 predicted=22.835157, expected=48.000000 predicted=27.571345, expected=52.000000 predicted=33.125674, expected=52.000000 predicted=38.488562, expected=24.000000 predicted=38.826351, expected=28.000000 predicted=39.610912, expected=16.000000 predicted=36.162363, expected=36.000000 predicted=32.796815, expected=144.000000 predicted=48.784873, expected=16.000000 predicted=45.303550, expected=16.000000 predicted=45.374159, expected=28.000000 predicted=46.497501, expected=28.000000 predicted=39.246274, expected=44.000000 predicted=44.171048, expected=48.000000 predicted=30.570969, expected=84.000000 predicted=41.500351, expected=48.000000 predicted=48.031824, expected=24.000000 predicted=47.199353, expected=44.000000 predicted=49.766307, expected=28.000000 predicted=44.264044, expected=24.000000 predicted=40.476705, expected=80.000000 predicted=41.272759, expected=52.000000 predicted=41.684153, expected=20.000000 predicted=42.105063, expected=24.000000 predicted=40.272496, expected=24.000000 predicted=35.934870, expected=24.000000 predicted=35.271572, expected=44.000000 predicted=30.909894, expected=32.000000 predicted=28.113339, expected=48.000000 predicted=32.816605, expected=4.000000 predicted=30.481320, expected=24.000000 predicted=28.880373, expected=28.000000 predicted=29.832674, expected=136.000000 predicted=42.701615, expected=172.000000 predicted=70.236016, expected=16.000000 predicted=66.200869, expected=4.000000 predicted=68.713352, expected=24.000000 predicted=64.174401, expected=12.000000 predicted=53.910779, expected=24.000000 predicted=40.373892, expected=40.000000 predicted=20.668866, expected=36.000000 predicted=23.158371, expected=40.000000 predicted=30.002497, expected=12.000000 predicted=28.019047, expected=24.000000 predicted=29.057011, expected=24.000000 predicted=29.009300, expected=40.000000 predicted=28.186812, expected=24.000000 predicted=27.689074, expected=4.000000 predicted=21.432411, expected=48.000000 predicted=27.662885, expected=68.000000 predicted=34.018593, expected=40.000000 predicted=37.036065, expected=20.000000 predicted=35.961861, expected=52.000000 predicted=39.425004, expected=48.000000 predicted=44.675048, expected=20.000000 predicted=40.517325, expected=20.000000 predicted=34.377743, expected=36.000000 predicted=32.250203, expected=24.000000 predicted=31.928766, expected=12.000000 predicted=26.468783, expected=48.000000 predicted=27.165731, expected=24.000000 predicted=26.791836, expected=28.000000 predicted=28.350966, expected=32.000000 predicted=29.206788, expected=24.000000 predicted=27.138774, expected=40.000000 predicted=32.623293, expected=52.000000 predicted=33.512475, expected=20.000000 predicted=32.532649, expected=28.000000 predicted=33.318569, expected=28.000000 predicted=32.159252, expected=24.000000 predicted=30.588513, expected=24.000000 predicted=29.327965, expected=72.000000 predicted=32.717612, expected=32.000000 predicted=34.653224, expected=24.000000 predicted=34.445976, expected=16.000000 predicted=33.515285, expected=28.000000 predicted=30.883029, expected=32.000000 predicted=33.168070, expected=32.000000 predicted=27.025424, expected=48.000000 predicted=30.557313, expected=36.000000 predicted=32.310903, expected=12.000000 predicted=31.419122, expected=16.000000 predicted=29.666392, expected=48.000000 predicted=31.188191, expected=40.000000 predicted=32.270682, expected=108.000000 predicted=44.016256, expected=56.000000 predicted=48.446003, expected=32.000000 predicted=50.499113, expected=24.000000 predicted=53.395993, expected=24.000000 predicted=44.864356, expected=12.000000 predicted=40.963319, expected=12.000000 predicted=25.884038, expected=32.000000 predicted=22.387073, expected=116.000000 predicted=36.749437, expected=32.000000 predicted=38.607759, expected=24.000000 predicted=39.554657, expected=20.000000 predicted=41.832578, expected=24.000000 predicted=37.715170, expected=12.000000 predicted=36.976502, expected=32.000000 predicted=23.742361, expected=88.000000 predicted=33.820535, expected=40.000000 predicted=36.036314, expected=32.000000 predicted=39.294892, expected=40.000000 predicted=42.493561, expected=44.000000 predicted=43.973279, expected=48.000000 predicted=48.217216, expected=20.000000 predicted=37.536052, expected=12.000000 predicted=32.554393, expected=28.000000 predicted=31.658724, expected=32.000000 predicted=29.330339, expected=24.000000 predicted=26.968953, expected=32.000000 predicted=25.341865, expected=20.000000 predicted=24.720395, expected=36.000000 predicted=28.364598, expected=8.000000 predicted=25.328051, expected=12.000000 predicted=21.393472, expected=24.000000 predicted=22.202727, expected=40.000000 predicted=22.317504, expected=44.000000 predicted=27.696665, expected=32.000000 predicted=27.436645, expected=24.000000 predicted=29.980448, expected=20.000000 predicted=30.544578, expected=32.000000 predicted=31.284506, expected=24.000000 predicted=28.799180, expected=64.000000 predicted=32.798438, expected=36.000000 predicted=33.907643, expected=124.000000 predicted=50.787577, expected=12.000000 predicted=50.366559, expected=44.000000 predicted=50.035061, expected=24.000000 predicted=52.991840, expected=16.000000 predicted=38.127348, expected=60.000000 predicted=47.302759, expected=56.000000 predicted=34.898982, expected=52.000000 predicted=42.220500, expected=12.000000 predicted=38.204942, expected=8.000000 predicted=33.395323, expected=16.000000 predicted=33.032274, expected=24.000000 predicted=26.169699, expected=24.000000 predicted=22.428763, expected=36.000000 predicted=20.477009, expected=32.000000 predicted=23.779000, expected=44.000000 predicted=29.564277, expected=28.000000 predicted=31.784497, expected=12.000000 predicted=29.019798, expected=16.000000 predicted=27.965560, expected=24.000000 predicted=25.067021, expected=36.000000 predicted=26.051723, expected=96.000000 predicted=36.203788, expected=32.000000 predicted=36.851056, expected=12.000000 predicted=36.544965, expected=12.000000 predicted=36.593581, expected=28.000000 predicted=33.179350, expected=180.000000 predicted=60.410402, expected=24.000000 predicted=48.590998, expected=16.000000 predicted=46.233083, expected=24.000000 predicted=51.611127, expected=20.000000 predicted=43.577435, expected=24.000000 predicted=47.350079, expected=4.000000 predicted=18.668876, expected=24.000000 predicted=18.445360, expected=44.000000 predicted=23.476957, expected=56.000000 predicted=28.386898, expected=20.000000 predicted=29.348114, expected=36.000000 predicted=31.406860, expected=44.000000 predicted=37.661214, expected=28.000000 predicted=36.767133, expected=36.000000 predicted=37.023805, expected=60.000000 predicted=37.762108, expected=36.000000 predicted=39.537483, expected=28.000000 predicted=38.843400, expected=60.000000 predicted=42.154870, expected=28.000000 predicted=40.466509, expected=36.000000 predicted=40.995914, expected=44.000000 predicted=39.572559, expected=64.000000 predicted=42.549257, expected=32.000000 predicted=44.167677, expected=16.000000 predicted=36.801479, expected=8.000000 predicted=33.492521, expected=32.000000 predicted=31.369928, expected=60.000000 predicted=34.843572, expected=48.000000 predicted=32.665608, expected=20.000000 predicted=31.455525, expected=20.000000 predicted=32.066591, expected=4.000000 predicted=29.837456, expected=32.000000 predicted=29.562393, expected=28.000000 predicted=25.178650, expected=88.000000 predicted=32.104555, expected=4.000000 predicted=30.118477, expected=40.000000 predicted=32.632759, expected=32.000000 predicted=38.935552, expected=20.000000 predicted=32.628125, expected=136.000000 predicted=54.758585, expected=8.000000 predicted=40.071377, expected=8.000000 predicted=40.381144, expected=56.000000 predicted=46.238828, expected=24.000000 predicted=38.456094, expected=12.000000 predicted=40.336827, expected=24.000000 predicted=23.222673, expected=44.000000 predicted=27.116345, expected=20.000000 predicted=29.473333, expected=20.000000 predicted=24.324705, expected=36.000000 predicted=26.517871, expected=12.000000 predicted=25.171186, expected=24.000000 predicted=25.875507, expected=40.000000 predicted=25.708559, expected=20.000000 predicted=24.615762, expected=28.000000 predicted=26.967657, expected=28.000000 predicted=25.710712, expected=16.000000 predicted=25.334802, expected=36.000000 predicted=28.128237, expected=56.000000 predicted=30.719152, expected=64.000000 predicted=37.899090, expected=80.000000 predicted=47.654857, expected=52.000000 predicted=51.506538, expected=20.000000 predicted=51.490069, expected=40.000000 predicted=52.194121, expected=44.000000 predicted=48.930419, expected=32.000000 predicted=43.582956, expected=40.000000 predicted=38.511480, expected=48.000000 predicted=37.491111, expected=204.000000 predicted=68.918521, expected=28.000000 predicted=66.521397, expected=24.000000 predicted=63.633228, expected=24.000000 predicted=65.339862, expected=36.000000 predicted=55.770088, expected=40.000000 predicted=58.659936, expected=32.000000 predicted=30.672824, expected=24.000000 predicted=30.275736, expected=28.000000 predicted=30.702547, expected=44.000000 predicted=33.752254, expected=36.000000 predicted=33.720072, expected=12.000000 predicted=29.291082, expected=44.000000 predicted=31.818804, expected=40.000000 predicted=33.724759, expected=20.000000 predicted=31.880794, expected=40.000000 predicted=32.862081, expected=20.000000 predicted=29.128604, expected=28.000000 predicted=31.339322, expected=44.000000 predicted=32.470179, expected=40.000000 predicted=31.530079, expected=48.000000 predicted=36.960064, expected=68.000000 predicted=42.057688, expected=36.000000 predicted=43.936569, expected=12.000000 predicted=41.366584, expected=32.000000 predicted=39.684014, expected=4.000000 predicted=31.979534, expected=28.000000 predicted=29.099370, expected=60.000000 predicted=29.271707, expected=44.000000 predicted=29.452733, expected=28.000000 predicted=33.376038, expected=24.000000 predicted=32.155623, expected=4.000000 predicted=30.535554, expected=20.000000 predicted=29.259891, expected=32.000000 predicted=25.064382, expected=12.000000 predicted=19.323280, expected=24.000000 predicted=19.747470, expected=36.000000 predicted=21.692431, expected=16.000000 predicted=22.695536, expected=16.000000 predicted=22.868813, expected=32.000000 predicted=22.949196, expected=52.000000 predicted=28.929438, expected=4.000000 predicted=25.778316, expected=24.000000 predicted=24.467859, expected=32.000000 predicted=27.048325, expected=32.000000 predicted=28.000373, expected=44.000000 predicted=31.902257, expected=40.000000 predicted=29.678799, expected=16.000000 predicted=31.214722, expected=52.000000 predicted=36.414496, expected=20.000000 predicted=33.639191, expected=24.000000 predicted=31.967749, expected=48.000000 predicted=34.249805, expected=40.000000 Test MSE: 1101.606
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506])] predicted=20.685037, expected=12.000000 predicted=20.722976, expected=48.000000 predicted=29.874465, expected=28.000000 predicted=24.439611, expected=20.000000 predicted=24.994494, expected=20.000000 predicted=29.305369, expected=72.000000 predicted=36.089140, expected=40.000000 predicted=35.609486, expected=28.000000 predicted=34.113878, expected=32.000000 predicted=40.080856, expected=32.000000 predicted=31.514759, expected=20.000000 predicted=35.371028, expected=40.000000 predicted=34.795972, expected=52.000000 predicted=35.633714, expected=24.000000 predicted=29.497365, expected=52.000000 predicted=42.262179, expected=32.000000 predicted=34.731005, expected=40.000000 predicted=37.598151, expected=24.000000 predicted=38.856449, expected=24.000000 predicted=28.962505, expected=76.000000 predicted=48.674259, expected=36.000000 predicted=33.493440, expected=32.000000 predicted=39.141297, expected=32.000000 predicted=41.461274, expected=40.000000 predicted=34.598580, expected=40.000000 predicted=43.534761, expected=32.000000 predicted=34.650144, expected=28.000000 predicted=33.989568, expected=48.000000 predicted=38.352065, expected=44.000000 predicted=37.734738, expected=12.000000 predicted=30.286575, expected=44.000000 predicted=39.598945, expected=48.000000 predicted=36.574928, expected=52.000000 predicted=39.551616, expected=40.000000 predicted=43.309836, expected=20.000000 predicted=32.742720, expected=40.000000 predicted=42.197376, expected=32.000000 predicted=36.002599, expected=24.000000 predicted=32.025992, expected=36.000000 predicted=35.558437, expected=36.000000 predicted=29.886727, expected=20.000000 predicted=28.968934, expected=44.000000 predicted=35.850271, expected=40.000000 predicted=32.627107, expected=36.000000 predicted=33.699908, expected=36.000000 predicted=38.100833, expected=32.000000 predicted=32.809023, expected=36.000000 predicted=37.203885, expected=40.000000 predicted=37.131626, expected=44.000000 predicted=37.568296, expected=36.000000 predicted=37.108313, expected=8.000000 predicted=29.285809, expected=48.000000 predicted=39.172460, expected=24.000000 predicted=29.557097, expected=32.000000 predicted=30.562337, expected=36.000000 predicted=35.646827, expected=60.000000 predicted=34.117313, expected=36.000000 predicted=38.888131, expected=28.000000 predicted=35.262129, expected=32.000000 predicted=39.150410, expected=24.000000 predicted=31.313092, expected=32.000000 predicted=35.760653, expected=36.000000 predicted=32.331865, expected=64.000000 predicted=38.788173, expected=28.000000 predicted=33.791627, expected=4.000000 predicted=28.293405, expected=24.000000 predicted=34.547718, expected=24.000000 predicted=24.770494, expected=20.000000 predicted=25.713677, expected=40.000000 predicted=28.464200, expected=44.000000 predicted=26.332224, expected=28.000000 predicted=28.352580, expected=20.000000 predicted=30.159168, expected=44.000000 predicted=34.490153, expected=4.000000 predicted=23.512167, expected=20.000000 predicted=27.599543, expected=20.000000 predicted=24.451884, expected=36.000000 predicted=21.164760, expected=20.000000 predicted=25.476587, expected=24.000000 predicted=20.562686, expected=56.000000 predicted=34.514016, expected=60.000000 predicted=35.471637, expected=40.000000 predicted=39.138140, expected=36.000000 predicted=41.775605, expected=12.000000 predicted=33.392988, expected=40.000000 predicted=40.622349, expected=16.000000 predicted=31.040121, expected=68.000000 predicted=39.207313, expected=56.000000 predicted=41.427184, expected=28.000000 predicted=31.066515, expected=48.000000 predicted=50.086286, expected=36.000000 predicted=37.185174, expected=28.000000 predicted=40.509113, expected=24.000000 predicted=38.304261, expected=16.000000 predicted=26.420011, expected=36.000000 predicted=32.636490, expected=24.000000 predicted=25.912495, expected=24.000000 predicted=24.759961, expected=44.000000 predicted=32.340307, expected=28.000000 predicted=25.432942, expected=24.000000 predicted=29.924015, expected=48.000000 predicted=36.284360, expected=24.000000 predicted=27.303856, expected=56.000000 predicted=41.242657, expected=32.000000 predicted=35.332835, expected=60.000000 predicted=41.043668, expected=44.000000 predicted=46.348054, expected=24.000000 predicted=34.520141, expected=40.000000 predicted=46.778459, expected=40.000000 predicted=37.165261, expected=36.000000 predicted=38.927715, expected=44.000000 predicted=41.015542, expected=44.000000 predicted=37.650056, expected=12.000000 predicted=31.892599, expected=32.000000 predicted=36.712003, expected=40.000000 predicted=34.705183, expected=32.000000 predicted=30.520668, expected=40.000000 predicted=37.298506, expected=56.000000 predicted=37.502732, expected=52.000000 predicted=41.332439, expected=24.000000 predicted=38.808262, expected=36.000000 predicted=41.672542, expected=24.000000 predicted=35.439692, expected=44.000000 predicted=38.707836, expected=40.000000 predicted=38.450659, expected=64.000000 predicted=40.554649, expected=44.000000 predicted=42.850767, expected=36.000000 predicted=40.143628, expected=32.000000 predicted=44.338432, expected=28.000000 predicted=36.648167, expected=40.000000 predicted=41.406585, expected=16.000000 predicted=29.676593, expected=32.000000 predicted=31.692800, expected=56.000000 predicted=37.893477, expected=32.000000 predicted=29.636944, expected=20.000000 predicted=33.609305, expected=32.000000 predicted=33.367179, expected=48.000000 predicted=35.153015, expected=40.000000 predicted=37.391850, expected=32.000000 predicted=34.946700, expected=76.000000 predicted=47.498641, expected=20.000000 predicted=34.514328, expected=52.000000 predicted=47.451205, expected=48.000000 predicted=48.043543, expected=32.000000 predicted=35.225486, expected=32.000000 predicted=47.533954, expected=28.000000 predicted=32.752195, expected=52.000000 predicted=41.587811, expected=28.000000 predicted=34.872597, expected=20.000000 predicted=30.634489, expected=28.000000 predicted=33.537609, expected=28.000000 predicted=27.235160, expected=16.000000 predicted=27.135773, expected=56.000000 predicted=34.565240, expected=40.000000 predicted=30.130015, expected=56.000000 predicted=39.005289, expected=60.000000 predicted=47.795382, expected=20.000000 predicted=34.650061, expected=28.000000 predicted=44.949669, expected=24.000000 predicted=35.868658, expected=64.000000 predicted=42.411559, expected=52.000000 predicted=43.142753, expected=32.000000 predicted=34.852895, expected=8.000000 predicted=34.754378, expected=56.000000 predicted=40.888883, expected=24.000000 predicted=34.482183, expected=32.000000 predicted=33.539777, expected=20.000000 predicted=31.948054, expected=40.000000 predicted=27.364346, expected=16.000000 predicted=30.410969, expected=48.000000 predicted=31.940960, expected=40.000000 predicted=34.395235, expected=20.000000 predicted=26.060860, expected=24.000000 predicted=34.726593, expected=52.000000 predicted=34.065607, expected=52.000000 predicted=38.488361, expected=24.000000 predicted=34.029885, expected=16.000000 predicted=32.201915, expected=40.000000 predicted=35.281199, expected=24.000000 predicted=30.191264, expected=36.000000 predicted=33.511868, expected=36.000000 predicted=31.847386, expected=80.000000 predicted=41.794137, expected=20.000000 predicted=35.687187, expected=20.000000 predicted=35.082201, expected=36.000000 predicted=42.392725, expected=32.000000 predicted=29.558118, expected=44.000000 predicted=42.064232, expected=40.000000 predicted=33.413945, expected=60.000000 predicted=40.343642, expected=56.000000 predicted=46.138166, expected=28.000000 predicted=39.869224, expected=28.000000 predicted=43.715910, expected=16.000000 predicted=34.436999, expected=24.000000 predicted=32.757820, expected=80.000000 predicted=45.838795, expected=48.000000 predicted=34.471972, expected=36.000000 predicted=39.210940, expected=48.000000 predicted=47.330743, expected=60.000000 predicted=45.685383, expected=36.000000 predicted=48.993692, expected=32.000000 predicted=44.004073, expected=32.000000 predicted=40.486648, expected=68.000000 predicted=47.144463, expected=56.000000 predicted=47.345716, expected=20.000000 predicted=37.300406, expected=36.000000 predicted=44.704233, expected=24.000000 predicted=34.867551, expected=28.000000 predicted=35.730867, expected=52.000000 predicted=41.138176, expected=44.000000 predicted=32.184582, expected=80.000000 predicted=49.569795, expected=24.000000 predicted=38.737241, expected=48.000000 predicted=46.536752, expected=36.000000 predicted=48.768987, expected=136.000000 predicted=65.928275, expected=44.000000 predicted=58.410900, expected=40.000000 predicted=51.842010, expected=60.000000 predicted=71.314794, expected=56.000000 predicted=49.802209, expected=56.000000 predicted=67.811321, expected=52.000000 predicted=52.917138, expected=20.000000 predicted=42.778444, expected=28.000000 predicted=45.193991, expected=32.000000 predicted=40.007244, expected=32.000000 predicted=33.693565, expected=36.000000 predicted=35.386267, expected=24.000000 predicted=27.571826, expected=20.000000 predicted=27.740725, expected=48.000000 predicted=34.936868, expected=64.000000 predicted=38.446608, expected=28.000000 predicted=33.677485, expected=48.000000 predicted=43.117663, expected=56.000000 predicted=45.426194, expected=8.000000 predicted=33.336126, expected=40.000000 predicted=45.912717, expected=36.000000 predicted=35.352152, expected=20.000000 predicted=28.523444, expected=40.000000 predicted=39.313491, expected=20.000000 predicted=23.966444, expected=40.000000 predicted=33.185693, expected=40.000000 predicted=34.954669, expected=40.000000 predicted=31.317729, expected=48.000000 predicted=41.269134, expected=24.000000 predicted=32.432995, expected=24.000000 predicted=35.440101, expected=40.000000 predicted=37.719609, expected=28.000000 predicted=30.470092, expected=24.000000 predicted=31.481833, expected=40.000000 predicted=32.741767, expected=28.000000 predicted=28.020359, expected=16.000000 predicted=27.949178, expected=24.000000 predicted=28.403965, expected=28.000000 predicted=25.249311, expected=16.000000 predicted=23.343847, expected=24.000000 predicted=24.263201, expected=36.000000 predicted=25.235773, expected=40.000000 predicted=27.596004, expected=48.000000 predicted=34.360253, expected=44.000000 predicted=35.545157, expected=52.000000 predicted=41.748008, expected=44.000000 predicted=43.911273, expected=36.000000 predicted=42.472142, expected=44.000000 predicted=45.873989, expected=24.000000 predicted=37.369994, expected=36.000000 predicted=39.548032, expected=52.000000 predicted=41.716808, expected=48.000000 predicted=38.146549, expected=52.000000 predicted=45.142739, expected=40.000000 predicted=41.967459, expected=28.000000 predicted=40.239541, expected=40.000000 predicted=44.302983, expected=28.000000 predicted=36.586599, expected=32.000000 predicted=36.082782, expected=76.000000 predicted=46.659906, expected=40.000000 predicted=36.639654, expected=52.000000 predicted=46.952098, expected=40.000000 predicted=46.794542, expected=68.000000 predicted=49.645286, expected=40.000000 predicted=52.181578, expected=52.000000 predicted=48.421365, expected=44.000000 predicted=51.032987, expected=40.000000 predicted=43.460251, expected=60.000000 predicted=54.251506, expected=48.000000 predicted=45.403087, expected=64.000000 predicted=53.064295, expected=44.000000 predicted=50.047037, expected=32.000000 predicted=44.874703, expected=28.000000 predicted=46.339145, expected=12.000000 predicted=33.178881, expected=44.000000 predicted=39.267846, expected=40.000000 predicted=33.206192, expected=52.000000 predicted=35.330609, expected=40.000000 predicted=38.475972, expected=20.000000 predicted=31.239946, expected=32.000000 predicted=39.409637, expected=32.000000 predicted=34.173333, expected=28.000000 predicted=32.154194, expected=48.000000 predicted=36.940493, expected=40.000000 predicted=32.639741, expected=20.000000 predicted=31.055446, expected=40.000000 predicted=37.864910, expected=40.000000 predicted=34.642146, expected=36.000000 predicted=35.711304, expected=28.000000 predicted=35.342457, expected=44.000000 predicted=35.434477, expected=32.000000 predicted=35.145718, expected=40.000000 predicted=36.889007, expected=20.000000 predicted=32.703867, expected=28.000000 predicted=30.785640, expected=20.000000 predicted=30.366737, expected=56.000000 predicted=34.288628, expected=36.000000 predicted=33.314586, expected=24.000000 predicted=28.767088, expected=20.000000 predicted=32.818621, expected=44.000000 predicted=32.465885, expected=28.000000 predicted=32.827761, expected=36.000000 predicted=32.225134, expected=72.000000 predicted=43.374598, expected=48.000000 predicted=37.909096, expected=100.000000 predicted=61.918874, expected=40.000000 predicted=52.080671, expected=40.000000 predicted=52.378570, expected=40.000000 predicted=60.303175, expected=32.000000 predicted=41.999881, expected=28.000000 predicted=47.201288, expected=20.000000 predicted=31.848669, expected=56.000000 predicted=38.555638, expected=20.000000 predicted=29.559817, expected=20.000000 predicted=28.443378, expected=52.000000 predicted=38.434288, expected=32.000000 predicted=27.973069, expected=16.000000 predicted=32.049333, expected=52.000000 predicted=37.626063, expected=52.000000 predicted=35.268697, expected=28.000000 predicted=36.221062, expected=44.000000 predicted=42.112435, expected=40.000000 predicted=37.021532, expected=32.000000 predicted=38.436296, expected=20.000000 predicted=36.290958, expected=28.000000 predicted=31.226623, expected=80.000000 predicted=45.306807, expected=20.000000 predicted=31.308866, expected=12.000000 predicted=32.088984, expected=32.000000 predicted=36.625298, expected=24.000000 predicted=24.917678, expected=32.000000 predicted=34.963306, expected=56.000000 predicted=33.928497, expected=44.000000 predicted=31.851616, expected=20.000000 predicted=33.505128, expected=52.000000 predicted=42.292543, expected=72.000000 predicted=46.464694, expected=20.000000 predicted=38.115630, expected=36.000000 predicted=45.264626, expected=64.000000 predicted=46.661660, expected=24.000000 predicted=36.083450, expected=28.000000 predicted=43.867693, expected=8.000000 predicted=28.816845, expected=12.000000 predicted=23.785102, expected=32.000000 predicted=30.600246, expected=32.000000 predicted=21.216569, expected=64.000000 predicted=34.372170, expected=36.000000 predicted=30.560613, expected=24.000000 predicted=31.906709, expected=24.000000 predicted=36.902048, expected=16.000000 predicted=27.664931, expected=20.000000 predicted=30.154922, expected=24.000000 predicted=24.378860, expected=28.000000 predicted=22.488594, expected=40.000000 predicted=27.434795, expected=40.000000 predicted=28.816867, expected=16.000000 predicted=26.087186, expected=24.000000 predicted=29.709136, expected=12.000000 predicted=24.201988, expected=48.000000 predicted=31.351931, expected=40.000000 predicted=31.134632, expected=48.000000 predicted=31.959190, expected=48.000000 predicted=40.414554, expected=72.000000 predicted=46.019851, expected=12.000000 predicted=39.930138, expected=28.000000 predicted=41.656274, expected=44.000000 predicted=44.128644, expected=40.000000 predicted=34.783423, expected=72.000000 predicted=51.740200, expected=40.000000 predicted=37.912560, expected=20.000000 predicted=37.809406, expected=32.000000 predicted=43.740719, expected=24.000000 predicted=32.767836, expected=36.000000 predicted=37.703739, expected=20.000000 predicted=28.546286, expected=60.000000 predicted=35.115951, expected=32.000000 predicted=33.014733, expected=28.000000 predicted=31.615821, expected=24.000000 predicted=35.754660, expected=12.000000 predicted=23.925478, expected=56.000000 predicted=39.710238, expected=52.000000 predicted=34.275708, expected=52.000000 predicted=37.880603, expected=32.000000 predicted=39.975422, expected=24.000000 predicted=34.834989, expected=32.000000 predicted=41.163597, expected=20.000000 predicted=32.042945, expected=16.000000 predicted=28.399549, expected=44.000000 predicted=31.278397, expected=36.000000 predicted=27.248475, expected=16.000000 predicted=25.813745, expected=24.000000 predicted=28.409560, expected=8.000000 predicted=20.137066, expected=40.000000 Test MSE: 291.181
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637])] predicted=42.687918, expected=44.000000 predicted=38.107443, expected=36.000000 predicted=40.778613, expected=36.000000 predicted=24.117931, expected=44.000000 predicted=35.018496, expected=40.000000 predicted=30.595640, expected=48.000000 predicted=43.708157, expected=8.000000 predicted=29.118278, expected=28.000000 predicted=33.466484, expected=48.000000 predicted=40.796277, expected=60.000000 predicted=40.582916, expected=32.000000 predicted=39.676820, expected=28.000000 predicted=29.210078, expected=76.000000 predicted=50.437255, expected=40.000000 predicted=42.149946, expected=52.000000 predicted=52.159799, expected=52.000000 predicted=48.572596, expected=52.000000 predicted=42.962540, expected=32.000000 predicted=52.454339, expected=36.000000 predicted=41.694041, expected=48.000000 predicted=47.296487, expected=52.000000 predicted=46.451104, expected=40.000000 predicted=44.583887, expected=24.000000 predicted=34.946821, expected=80.000000 predicted=53.401214, expected=32.000000 predicted=40.661878, expected=40.000000 predicted=44.999293, expected=32.000000 predicted=43.311028, expected=12.000000 predicted=24.361990, expected=36.000000 predicted=47.600714, expected=64.000000 predicted=40.671410, expected=36.000000 predicted=34.911938, expected=16.000000 predicted=31.147748, expected=32.000000 predicted=30.983230, expected=52.000000 predicted=39.040619, expected=36.000000 predicted=41.411092, expected=24.000000 predicted=32.945702, expected=44.000000 predicted=34.719195, expected=64.000000 predicted=43.434346, expected=36.000000 predicted=41.324450, expected=24.000000 predicted=36.649921, expected=36.000000 predicted=36.800816, expected=48.000000 predicted=41.252294, expected=56.000000 predicted=49.552986, expected=64.000000 predicted=47.918363, expected=56.000000 predicted=45.423893, expected=68.000000 predicted=55.099042, expected=52.000000 predicted=54.541986, expected=40.000000 predicted=51.963106, expected=36.000000 predicted=52.344837, expected=32.000000 predicted=44.186752, expected=48.000000 predicted=50.122128, expected=52.000000 predicted=46.442260, expected=20.000000 predicted=33.484849, expected=52.000000 predicted=44.401083, expected=36.000000 predicted=36.872663, expected=12.000000 predicted=30.763151, expected=48.000000 predicted=45.857725, expected=48.000000 predicted=33.258904, expected=40.000000 predicted=40.085324, expected=44.000000 predicted=42.210679, expected=16.000000 predicted=25.450712, expected=36.000000 predicted=40.125446, expected=28.000000 predicted=35.836483, expected=16.000000 predicted=26.605523, expected=24.000000 predicted=31.750881, expected=56.000000 predicted=32.190679, expected=32.000000 predicted=30.823575, expected=16.000000 predicted=26.798179, expected=36.000000 predicted=31.708371, expected=12.000000 predicted=21.500397, expected=48.000000 predicted=40.823353, expected=68.000000 predicted=42.936080, expected=80.000000 predicted=44.268313, expected=64.000000 predicted=53.932105, expected=36.000000 predicted=41.625232, expected=40.000000 predicted=52.273789, expected=52.000000 predicted=56.569325, expected=48.000000 predicted=54.954731, expected=20.000000 predicted=42.137260, expected=28.000000 predicted=36.548494, expected=64.000000 predicted=46.545405, expected=20.000000 predicted=33.370550, expected=16.000000 predicted=33.650443, expected=28.000000 predicted=30.147795, expected=24.000000 predicted=24.202858, expected=56.000000 predicted=45.478240, expected=44.000000 predicted=32.066617, expected=28.000000 predicted=28.256062, expected=36.000000 predicted=37.399676, expected=44.000000 predicted=35.947582, expected=36.000000 predicted=41.035546, expected=36.000000 predicted=39.171953, expected=44.000000 predicted=37.763878, expected=48.000000 predicted=40.687019, expected=56.000000 predicted=46.830072, expected=32.000000 predicted=38.722499, expected=92.000000 predicted=59.354666, expected=40.000000 predicted=46.433312, expected=40.000000 predicted=47.760373, expected=52.000000 predicted=57.462438, expected=32.000000 predicted=36.834475, expected=36.000000 predicted=54.671806, expected=76.000000 predicted=52.786043, expected=40.000000 predicted=40.669481, expected=44.000000 predicted=48.641638, expected=52.000000 predicted=47.883597, expected=48.000000 predicted=43.479611, expected=76.000000 predicted=65.129990, expected=8.000000 predicted=35.026173, expected=36.000000 predicted=43.998714, expected=20.000000 predicted=38.788645, expected=24.000000 predicted=30.691720, expected=20.000000 predicted=38.550659, expected=48.000000 predicted=26.611166, expected=64.000000 predicted=41.693789, expected=28.000000 predicted=29.278609, expected=40.000000 predicted=38.561662, expected=56.000000 predicted=42.290979, expected=44.000000 predicted=43.261319, expected=44.000000 predicted=50.182177, expected=60.000000 predicted=46.698452, expected=64.000000 predicted=50.902419, expected=44.000000 predicted=50.860968, expected=44.000000 predicted=49.308150, expected=64.000000 predicted=54.388963, expected=36.000000 predicted=47.714059, expected=44.000000 predicted=51.762438, expected=60.000000 predicted=51.621273, expected=36.000000 predicted=41.576678, expected=44.000000 predicted=51.082892, expected=24.000000 predicted=36.773671, expected=20.000000 predicted=33.746350, expected=32.000000 predicted=40.089661, expected=28.000000 predicted=29.154876, expected=64.000000 predicted=43.501319, expected=44.000000 predicted=35.095904, expected=20.000000 predicted=28.985556, expected=36.000000 predicted=39.228326, expected=20.000000 predicted=28.387983, expected=20.000000 predicted=35.090911, expected=48.000000 predicted=38.589034, expected=36.000000 predicted=27.571440, expected=44.000000 predicted=37.206251, expected=20.000000 predicted=28.256392, expected=24.000000 predicted=27.777636, expected=28.000000 predicted=35.100301, expected=28.000000 predicted=28.843601, expected=12.000000 predicted=26.319355, expected=48.000000 predicted=31.067921, expected=48.000000 predicted=32.717848, expected=16.000000 predicted=25.426442, expected=20.000000 predicted=29.993121, expected=12.000000 predicted=19.792985, expected=16.000000 predicted=26.111320, expected=20.000000 predicted=26.419972, expected=28.000000 predicted=19.630030, expected=68.000000 predicted=35.579975, expected=16.000000 predicted=20.615057, expected=32.000000 predicted=30.099991, expected=16.000000 predicted=26.932482, expected=8.000000 predicted=20.262489, expected=20.000000 predicted=33.958621, expected=32.000000 predicted=20.893200, expected=24.000000 predicted=23.484778, expected=52.000000 predicted=30.894527, expected=32.000000 predicted=25.213833, expected=16.000000 predicted=24.644656, expected=20.000000 predicted=29.806048, expected=36.000000 predicted=28.632573, expected=20.000000 predicted=29.886656, expected=44.000000 predicted=33.270191, expected=16.000000 predicted=21.743793, expected=20.000000 predicted=23.230545, expected=16.000000 predicted=26.473406, expected=16.000000 predicted=18.372560, expected=28.000000 predicted=28.487733, expected=44.000000 predicted=26.125211, expected=48.000000 predicted=31.223532, expected=40.000000 predicted=31.700036, expected=36.000000 predicted=33.165410, expected=32.000000 predicted=35.005696, expected=28.000000 predicted=36.294146, expected=32.000000 predicted=37.104187, expected=32.000000 predicted=33.852428, expected=64.000000 predicted=43.101609, expected=44.000000 predicted=38.168140, expected=44.000000 predicted=39.824923, expected=12.000000 predicted=32.793112, expected=16.000000 predicted=29.506690, expected=24.000000 predicted=37.003782, expected=52.000000 predicted=36.696879, expected=48.000000 predicted=38.150389, expected=32.000000 predicted=28.167330, expected=24.000000 predicted=29.599288, expected=20.000000 predicted=28.163829, expected=12.000000 predicted=29.681887, expected=40.000000 predicted=35.114806, expected=40.000000 predicted=30.627575, expected=48.000000 predicted=33.131651, expected=72.000000 predicted=44.756113, expected=28.000000 predicted=31.169666, expected=20.000000 predicted=37.692035, expected=16.000000 predicted=34.126215, expected=20.000000 predicted=30.487618, expected=40.000000 predicted=41.575082, expected=52.000000 predicted=33.880585, expected=32.000000 predicted=28.613367, expected=40.000000 predicted=33.313733, expected=24.000000 predicted=29.578855, expected=36.000000 predicted=36.649305, expected=12.000000 predicted=31.638002, expected=36.000000 predicted=31.353710, expected=56.000000 predicted=40.591961, expected=80.000000 predicted=45.181528, expected=20.000000 predicted=35.533387, expected=32.000000 predicted=34.785871, expected=40.000000 predicted=42.402938, expected=52.000000 predicted=45.798240, expected=36.000000 predicted=49.521945, expected=24.000000 predicted=29.730337, expected=32.000000 predicted=35.240550, expected=24.000000 predicted=31.840330, expected=32.000000 predicted=36.119816, expected=60.000000 predicted=41.378874, expected=84.000000 predicted=47.992964, expected=56.000000 predicted=46.895014, expected=40.000000 predicted=44.542878, expected=32.000000 predicted=44.154598, expected=36.000000 predicted=47.638213, expected=36.000000 predicted=50.783730, expected=52.000000 predicted=46.835504, expected=52.000000 predicted=43.637079, expected=20.000000 predicted=32.354971, expected=16.000000 predicted=32.419231, expected=28.000000 predicted=32.890745, expected=16.000000 predicted=28.918044, expected=12.000000 predicted=26.675504, expected=28.000000 predicted=22.781893, expected=68.000000 predicted=34.445755, expected=52.000000 predicted=36.197563, expected=40.000000 predicted=34.545226, expected=40.000000 predicted=37.214622, expected=16.000000 predicted=30.673816, expected=28.000000 predicted=42.786882, expected=28.000000 predicted=35.720901, expected=40.000000 predicted=34.125196, expected=28.000000 predicted=32.029457, expected=4.000000 predicted=17.545606, expected=12.000000 predicted=22.615983, expected=12.000000 predicted=18.798334, expected=20.000000 predicted=22.095919, expected=32.000000 predicted=23.898396, expected=52.000000 predicted=25.782162, expected=40.000000 predicted=27.965586, expected=40.000000 predicted=31.511054, expected=12.000000 predicted=25.949291, expected=20.000000 predicted=29.027098, expected=36.000000 predicted=37.528103, expected=32.000000 predicted=30.402120, expected=36.000000 predicted=33.908801, expected=24.000000 predicted=23.874082, expected=24.000000 predicted=25.674017, expected=16.000000 predicted=26.693865, expected=8.000000 predicted=20.459722, expected=32.000000 predicted=28.255698, expected=24.000000 predicted=21.444022, expected=24.000000 predicted=22.290309, expected=8.000000 predicted=16.810994, expected=48.000000 predicted=26.691280, expected=28.000000 predicted=27.506856, expected=28.000000 predicted=25.983222, expected=24.000000 predicted=27.943051, expected=44.000000 predicted=27.844478, expected=44.000000 predicted=40.049569, expected=24.000000 predicted=28.921512, expected=28.000000 predicted=31.893736, expected=28.000000 predicted=29.171075, expected=44.000000 predicted=38.007597, expected=8.000000 predicted=26.693141, expected=52.000000 predicted=35.534473, expected=28.000000 predicted=29.845120, expected=40.000000 predicted=32.145073, expected=28.000000 predicted=36.764115, expected=36.000000 predicted=26.819372, expected=8.000000 predicted=30.570982, expected=24.000000 predicted=26.318614, expected=72.000000 predicted=45.342042, expected=52.000000 predicted=35.968780, expected=8.000000 predicted=29.014140, expected=28.000000 predicted=30.336440, expected=32.000000 predicted=30.667843, expected=56.000000 predicted=48.257117, expected=20.000000 predicted=34.042156, expected=20.000000 predicted=22.724714, expected=48.000000 predicted=37.998674, expected=16.000000 predicted=24.887093, expected=24.000000 predicted=34.747394, expected=36.000000 predicted=29.690587, expected=40.000000 predicted=28.461478, expected=28.000000 predicted=34.525756, expected=32.000000 predicted=28.454125, expected=40.000000 predicted=33.339798, expected=20.000000 predicted=29.119295, expected=24.000000 predicted=31.580962, expected=48.000000 predicted=35.654231, expected=40.000000 predicted=33.128271, expected=24.000000 predicted=32.366619, expected=16.000000 predicted=25.786777, expected=36.000000 predicted=30.774752, expected=8.000000 predicted=25.658332, expected=24.000000 predicted=27.663361, expected=28.000000 predicted=25.164652, expected=20.000000 predicted=18.269236, expected=56.000000 predicted=38.165286, expected=44.000000 predicted=28.487701, expected=80.000000 predicted=47.869660, expected=52.000000 predicted=45.987252, expected=28.000000 predicted=36.749184, expected=32.000000 predicted=48.852518, expected=40.000000 predicted=42.201106, expected=44.000000 predicted=50.348136, expected=40.000000 predicted=42.104386, expected=44.000000 predicted=38.207825, expected=4.000000 predicted=26.197428, expected=36.000000 predicted=36.725322, expected=16.000000 predicted=29.056461, expected=24.000000 predicted=26.774591, expected=32.000000 predicted=32.809239, expected=52.000000 predicted=27.483499, expected=60.000000 predicted=42.521856, expected=40.000000 predicted=34.262462, expected=20.000000 predicted=32.482595, expected=20.000000 predicted=32.869286, expected=16.000000 predicted=31.962040, expected=32.000000 predicted=35.850013, expected=44.000000 predicted=34.401148, expected=48.000000 predicted=32.118151, expected=12.000000 predicted=23.613550, expected=12.000000 predicted=22.739492, expected=8.000000 predicted=22.802429, expected=12.000000 predicted=21.875621, expected=36.000000 predicted=30.229591, expected=40.000000 predicted=22.721260, expected=72.000000 predicted=37.525652, expected=32.000000 predicted=28.816117, expected=24.000000 predicted=29.207325, expected=16.000000 predicted=33.324000, expected=20.000000 predicted=29.192764, expected=28.000000 predicted=38.337711, expected=36.000000 predicted=29.114345, expected=36.000000 predicted=28.636048, expected=40.000000 predicted=29.945183, expected=28.000000 predicted=28.601534, expected=36.000000 predicted=33.550926, expected=24.000000 predicted=31.495384, expected=36.000000 predicted=34.032447, expected=44.000000 predicted=38.412486, expected=48.000000 predicted=36.638438, expected=28.000000 predicted=34.584510, expected=24.000000 predicted=30.265768, expected=12.000000 predicted=27.855740, expected=28.000000 predicted=31.602681, expected=36.000000 predicted=34.241399, expected=60.000000 predicted=37.282452, expected=44.000000 predicted=35.138138, expected=40.000000 predicted=33.353290, expected=16.000000 predicted=31.366329, expected=44.000000 predicted=39.694040, expected=28.000000 predicted=39.451510, expected=56.000000 predicted=42.704374, expected=48.000000 predicted=42.661801, expected=36.000000 predicted=32.117004, expected=36.000000 predicted=42.440864, expected=36.000000 predicted=36.015206, expected=16.000000 predicted=35.153294, expected=20.000000 predicted=32.433194, expected=28.000000 predicted=29.876479, expected=44.000000 predicted=33.504525, expected=60.000000 predicted=41.259405, expected=36.000000 predicted=31.041357, expected=24.000000 predicted=30.580544, expected=24.000000 predicted=32.379777, expected=8.000000 predicted=26.949858, expected=20.000000 predicted=32.321953, expected=28.000000 predicted=26.927644, expected=48.000000 predicted=29.952793, expected=8.000000 predicted=19.417005, expected=28.000000 predicted=22.516666, expected=28.000000 predicted=26.508298, expected=36.000000 predicted=28.294607, expected=12.000000 predicted=28.297418, expected=68.000000 predicted=35.755020, expected=36.000000 predicted=33.270448, expected=28.000000 predicted=30.497681, expected=20.000000 predicted=34.150005, expected=24.000000 predicted=23.361824, expected=28.000000 predicted=38.923040, expected=40.000000 predicted=32.939927, expected=32.000000 predicted=29.456707, expected=40.000000 predicted=31.267899, expected=28.000000 predicted=29.906052, expected=16.000000 predicted=25.883228, expected=20.000000 predicted=29.765668, expected=16.000000 Test MSE: 267.189
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756])] predicted=15.983501, expected=20.000000 predicted=14.850969, expected=20.000000 predicted=15.706105, expected=4.000000 predicted=14.155239, expected=4.000000 predicted=13.028008, expected=16.000000 predicted=14.001047, expected=8.000000 predicted=13.965625, expected=20.000000 predicted=13.623671, expected=16.000000 predicted=11.210978, expected=8.000000 predicted=10.523117, expected=8.000000 predicted=11.252049, expected=16.000000 predicted=12.696775, expected=8.000000 predicted=13.810867, expected=4.000000 predicted=9.340521, expected=16.000000 predicted=9.889009, expected=12.000000 predicted=11.632643, expected=12.000000 predicted=11.942967, expected=24.000000 predicted=13.073185, expected=32.000000 predicted=18.244074, expected=16.000000 predicted=18.485112, expected=8.000000 predicted=13.681626, expected=12.000000 predicted=14.927204, expected=32.000000 predicted=23.777827, expected=8.000000 predicted=19.971472, expected=4.000000 predicted=10.610814, expected=24.000000 predicted=13.954417, expected=24.000000 predicted=19.933042, expected=20.000000 predicted=20.702425, expected=12.000000 predicted=12.746260, expected=4.000000 predicted=11.290411, expected=4.000000 predicted=13.964807, expected=4.000000 predicted=12.166847, expected=16.000000 predicted=12.456742, expected=32.000000 predicted=15.646825, expected=4.000000 predicted=9.737650, expected=8.000000 predicted=7.615546, expected=20.000000 predicted=13.098056, expected=12.000000 predicted=16.920293, expected=12.000000 predicted=15.772558, expected=20.000000 predicted=12.055467, expected=24.000000 predicted=16.979969, expected=8.000000 predicted=15.539429, expected=16.000000 predicted=13.696982, expected=12.000000 predicted=14.690246, expected=4.000000 predicted=13.759433, expected=8.000000 predicted=12.069391, expected=12.000000 predicted=10.402385, expected=12.000000 predicted=12.085170, expected=20.000000 predicted=12.472711, expected=4.000000 predicted=8.591531, expected=8.000000 predicted=8.964219, expected=20.000000 predicted=13.487319, expected=4.000000 predicted=11.725926, expected=20.000000 predicted=13.523717, expected=12.000000 predicted=10.825525, expected=12.000000 predicted=12.227110, expected=12.000000 predicted=13.209169, expected=36.000000 predicted=17.706565, expected=8.000000 predicted=17.236260, expected=16.000000 predicted=13.864920, expected=16.000000 predicted=15.328272, expected=8.000000 predicted=15.568954, expected=24.000000 predicted=20.332270, expected=20.000000 predicted=15.953731, expected=12.000000 predicted=15.569101, expected=12.000000 predicted=13.726413, expected=4.000000 predicted=11.448609, expected=12.000000 predicted=14.870262, expected=12.000000 predicted=13.439981, expected=16.000000 predicted=12.425802, expected=20.000000 predicted=13.465878, expected=4.000000 predicted=9.540926, expected=8.000000 predicted=10.280413, expected=12.000000 predicted=11.985054, expected=24.000000 predicted=16.639070, expected=24.000000 predicted=17.664044, expected=8.000000 predicted=11.150455, expected=12.000000 predicted=11.924065, expected=16.000000 predicted=15.702781, expected=32.000000 predicted=22.724058, expected=20.000000 predicted=20.229099, expected=20.000000 predicted=16.111741, expected=8.000000 predicted=15.054108, expected=8.000000 predicted=15.716817, expected=12.000000 predicted=17.963729, expected=20.000000 predicted=16.898553, expected=8.000000 predicted=13.345677, expected=12.000000 predicted=10.076557, expected=44.000000 predicted=19.821824, expected=12.000000 predicted=18.719476, expected=8.000000 predicted=14.370367, expected=4.000000 predicted=10.608562, expected=20.000000 predicted=17.844944, expected=12.000000 predicted=20.531145, expected=24.000000 predicted=14.350708, expected=20.000000 predicted=14.491978, expected=4.000000 predicted=11.381360, expected=16.000000 predicted=15.080170, expected=8.000000 predicted=13.747410, expected=16.000000 predicted=16.307988, expected=52.000000 predicted=23.943271, expected=8.000000 predicted=16.611871, expected=4.000000 predicted=12.505757, expected=4.000000 predicted=10.932560, expected=4.000000 predicted=15.556900, expected=20.000000 predicted=20.994069, expected=8.000000 predicted=8.782371, expected=28.000000 predicted=11.990492, expected=44.000000 predicted=20.224397, expected=8.000000 predicted=16.698556, expected=16.000000 predicted=16.987878, expected=4.000000 predicted=14.404206, expected=28.000000 predicted=24.355077, expected=28.000000 predicted=26.028725, expected=24.000000 predicted=18.102528, expected=56.000000 predicted=27.527408, expected=4.000000 predicted=20.575112, expected=12.000000 predicted=21.235062, expected=16.000000 predicted=21.679473, expected=16.000000 predicted=24.082343, expected=12.000000 predicted=22.478926, expected=24.000000 predicted=13.668973, expected=28.000000 predicted=19.294593, expected=16.000000 predicted=18.379517, expected=4.000000 predicted=13.497137, expected=4.000000 predicted=11.964913, expected=12.000000 predicted=16.114420, expected=8.000000 predicted=14.478067, expected=32.000000 predicted=15.551868, expected=52.000000 predicted=22.518953, expected=8.000000 predicted=16.980441, expected=12.000000 predicted=14.658631, expected=4.000000 predicted=14.823386, expected=12.000000 predicted=22.436679, expected=16.000000 predicted=21.894558, expected=24.000000 predicted=14.308165, expected=28.000000 predicted=17.205688, expected=24.000000 predicted=17.032857, expected=4.000000 predicted=14.489738, expected=16.000000 predicted=16.617029, expected=4.000000 predicted=16.658306, expected=12.000000 predicted=16.443692, expected=8.000000 predicted=12.276317, expected=24.000000 predicted=12.590262, expected=4.000000 predicted=11.329895, expected=8.000000 predicted=7.958899, expected=8.000000 predicted=9.788240, expected=4.000000 predicted=9.394194, expected=16.000000 predicted=12.738949, expected=24.000000 predicted=12.350749, expected=12.000000 predicted=12.095895, expected=8.000000 predicted=9.535801, expected=8.000000 predicted=9.651623, expected=12.000000 predicted=14.109591, expected=4.000000 predicted=12.358770, expected=8.000000 predicted=8.522916, expected=24.000000 predicted=12.228803, expected=16.000000 predicted=13.325264, expected=8.000000 predicted=10.731620, expected=16.000000 predicted=10.675205, expected=8.000000 predicted=12.659649, expected=16.000000 predicted=16.079314, expected=28.000000 predicted=17.271865, expected=12.000000 predicted=14.440854, expected=36.000000 predicted=20.003352, expected=12.000000 predicted=16.959124, expected=20.000000 predicted=19.479354, expected=4.000000 predicted=16.968339, expected=8.000000 predicted=14.172198, expected=16.000000 predicted=18.435935, expected=4.000000 predicted=11.172767, expected=24.000000 predicted=14.329842, expected=16.000000 predicted=12.191109, expected=16.000000 predicted=13.704414, expected=16.000000 predicted=14.389710, expected=20.000000 predicted=15.413981, expected=36.000000 predicted=24.035079, expected=24.000000 predicted=21.971426, expected=4.000000 predicted=15.789681, expected=12.000000 predicted=15.320077, expected=8.000000 predicted=17.426507, expected=20.000000 predicted=21.037642, expected=24.000000 predicted=17.940662, expected=12.000000 predicted=12.355972, expected=16.000000 predicted=13.615620, expected=12.000000 predicted=13.874356, expected=24.000000 predicted=19.568345, expected=20.000000 predicted=19.515571, expected=8.000000 predicted=13.826426, expected=64.000000 predicted=27.256251, expected=40.000000 predicted=31.086052, expected=32.000000 predicted=29.962092, expected=52.000000 predicted=32.642315, expected=16.000000 predicted=31.633269, expected=44.000000 predicted=43.131083, expected=20.000000 predicted=33.139609, expected=16.000000 predicted=29.242329, expected=4.000000 predicted=23.514923, expected=16.000000 predicted=19.068987, expected=8.000000 predicted=20.550379, expected=12.000000 predicted=13.687844, expected=28.000000 predicted=15.733777, expected=16.000000 predicted=14.556743, expected=8.000000 predicted=13.015650, expected=4.000000 predicted=9.322458, expected=4.000000 predicted=11.175912, expected=64.000000 predicted=28.198206, expected=16.000000 predicted=21.833205, expected=8.000000 predicted=12.377789, expected=20.000000 predicted=13.334134, expected=16.000000 predicted=22.096752, expected=12.000000 predicted=26.398406, expected=8.000000 predicted=11.923009, expected=8.000000 predicted=10.949036, expected=16.000000 predicted=14.653221, expected=48.000000 predicted=22.678777, expected=12.000000 predicted=17.751279, expected=12.000000 predicted=13.165799, expected=4.000000 predicted=11.913319, expected=12.000000 predicted=18.154685, expected=16.000000 predicted=21.089426, expected=20.000000 predicted=14.296627, expected=8.000000 predicted=11.155198, expected=4.000000 predicted=8.045298, expected=16.000000 predicted=12.559950, expected=8.000000 predicted=13.233134, expected=4.000000 predicted=10.090096, expected=20.000000 predicted=10.180294, expected=28.000000 predicted=15.615343, expected=8.000000 predicted=14.048654, expected=4.000000 predicted=8.399727, expected=8.000000 predicted=9.797998, expected=4.000000 predicted=13.152935, expected=48.000000 predicted=22.369647, expected=20.000000 predicted=17.165129, expected=4.000000 predicted=10.685222, expected=12.000000 predicted=10.997551, expected=12.000000 predicted=16.705681, expected=28.000000 predicted=25.833770, expected=8.000000 predicted=14.105517, expected=12.000000 predicted=10.531798, expected=20.000000 predicted=14.832503, expected=20.000000 predicted=18.237063, expected=20.000000 predicted=19.087865, expected=16.000000 predicted=14.586938, expected=4.000000 predicted=13.197758, expected=16.000000 predicted=15.867052, expected=4.000000 predicted=13.664687, expected=4.000000 predicted=10.885205, expected=20.000000 predicted=11.774231, expected=24.000000 predicted=14.266757, expected=8.000000 predicted=12.501363, expected=20.000000 predicted=11.375837, expected=4.000000 predicted=11.363155, expected=4.000000 predicted=12.983243, expected=4.000000 predicted=10.509257, expected=8.000000 predicted=8.962034, expected=16.000000 predicted=11.610135, expected=24.000000 predicted=11.601571, expected=16.000000 predicted=11.737060, expected=4.000000 predicted=9.022049, expected=8.000000 predicted=10.388077, expected=4.000000 predicted=12.055664, expected=36.000000 predicted=19.723627, expected=8.000000 predicted=13.722782, expected=4.000000 predicted=7.722519, expected=4.000000 predicted=7.291758, expected=20.000000 predicted=14.481019, expected=4.000000 predicted=15.142485, expected=4.000000 predicted=6.056793, expected=12.000000 predicted=7.134492, expected=12.000000 predicted=10.437720, expected=8.000000 predicted=10.767117, expected=20.000000 predicted=9.961125, expected=16.000000 predicted=12.200323, expected=12.000000 predicted=12.973271, expected=8.000000 predicted=11.013933, expected=8.000000 predicted=11.054157, expected=8.000000 predicted=12.596483, expected=12.000000 predicted=11.665750, expected=20.000000 predicted=12.753132, expected=8.000000 predicted=10.320439, expected=12.000000 predicted=10.158011, expected=8.000000 predicted=10.223237, expected=8.000000 predicted=11.458794, expected=16.000000 predicted=13.194622, expected=16.000000 predicted=12.188487, expected=8.000000 predicted=10.878289, expected=8.000000 predicted=9.089746, expected=4.000000 predicted=8.959542, expected=16.000000 predicted=12.782542, expected=24.000000 predicted=15.156141, expected=8.000000 predicted=11.017722, expected=12.000000 predicted=9.966932, expected=12.000000 predicted=11.343399, expected=8.000000 predicted=13.869880, expected=48.000000 predicted=22.792768, expected=8.000000 predicted=15.920325, expected=16.000000 predicted=14.694986, expected=4.000000 predicted=11.991968, expected=16.000000 predicted=17.563611, expected=36.000000 predicted=26.358474, expected=44.000000 predicted=23.978798, expected=4.000000 predicted=16.770638, expected=28.000000 predicted=17.462959, expected=16.000000 predicted=22.971859, expected=4.000000 predicted=23.218447, expected=24.000000 predicted=21.291020, expected=8.000000 predicted=13.846281, expected=16.000000 predicted=17.302690, expected=36.000000 predicted=18.707610, expected=4.000000 predicted=14.513692, expected=4.000000 predicted=12.782109, expected=16.000000 predicted=12.340710, expected=4.000000 predicted=15.115335, expected=40.000000 predicted=21.800259, expected=24.000000 predicted=15.956501, expected=16.000000 predicted=15.516301, expected=16.000000 predicted=15.695507, expected=12.000000 predicted=17.240118, expected=4.000000 predicted=19.698766, expected=8.000000 predicted=13.520467, expected=16.000000 predicted=13.451601, expected=12.000000 predicted=12.851999, expected=8.000000 predicted=9.453543, expected=4.000000 predicted=6.748318, expected=16.000000 predicted=11.112993, expected=32.000000 predicted=17.899421, expected=8.000000 predicted=13.413037, expected=16.000000 predicted=11.537554, expected=8.000000 predicted=11.397332, expected=32.000000 predicted=21.306117, expected=8.000000 predicted=18.454434, expected=4.000000 predicted=10.327736, expected=52.000000 predicted=21.813375, expected=24.000000 predicted=23.885877, expected=4.000000 predicted=18.810454, expected=20.000000 predicted=13.697212, expected=8.000000 predicted=18.258063, expected=24.000000 predicted=26.518103, expected=16.000000 predicted=16.498121, expected=4.000000 predicted=11.019979, expected=4.000000 predicted=10.842503, expected=16.000000 Test MSE: 134.903
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289])] predicted=35.156078, expected=32.000000 predicted=40.801975, expected=44.000000 predicted=41.797609, expected=72.000000 predicted=49.428733, expected=72.000000 predicted=56.031921, expected=92.000000 predicted=54.952417, expected=52.000000 predicted=56.227730, expected=68.000000 predicted=65.288610, expected=44.000000 predicted=65.185680, expected=48.000000 predicted=61.998107, expected=76.000000 predicted=68.208025, expected=84.000000 predicted=61.797199, expected=76.000000 predicted=66.569725, expected=164.000000 predicted=87.281591, expected=52.000000 predicted=73.635630, expected=100.000000 predicted=93.146199, expected=88.000000 predicted=93.678670, expected=36.000000 predicted=78.154023, expected=116.000000 predicted=104.988470, expected=84.000000 predicted=74.893557, expected=136.000000 predicted=97.842434, expected=52.000000 predicted=82.319341, expected=36.000000 predicted=69.979236, expected=96.000000 predicted=92.397842, expected=80.000000 predicted=78.987254, expected=80.000000 predicted=85.225628, expected=92.000000 predicted=72.860491, expected=48.000000 predicted=65.644652, expected=48.000000 predicted=74.886258, expected=48.000000 predicted=66.218909, expected=60.000000 predicted=63.900876, expected=80.000000 predicted=66.895390, expected=44.000000 predicted=52.133950, expected=36.000000 predicted=51.295465, expected=56.000000 predicted=54.221566, expected=4.000000 predicted=43.207722, expected=56.000000 predicted=51.431083, expected=64.000000 predicted=44.355986, expected=52.000000 predicted=43.327237, expected=44.000000 predicted=47.068563, expected=64.000000 predicted=44.697198, expected=52.000000 predicted=54.445603, expected=88.000000 predicted=63.581616, expected=64.000000 predicted=59.206238, expected=40.000000 predicted=55.519645, expected=28.000000 predicted=55.109772, expected=40.000000 predicted=51.266204, expected=44.000000 predicted=53.469611, expected=36.000000 predicted=43.205284, expected=64.000000 predicted=43.955394, expected=24.000000 predicted=35.845899, expected=88.000000 predicted=52.592501, expected=64.000000 predicted=52.101876, expected=36.000000 predicted=48.572159, expected=48.000000 predicted=55.544800, expected=40.000000 predicted=46.189348, expected=112.000000 predicted=71.343954, expected=44.000000 predicted=54.809824, expected=48.000000 predicted=53.055378, expected=76.000000 predicted=62.060576, expected=100.000000 predicted=68.839675, expected=60.000000 predicted=74.718158, expected=104.000000 predicted=73.025663, expected=52.000000 predicted=68.261290, expected=104.000000 predicted=84.569953, expected=60.000000 predicted=79.717396, expected=20.000000 predicted=62.270200, expected=36.000000 predicted=65.904946, expected=48.000000 predicted=52.546491, expected=40.000000 predicted=54.538217, expected=52.000000 predicted=45.117118, expected=4.000000 predicted=29.041618, expected=48.000000 predicted=39.583761, expected=92.000000 predicted=50.705135, expected=84.000000 predicted=52.920971, expected=52.000000 predicted=54.289643, expected=64.000000 predicted=53.955023, expected=88.000000 predicted=70.784444, expected=36.000000 predicted=67.356108, expected=88.000000 predicted=72.949284, expected=56.000000 predicted=61.428999, expected=12.000000 predicted=53.868471, expected=108.000000 predicted=72.195616, expected=84.000000 predicted=60.699400, expected=60.000000 predicted=68.710597, expected=60.000000 predicted=63.415418, expected=72.000000 predicted=61.672835, expected=68.000000 predicted=77.257624, expected=96.000000 predicted=76.272961, expected=64.000000 predicted=67.736029, expected=68.000000 predicted=70.559111, expected=60.000000 predicted=70.655105, expected=56.000000 predicted=67.570548, expected=56.000000 predicted=68.597059, expected=48.000000 predicted=58.143303, expected=80.000000 predicted=63.734622, expected=128.000000 predicted=74.497901, expected=96.000000 predicted=75.264613, expected=96.000000 predicted=82.992051, expected=108.000000 predicted=90.466764, expected=100.000000 predicted=98.906837, expected=108.000000 predicted=108.394696, expected=80.000000 predicted=96.104604, expected=112.000000 predicted=102.046944, expected=108.000000 predicted=103.112690, expected=32.000000 predicted=85.369088, expected=60.000000 predicted=85.701975, expected=36.000000 predicted=68.528622, expected=36.000000 predicted=65.584415, expected=76.000000 predicted=64.253583, expected=36.000000 predicted=42.604564, expected=124.000000 predicted=67.742999, expected=60.000000 predicted=57.234559, expected=72.000000 predicted=66.067944, expected=72.000000 predicted=73.580662, expected=36.000000 predicted=61.202799, expected=84.000000 predicted=80.255617, expected=92.000000 predicted=69.633355, expected=92.000000 predicted=75.668351, expected=28.000000 predicted=63.988893, expected=56.000000 predicted=62.983867, expected=72.000000 predicted=71.576514, expected=60.000000 predicted=67.548682, expected=44.000000 predicted=60.081033, expected=60.000000 predicted=52.268626, expected=104.000000 predicted=68.342077, expected=44.000000 predicted=61.527780, expected=40.000000 predicted=58.236309, expected=48.000000 predicted=55.347489, expected=40.000000 predicted=54.584515, expected=116.000000 predicted=72.988249, expected=96.000000 predicted=63.295779, expected=132.000000 predicted=80.632090, expected=36.000000 predicted=70.882565, expected=84.000000 predicted=82.350525, expected=60.000000 predicted=86.987641, expected=96.000000 predicted=86.256350, expected=76.000000 predicted=83.868862, expected=20.000000 predicted=56.349106, expected=12.000000 predicted=57.033728, expected=36.000000 predicted=50.156426, expected=16.000000 predicted=43.813611, expected=64.000000 predicted=42.938461, expected=92.000000 predicted=42.332938, expected=48.000000 predicted=41.286006, expected=68.000000 predicted=54.360011, expected=48.000000 predicted=51.717474, expected=40.000000 predicted=58.661069, expected=60.000000 predicted=62.201731, expected=76.000000 predicted=57.441038, expected=56.000000 predicted=58.130800, expected=48.000000 predicted=53.604060, expected=20.000000 predicted=46.373571, expected=44.000000 predicted=51.315729, expected=28.000000 predicted=45.780616, expected=72.000000 predicted=48.324631, expected=72.000000 predicted=48.902301, expected=76.000000 predicted=51.330772, expected=24.000000 predicted=48.815716, expected=32.000000 predicted=47.665209, expected=84.000000 predicted=63.547711, expected=48.000000 predicted=55.564588, expected=60.000000 predicted=56.596640, expected=60.000000 predicted=49.623052, expected=64.000000 predicted=56.332014, expected=44.000000 predicted=60.268580, expected=28.000000 predicted=48.460404, expected=68.000000 predicted=56.214857, expected=72.000000 predicted=57.193772, expected=68.000000 predicted=58.477260, expected=44.000000 predicted=51.986812, expected=56.000000 predicted=54.082745, expected=48.000000 predicted=58.845935, expected=28.000000 predicted=51.871123, expected=68.000000 predicted=55.208304, expected=104.000000 predicted=60.648946, expected=48.000000 predicted=56.250499, expected=64.000000 predicted=60.041965, expected=40.000000 predicted=54.179313, expected=52.000000 predicted=62.557128, expected=64.000000 predicted=65.602557, expected=60.000000 predicted=54.262298, expected=64.000000 predicted=58.387767, expected=56.000000 predicted=54.453545, expected=44.000000 predicted=55.076439, expected=52.000000 predicted=57.035655, expected=52.000000 predicted=54.729841, expected=32.000000 predicted=49.274989, expected=116.000000 predicted=64.270516, expected=104.000000 predicted=66.802018, expected=44.000000 predicted=62.683995, expected=8.000000 predicted=54.525473, expected=24.000000 predicted=51.088198, expected=64.000000 predicted=65.879878, expected=64.000000 predicted=56.256038, expected=52.000000 predicted=42.896398, expected=68.000000 predicted=45.342828, expected=84.000000 predicted=58.546702, expected=56.000000 predicted=63.135082, expected=36.000000 predicted=58.129573, expected=80.000000 predicted=64.227665, expected=72.000000 predicted=66.076907, expected=92.000000 predicted=73.170606, expected=68.000000 predicted=65.730021, expected=108.000000 predicted=76.197483, expected=36.000000 predicted=71.577334, expected=80.000000 predicted=77.201091, expected=20.000000 predicted=64.605576, expected=56.000000 predicted=62.131450, expected=68.000000 predicted=65.917411, expected=44.000000 predicted=48.178213, expected=64.000000 predicted=58.406334, expected=56.000000 predicted=48.840074, expected=60.000000 predicted=57.969672, expected=64.000000 predicted=60.386190, expected=84.000000 predicted=62.516790, expected=96.000000 predicted=72.189059, expected=108.000000 predicted=78.751502, expected=60.000000 predicted=74.704149, expected=52.000000 predicted=74.297509, expected=60.000000 predicted=76.226733, expected=76.000000 predicted=77.328887, expected=72.000000 predicted=74.155566, expected=48.000000 predicted=59.612248, expected=36.000000 predicted=55.022130, expected=76.000000 predicted=63.229722, expected=44.000000 predicted=58.011373, expected=96.000000 predicted=66.413403, expected=64.000000 predicted=59.075485, expected=92.000000 predicted=67.739232, expected=76.000000 predicted=74.565755, expected=104.000000 predicted=78.890059, expected=52.000000 predicted=78.729391, expected=40.000000 predicted=68.070916, expected=68.000000 predicted=74.007725, expected=100.000000 predicted=76.107243, expected=68.000000 predicted=73.382071, expected=32.000000 predicted=56.426502, expected=64.000000 predicted=61.362769, expected=80.000000 predicted=69.732378, expected=44.000000 predicted=64.745829, expected=80.000000 predicted=64.137082, expected=72.000000 predicted=60.146899, expected=52.000000 predicted=63.562383, expected=44.000000 predicted=62.056720, expected=48.000000 predicted=55.087856, expected=64.000000 predicted=62.102754, expected=68.000000 predicted=59.754117, expected=60.000000 predicted=55.654662, expected=32.000000 predicted=49.773447, expected=52.000000 predicted=53.885695, expected=116.000000 predicted=70.373128, expected=56.000000 predicted=61.793609, expected=72.000000 predicted=65.215585, expected=48.000000 predicted=58.930254, expected=124.000000 predicted=80.802606, expected=116.000000 predicted=92.285210, expected=60.000000 predicted=74.399538, expected=52.000000 predicted=76.625686, expected=68.000000 predicted=76.021346, expected=28.000000 predicted=73.890683, expected=80.000000 predicted=73.220583, expected=76.000000 predicted=61.537566, expected=88.000000 predicted=65.789896, expected=64.000000 predicted=66.603986, expected=36.000000 predicted=56.837702, expected=48.000000 predicted=65.751815, expected=40.000000 predicted=58.445747, expected=56.000000 predicted=58.085131, expected=88.000000 predicted=59.059005, expected=104.000000 predicted=63.207278, expected=40.000000 predicted=57.948760, expected=68.000000 predicted=64.947922, expected=56.000000 predicted=66.693890, expected=64.000000 predicted=70.929304, expected=60.000000 predicted=67.920230, expected=72.000000 predicted=59.466064, expected=120.000000 predicted=77.511431, expected=56.000000 predicted=67.166857, expected=76.000000 predicted=74.381434, expected=44.000000 predicted=68.043615, expected=36.000000 predicted=65.097533, expected=64.000000 predicted=70.894996, expected=48.000000 predicted=53.185473, expected=48.000000 predicted=53.912422, expected=48.000000 predicted=47.668011, expected=48.000000 predicted=47.532190, expected=48.000000 predicted=51.380387, expected=64.000000 predicted=51.728060, expected=72.000000 predicted=55.502393, expected=80.000000 predicted=60.604071, expected=84.000000 predicted=65.988686, expected=64.000000 predicted=66.176503, expected=24.000000 predicted=60.540568, expected=36.000000 predicted=59.482894, expected=48.000000 predicted=57.590523, expected=60.000000 predicted=55.770554, expected=68.000000 predicted=52.502085, expected=68.000000 predicted=49.763089, expected=60.000000 predicted=55.007486, expected=60.000000 predicted=59.568806, expected=56.000000 predicted=61.241437, expected=72.000000 predicted=65.264468, expected=32.000000 predicted=55.709471, expected=24.000000 predicted=48.991511, expected=96.000000 predicted=61.812516, expected=80.000000 predicted=60.593939, expected=68.000000 predicted=62.601693, expected=64.000000 predicted=58.637303, expected=48.000000 predicted=58.664713, expected=60.000000 predicted=71.009589, expected=88.000000 predicted=71.191646, expected=40.000000 predicted=58.837459, expected=56.000000 predicted=59.768940, expected=68.000000 predicted=60.054826, expected=40.000000 predicted=56.486422, expected=24.000000 predicted=52.788477, expected=56.000000 predicted=48.267170, expected=44.000000 predicted=47.851447, expected=48.000000 predicted=48.346880, expected=60.000000 predicted=46.277515, expected=76.000000 predicted=51.322241, expected=24.000000 predicted=48.124131, expected=44.000000 predicted=49.009448, expected=80.000000 predicted=57.583778, expected=100.000000 predicted=66.619169, expected=8.000000 predicted=50.750463, expected=80.000000 predicted=57.384256, expected=16.000000 predicted=49.560037, expected=52.000000 predicted=58.006310, expected=52.000000 predicted=55.701389, expected=72.000000 predicted=45.271421, expected=56.000000 predicted=56.478533, expected=64.000000 predicted=49.960937, expected=60.000000 predicted=58.743739, expected=60.000000 predicted=59.744039, expected=64.000000 predicted=63.613829, expected=56.000000 predicted=59.087635, expected=48.000000 predicted=58.042344, expected=80.000000 predicted=63.371609, expected=28.000000 predicted=52.891516, expected=72.000000 predicted=60.397182, expected=76.000000 predicted=61.101983, expected=76.000000 predicted=62.545128, expected=84.000000 predicted=71.589037, expected=72.000000 predicted=64.697935, expected=52.000000 predicted=70.007659, expected=60.000000 predicted=70.005020, expected=56.000000 predicted=66.509447, expected=72.000000 predicted=68.159243, expected=96.000000 predicted=70.961245, expected=48.000000 predicted=60.525526, expected=60.000000 predicted=64.769967, expected=84.000000 predicted=70.058215, expected=72.000000 predicted=71.427689, expected=8.000000 predicted=58.706912, expected=36.000000 predicted=50.831538, expected=36.000000 predicted=49.216791, expected=68.000000 predicted=54.977597, expected=60.000000 predicted=49.491400, expected=48.000000 predicted=39.663173, expected=92.000000 predicted=58.816104, expected=60.000000 predicted=57.721424, expected=48.000000 predicted=61.521243, expected=40.000000 predicted=56.881860, expected=52.000000 predicted=55.746118, expected=36.000000 predicted=55.748152, expected=88.000000 predicted=58.145658, expected=60.000000 predicted=53.231005, expected=36.000000 predicted=48.945081, expected=24.000000 predicted=47.652991, expected=80.000000 predicted=55.704421, expected=48.000000 predicted=56.996218, expected=80.000000 predicted=57.422822, expected=84.000000 predicted=59.049435, expected=68.000000 predicted=60.196584, expected=40.000000 predicted=65.278233, expected=84.000000 predicted=68.070974, expected=92.000000 predicted=76.499983, expected=76.000000 predicted=74.212802, expected=28.000000 predicted=61.265710, expected=20.000000 predicted=52.477351, expected=72.000000 predicted=66.103291, expected=60.000000 predicted=60.238587, expected=72.000000 predicted=57.631468, expected=60.000000 predicted=50.478939, expected=60.000000 predicted=54.234584, expected=44.000000 predicted=60.601058, expected=84.000000 predicted=65.520317, expected=72.000000 predicted=66.023599, expected=76.000000 predicted=65.985678, expected=52.000000 predicted=62.949243, expected=52.000000 predicted=60.774341, expected=52.000000 Test MSE: 664.470
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412])] predicted=105.992262, expected=112.000000 predicted=79.587660, expected=36.000000 predicted=44.312464, expected=84.000000 predicted=87.861683, expected=72.000000 predicted=73.199246, expected=52.000000 predicted=81.575959, expected=144.000000 predicted=126.569226, expected=80.000000 predicted=55.991459, expected=76.000000 predicted=83.830801, expected=36.000000 predicted=59.412274, expected=48.000000 predicted=54.193779, expected=48.000000 predicted=85.937602, expected=60.000000 predicted=65.306555, expected=92.000000 predicted=80.390230, expected=100.000000 predicted=68.420398, expected=60.000000 predicted=56.231167, expected=64.000000 predicted=63.057825, expected=84.000000 predicted=74.307302, expected=56.000000 predicted=69.243153, expected=68.000000 predicted=82.192211, expected=88.000000 predicted=74.795971, expected=120.000000 predicted=90.740742, expected=100.000000 predicted=89.709287, expected=64.000000 predicted=65.797020, expected=48.000000 predicted=64.328752, expected=72.000000 predicted=80.224733, expected=36.000000 predicted=69.292702, expected=104.000000 predicted=99.143555, expected=144.000000 predicted=100.433486, expected=92.000000 predicted=69.532450, expected=32.000000 predicted=59.721022, expected=92.000000 predicted=76.523510, expected=48.000000 predicted=68.161720, expected=52.000000 predicted=90.558871, expected=80.000000 predicted=84.408684, expected=96.000000 predicted=63.867952, expected=48.000000 predicted=66.119186, expected=76.000000 predicted=68.713364, expected=76.000000 predicted=64.959975, expected=68.000000 predicted=71.161806, expected=68.000000 predicted=80.610005, expected=80.000000 predicted=66.394175, expected=108.000000 predicted=90.532841, expected=96.000000 predicted=84.260177, expected=40.000000 predicted=56.874416, expected=68.000000 predicted=74.718078, expected=52.000000 predicted=63.257889, expected=80.000000 predicted=88.268428, expected=132.000000 predicted=109.497461, expected=88.000000 predicted=63.501653, expected=108.000000 predicted=94.145435, expected=64.000000 predicted=63.630845, expected=84.000000 predicted=85.398202, expected=64.000000 predicted=92.632535, expected=44.000000 predicted=64.732427, expected=128.000000 predicted=115.539541, expected=96.000000 predicted=74.818796, expected=88.000000 predicted=87.099147, expected=20.000000 predicted=48.135296, expected=72.000000 predicted=66.001693, expected=56.000000 predicted=82.185533, expected=72.000000 predicted=78.188819, expected=156.000000 predicted=118.791288, expected=120.000000 predicted=70.502648, expected=8.000000 predicted=45.652237, expected=64.000000 predicted=74.922444, expected=68.000000 predicted=66.710769, expected=68.000000 predicted=98.357206, expected=60.000000 predicted=84.609903, expected=96.000000 predicted=58.365635, expected=136.000000 predicted=98.169359, expected=120.000000 predicted=92.697994, expected=76.000000 predicted=77.793269, expected=76.000000 predicted=77.930976, expected=36.000000 predicted=66.280640, expected=40.000000 predicted=83.068256, expected=8.000000 predicted=56.537364, expected=52.000000 predicted=60.779520, expected=128.000000 predicted=94.819143, expected=128.000000 predicted=77.472444, expected=84.000000 predicted=67.061755, expected=40.000000 predicted=38.972917, expected=84.000000 predicted=76.504911, expected=36.000000 predicted=72.125724, expected=80.000000 predicted=98.465675, expected=88.000000 predicted=82.052639, expected=104.000000 predicted=72.851432, expected=116.000000 predicted=99.746861, expected=36.000000 predicted=41.471804, expected=52.000000 predicted=72.798468, expected=48.000000 predicted=66.297682, expected=48.000000 predicted=68.784684, expected=144.000000 predicted=123.117880, expected=96.000000 predicted=62.861192, expected=88.000000 predicted=76.359828, expected=88.000000 predicted=76.523016, expected=72.000000 predicted=64.987053, expected=72.000000 predicted=102.216119, expected=64.000000 predicted=78.058455, expected=96.000000 predicted=90.541972, expected=184.000000 predicted=132.942138, expected=44.000000 predicted=54.842972, expected=52.000000 predicted=75.395357, expected=72.000000 predicted=73.803480, expected=44.000000 predicted=64.408271, expected=108.000000 predicted=132.634962, expected=112.000000 predicted=76.469312, expected=104.000000 predicted=80.571486, expected=132.000000 predicted=105.836060, expected=52.000000 predicted=54.703090, expected=60.000000 predicted=88.631914, expected=4.000000 predicted=55.270463, expected=20.000000 predicted=59.371484, expected=12.000000 predicted=58.817597, expected=8.000000 predicted=25.751579, expected=76.000000 predicted=62.055521, expected=64.000000 predicted=32.406308, expected=92.000000 predicted=59.228477, expected=52.000000 predicted=37.064217, expected=64.000000 predicted=46.292496, expected=76.000000 predicted=74.441783, expected=88.000000 predicted=75.555673, expected=28.000000 predicted=56.298626, expected=76.000000 predicted=69.334600, expected=80.000000 predicted=69.427973, expected=64.000000 predicted=67.647977, expected=64.000000 predicted=74.235967, expected=100.000000 predicted=69.495114, expected=36.000000 predicted=53.457371, expected=60.000000 predicted=72.098001, expected=92.000000 predicted=76.986081, expected=60.000000 predicted=59.815540, expected=92.000000 predicted=93.474235, expected=64.000000 predicted=53.448256, expected=104.000000 predicted=85.273881, expected=104.000000 predicted=94.317056, expected=48.000000 predicted=57.741623, expected=76.000000 predicted=86.323812, expected=72.000000 predicted=68.569950, expected=52.000000 predicted=73.737450, expected=76.000000 predicted=85.881505, expected=112.000000 predicted=80.907540, expected=148.000000 predicted=109.779406, expected=92.000000 predicted=83.365418, expected=56.000000 predicted=65.197750, expected=68.000000 predicted=78.089447, expected=80.000000 predicted=91.737255, expected=72.000000 predicted=98.915384, expected=52.000000 predicted=69.410351, expected=116.000000 predicted=88.922890, expected=68.000000 predicted=65.308547, expected=52.000000 predicted=68.380935, expected=80.000000 predicted=77.696446, expected=68.000000 predicted=61.001231, expected=60.000000 predicted=81.976745, expected=80.000000 predicted=74.310850, expected=124.000000 predicted=89.052832, expected=64.000000 predicted=69.418675, expected=76.000000 predicted=78.008817, expected=64.000000 predicted=65.136778, expected=64.000000 predicted=72.076637, expected=56.000000 predicted=82.561082, expected=76.000000 predicted=70.285580, expected=108.000000 predicted=89.087435, expected=32.000000 predicted=47.451123, expected=52.000000 predicted=63.654378, expected=36.000000 predicted=46.455640, expected=20.000000 predicted=45.353465, expected=80.000000 predicted=85.196805, expected=68.000000 predicted=47.693911, expected=44.000000 predicted=48.468207, expected=72.000000 predicted=58.175109, expected=64.000000 predicted=45.949282, expected=112.000000 predicted=93.561429, expected=52.000000 predicted=58.007573, expected=48.000000 predicted=53.978800, expected=72.000000 predicted=72.030270, expected=56.000000 predicted=58.783355, expected=60.000000 predicted=79.337732, expected=52.000000 predicted=52.765718, expected=80.000000 predicted=65.742332, expected=44.000000 predicted=54.853190, expected=60.000000 predicted=60.455066, expected=132.000000 predicted=94.469876, expected=124.000000 predicted=86.553875, expected=72.000000 predicted=78.232005, expected=68.000000 predicted=67.440331, expected=60.000000 predicted=65.537091, expected=52.000000 predicted=84.975097, expected=52.000000 predicted=79.895252, expected=100.000000 predicted=83.700153, expected=152.000000 predicted=106.367422, expected=104.000000 predicted=82.582202, expected=56.000000 predicted=64.534952, expected=68.000000 predicted=70.683243, expected=56.000000 predicted=75.909592, expected=52.000000 predicted=91.119483, expected=84.000000 predicted=87.965669, expected=140.000000 predicted=96.900482, expected=28.000000 predicted=46.337814, expected=32.000000 predicted=54.742416, expected=56.000000 predicted=56.668819, expected=48.000000 predicted=60.108368, expected=72.000000 predicted=93.226214, expected=80.000000 predicted=55.624911, expected=120.000000 predicted=79.573932, expected=104.000000 predicted=80.823302, expected=60.000000 predicted=61.429317, expected=104.000000 predicted=93.945493, expected=52.000000 predicted=65.078760, expected=60.000000 predicted=87.582488, expected=52.000000 predicted=72.934130, expected=104.000000 predicted=82.575202, expected=56.000000 predicted=71.693375, expected=56.000000 predicted=59.197492, expected=64.000000 predicted=63.431455, expected=48.000000 predicted=51.162301, expected=96.000000 predicted=94.205290, expected=76.000000 predicted=64.171729, expected=76.000000 predicted=69.153920, expected=76.000000 predicted=71.775780, expected=68.000000 predicted=62.257061, expected=76.000000 predicted=83.351395, expected=64.000000 predicted=69.106414, expected=72.000000 predicted=73.880504, expected=84.000000 predicted=78.541825, expected=92.000000 predicted=79.782686, expected=72.000000 predicted=73.814007, expected=72.000000 predicted=71.588839, expected=84.000000 predicted=79.035303, expected=76.000000 predicted=78.364035, expected=52.000000 predicted=70.302683, expected=8.000000 predicted=41.508203, expected=24.000000 predicted=48.175289, expected=100.000000 predicted=84.224404, expected=80.000000 predicted=68.063040, expected=56.000000 predicted=55.513652, expected=96.000000 predicted=62.177317, expected=92.000000 predicted=63.168360, expected=108.000000 predicted=101.261162, expected=96.000000 predicted=88.446555, expected=44.000000 predicted=56.770840, expected=48.000000 predicted=74.016310, expected=68.000000 predicted=76.877251, expected=100.000000 predicted=95.745456, expected=140.000000 predicted=111.399454, expected=88.000000 predicted=69.738810, expected=52.000000 predicted=60.966610, expected=16.000000 predicted=48.501104, expected=52.000000 predicted=74.436291, expected=44.000000 predicted=76.718629, expected=80.000000 predicted=77.412375, expected=152.000000 predicted=99.391260, expected=84.000000 predicted=54.141049, expected=44.000000 predicted=57.996055, expected=108.000000 predicted=85.577200, expected=44.000000 predicted=59.316686, expected=20.000000 predicted=79.030638, expected=96.000000 predicted=87.658651, expected=112.000000 predicted=74.887047, expected=136.000000 predicted=115.603326, expected=68.000000 predicted=61.258015, expected=60.000000 predicted=56.305714, expected=52.000000 predicted=74.247561, expected=72.000000 predicted=87.438653, expected=48.000000 predicted=80.244665, expected=84.000000 predicted=76.118421, expected=52.000000 predicted=54.084919, expected=80.000000 predicted=69.523521, expected=108.000000 predicted=87.405499, expected=48.000000 predicted=50.421503, expected=68.000000 predicted=78.584408, expected=76.000000 predicted=65.900439, expected=92.000000 predicted=84.272379, expected=108.000000 predicted=101.729849, expected=52.000000 predicted=54.302233, expected=76.000000 predicted=77.850333, expected=48.000000 predicted=61.188675, expected=80.000000 predicted=84.516671, expected=76.000000 predicted=83.530098, expected=116.000000 predicted=86.438720, expected=68.000000 predicted=70.106288, expected=44.000000 predicted=54.427431, expected=100.000000 predicted=91.020493, expected=44.000000 predicted=56.958532, expected=72.000000 predicted=90.155934, expected=76.000000 predicted=69.655300, expected=48.000000 predicted=49.808705, expected=72.000000 predicted=81.941738, expected=92.000000 predicted=69.382112, expected=56.000000 predicted=62.677889, expected=60.000000 predicted=69.118788, expected=60.000000 predicted=56.761878, expected=60.000000 predicted=65.123299, expected=128.000000 predicted=104.706360, expected=80.000000 predicted=66.450649, expected=32.000000 predicted=52.796079, expected=48.000000 predicted=59.370441, expected=68.000000 predicted=64.456888, expected=60.000000 predicted=82.295527, expected=88.000000 predicted=80.171199, expected=112.000000 predicted=74.548435, expected=68.000000 predicted=61.280711, expected=44.000000 predicted=61.216232, expected=52.000000 predicted=60.179372, expected=48.000000 predicted=64.660345, expected=84.000000 predicted=89.568396, expected=76.000000 predicted=67.723407, expected=72.000000 predicted=61.420351, expected=52.000000 predicted=54.827584, expected=60.000000 predicted=58.559950, expected=36.000000 predicted=56.785057, expected=48.000000 predicted=60.517418, expected=28.000000 predicted=45.847512, expected=72.000000 predicted=61.640492, expected=80.000000 predicted=64.668618, expected=76.000000 predicted=58.221364, expected=92.000000 predicted=72.326310, expected=56.000000 predicted=48.375258, expected=56.000000 predicted=67.009599, expected=72.000000 predicted=74.368208, expected=84.000000 predicted=77.709380, expected=172.000000 predicted=127.005603, expected=84.000000 predicted=69.994030, expected=76.000000 predicted=78.795217, expected=32.000000 predicted=57.513236, expected=60.000000 predicted=76.123410, expected=52.000000 predicted=94.839939, expected=84.000000 predicted=79.991373, expected=116.000000 predicted=90.685244, expected=72.000000 predicted=56.509488, expected=64.000000 predicted=67.793897, expected=44.000000 predicted=53.214295, expected=44.000000 predicted=64.032214, expected=52.000000 predicted=75.358344, expected=72.000000 predicted=68.219241, expected=152.000000 predicted=104.386687, expected=116.000000 predicted=79.809047, expected=28.000000 predicted=46.205568, expected=84.000000 predicted=79.126083, expected=52.000000 predicted=61.919902, expected=64.000000 predicted=98.840049, expected=68.000000 predicted=82.492967, expected=80.000000 predicted=59.134324, expected=104.000000 predicted=90.206184, expected=52.000000 predicted=54.515798, expected=40.000000 predicted=57.195741, expected=36.000000 predicted=52.908379, expected=48.000000 predicted=61.232738, expected=96.000000 predicted=90.075917, expected=96.000000 predicted=70.938356, expected=128.000000 predicted=87.650609, expected=56.000000 predicted=52.020204, expected=68.000000 predicted=69.187834, expected=40.000000 predicted=66.183728, expected=80.000000 predicted=86.521432, expected=108.000000 predicted=105.440474, expected=100.000000 predicted=78.682648, expected=68.000000 predicted=70.289310, expected=36.000000 predicted=47.174689, expected=56.000000 predicted=69.890705, expected=48.000000 predicted=70.904866, expected=112.000000 predicted=99.117185, expected=124.000000 predicted=90.635151, expected=92.000000 predicted=70.010475, expected=60.000000 predicted=65.064968, expected=68.000000 predicted=67.063564, expected=52.000000 predicted=78.360792, expected=36.000000 predicted=73.365451, expected=92.000000 predicted=87.137638, expected=100.000000 predicted=76.564528, expected=136.000000 predicted=101.290933, expected=52.000000 predicted=55.254297, expected=52.000000 predicted=57.430707, expected=52.000000 predicted=71.253910, expected=48.000000 predicted=70.868305, expected=28.000000 predicted=70.320856, expected=76.000000 predicted=63.776970, expected=88.000000 predicted=66.649265, expected=80.000000 predicted=66.155702, expected=84.000000 predicted=68.838152, expected=64.000000 predicted=53.332735, expected=48.000000 predicted=63.743707, expected=44.000000 predicted=64.323784, expected=92.000000 predicted=83.196671, expected=76.000000 predicted=73.963584, expected=96.000000 predicted=80.692871, expected=48.000000 predicted=50.857318, expected=56.000000 predicted=57.593811, expected=36.000000 predicted=60.529534, expected=76.000000 predicted=74.626790, expected=84.000000 predicted=81.547803, expected=96.000000 predicted=73.197477, expected=100.000000 predicted=79.223826, expected=76.000000 predicted=63.092673, expected=8.000000 predicted=45.626014, expected=8.000000 predicted=48.224912, expected=88.000000 predicted=85.368087, expected=112.000000 predicted=93.560800, expected=64.000000 predicted=64.944814, expected=60.000000 predicted=44.575316, expected=48.000000 predicted=38.485839, expected=68.000000 predicted=76.537181, expected=72.000000 predicted=83.487532, expected=68.000000 predicted=65.241840, expected=68.000000 predicted=64.536722, expected=88.000000 predicted=70.691194, expected=56.000000 predicted=61.645825, expected=40.000000 predicted=57.639481, expected=80.000000 predicted=74.167024, expected=76.000000 Test MSE: 926.305
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362])] predicted=74.305207, expected=164.000000 predicted=106.995483, expected=100.000000 predicted=86.931517, expected=92.000000 predicted=98.286624, expected=68.000000 predicted=106.353581, expected=88.000000 predicted=87.010058, expected=144.000000 predicted=126.368147, expected=176.000000 predicted=121.299196, expected=220.000000 predicted=144.675061, expected=100.000000 predicted=115.141682, expected=112.000000 predicted=127.367029, expected=96.000000 predicted=130.330067, expected=96.000000 predicted=130.039732, expected=140.000000 predicted=149.903707, expected=192.000000 predicted=131.590044, expected=100.000000 predicted=116.549831, expected=188.000000 predicted=142.423786, expected=68.000000 predicted=108.857309, expected=100.000000 predicted=126.530766, expected=88.000000 predicted=130.310069, expected=180.000000 predicted=123.903483, expected=184.000000 predicted=157.757128, expected=164.000000 predicted=126.334387, expected=56.000000 predicted=110.954091, expected=80.000000 predicted=107.347679, expected=80.000000 predicted=123.539486, expected=60.000000 predicted=108.908526, expected=68.000000 predicted=99.864061, expected=112.000000 predicted=78.457239, expected=104.000000 predicted=86.684106, expected=132.000000 predicted=100.214594, expected=100.000000 predicted=90.398887, expected=68.000000 predicted=84.891085, expected=108.000000 predicted=106.797467, expected=76.000000 predicted=92.009408, expected=104.000000 predicted=106.905645, expected=184.000000 predicted=122.549670, expected=140.000000 predicted=108.458711, expected=92.000000 predicted=113.772427, expected=72.000000 predicted=96.556301, expected=112.000000 predicted=109.806225, expected=156.000000 predicted=143.176514, expected=96.000000 predicted=114.642813, expected=72.000000 predicted=95.302416, expected=108.000000 predicted=97.165544, expected=100.000000 predicted=103.427934, expected=52.000000 predicted=100.587377, expected=116.000000 predicted=98.906175, expected=116.000000 predicted=91.582994, expected=96.000000 predicted=99.661318, expected=132.000000 predicted=110.920800, expected=68.000000 predicted=79.571528, expected=96.000000 predicted=105.604278, expected=96.000000 predicted=102.381947, expected=68.000000 predicted=86.303436, expected=116.000000 predicted=109.523439, expected=100.000000 predicted=86.434270, expected=96.000000 predicted=96.077260, expected=52.000000 predicted=83.367617, expected=108.000000 predicted=88.399001, expected=100.000000 predicted=99.027736, expected=60.000000 predicted=83.444266, expected=40.000000 predicted=74.818307, expected=80.000000 predicted=68.566729, expected=164.000000 predicted=108.542295, expected=104.000000 predicted=95.326511, expected=112.000000 predicted=94.377786, expected=108.000000 predicted=90.967672, expected=92.000000 predicted=97.511347, expected=160.000000 predicted=140.332673, expected=124.000000 predicted=114.345797, expected=136.000000 predicted=124.454776, expected=136.000000 predicted=125.773531, expected=52.000000 predicted=96.704019, expected=156.000000 predicted=141.480870, expected=60.000000 predicted=100.117778, expected=88.000000 predicted=108.479872, expected=80.000000 predicted=101.299666, expected=120.000000 predicted=87.170324, expected=124.000000 predicted=119.811162, expected=88.000000 predicted=86.144128, expected=112.000000 predicted=102.772074, expected=80.000000 predicted=91.184261, expected=116.000000 predicted=110.943600, expected=92.000000 predicted=104.159841, expected=132.000000 predicted=106.063808, expected=104.000000 predicted=107.185364, expected=56.000000 predicted=85.378500, expected=104.000000 predicted=105.177634, expected=96.000000 predicted=93.515404, expected=108.000000 predicted=107.934585, expected=68.000000 predicted=89.143164, expected=112.000000 predicted=88.148132, expected=84.000000 predicted=93.881413, expected=64.000000 predicted=85.112905, expected=128.000000 predicted=104.355147, expected=68.000000 predicted=77.783447, expected=92.000000 predicted=96.966464, expected=92.000000 predicted=88.133772, expected=140.000000 predicted=97.854372, expected=100.000000 predicted=108.191495, expected=80.000000 predicted=88.206255, expected=72.000000 predicted=90.896718, expected=68.000000 predicted=85.394501, expected=72.000000 predicted=94.717973, expected=100.000000 predicted=88.766441, expected=80.000000 predicted=78.963796, expected=124.000000 predicted=91.692677, expected=52.000000 predicted=73.723264, expected=120.000000 predicted=93.739724, expected=84.000000 predicted=92.148443, expected=192.000000 predicted=118.503724, expected=160.000000 predicted=131.368565, expected=88.000000 predicted=99.365456, expected=36.000000 predicted=101.972312, expected=56.000000 predicted=86.943895, expected=128.000000 predicted=127.334972, expected=80.000000 predicted=101.368831, expected=104.000000 predicted=89.731444, expected=72.000000 predicted=70.114366, expected=144.000000 predicted=97.583831, expected=96.000000 predicted=107.037147, expected=64.000000 predicted=85.481866, expected=88.000000 predicted=96.389932, expected=100.000000 predicted=88.746513, expected=104.000000 predicted=108.410553, expected=104.000000 predicted=96.411467, expected=148.000000 predicted=103.786772, expected=92.000000 predicted=99.661518, expected=64.000000 predicted=95.079670, expected=116.000000 predicted=107.118663, expected=76.000000 predicted=93.569028, expected=76.000000 predicted=102.157917, expected=208.000000 predicted=123.671747, expected=168.000000 predicted=115.352194, expected=104.000000 predicted=121.935074, expected=72.000000 predicted=103.333976, expected=76.000000 predicted=98.483792, expected=72.000000 predicted=123.668102, expected=72.000000 predicted=103.379586, expected=60.000000 predicted=78.151316, expected=76.000000 predicted=72.239658, expected=84.000000 predicted=75.612655, expected=60.000000 predicted=68.520163, expected=104.000000 predicted=81.680498, expected=36.000000 predicted=60.421404, expected=96.000000 predicted=80.438575, expected=124.000000 predicted=91.673576, expected=172.000000 predicted=105.248869, expected=76.000000 predicted=98.909665, expected=80.000000 predicted=83.761064, expected=112.000000 predicted=107.289481, expected=64.000000 predicted=96.992055, expected=60.000000 predicted=103.398602, expected=100.000000 predicted=84.490942, expected=112.000000 predicted=89.449105, expected=68.000000 predicted=87.970832, expected=52.000000 predicted=70.382505, expected=88.000000 predicted=77.250193, expected=44.000000 predicted=72.717300, expected=76.000000 predicted=81.890928, expected=28.000000 predicted=54.501948, expected=148.000000 predicted=83.165872, expected=80.000000 predicted=79.576763, expected=64.000000 predicted=66.632783, expected=68.000000 predicted=77.949222, expected=56.000000 predicted=58.574650, expected=116.000000 predicted=105.176306, expected=92.000000 predicted=81.520316, expected=112.000000 predicted=87.028903, expected=84.000000 predicted=84.642026, expected=76.000000 predicted=79.934070, expected=128.000000 predicted=109.594263, expected=56.000000 predicted=83.110648, expected=84.000000 predicted=93.971691, expected=100.000000 predicted=89.612560, expected=124.000000 predicted=95.219067, expected=72.000000 predicted=97.069717, expected=72.000000 predicted=77.833341, expected=60.000000 predicted=79.724800, expected=36.000000 predicted=71.647158, expected=84.000000 predicted=85.652199, expected=108.000000 predicted=78.091461, expected=60.000000 predicted=68.290955, expected=44.000000 predicted=62.035917, expected=72.000000 predicted=62.127398, expected=60.000000 predicted=69.422544, expected=68.000000 predicted=75.977015, expected=68.000000 predicted=63.263478, expected=64.000000 predicted=59.012150, expected=84.000000 predicted=72.923785, expected=184.000000 predicted=101.866056, expected=24.000000 predicted=67.497587, expected=76.000000 predicted=82.267593, expected=56.000000 predicted=72.949642, expected=84.000000 predicted=80.353344, expected=128.000000 predicted=117.405558, expected=104.000000 predicted=72.879142, expected=92.000000 predicted=89.302595, expected=116.000000 predicted=93.610696, expected=52.000000 predicted=84.171565, expected=40.000000 predicted=86.920325, expected=100.000000 predicted=90.416059, expected=192.000000 predicted=113.530004, expected=40.000000 predicted=85.114197, expected=80.000000 predicted=81.424248, expected=140.000000 predicted=95.273330, expected=80.000000 predicted=94.805582, expected=84.000000 predicted=119.142538, expected=116.000000 predicted=86.173762, expected=136.000000 predicted=104.657746, expected=76.000000 predicted=106.678827, expected=76.000000 predicted=90.340223, expected=84.000000 predicted=90.651743, expected=112.000000 predicted=103.302905, expected=68.000000 predicted=95.381359, expected=68.000000 predicted=78.515632, expected=120.000000 predicted=92.101986, expected=148.000000 predicted=104.127674, expected=96.000000 predicted=103.020124, expected=92.000000 predicted=94.466434, expected=56.000000 predicted=83.599015, expected=92.000000 predicted=101.405790, expected=112.000000 predicted=109.792136, expected=124.000000 predicted=100.019023, expected=80.000000 predicted=91.226965, expected=56.000000 predicted=76.289478, expected=116.000000 predicted=99.769649, expected=76.000000 predicted=91.267513, expected=112.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=103.608383, expected=80.000000 predicted=84.921504, expected=200.000000 predicted=114.527794, expected=96.000000 predicted=109.941268, expected=72.000000 predicted=95.673443, expected=120.000000 predicted=117.482766, expected=100.000000 predicted=99.020094, expected=156.000000 predicted=144.109002, expected=88.000000 predicted=100.800716, expected=96.000000 predicted=98.560039, expected=76.000000 predicted=103.817887, expected=112.000000 predicted=103.577856, expected=80.000000 predicted=106.754827, expected=120.000000 predicted=98.720718, expected=60.000000 predicted=86.177501, expected=76.000000 predicted=83.316958, expected=88.000000 predicted=93.572153, expected=84.000000 predicted=81.823083, expected=108.000000 predicted=98.889663, expected=48.000000 predicted=68.721900, expected=124.000000 predicted=93.223798, expected=144.000000 predicted=104.605565, expected=168.000000 predicted=116.499696, expected=100.000000 predicted=113.257211, expected=100.000000 predicted=101.335710, expected=60.000000 predicted=107.245473, expected=60.000000 predicted=102.274968, expected=116.000000 predicted=115.369932, expected=180.000000 predicted=115.013188, expected=80.000000 predicted=95.288473, expected=76.000000 predicted=88.504376, expected=140.000000 predicted=106.902584, expected=52.000000 predicted=94.738953, expected=88.000000 predicted=115.985266, expected=100.000000 predicted=90.097809, expected=112.000000 predicted=91.968292, expected=108.000000 predicted=109.780906, expected=96.000000 predicted=86.312087, expected=100.000000 predicted=98.695102, expected=40.000000 predicted=83.856384, expected=40.000000 predicted=80.452569, expected=88.000000 predicted=85.297556, expected=148.000000 predicted=96.686705, expected=116.000000 predicted=95.299264, expected=60.000000 predicted=72.094573, expected=136.000000 predicted=96.934194, expected=48.000000 predicted=85.146650, expected=100.000000 predicted=109.948386, expected=112.000000 predicted=102.859615, expected=120.000000 predicted=91.537050, expected=100.000000 predicted=109.737684, expected=96.000000 predicted=87.827610, expected=80.000000 predicted=97.218879, expected=48.000000 predicted=87.453783, expected=84.000000 predicted=93.287949, expected=32.000000 predicted=69.162530, expected=72.000000 predicted=74.243330, expected=60.000000 predicted=65.242742, expected=92.000000 predicted=65.593675, expected=76.000000 predicted=73.791784, expected=96.000000 predicted=68.769157, expected=68.000000 predicted=75.070014, expected=144.000000 predicted=94.111005, expected=84.000000 predicted=90.839923, expected=108.000000 predicted=95.029040, expected=84.000000 predicted=96.095158, expected=80.000000 predicted=85.682818, expected=60.000000 predicted=96.940367, expected=76.000000 predicted=80.579307, expected=60.000000 predicted=79.561942, expected=160.000000 predicted=99.413308, expected=72.000000 predicted=80.887769, expected=52.000000 predicted=72.380754, expected=44.000000 predicted=73.316998, expected=96.000000 predicted=76.783010, expected=108.000000 predicted=104.147679, expected=108.000000 predicted=83.597328, expected=160.000000 predicted=100.619661, expected=132.000000 predicted=100.630882, expected=84.000000 predicted=106.218940, expected=84.000000 predicted=108.225697, expected=84.000000 predicted=102.594672, expected=128.000000 predicted=122.495454, expected=80.000000 predicted=100.853333, expected=132.000000 predicted=102.979478, expected=160.000000 predicted=115.924250, expected=100.000000 predicted=104.618171, expected=140.000000 predicted=129.775159, expected=72.000000 predicted=99.891668, expected=88.000000 predicted=112.489368, expected=128.000000 predicted=125.810618, expected=144.000000 predicted=113.651079, expected=96.000000 predicted=114.462160, expected=64.000000 predicted=88.992099, expected=120.000000 predicted=106.153124, expected=84.000000 predicted=103.713974, expected=132.000000 predicted=118.074568, expected=108.000000 predicted=102.001880, expected=172.000000 predicted=114.755978, expected=112.000000 predicted=120.156679, expected=80.000000 predicted=102.998793, expected=72.000000 predicted=110.309906, expected=52.000000 predicted=90.052376, expected=76.000000 predicted=103.954665, expected=88.000000 predicted=86.656765, expected=112.000000 predicted=85.534294, expected=80.000000 predicted=79.106738, expected=124.000000 predicted=89.388139, expected=60.000000 predicted=81.892110, expected=164.000000 predicted=112.362482, expected=88.000000 predicted=103.292185, expected=188.000000 predicted=122.444723, expected=204.000000 predicted=150.072089, expected=156.000000 predicted=129.565118, expected=76.000000 predicted=139.782649, expected=100.000000 predicted=120.268321, expected=56.000000 predicted=124.242125, expected=76.000000 predicted=119.304566, expected=132.000000 predicted=116.386868, expected=152.000000 predicted=103.634148, expected=144.000000 predicted=116.293618, expected=48.000000 predicted=84.366226, expected=84.000000 predicted=96.621088, expected=44.000000 predicted=94.080704, expected=96.000000 predicted=103.071565, expected=128.000000 predicted=108.768574, expected=120.000000 predicted=85.254686, expected=148.000000 predicted=110.488526, expected=72.000000 predicted=85.626308, expected=68.000000 predicted=96.131914, expected=112.000000 predicted=112.432297, expected=120.000000 predicted=109.659772, expected=44.000000 predicted=94.836852, expected=228.000000 predicted=124.888093, expected=80.000000 predicted=95.372291, expected=44.000000 predicted=95.033516, expected=104.000000 predicted=109.940763, expected=68.000000 predicted=74.699955, expected=100.000000 predicted=127.252794, expected=156.000000 predicted=102.766012, expected=144.000000 predicted=98.716066, expected=100.000000 predicted=110.126540, expected=88.000000 predicted=98.392921, expected=124.000000 predicted=114.873305, expected=84.000000 predicted=116.378520, expected=88.000000 predicted=109.406545, expected=96.000000 predicted=97.484720, expected=136.000000 predicted=105.021015, expected=80.000000 predicted=102.092703, expected=104.000000 predicted=97.209975, expected=140.000000 predicted=109.980577, expected=56.000000 predicted=90.957729, expected=108.000000 predicted=112.253613, expected=84.000000 predicted=89.731873, expected=136.000000 predicted=108.765388, expected=108.000000 predicted=113.877095, expected=88.000000 predicted=87.324316, expected=108.000000 predicted=107.273204, expected=48.000000 predicted=83.156183, expected=88.000000 predicted=101.767189, expected=96.000000 predicted=93.663411, expected=124.000000 predicted=96.239625, expected=128.000000 predicted=107.330113, expected=80.000000 predicted=83.257413, expected=60.000000 predicted=88.347850, expected=88.000000 predicted=93.632259, expected=132.000000 predicted=110.300138, expected=80.000000 predicted=98.365998, expected=92.000000 predicted=88.973044, expected=64.000000 predicted=77.165501, expected=104.000000 predicted=92.972906, expected=128.000000 predicted=111.265772, expected=48.000000 predicted=77.737441, expected=68.000000 predicted=83.816469, expected=112.000000 predicted=86.754223, expected=116.000000 predicted=99.424623, expected=68.000000 predicted=94.265585, expected=52.000000 predicted=68.266169, expected=84.000000 predicted=79.984443, expected=52.000000 predicted=79.663592, expected=72.000000 predicted=81.499921, expected=48.000000 predicted=61.200385, expected=144.000000 predicted=82.925290, expected=104.000000 predicted=87.812305, expected=56.000000 predicted=70.538806, expected=152.000000 predicted=103.763386, expected=108.000000 predicted=91.104609, expected=88.000000 predicted=111.755786, expected=88.000000 predicted=100.032084, expected=100.000000 predicted=89.511368, expected=92.000000 predicted=110.508498, expected=72.000000 predicted=90.991030, expected=60.000000 predicted=80.062583, expected=56.000000 predicted=75.185977, expected=116.000000 predicted=91.193198, expected=84.000000 predicted=82.363278, expected=116.000000 predicted=88.448634, expected=76.000000 predicted=79.585669, expected=64.000000 predicted=75.656376, expected=80.000000 predicted=92.720454, expected=64.000000 Test MSE: 1420.433
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353])] predicted=19.869507, expected=12.000000 predicted=18.060562, expected=52.000000 predicted=28.492405, expected=8.000000 predicted=24.476669, expected=28.000000 predicted=25.788006, expected=20.000000 predicted=26.889622, expected=12.000000 predicted=19.261054, expected=24.000000 predicted=26.950444, expected=28.000000 predicted=19.435157, expected=8.000000 predicted=18.919817, expected=8.000000 predicted=16.677379, expected=44.000000 predicted=22.390325, expected=28.000000 predicted=22.337668, expected=24.000000 predicted=21.868504, expected=32.000000 predicted=24.317034, expected=4.000000 predicted=20.782422, expected=16.000000 predicted=25.948233, expected=28.000000 predicted=24.088734, expected=84.000000 predicted=32.420937, expected=12.000000 predicted=26.093704, expected=36.000000 predicted=26.788794, expected=20.000000 predicted=34.576594, expected=16.000000 predicted=29.899350, expected=24.000000 predicted=37.012773, expected=12.000000 predicted=18.692394, expected=24.000000 predicted=22.942948, expected=16.000000 predicted=18.899117, expected=32.000000 predicted=20.211046, expected=4.000000 predicted=18.221151, expected=28.000000 predicted=18.842447, expected=68.000000 predicted=31.469954, expected=60.000000 predicted=31.750818, expected=32.000000 predicted=34.401925, expected=24.000000 predicted=34.146668, expected=40.000000 predicted=42.660806, expected=16.000000 predicted=40.706911, expected=16.000000 predicted=32.311861, expected=28.000000 predicted=28.036929, expected=76.000000 predicted=34.520060, expected=24.000000 predicted=31.086387, expected=24.000000 predicted=27.634804, expected=16.000000 predicted=32.053418, expected=20.000000 predicted=30.239878, expected=16.000000 predicted=32.614916, expected=20.000000 predicted=19.995329, expected=8.000000 predicted=17.314083, expected=36.000000 predicted=19.978123, expected=52.000000 predicted=26.328381, expected=16.000000 predicted=21.050765, expected=12.000000 predicted=23.089196, expected=44.000000 predicted=29.680541, expected=48.000000 predicted=34.525251, expected=60.000000 predicted=38.814510, expected=12.000000 predicted=29.008537, expected=40.000000 predicted=34.981641, expected=28.000000 predicted=40.667364, expected=20.000000 predicted=33.096445, expected=16.000000 predicted=32.037588, expected=28.000000 predicted=23.707758, expected=36.000000 predicted=29.152084, expected=44.000000 predicted=28.409115, expected=12.000000 predicted=23.907259, expected=28.000000 predicted=26.879419, expected=16.000000 predicted=28.189494, expected=36.000000 predicted=28.726597, expected=8.000000 predicted=24.777489, expected=36.000000 predicted=21.959946, expected=24.000000 predicted=25.843417, expected=24.000000 predicted=21.646769, expected=20.000000 predicted=26.112918, expected=16.000000 predicted=19.873285, expected=40.000000 predicted=28.436128, expected=52.000000 predicted=29.665543, expected=36.000000 predicted=29.041764, expected=36.000000 predicted=32.228956, expected=40.000000 predicted=36.258759, expected=16.000000 predicted=35.414129, expected=24.000000 predicted=35.205516, expected=44.000000 predicted=34.815932, expected=4.000000 predicted=25.285175, expected=32.000000 predicted=27.914778, expected=8.000000 predicted=21.808484, expected=16.000000 predicted=19.793352, expected=32.000000 predicted=26.194384, expected=16.000000 predicted=15.533869, expected=36.000000 predicted=24.136663, expected=24.000000 predicted=21.401021, expected=16.000000 predicted=21.232913, expected=8.000000 predicted=22.926948, expected=12.000000 predicted=18.582223, expected=56.000000 predicted=28.167256, expected=4.000000 predicted=17.692825, expected=28.000000 predicted=19.369523, expected=24.000000 predicted=23.665764, expected=8.000000 predicted=18.687046, expected=28.000000 predicted=27.976008, expected=4.000000 predicted=14.664753, expected=40.000000 predicted=22.693264, expected=16.000000 predicted=20.493219, expected=84.000000 predicted=29.484674, expected=12.000000 predicted=29.262270, expected=108.000000 predicted=41.513653, expected=40.000000 predicted=51.527709, expected=32.000000 predicted=40.659449, expected=8.000000 predicted=53.199169, expected=28.000000 predicted=35.952702, expected=16.000000 predicted=43.634555, expected=28.000000 predicted=25.328329, expected=36.000000 predicted=26.343372, expected=8.000000 predicted=17.939155, expected=28.000000 predicted=24.605407, expected=12.000000 predicted=21.604763, expected=68.000000 predicted=30.659390, expected=60.000000 predicted=36.598944, expected=44.000000 predicted=31.601060, expected=32.000000 predicted=40.439058, expected=4.000000 predicted=34.105790, expected=16.000000 predicted=39.556396, expected=4.000000 predicted=29.052525, expected=32.000000 predicted=23.393430, expected=60.000000 predicted=27.390577, expected=12.000000 predicted=17.125682, expected=20.000000 predicted=22.534994, expected=8.000000 predicted=23.132102, expected=12.000000 predicted=23.267391, expected=40.000000 predicted=29.356204, expected=112.000000 predicted=35.933864, expected=32.000000 predicted=32.527534, expected=24.000000 predicted=32.156405, expected=12.000000 predicted=40.187993, expected=4.000000 predicted=35.804787, expected=56.000000 predicted=47.789905, expected=100.000000 predicted=40.685076, expected=36.000000 predicted=33.031490, expected=24.000000 predicted=34.034923, expected=20.000000 predicted=39.716868, expected=20.000000 predicted=43.161280, expected=56.000000 predicted=48.984502, expected=28.000000 predicted=30.151135, expected=52.000000 predicted=31.927763, expected=16.000000 predicted=31.110866, expected=16.000000 predicted=28.514941, expected=24.000000 predicted=35.815820, expected=40.000000 predicted=29.619887, expected=52.000000 predicted=35.299727, expected=60.000000 predicted=33.265053, expected=20.000000 predicted=31.612600, expected=72.000000 predicted=44.730845, expected=32.000000 predicted=46.034293, expected=28.000000 predicted=41.321053, expected=28.000000 predicted=43.561357, expected=24.000000 predicted=32.283073, expected=4.000000 predicted=33.313365, expected=16.000000 predicted=23.009071, expected=64.000000 predicted=30.576860, expected=64.000000 predicted=33.090845, expected=88.000000 predicted=41.698048, expected=64.000000 predicted=46.462496, expected=44.000000 predicted=51.119986, expected=48.000000 predicted=63.020409, expected=56.000000 predicted=61.741663, expected=16.000000 predicted=52.940844, expected=40.000000 predicted=46.251720, expected=36.000000 predicted=41.943960, expected=76.000000 predicted=46.251347, expected=48.000000 predicted=46.137110, expected=12.000000 predicted=32.291349, expected=4.000000 predicted=36.355112, expected=40.000000 predicted=38.443673, expected=32.000000 predicted=38.534879, expected=40.000000 predicted=29.691032, expected=72.000000 predicted=34.466881, expected=20.000000 predicted=29.722069, expected=20.000000 predicted=35.323547, expected=52.000000 predicted=42.559376, expected=44.000000 predicted=40.699380, expected=16.000000 predicted=37.305883, expected=16.000000 predicted=27.360971, expected=64.000000 predicted=37.492533, expected=8.000000 predicted=32.258456, expected=12.000000 predicted=25.416141, expected=20.000000 predicted=25.107223, expected=20.000000 predicted=21.712215, expected=36.000000 predicted=30.198816, expected=16.000000 predicted=17.110920, expected=32.000000 predicted=21.677031, expected=64.000000 predicted=33.429311, expected=12.000000 predicted=26.181790, expected=4.000000 predicted=25.612404, expected=20.000000 predicted=26.726167, expected=64.000000 predicted=34.707692, expected=24.000000 predicted=31.817329, expected=4.000000 predicted=17.431419, expected=8.000000 predicted=21.173986, expected=24.000000 predicted=24.549263, expected=4.000000 predicted=23.157351, expected=44.000000 predicted=19.694435, expected=16.000000 predicted=15.761524, expected=12.000000 predicted=14.664025, expected=32.000000 predicted=24.658650, expected=12.000000 predicted=17.608875, expected=20.000000 predicted=23.509524, expected=24.000000 predicted=20.319059, expected=72.000000 predicted=29.438849, expected=36.000000 predicted=31.544799, expected=16.000000 predicted=25.215567, expected=16.000000 predicted=31.380524, expected=24.000000 predicted=31.185073, expected=4.000000 predicted=29.958400, expected=28.000000 predicted=22.398350, expected=36.000000 predicted=21.923218, expected=20.000000 predicted=18.953366, expected=4.000000 predicted=18.521057, expected=4.000000 predicted=15.259130, expected=12.000000 predicted=18.692762, expected=24.000000 predicted=18.583228, expected=12.000000 predicted=12.400947, expected=20.000000 predicted=11.819515, expected=8.000000 predicted=12.559492, expected=12.000000 predicted=13.824171, expected=32.000000 predicted=20.076192, expected=36.000000 predicted=19.570472, expected=24.000000 predicted=20.573819, expected=8.000000 predicted=18.024178, expected=24.000000 predicted=22.769369, expected=52.000000 predicted=31.680924, expected=704.000000 predicted=182.772390, expected=28.000000 predicted=112.945049, expected=104.000000 predicted=106.955199, expected=24.000000 predicted=192.556826, expected=4.000000 predicted=166.156808, expected=20.000000 predicted=235.157770, expected=52.000000 predicted=39.693578, expected=4.000000 predicted=38.302402, expected=4.000000 predicted=15.652188, expected=16.000000 predicted=16.597134, expected=4.000000 predicted=16.354051, expected=24.000000 predicted=19.545791, expected=8.000000 predicted=10.010663, expected=12.000000 predicted=9.928735, expected=36.000000 predicted=18.052898, expected=16.000000 predicted=16.101764, expected=8.000000 predicted=16.148315, expected=4.000000 predicted=13.051285, expected=24.000000 predicted=16.762201, expected=16.000000 predicted=19.007375, expected=16.000000 predicted=13.519039, expected=40.000000 predicted=18.631778, expected=40.000000 predicted=23.434035, expected=20.000000 predicted=24.896252, expected=56.000000 predicted=31.171278, expected=8.000000 predicted=28.882470, expected=40.000000 predicted=32.862041, expected=36.000000 predicted=35.598554, expected=32.000000 predicted=30.389340, expected=8.000000 predicted=30.421472, expected=28.000000 predicted=23.697351, expected=40.000000 predicted=32.776616, expected=16.000000 predicted=26.488398, expected=32.000000 predicted=25.860624, expected=24.000000 predicted=24.219094, expected=16.000000 predicted=24.967327, expected=4.000000 predicted=22.065826, expected=24.000000 predicted=19.155738, expected=40.000000 predicted=25.554407, expected=32.000000 predicted=23.756343, expected=28.000000 predicted=23.036487, expected=4.000000 predicted=19.613304, expected=16.000000 predicted=22.971327, expected=36.000000 predicted=28.289553, expected=4.000000 predicted=20.023516, expected=12.000000 predicted=15.899239, expected=20.000000 predicted=15.522577, expected=32.000000 predicted=20.368428, expected=24.000000 predicted=22.507335, expected=68.000000 predicted=26.993557, expected=44.000000 predicted=33.581330, expected=60.000000 predicted=39.461914, expected=20.000000 predicted=40.216556, expected=20.000000 predicted=35.780987, expected=12.000000 predicted=38.735078, expected=48.000000 predicted=35.332311, expected=40.000000 predicted=36.607424, expected=44.000000 predicted=29.707273, expected=8.000000 predicted=26.949843, expected=8.000000 predicted=23.452242, expected=88.000000 predicted=43.607843, expected=48.000000 predicted=41.720901, expected=36.000000 predicted=36.156852, expected=4.000000 predicted=29.049776, expected=16.000000 predicted=30.111824, expected=12.000000 predicted=37.501227, expected=16.000000 predicted=23.062910, expected=28.000000 predicted=20.507942, expected=32.000000 predicted=17.941683, expected=16.000000 predicted=19.175987, expected=12.000000 predicted=17.777194, expected=8.000000 predicted=17.978521, expected=24.000000 predicted=20.738380, expected=16.000000 predicted=19.221011, expected=52.000000 predicted=22.187209, expected=20.000000 predicted=22.044091, expected=16.000000 predicted=19.575220, expected=24.000000 predicted=25.633354, expected=8.000000 predicted=21.541853, expected=4.000000 predicted=21.240849, expected=24.000000 predicted=16.909833, expected=44.000000 predicted=21.663570, expected=16.000000 predicted=19.944809, expected=4.000000 predicted=14.019259, expected=36.000000 predicted=21.225818, expected=4.000000 predicted=21.404881, expected=20.000000 predicted=20.776920, expected=8.000000 predicted=15.263052, expected=4.000000 predicted=10.814233, expected=52.000000 predicted=23.697000, expected=8.000000 predicted=15.753738, expected=20.000000 predicted=16.667008, expected=20.000000 predicted=19.023805, expected=44.000000 predicted=24.105074, expected=28.000000 predicted=30.706989, expected=20.000000 predicted=21.056341, expected=16.000000 predicted=23.859843, expected=40.000000 predicted=28.212491, expected=36.000000 predicted=32.497150, expected=4.000000 predicted=22.352763, expected=32.000000 predicted=24.024483, expected=24.000000 predicted=25.880558, expected=8.000000 predicted=23.323355, expected=32.000000 predicted=23.832171, expected=24.000000 predicted=20.505121, expected=20.000000 predicted=22.961789, expected=16.000000 predicted=20.563150, expected=28.000000 predicted=20.719104, expected=236.000000 predicted=68.575189, expected=332.000000 predicted=130.297665, expected=292.000000 predicted=164.075089, expected=44.000000 predicted=128.122525, expected=64.000000 predicted=136.893904, expected=28.000000 predicted=163.972568, expected=8.000000 predicted=127.469131, expected=28.000000 predicted=86.010581, expected=40.000000 predicted=37.392688, expected=48.000000 predicted=40.133545, expected=4.000000 predicted=23.063171, expected=20.000000 predicted=20.639324, expected=16.000000 predicted=25.590783, expected=20.000000 predicted=24.257587, expected=4.000000 predicted=18.664188, expected=24.000000 predicted=14.461769, expected=48.000000 predicted=26.977102, expected=20.000000 predicted=22.045711, expected=28.000000 predicted=22.972608, expected=12.000000 predicted=20.353942, expected=32.000000 predicted=26.709009, expected=36.000000 predicted=32.745124, expected=36.000000 predicted=28.042163, expected=4.000000 predicted=21.701056, expected=24.000000 predicted=21.600252, expected=16.000000 predicted=24.891255, expected=64.000000 predicted=34.926907, expected=24.000000 predicted=30.371897, expected=20.000000 predicted=20.615252, expected=12.000000 predicted=24.609588, expected=24.000000 predicted=24.739534, expected=20.000000 predicted=29.268260, expected=12.000000 predicted=17.544546, expected=40.000000 predicted=23.845824, expected=40.000000 predicted=27.472417, expected=44.000000 predicted=31.457615, expected=20.000000 predicted=27.574109, expected=4.000000 predicted=20.824098, expected=4.000000 predicted=22.362360, expected=4.000000 predicted=18.168112, expected=64.000000 predicted=31.020177, expected=36.000000 predicted=26.828578, expected=28.000000 predicted=20.821499, expected=12.000000 predicted=21.426715, expected=16.000000 predicted=22.401885, expected=36.000000 predicted=35.096538, expected=48.000000 predicted=33.493038, expected=16.000000 predicted=24.902654, expected=36.000000 predicted=26.087160, expected=40.000000 predicted=33.378367, expected=8.000000 predicted=27.188231, expected=48.000000 predicted=34.723269, expected=20.000000 predicted=27.997619, expected=28.000000 predicted=28.179114, expected=12.000000 predicted=25.602501, expected=12.000000 predicted=17.821154, expected=20.000000 predicted=24.646933, expected=24.000000 predicted=20.289929, expected=32.000000 predicted=23.520363, expected=36.000000 predicted=24.337463, expected=16.000000 predicted=21.450540, expected=28.000000 predicted=24.896190, expected=16.000000 predicted=24.451476, expected=8.000000 predicted=20.128029, expected=16.000000 Test MSE: 2338.706
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857])] predicted=42.057019, expected=40.000000 predicted=38.787528, expected=88.000000 predicted=49.632857, expected=28.000000 predicted=52.727460, expected=32.000000 predicted=45.446547, expected=80.000000 predicted=49.301743, expected=60.000000 predicted=58.607776, expected=48.000000 predicted=54.266236, expected=52.000000 predicted=50.553969, expected=40.000000 predicted=53.978734, expected=48.000000 predicted=51.796426, expected=44.000000 predicted=47.495171, expected=84.000000 predicted=51.881708, expected=20.000000 predicted=50.834009, expected=56.000000 predicted=47.367401, expected=32.000000 predicted=46.951434, expected=72.000000 predicted=51.095199, expected=44.000000 predicted=49.686932, expected=56.000000 predicted=48.926584, expected=44.000000 predicted=49.908378, expected=48.000000 predicted=50.732054, expected=36.000000 predicted=48.091463, expected=52.000000 predicted=45.992691, expected=44.000000 predicted=46.154023, expected=64.000000 predicted=47.795117, expected=24.000000 predicted=46.064283, expected=48.000000 predicted=43.766781, expected=16.000000 predicted=40.975171, expected=48.000000 predicted=38.841426, expected=72.000000 predicted=42.701974, expected=140.000000 predicted=60.701205, expected=72.000000 predicted=72.970899, expected=72.000000 predicted=73.881846, expected=40.000000 predicted=74.656147, expected=12.000000 predicted=67.121074, expected=44.000000 predicted=54.055074, expected=52.000000 predicted=47.239950, expected=76.000000 predicted=48.811352, expected=32.000000 predicted=45.105947, expected=32.000000 predicted=42.011301, expected=52.000000 predicted=46.057185, expected=36.000000 predicted=47.705779, expected=52.000000 predicted=43.906878, expected=88.000000 predicted=49.164114, expected=60.000000 predicted=57.939506, expected=44.000000 predicted=55.702864, expected=52.000000 predicted=54.483141, expected=36.000000 predicted=55.726400, expected=72.000000 predicted=55.313875, expected=20.000000 predicted=48.613111, expected=72.000000 predicted=47.203337, expected=148.000000 predicted=66.666252, expected=44.000000 predicted=75.602522, expected=52.000000 predicted=65.353234, expected=88.000000 predicted=69.678149, expected=72.000000 predicted=82.441475, expected=40.000000 predicted=70.085465, expected=32.000000 predicted=53.647431, expected=48.000000 predicted=53.631838, expected=72.000000 predicted=56.206060, expected=108.000000 predicted=62.176518, expected=92.000000 predicted=70.019267, expected=20.000000 predicted=65.774304, expected=88.000000 predicted=68.123102, expected=52.000000 predicted=73.111007, expected=60.000000 predicted=68.259523, expected=52.000000 predicted=57.322947, expected=24.000000 predicted=52.122263, expected=68.000000 predicted=52.558146, expected=76.000000 predicted=56.228799, expected=36.000000 predicted=54.797067, expected=56.000000 predicted=49.975894, expected=68.000000 predicted=56.027779, expected=48.000000 predicted=59.647129, expected=44.000000 predicted=52.629938, expected=80.000000 predicted=55.065617, expected=48.000000 predicted=59.321400, expected=72.000000 predicted=58.909338, expected=80.000000 predicted=62.475533, expected=32.000000 predicted=62.698098, expected=8.000000 predicted=50.176477, expected=20.000000 predicted=39.866228, expected=56.000000 predicted=41.772791, expected=60.000000 predicted=41.789915, expected=32.000000 predicted=36.484772, expected=44.000000 predicted=37.263794, expected=68.000000 predicted=47.622806, expected=44.000000 predicted=52.024514, expected=64.000000 predicted=50.849129, expected=56.000000 predicted=52.664143, expected=24.000000 predicted=51.367675, expected=44.000000 predicted=46.671940, expected=60.000000 predicted=48.318549, expected=48.000000 predicted=49.814347, expected=44.000000 predicted=45.269086, expected=44.000000 predicted=44.701656, expected=100.000000 predicted=56.499232, expected=32.000000 predicted=57.508309, expected=76.000000 predicted=56.504453, expected=44.000000 predicted=57.334946, expected=64.000000 predicted=61.205701, expected=20.000000 predicted=53.292313, expected=40.000000 predicted=45.542032, expected=24.000000 predicted=41.844671, expected=28.000000 predicted=35.966012, expected=24.000000 predicted=30.595875, expected=64.000000 predicted=33.355742, expected=40.000000 predicted=38.226398, expected=24.000000 predicted=35.314788, expected=64.000000 predicted=39.252443, expected=56.000000 predicted=47.896951, expected=20.000000 predicted=44.953670, expected=56.000000 predicted=41.191969, expected=40.000000 predicted=44.952252, expected=64.000000 predicted=49.031328, expected=80.000000 predicted=52.460943, expected=52.000000 predicted=56.211290, expected=28.000000 predicted=53.044988, expected=96.000000 predicted=58.109125, expected=192.000000 predicted=87.298982, expected=44.000000 predicted=89.683638, expected=60.000000 predicted=79.195550, expected=32.000000 predicted=76.195081, expected=60.000000 predicted=79.369716, expected=80.000000 predicted=69.945882, expected=68.000000 predicted=59.772023, expected=48.000000 predicted=58.073379, expected=52.000000 predicted=57.289417, expected=28.000000 predicted=55.735002, expected=108.000000 predicted=61.051813, expected=56.000000 predicted=62.077575, expected=52.000000 predicted=58.284533, expected=12.000000 predicted=50.264131, expected=36.000000 predicted=48.780359, expected=84.000000 predicted=53.821965, expected=36.000000 predicted=48.056758, expected=68.000000 predicted=46.228459, expected=100.000000 predicted=58.005915, expected=60.000000 predicted=68.450344, expected=20.000000 predicted=59.703581, expected=60.000000 predicted=56.121147, expected=76.000000 predicted=64.052545, expected=108.000000 predicted=69.546352, expected=76.000000 predicted=68.172740, expected=36.000000 predicted=65.481415, expected=48.000000 predicted=65.906422, expected=44.000000 predicted=64.161325, expected=68.000000 predicted=60.650600, expected=136.000000 predicted=67.129117, expected=24.000000 predicted=64.173554, expected=28.000000 predicted=56.284572, expected=56.000000 predicted=57.866036, expected=28.000000 predicted=59.052735, expected=76.000000 predicted=52.475257, expected=84.000000 predicted=50.632944, expected=68.000000 predicted=59.542780, expected=12.000000 predicted=53.301007, expected=52.000000 predicted=52.562964, expected=28.000000 predicted=53.131625, expected=96.000000 predicted=55.348398, expected=36.000000 predicted=49.009011, expected=92.000000 predicted=53.107019, expected=52.000000 predicted=59.860374, expected=64.000000 predicted=63.186876, expected=88.000000 predicted=68.666049, expected=68.000000 predicted=69.844174, expected=32.000000 predicted=64.837041, expected=72.000000 predicted=61.076429, expected=116.000000 predicted=74.086371, expected=88.000000 predicted=79.048238, expected=96.000000 predicted=77.975086, expected=64.000000 predicted=79.736624, expected=72.000000 predicted=85.047931, expected=24.000000 predicted=75.352646, expected=52.000000 predicted=63.956574, expected=56.000000 predicted=59.116458, expected=48.000000 predicted=53.325244, expected=92.000000 predicted=55.468100, expected=12.000000 predicted=50.397264, expected=32.000000 predicted=46.636079, expected=56.000000 predicted=47.586517, expected=48.000000 predicted=50.333768, expected=36.000000 predicted=43.591480, expected=60.000000 predicted=40.716621, expected=40.000000 predicted=46.709173, expected=60.000000 predicted=49.329061, expected=80.000000 predicted=53.831723, expected=44.000000 predicted=55.549190, expected=40.000000 predicted=52.653839, expected=32.000000 predicted=48.934839, expected=52.000000 predicted=51.054207, expected=48.000000 predicted=48.448561, expected=36.000000 predicted=42.178130, expected=32.000000 predicted=39.222534, expected=24.000000 predicted=37.398253, expected=32.000000 predicted=36.431424, expected=16.000000 predicted=30.814958, expected=28.000000 predicted=27.144977, expected=40.000000 predicted=28.229006, expected=16.000000 predicted=26.926915, expected=96.000000 predicted=36.401304, expected=16.000000 predicted=38.787080, expected=32.000000 predicted=37.341588, expected=28.000000 predicted=35.953196, expected=76.000000 predicted=45.918844, expected=80.000000 predicted=53.442509, expected=44.000000 predicted=48.259858, expected=80.000000 predicted=55.487798, expected=52.000000 predicted=62.446476, expected=48.000000 predicted=63.063633, expected=32.000000 predicted=53.961512, expected=52.000000 predicted=51.440206, expected=20.000000 predicted=46.539012, expected=4.000000 predicted=33.454010, expected=28.000000 predicted=28.227636, expected=8.000000 predicted=24.684877, expected=60.000000 predicted=26.654655, expected=40.000000 predicted=27.898192, expected=48.000000 predicted=32.845717, expected=72.000000 predicted=42.160526, expected=36.000000 predicted=47.369638, expected=152.000000 predicted=65.980133, expected=68.000000 predicted=74.833862, expected=56.000000 predicted=73.288850, expected=48.000000 predicted=68.484739, expected=56.000000 predicted=72.442340, expected=68.000000 predicted=70.512000, expected=32.000000 predicted=54.828396, expected=36.000000 predicted=47.658030, expected=40.000000 predicted=45.879498, expected=20.000000 predicted=42.093488, expected=40.000000 predicted=36.531648, expected=92.000000 predicted=43.653420, expected=64.000000 predicted=51.978773, expected=40.000000 predicted=49.483561, expected=16.000000 predicted=44.818632, expected=20.000000 predicted=44.980168, expected=48.000000 predicted=44.036964, expected=76.000000 predicted=44.086908, expected=36.000000 predicted=40.608413, expected=120.000000 predicted=52.443780, expected=72.000000 predicted=66.625914, expected=36.000000 predicted=66.248279, expected=44.000000 predicted=59.610665, expected=52.000000 predicted=61.863097, expected=52.000000 predicted=60.606202, expected=32.000000 predicted=46.634246, expected=56.000000 predicted=44.769692, expected=44.000000 predicted=47.331498, expected=48.000000 predicted=47.282013, expected=52.000000 predicted=46.479982, expected=40.000000 predicted=46.488977, expected=24.000000 predicted=42.858445, expected=24.000000 predicted=37.365376, expected=56.000000 predicted=39.931489, expected=24.000000 predicted=37.295037, expected=60.000000 predicted=36.944261, expected=56.000000 predicted=41.732088, expected=60.000000 predicted=48.888739, expected=24.000000 predicted=45.718842, expected=72.000000 predicted=49.167830, expected=32.000000 predicted=51.424779, expected=28.000000 predicted=44.624364, expected=48.000000 predicted=41.277079, expected=52.000000 predicted=44.838739, expected=24.000000 predicted=41.730610, expected=32.000000 predicted=34.801393, expected=36.000000 predicted=36.712566, expected=48.000000 predicted=40.089054, expected=32.000000 predicted=36.905452, expected=60.000000 predicted=38.759814, expected=24.000000 predicted=39.703929, expected=64.000000 predicted=43.470179, expected=16.000000 predicted=40.975607, expected=40.000000 predicted=38.874296, expected=76.000000 predicted=44.999151, expected=28.000000 predicted=45.004227, expected=32.000000 predicted=39.978555, expected=56.000000 predicted=41.133048, expected=48.000000 predicted=48.595952, expected=40.000000 predicted=45.170299, expected=24.000000 predicted=37.802165, expected=108.000000 predicted=50.994626, expected=68.000000 predicted=60.301314, expected=60.000000 predicted=58.872406, expected=84.000000 predicted=63.036358, expected=28.000000 predicted=65.828989, expected=36.000000 predicted=60.227759, expected=56.000000 predicted=53.275370, expected=100.000000 predicted=61.943552, expected=20.000000 predicted=54.721430, expected=32.000000 predicted=44.066141, expected=16.000000 predicted=42.287815, expected=108.000000 predicted=55.136188, expected=72.000000 predicted=58.304244, expected=8.000000 predicted=44.535720, expected=92.000000 predicted=51.565048, expected=44.000000 predicted=61.601607, expected=72.000000 predicted=63.814729, expected=24.000000 predicted=50.269419, expected=52.000000 predicted=50.650532, expected=44.000000 predicted=52.255016, expected=28.000000 predicted=44.960917, expected=80.000000 predicted=46.815118, expected=16.000000 predicted=43.870915, expected=52.000000 predicted=43.454257, expected=32.000000 predicted=41.530574, expected=52.000000 predicted=44.863989, expected=52.000000 predicted=44.745600, expected=36.000000 predicted=42.246414, expected=92.000000 predicted=50.903142, expected=36.000000 predicted=53.268718, expected=52.000000 predicted=52.518159, expected=40.000000 predicted=50.366044, expected=72.000000 predicted=56.198430, expected=104.000000 predicted=63.856327, expected=76.000000 predicted=66.722501, expected=48.000000 predicted=65.505886, expected=24.000000 predicted=61.018052, expected=8.000000 predicted=54.329851, expected=56.000000 predicted=48.770621, expected=40.000000 predicted=41.578344, expected=8.000000 predicted=30.015324, expected=52.000000 predicted=29.128836, expected=76.000000 predicted=42.927795, expected=88.000000 predicted=54.483331, expected=100.000000 predicted=61.614004, expected=36.000000 predicted=64.070049, expected=108.000000 predicted=75.669269, expected=12.000000 predicted=72.294236, expected=12.000000 predicted=56.501835, expected=48.000000 predicted=46.323164, expected=40.000000 predicted=46.174330, expected=36.000000 predicted=38.161885, expected=72.000000 predicted=36.979003, expected=60.000000 predicted=48.186628, expected=44.000000 predicted=50.423068, expected=36.000000 predicted=47.205115, expected=56.000000 predicted=51.146926, expected=40.000000 predicted=50.802971, expected=124.000000 predicted=59.070935, expected=60.000000 predicted=63.777083, expected=344.000000 predicted=111.558594, expected=292.000000 predicted=181.791606, expected=120.000000 predicted=178.911502, expected=40.000000 predicted=146.948342, expected=140.000000 predicted=170.225954, expected=384.000000 predicted=231.701771, expected=292.000000 predicted=206.461679, expected=172.000000 predicted=170.396156, expected=36.000000 predicted=168.699378, expected=60.000000 predicted=199.425393, expected=48.000000 predicted=167.058147, expected=32.000000 predicted=92.707985, expected=84.000000 predicted=65.020926, expected=64.000000 predicted=59.001161, expected=56.000000 predicted=54.567152, expected=68.000000 predicted=58.045547, expected=24.000000 predicted=54.731264, expected=88.000000 predicted=64.369914, expected=60.000000 predicted=62.522792, expected=64.000000 predicted=59.440051, expected=12.000000 predicted=44.262500, expected=76.000000 predicted=59.365579, expected=100.000000 predicted=72.784446, expected=16.000000 predicted=49.847711, expected=88.000000 predicted=54.988024, expected=44.000000 predicted=62.458455, expected=76.000000 predicted=67.712889, expected=80.000000 predicted=64.305052, expected=80.000000 predicted=70.531661, expected=76.000000 predicted=70.699075, expected=44.000000 predicted=65.587350, expected=96.000000 predicted=77.243656, expected=60.000000 predicted=73.776910, expected=80.000000 predicted=71.388585, expected=84.000000 predicted=73.113778, expected=60.000000 predicted=72.987265, expected=40.000000 predicted=62.761387, expected=84.000000 predicted=71.142360, expected=56.000000 predicted=68.695205, expected=16.000000 predicted=48.524090, expected=76.000000 predicted=55.154207, expected=44.000000 predicted=57.791567, expected=52.000000 predicted=50.891784, expected=36.000000 predicted=42.662267, expected=52.000000 predicted=50.287936, expected=32.000000 predicted=45.420322, expected=8.000000 predicted=33.459425, expected=100.000000 predicted=51.429552, expected=28.000000 predicted=45.738606, expected=16.000000 predicted=31.247227, expected=44.000000 predicted=36.675688, expected=44.000000 predicted=48.641279, expected=44.000000 predicted=40.849067, expected=28.000000 predicted=31.859426, expected=52.000000 predicted=40.809098, expected=44.000000 predicted=43.844342, expected=52.000000 predicted=44.334238, expected=48.000000 predicted=43.941480, expected=28.000000 predicted=41.582723, expected=48.000000 predicted=44.441393, expected=48.000000 predicted=46.650186, expected=84.000000 predicted=54.764445, expected=48.000000 predicted=49.676118, expected=48.000000 predicted=49.527161, expected=44.000000 predicted=52.382118, expected=20.000000 predicted=48.091154, expected=48.000000 predicted=45.722438, expected=4.000000 predicted=33.068083, expected=48.000000 predicted=34.915498, expected=48.000000 predicted=37.070083, expected=60.000000 predicted=42.022339, expected=44.000000 predicted=38.857628, expected=44.000000 predicted=43.504402, expected=92.000000 predicted=60.366435, expected=24.000000 Test MSE: 1382.391
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524])] predicted=20.522585, expected=12.000000 predicted=16.934520, expected=20.000000 predicted=16.713069, expected=20.000000 predicted=16.541628, expected=36.000000 predicted=22.126706, expected=32.000000 predicted=24.893065, expected=24.000000 predicted=24.764217, expected=12.000000 predicted=22.268416, expected=16.000000 predicted=21.501244, expected=32.000000 predicted=25.059177, expected=20.000000 predicted=23.183206, expected=28.000000 predicted=23.406972, expected=48.000000 predicted=26.519213, expected=40.000000 predicted=32.029630, expected=32.000000 predicted=34.561787, expected=20.000000 predicted=29.169787, expected=8.000000 predicted=26.383671, expected=12.000000 predicted=24.504264, expected=28.000000 predicted=23.061097, expected=16.000000 predicted=19.887694, expected=20.000000 predicted=18.486144, expected=20.000000 predicted=16.256190, expected=20.000000 predicted=19.302964, expected=12.000000 predicted=18.766850, expected=16.000000 predicted=16.789908, expected=40.000000 predicted=22.119946, expected=44.000000 predicted=27.516141, expected=40.000000 predicted=31.379375, expected=12.000000 predicted=25.734562, expected=28.000000 predicted=28.314990, expected=4.000000 predicted=24.181259, expected=48.000000 predicted=31.816804, expected=40.000000 predicted=28.972770, expected=48.000000 predicted=34.208070, expected=36.000000 predicted=33.516116, expected=56.000000 predicted=39.322785, expected=28.000000 predicted=41.067387, expected=20.000000 predicted=37.257920, expected=20.000000 predicted=31.202604, expected=36.000000 predicted=32.140934, expected=44.000000 predicted=35.824021, expected=28.000000 predicted=30.559073, expected=32.000000 predicted=30.011547, expected=72.000000 predicted=39.718194, expected=24.000000 predicted=39.135893, expected=52.000000 predicted=44.871820, expected=60.000000 predicted=42.286961, expected=24.000000 predicted=44.235654, expected=36.000000 predicted=44.552357, expected=28.000000 predicted=33.326683, expected=48.000000 predicted=42.750637, expected=28.000000 predicted=36.993603, expected=52.000000 predicted=37.971552, expected=40.000000 predicted=37.665954, expected=16.000000 predicted=34.987295, expected=44.000000 predicted=37.125013, expected=24.000000 predicted=31.535531, expected=28.000000 predicted=35.621047, expected=32.000000 predicted=29.434217, expected=36.000000 predicted=30.311837, expected=40.000000 predicted=35.123487, expected=48.000000 predicted=35.825765, expected=28.000000 predicted=34.968371, expected=28.000000 predicted=34.653845, expected=56.000000 predicted=38.851442, expected=36.000000 predicted=39.627239, expected=36.000000 predicted=40.456122, expected=28.000000 predicted=32.826864, expected=48.000000 predicted=38.721162, expected=32.000000 predicted=38.948817, expected=28.000000 predicted=35.257254, expected=44.000000 predicted=35.182021, expected=36.000000 predicted=35.662353, expected=48.000000 predicted=41.300378, expected=32.000000 predicted=35.762311, expected=12.000000 predicted=31.859533, expected=40.000000 predicted=34.017442, expected=40.000000 predicted=33.993352, expected=36.000000 predicted=37.281411, expected=20.000000 predicted=29.102887, expected=20.000000 predicted=26.043781, expected=44.000000 predicted=32.921297, expected=20.000000 predicted=29.832340, expected=4.000000 predicted=23.904896, expected=36.000000 predicted=22.451824, expected=24.000000 predicted=23.668950, expected=36.000000 predicted=30.587533, expected=28.000000 predicted=24.075213, expected=56.000000 predicted=32.683189, expected=36.000000 predicted=35.968606, expected=28.000000 predicted=35.546426, expected=28.000000 predicted=32.926789, expected=28.000000 predicted=32.489336, expected=40.000000 predicted=36.652327, expected=8.000000 predicted=26.706967, expected=8.000000 predicted=22.249828, expected=20.000000 predicted=19.227718, expected=40.000000 predicted=25.384053, expected=32.000000 predicted=26.884020, expected=68.000000 predicted=33.413840, expected=60.000000 predicted=39.449855, expected=44.000000 predicted=46.142493, expected=36.000000 predicted=44.638075, expected=32.000000 predicted=42.181377, expected=60.000000 predicted=50.384169, expected=40.000000 predicted=45.470596, expected=40.000000 predicted=43.581565, expected=80.000000 predicted=48.862347, expected=32.000000 predicted=46.525985, expected=8.000000 predicted=42.865848, expected=40.000000 predicted=35.550058, expected=40.000000 predicted=38.367934, expected=44.000000 predicted=44.364105, expected=32.000000 predicted=32.714518, expected=24.000000 predicted=30.095852, expected=28.000000 predicted=32.959023, expected=12.000000 predicted=27.915154, expected=44.000000 predicted=31.930057, expected=4.000000 predicted=21.776034, expected=36.000000 predicted=27.058026, expected=56.000000 predicted=29.569555, expected=4.000000 predicted=26.681654, expected=4.000000 predicted=23.919347, expected=12.000000 predicted=14.001045, expected=20.000000 predicted=21.979373, expected=44.000000 predicted=26.500901, expected=32.000000 predicted=21.034163, expected=48.000000 predicted=29.563711, expected=32.000000 predicted=30.253350, expected=76.000000 predicted=45.277526, expected=24.000000 predicted=40.850428, expected=24.000000 predicted=40.147932, expected=48.000000 predicted=38.433252, expected=40.000000 predicted=40.663070, expected=40.000000 predicted=44.255668, expected=48.000000 predicted=37.282967, expected=48.000000 predicted=41.584607, expected=40.000000 predicted=44.324494, expected=52.000000 predicted=44.966160, expected=52.000000 predicted=46.511679, expected=24.000000 predicted=43.270098, expected=76.000000 predicted=50.276365, expected=64.000000 predicted=50.898384, expected=40.000000 predicted=54.287968, expected=24.000000 predicted=43.576311, expected=28.000000 predicted=38.599538, expected=24.000000 predicted=40.406543, expected=40.000000 predicted=37.648623, expected=44.000000 predicted=34.332667, expected=48.000000 predicted=36.845456, expected=48.000000 predicted=39.623116, expected=40.000000 predicted=40.470676, expected=36.000000 predicted=41.774849, expected=48.000000 predicted=43.518173, expected=28.000000 predicted=40.143789, expected=40.000000 predicted=40.623035, expected=76.000000 predicted=45.862842, expected=40.000000 predicted=45.660001, expected=40.000000 predicted=47.131529, expected=20.000000 predicted=35.654534, expected=52.000000 predicted=44.543117, expected=20.000000 predicted=39.349885, expected=40.000000 predicted=37.518241, expected=60.000000 predicted=38.406048, expected=32.000000 predicted=38.283579, expected=40.000000 predicted=41.932574, expected=24.000000 predicted=32.457650, expected=56.000000 predicted=43.215369, expected=44.000000 predicted=42.530565, expected=20.000000 predicted=36.737702, expected=48.000000 predicted=38.025285, expected=60.000000 predicted=41.614878, expected=36.000000 predicted=45.906272, expected=36.000000 predicted=40.887024, expected=48.000000 predicted=39.476505, expected=56.000000 predicted=48.115078, expected=28.000000 predicted=44.026570, expected=40.000000 predicted=40.607656, expected=36.000000 predicted=38.121055, expected=28.000000 predicted=39.192292, expected=24.000000 predicted=34.279716, expected=20.000000 predicted=27.643844, expected=20.000000 predicted=26.968243, expected=24.000000 predicted=24.934007, expected=44.000000 predicted=28.080077, expected=32.000000 predicted=28.249113, expected=44.000000 predicted=32.883049, expected=36.000000 predicted=32.581745, expected=44.000000 predicted=38.281646, expected=36.000000 predicted=38.639837, expected=52.000000 predicted=41.805027, expected=60.000000 predicted=46.217116, expected=40.000000 predicted=45.445665, expected=40.000000 predicted=45.136229, expected=36.000000 predicted=41.510422, expected=24.000000 predicted=40.351873, expected=20.000000 predicted=34.990770, expected=48.000000 predicted=34.720098, expected=32.000000 predicted=33.406796, expected=36.000000 predicted=34.852643, expected=40.000000 predicted=32.577619, expected=52.000000 predicted=39.046361, expected=76.000000 predicted=50.401734, expected=16.000000 predicted=41.019232, expected=40.000000 predicted=43.681479, expected=40.000000 predicted=39.270048, expected=32.000000 predicted=43.419716, expected=48.000000 predicted=43.015389, expected=28.000000 predicted=32.763758, expected=40.000000 predicted=38.962349, expected=32.000000 predicted=34.930157, expected=68.000000 predicted=44.021268, expected=52.000000 predicted=45.427147, expected=44.000000 predicted=46.213604, expected=96.000000 predicted=57.230688, expected=64.000000 predicted=59.628860, expected=64.000000 predicted=68.276162, expected=60.000000 predicted=60.569224, expected=56.000000 predicted=62.762726, expected=68.000000 predicted=67.946102, expected=92.000000 predicted=69.272079, expected=68.000000 predicted=69.405144, expected=64.000000 predicted=69.102430, expected=84.000000 predicted=70.875351, expected=76.000000 predicted=75.228643, expected=120.000000 predicted=88.668605, expected=92.000000 predicted=84.862843, expected=136.000000 predicted=101.509982, expected=56.000000 predicted=89.967213, expected=148.000000 predicted=108.648510, expected=228.000000 predicted=133.827220, expected=100.000000 predicted=132.986003, expected=44.000000 predicted=118.392746, expected=48.000000 predicted=90.077075, expected=56.000000 predicted=97.465638, expected=88.000000 predicted=96.378366, expected=192.000000 predicted=101.173388, expected=104.000000 predicted=91.074306, expected=36.000000 predicted=84.484163, expected=48.000000 predicted=74.371444, expected=20.000000 predicted=72.582195, expected=36.000000 predicted=77.536747, expected=52.000000 predicted=51.076500, expected=20.000000 predicted=34.913624, expected=12.000000 predicted=30.091526, expected=32.000000 predicted=26.124697, expected=20.000000 predicted=27.985639, expected=20.000000 predicted=27.829586, expected=12.000000 predicted=17.185012, expected=32.000000 predicted=22.174410, expected=36.000000 predicted=26.631049, expected=52.000000 predicted=32.582574, expected=36.000000 predicted=31.325610, expected=20.000000 predicted=29.468623, expected=36.000000 predicted=33.720402, expected=8.000000 predicted=27.783125, expected=32.000000 predicted=32.897793, expected=36.000000 predicted=27.553576, expected=24.000000 predicted=27.307646, expected=24.000000 predicted=26.467265, expected=52.000000 predicted=30.160874, expected=40.000000 predicted=35.571097, expected=24.000000 predicted=33.843897, expected=20.000000 predicted=27.440099, expected=20.000000 predicted=27.350909, expected=28.000000 predicted=31.371264, expected=24.000000 predicted=26.514668, expected=20.000000 predicted=22.725836, expected=24.000000 predicted=22.144024, expected=28.000000 predicted=24.016286, expected=56.000000 predicted=33.569769, expected=4.000000 predicted=23.345335, expected=36.000000 predicted=29.709894, expected=40.000000 predicted=28.489634, expected=16.000000 predicted=30.851086, expected=16.000000 predicted=27.426430, expected=32.000000 predicted=22.205915, expected=28.000000 predicted=28.794091, expected=16.000000 predicted=25.236944, expected=28.000000 predicted=22.280392, expected=32.000000 predicted=24.949419, expected=20.000000 predicted=26.391106, expected=20.000000 predicted=23.559160, expected=24.000000 predicted=22.060891, expected=52.000000 predicted=32.292063, expected=32.000000 predicted=30.735048, expected=16.000000 predicted=26.919099, expected=28.000000 predicted=26.221684, expected=44.000000 predicted=32.923997, expected=20.000000 predicted=32.485858, expected=32.000000 predicted=29.849930, expected=24.000000 predicted=24.529641, expected=24.000000 predicted=28.933207, expected=16.000000 predicted=25.421949, expected=36.000000 predicted=26.344899, expected=24.000000 predicted=25.577125, expected=8.000000 predicted=21.446671, expected=56.000000 predicted=29.581584, expected=28.000000 predicted=26.696401, expected=24.000000 predicted=31.986612, expected=36.000000 predicted=27.352549, expected=40.000000 predicted=31.800607, expected=28.000000 predicted=36.249601, expected=28.000000 predicted=30.107901, expected=28.000000 predicted=29.042868, expected=32.000000 predicted=32.251498, expected=40.000000 predicted=33.920067, expected=36.000000 predicted=32.502275, expected=28.000000 predicted=31.604883, expected=56.000000 predicted=38.188136, expected=20.000000 predicted=32.829059, expected=44.000000 predicted=39.876808, expected=36.000000 predicted=33.975254, expected=44.000000 predicted=40.043596, expected=36.000000 predicted=38.985425, expected=32.000000 predicted=34.553457, expected=44.000000 predicted=39.448305, expected=40.000000 predicted=38.534862, expected=12.000000 predicted=32.985222, expected=52.000000 predicted=37.319486, expected=20.000000 predicted=30.038420, expected=16.000000 predicted=32.118062, expected=24.000000 predicted=24.908658, expected=28.000000 predicted=24.990528, expected=24.000000 predicted=28.697349, expected=28.000000 predicted=23.756211, expected=52.000000 predicted=30.544022, expected=28.000000 predicted=30.357952, expected=44.000000 predicted=36.182582, expected=44.000000 predicted=35.129509, expected=52.000000 predicted=43.194250, expected=48.000000 predicted=45.303900, expected=52.000000 predicted=45.148561, expected=44.000000 predicted=46.371479, expected=16.000000 predicted=39.539889, expected=28.000000 predicted=38.231696, expected=28.000000 predicted=33.850916, expected=72.000000 predicted=45.696471, expected=16.000000 predicted=32.443842, expected=24.000000 predicted=31.351128, expected=32.000000 predicted=28.803456, expected=24.000000 predicted=32.418280, expected=28.000000 predicted=34.397348, expected=28.000000 predicted=24.498438, expected=16.000000 predicted=24.323433, expected=20.000000 predicted=24.204102, expected=24.000000 predicted=22.582911, expected=36.000000 predicted=27.093789, expected=36.000000 predicted=28.091659, expected=28.000000 predicted=26.892514, expected=28.000000 predicted=27.834306, expected=40.000000 predicted=31.972226, expected=52.000000 predicted=38.639046, expected=40.000000 predicted=38.369950, expected=44.000000 predicted=39.255776, expected=16.000000 predicted=32.683331, expected=48.000000 predicted=41.079860, expected=16.000000 predicted=32.709044, expected=76.000000 predicted=46.280065, expected=44.000000 predicted=39.447969, expected=44.000000 predicted=43.478654, expected=16.000000 predicted=35.446255, expected=16.000000 predicted=31.853083, expected=32.000000 predicted=37.493462, expected=48.000000 predicted=36.098421, expected=20.000000 predicted=30.049797, expected=40.000000 predicted=29.767603, expected=20.000000 predicted=25.677753, expected=28.000000 predicted=32.162199, expected=32.000000 predicted=30.874073, expected=64.000000 predicted=37.497615, expected=56.000000 predicted=42.427487, expected=24.000000 predicted=36.473771, expected=28.000000 predicted=35.510677, expected=48.000000 predicted=40.296986, expected=32.000000 predicted=42.711715, expected=40.000000 predicted=40.182440, expected=32.000000 predicted=32.010991, expected=60.000000 predicted=42.257716, expected=28.000000 predicted=38.646361, expected=20.000000 predicted=34.646045, expected=40.000000 predicted=34.883538, expected=16.000000 predicted=30.543706, expected=20.000000 predicted=31.933293, expected=28.000000 predicted=24.062939, expected=28.000000 predicted=25.803829, expected=44.000000 predicted=32.043039, expected=44.000000 predicted=30.928608, expected=44.000000 predicted=35.908473, expected=44.000000 predicted=38.510550, expected=44.000000 predicted=40.867469, expected=28.000000 predicted=39.767733, expected=36.000000 predicted=39.477782, expected=32.000000 predicted=36.601384, expected=36.000000 predicted=37.500692, expected=28.000000 predicted=33.434057, expected=48.000000 predicted=36.045087, expected=24.000000 predicted=32.484497, expected=16.000000 predicted=29.890795, expected=36.000000 predicted=30.302465, expected=48.000000 predicted=34.679385, expected=20.000000 predicted=32.739525, expected=16.000000 predicted=25.389332, expected=20.000000 predicted=22.750429, expected=28.000000 predicted=28.373223, expected=28.000000 predicted=28.231741, expected=64.000000 predicted=33.433292, expected=32.000000 predicted=30.748856, expected=48.000000 predicted=38.921595, expected=32.000000 predicted=35.076729, expected=52.000000 predicted=43.977355, expected=20.000000 predicted=39.085748, expected=32.000000 predicted=36.165273, expected=16.000000 predicted=29.988805, expected=28.000000 predicted=30.514180, expected=16.000000 predicted=26.319355, expected=24.000000 predicted=23.242892, expected=12.000000 Test MSE: 356.893
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215])] predicted=58.642439, expected=40.000000 predicted=62.816505, expected=84.000000 predicted=47.537466, expected=72.000000 predicted=55.404676, expected=28.000000 predicted=37.998893, expected=24.000000 predicted=43.112317, expected=24.000000 predicted=37.565835, expected=40.000000 predicted=53.831302, expected=60.000000 predicted=54.284742, expected=72.000000 predicted=45.335646, expected=36.000000 predicted=36.655340, expected=64.000000 predicted=45.773234, expected=56.000000 predicted=50.689698, expected=44.000000 predicted=53.758831, expected=20.000000 predicted=48.644243, expected=68.000000 predicted=48.461724, expected=68.000000 predicted=59.561526, expected=40.000000 predicted=49.445030, expected=28.000000 predicted=41.261848, expected=44.000000 predicted=36.903930, expected=40.000000 predicted=50.935941, expected=32.000000 predicted=46.771042, expected=24.000000 predicted=33.724930, expected=68.000000 predicted=42.509992, expected=52.000000 predicted=45.550423, expected=60.000000 predicted=48.060051, expected=36.000000 predicted=40.222519, expected=48.000000 predicted=40.833327, expected=28.000000 predicted=48.993167, expected=40.000000 predicted=44.606419, expected=72.000000 predicted=56.618103, expected=64.000000 predicted=48.461701, expected=36.000000 predicted=45.897971, expected=28.000000 predicted=36.386005, expected=40.000000 predicted=42.471524, expected=32.000000 predicted=48.829397, expected=68.000000 predicted=55.438164, expected=112.000000 predicted=62.638467, expected=56.000000 predicted=48.836248, expected=20.000000 predicted=43.219575, expected=56.000000 predicted=49.775190, expected=60.000000 predicted=61.579667, expected=20.000000 predicted=61.979552, expected=40.000000 predicted=46.366954, expected=48.000000 predicted=36.031203, expected=60.000000 predicted=51.988154, expected=56.000000 predicted=53.599480, expected=52.000000 predicted=40.496335, expected=36.000000 predicted=43.371823, expected=16.000000 predicted=38.361199, expected=48.000000 predicted=49.354690, expected=64.000000 predicted=52.150386, expected=52.000000 predicted=48.367424, expected=56.000000 predicted=46.271940, expected=32.000000 predicted=33.682239, expected=8.000000 predicted=35.689421, expected=20.000000 predicted=40.932628, expected=24.000000 predicted=34.640043, expected=44.000000 predicted=40.601467, expected=44.000000 predicted=33.658391, expected=32.000000 predicted=23.868223, expected=16.000000 predicted=24.045356, expected=32.000000 predicted=29.411515, expected=28.000000 predicted=34.131738, expected=28.000000 predicted=33.179872, expected=40.000000 predicted=32.931619, expected=36.000000 predicted=27.290389, expected=40.000000 predicted=34.965274, expected=24.000000 predicted=29.341128, expected=20.000000 predicted=27.399885, expected=72.000000 predicted=47.000391, expected=40.000000 predicted=37.757194, expected=68.000000 predicted=49.204566, expected=92.000000 predicted=55.016382, expected=36.000000 predicted=40.018748, expected=20.000000 predicted=52.088612, expected=44.000000 predicted=45.213778, expected=12.000000 predicted=41.905819, expected=44.000000 predicted=56.480321, expected=32.000000 predicted=32.790051, expected=40.000000 predicted=30.245100, expected=32.000000 predicted=36.820418, expected=24.000000 predicted=23.450543, expected=56.000000 predicted=44.005512, expected=20.000000 predicted=29.727939, expected=40.000000 predicted=37.949296, expected=52.000000 predicted=39.390548, expected=84.000000 predicted=48.679687, expected=32.000000 predicted=46.881925, expected=28.000000 predicted=33.288057, expected=48.000000 predicted=45.207536, expected=52.000000 predicted=49.418239, expected=40.000000 predicted=56.010845, expected=32.000000 predicted=35.626164, expected=80.000000 predicted=49.455168, expected=28.000000 predicted=42.127443, expected=28.000000 predicted=42.531049, expected=36.000000 predicted=39.607512, expected=36.000000 predicted=35.398442, expected=68.000000 predicted=60.772311, expected=72.000000 predicted=46.853762, expected=76.000000 predicted=52.100060, expected=36.000000 predicted=45.404580, expected=32.000000 predicted=43.339336, expected=20.000000 predicted=47.330869, expected=60.000000 predicted=57.247610, expected=28.000000 predicted=47.832309, expected=40.000000 predicted=37.134443, expected=36.000000 predicted=35.288360, expected=64.000000 predicted=40.221713, expected=32.000000 predicted=45.509023, expected=32.000000 predicted=34.219511, expected=24.000000 predicted=35.274281, expected=64.000000 predicted=44.731976, expected=52.000000 predicted=51.775548, expected=44.000000 predicted=39.637322, expected=48.000000 predicted=42.437160, expected=32.000000 predicted=35.063033, expected=52.000000 predicted=53.460778, expected=4.000000 predicted=33.812004, expected=20.000000 predicted=32.593452, expected=64.000000 predicted=46.137559, expected=68.000000 predicted=43.647328, expected=40.000000 predicted=44.813324, expected=32.000000 predicted=28.201510, expected=28.000000 predicted=32.257373, expected=36.000000 predicted=47.035140, expected=52.000000 predicted=51.590846, expected=36.000000 predicted=37.637742, expected=48.000000 predicted=39.389319, expected=88.000000 predicted=52.479252, expected=60.000000 predicted=49.955035, expected=64.000000 predicted=58.600234, expected=52.000000 predicted=51.168204, expected=56.000000 predicted=55.763233, expected=88.000000 predicted=78.263137, expected=60.000000 predicted=61.408811, expected=32.000000 predicted=54.056013, expected=20.000000 predicted=44.241505, expected=24.000000 predicted=42.651410, expected=48.000000 predicted=56.709597, expected=40.000000 predicted=43.721284, expected=60.000000 predicted=41.747691, expected=56.000000 predicted=39.617672, expected=48.000000 predicted=40.592222, expected=40.000000 predicted=46.682530, expected=68.000000 predicted=52.537421, expected=24.000000 predicted=45.659970, expected=44.000000 predicted=48.557429, expected=48.000000 predicted=46.800751, expected=48.000000 predicted=43.713437, expected=4.000000 predicted=38.833267, expected=24.000000 predicted=27.832570, expected=88.000000 predicted=53.700818, expected=40.000000 predicted=41.937196, expected=24.000000 predicted=38.467532, expected=96.000000 predicted=48.101044, expected=36.000000 predicted=38.167856, expected=44.000000 predicted=62.045184, expected=20.000000 predicted=37.922814, expected=28.000000 predicted=32.011799, expected=32.000000 predicted=54.023271, expected=68.000000 predicted=44.117516, expected=56.000000 predicted=45.697658, expected=56.000000 predicted=40.729930, expected=52.000000 predicted=44.729275, expected=44.000000 predicted=44.028549, expected=60.000000 predicted=60.113887, expected=12.000000 predicted=40.410095, expected=44.000000 predicted=47.529091, expected=40.000000 predicted=43.797623, expected=64.000000 predicted=47.914992, expected=40.000000 predicted=47.684809, expected=28.000000 predicted=28.875849, expected=32.000000 predicted=40.055352, expected=4.000000 predicted=27.761910, expected=40.000000 predicted=43.342445, expected=32.000000 predicted=32.376236, expected=72.000000 predicted=41.561800, expected=48.000000 predicted=39.612755, expected=24.000000 predicted=25.216267, expected=16.000000 predicted=34.120508, expected=20.000000 predicted=29.784252, expected=44.000000 predicted=47.367157, expected=60.000000 predicted=44.448290, expected=52.000000 predicted=36.976214, expected=16.000000 predicted=25.757881, expected=20.000000 predicted=27.737936, expected=24.000000 predicted=34.609495, expected=8.000000 predicted=31.733213, expected=40.000000 predicted=36.663416, expected=64.000000 predicted=33.707029, expected=12.000000 predicted=21.817633, expected=28.000000 predicted=28.508241, expected=48.000000 predicted=29.882645, expected=64.000000 predicted=46.020015, expected=52.000000 predicted=52.060125, expected=20.000000 predicted=26.915292, expected=16.000000 predicted=30.262604, expected=72.000000 predicted=52.051054, expected=20.000000 predicted=40.788012, expected=28.000000 predicted=38.164247, expected=24.000000 predicted=26.640755, expected=8.000000 predicted=18.940466, expected=16.000000 predicted=36.733012, expected=20.000000 predicted=19.275783, expected=64.000000 predicted=35.614705, expected=20.000000 predicted=23.567431, expected=40.000000 predicted=26.124922, expected=36.000000 predicted=29.535315, expected=40.000000 predicted=32.297886, expected=40.000000 predicted=46.496439, expected=72.000000 predicted=43.005314, expected=68.000000 predicted=51.351756, expected=60.000000 predicted=50.365414, expected=40.000000 predicted=47.308364, expected=48.000000 predicted=49.146138, expected=20.000000 predicted=48.732851, expected=12.000000 predicted=40.690850, expected=72.000000 predicted=53.867342, expected=52.000000 predicted=42.275468, expected=56.000000 predicted=48.015892, expected=48.000000 predicted=39.421515, expected=68.000000 predicted=44.703486, expected=28.000000 predicted=52.366414, expected=28.000000 predicted=43.548717, expected=60.000000 predicted=53.044093, expected=68.000000 predicted=52.750756, expected=40.000000 predicted=51.827949, expected=44.000000 predicted=41.076714, expected=32.000000 predicted=37.437966, expected=24.000000 predicted=42.972422, expected=28.000000 predicted=43.997361, expected=32.000000 predicted=34.260041, expected=40.000000 predicted=37.482616, expected=24.000000 predicted=29.056487, expected=36.000000 predicted=30.364201, expected=52.000000 predicted=37.425094, expected=32.000000 predicted=33.548951, expected=52.000000 predicted=43.058114, expected=60.000000 predicted=42.118909, expected=44.000000 predicted=42.531680, expected=100.000000 predicted=66.651467, expected=48.000000 predicted=47.752505, expected=48.000000 predicted=54.734414, expected=44.000000 predicted=55.524417, expected=48.000000 predicted=49.389714, expected=88.000000 predicted=78.297684, expected=16.000000 predicted=40.621319, expected=24.000000 predicted=41.218337, expected=76.000000 predicted=54.267742, expected=28.000000 predicted=41.041836, expected=64.000000 predicted=63.301459, expected=60.000000 predicted=41.210343, expected=36.000000 predicted=38.879377, expected=44.000000 predicted=56.331792, expected=72.000000 predicted=49.533769, expected=64.000000 predicted=59.762760, expected=76.000000 predicted=63.547295, expected=68.000000 predicted=56.208183, expected=96.000000 predicted=69.728340, expected=44.000000 predicted=64.531087, expected=40.000000 predicted=59.132146, expected=24.000000 predicted=54.306165, expected=44.000000 predicted=53.426355, expected=40.000000 predicted=57.669945, expected=112.000000 predicted=63.419234, expected=68.000000 predicted=54.452238, expected=40.000000 predicted=44.230647, expected=24.000000 predicted=45.455418, expected=48.000000 predicted=48.526244, expected=20.000000 predicted=59.034840, expected=12.000000 predicted=37.862710, expected=64.000000 predicted=43.123887, expected=64.000000 predicted=40.148344, expected=56.000000 predicted=48.430226, expected=40.000000 predicted=37.348251, expected=36.000000 predicted=34.446548, expected=20.000000 predicted=44.169229, expected=76.000000 predicted=58.783116, expected=100.000000 predicted=65.669314, expected=76.000000 predicted=58.008965, expected=76.000000 predicted=61.245925, expected=20.000000 predicted=40.591663, expected=24.000000 predicted=55.915679, expected=12.000000 predicted=53.436806, expected=48.000000 predicted=51.570656, expected=28.000000 predicted=43.685551, expected=24.000000 predicted=24.058318, expected=32.000000 predicted=28.320040, expected=24.000000 predicted=22.316143, expected=60.000000 predicted=44.989669, expected=16.000000 predicted=26.412908, expected=20.000000 predicted=25.791927, expected=48.000000 predicted=36.601976, expected=64.000000 predicted=40.374132, expected=28.000000 predicted=42.184053, expected=24.000000 predicted=27.270417, expected=20.000000 predicted=26.768717, expected=24.000000 predicted=34.567409, expected=64.000000 predicted=50.554020, expected=56.000000 predicted=38.808310, expected=132.000000 predicted=66.225013, expected=24.000000 predicted=38.670400, expected=12.000000 predicted=35.299249, expected=24.000000 predicted=48.333865, expected=28.000000 predicted=42.287000, expected=40.000000 predicted=65.284867, expected=44.000000 predicted=31.464665, expected=80.000000 predicted=42.069177, expected=4.000000 predicted=25.708421, expected=36.000000 predicted=35.324616, expected=52.000000 predicted=44.005391, expected=44.000000 predicted=42.813333, expected=24.000000 predicted=46.924669, expected=60.000000 predicted=34.087042, expected=92.000000 predicted=57.223483, expected=40.000000 predicted=49.081935, expected=32.000000 predicted=44.334492, expected=44.000000 predicted=41.306602, expected=56.000000 predicted=54.916247, expected=32.000000 predicted=55.700517, expected=40.000000 predicted=40.651883, expected=52.000000 predicted=42.256971, expected=52.000000 predicted=46.509961, expected=20.000000 predicted=40.273371, expected=16.000000 predicted=29.913598, expected=8.000000 predicted=27.294942, expected=36.000000 predicted=36.563155, expected=84.000000 predicted=51.796774, expected=68.000000 predicted=41.218612, expected=16.000000 predicted=27.613410, expected=28.000000 predicted=29.795439, expected=60.000000 predicted=47.708629, expected=44.000000 predicted=55.890639, expected=32.000000 predicted=46.077084, expected=60.000000 predicted=39.590769, expected=60.000000 predicted=45.045382, expected=28.000000 predicted=45.480105, expected=20.000000 predicted=37.075686, expected=60.000000 predicted=44.597465, expected=28.000000 predicted=42.184145, expected=64.000000 predicted=52.902934, expected=44.000000 predicted=38.717608, expected=64.000000 predicted=43.818283, expected=44.000000 predicted=51.917121, expected=56.000000 predicted=45.695311, expected=28.000000 predicted=48.314470, expected=28.000000 predicted=39.698275, expected=24.000000 predicted=42.438105, expected=68.000000 predicted=47.984036, expected=64.000000 predicted=52.063992, expected=44.000000 predicted=39.318614, expected=44.000000 predicted=41.696955, expected=44.000000 predicted=40.739740, expected=32.000000 predicted=49.194918, expected=36.000000 predicted=47.056943, expected=84.000000 predicted=55.593012, expected=52.000000 predicted=47.691026, expected=40.000000 predicted=45.435699, expected=36.000000 predicted=41.322101, expected=40.000000 predicted=42.142382, expected=32.000000 predicted=52.437432, expected=24.000000 predicted=37.576583, expected=24.000000 predicted=32.364796, expected=48.000000 predicted=37.735791, expected=24.000000 predicted=31.555769, expected=32.000000 predicted=31.504370, expected=48.000000 predicted=35.021521, expected=20.000000 predicted=26.547715, expected=32.000000 predicted=37.412039, expected=96.000000 predicted=51.106847, expected=60.000000 predicted=45.728555, expected=28.000000 predicted=43.518607, expected=72.000000 predicted=50.286651, expected=64.000000 predicted=51.555964, expected=36.000000 predicted=62.310923, expected=60.000000 predicted=58.200315, expected=32.000000 predicted=38.502723, expected=40.000000 predicted=53.084784, expected=40.000000 predicted=49.069374, expected=32.000000 predicted=36.212886, expected=32.000000 predicted=42.956974, expected=40.000000 predicted=35.862339, expected=16.000000 predicted=30.281122, expected=76.000000 predicted=48.887691, expected=48.000000 predicted=39.720238, expected=32.000000 predicted=36.332881, expected=20.000000 predicted=35.847707, expected=36.000000 predicted=31.091771, expected=8.000000 predicted=38.781617, expected=28.000000 predicted=33.371026, expected=60.000000 predicted=38.322883, expected=44.000000 predicted=31.250246, expected=24.000000 predicted=32.567493, expected=16.000000 predicted=21.724421, expected=24.000000 predicted=28.706664, expected=20.000000 predicted=35.035644, expected=56.000000 predicted=40.266609, expected=32.000000 predicted=28.049033, expected=92.000000 predicted=47.174447, expected=48.000000 predicted=40.930341, expected=56.000000 predicted=44.169193, expected=20.000000 predicted=45.769251, expected=8.000000 predicted=30.109456, expected=28.000000 predicted=51.249226, expected=32.000000 predicted=34.781824, expected=68.000000 predicted=48.663459, expected=32.000000 predicted=28.937073, expected=44.000000 predicted=31.021802, expected=28.000000 predicted=33.825436, expected=12.000000 predicted=28.055486, expected=24.000000 predicted=40.648096, expected=48.000000 predicted=35.005662, expected=40.000000 predicted=36.935600, expected=56.000000 predicted=38.850319, expected=24.000000 predicted=26.266870, expected=48.000000 predicted=37.867167, expected=20.000000 predicted=36.735599, expected=12.000000 predicted=29.014869, expected=60.000000 predicted=47.769253, expected=20.000000 predicted=25.319072, expected=72.000000 predicted=49.525334, expected=16.000000 predicted=26.501998, expected=52.000000 predicted=34.465427, expected=44.000000 predicted=48.787162, expected=28.000000 predicted=30.388106, expected=36.000000 predicted=48.343700, expected=76.000000 predicted=43.323722, expected=32.000000 predicted=43.157643, expected=28.000000 predicted=38.954265, expected=44.000000 predicted=38.755860, expected=12.000000 Test MSE: 473.784
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987])] predicted=177.630301, expected=220.000000 predicted=162.217214, expected=128.000000 predicted=142.131040, expected=112.000000 predicted=128.864758, expected=108.000000 predicted=130.184734, expected=184.000000 predicted=150.852522, expected=136.000000 predicted=152.241290, expected=52.000000 predicted=105.639071, expected=156.000000 predicted=134.190123, expected=220.000000 predicted=154.966617, expected=104.000000 predicted=131.698880, expected=140.000000 predicted=135.547079, expected=56.000000 predicted=107.873299, expected=100.000000 predicted=129.318581, expected=32.000000 predicted=110.822174, expected=164.000000 predicted=111.248217, expected=216.000000 predicted=137.541396, expected=156.000000 predicted=110.037777, expected=132.000000 predicted=127.093441, expected=132.000000 predicted=129.849580, expected=44.000000 predicted=127.970537, expected=68.000000 predicted=128.196726, expected=76.000000 predicted=107.447664, expected=24.000000 predicted=73.683849, expected=100.000000 predicted=86.394782, expected=76.000000 predicted=64.837855, expected=168.000000 predicted=95.404324, expected=108.000000 predicted=91.404748, expected=104.000000 predicted=86.459469, expected=244.000000 predicted=153.493015, expected=172.000000 predicted=139.669917, expected=208.000000 predicted=169.849729, expected=60.000000 predicted=130.874659, expected=68.000000 predicted=127.635067, expected=120.000000 predicted=159.050864, expected=100.000000 predicted=122.258315, expected=112.000000 predicted=118.738276, expected=124.000000 predicted=98.917213, expected=184.000000 predicted=124.940360, expected=100.000000 predicted=116.384507, expected=68.000000 predicted=103.207400, expected=160.000000 predicted=135.266025, expected=132.000000 predicted=128.472337, expected=144.000000 predicted=135.063777, expected=200.000000 predicted=143.617226, expected=176.000000 predicted=142.624492, expected=136.000000 predicted=151.867658, expected=76.000000 predicted=131.920236, expected=188.000000 predicted=163.394430, expected=44.000000 predicted=126.548695, expected=116.000000 predicted=125.036120, expected=172.000000 predicted=137.695241, expected=136.000000 predicted=115.797864, expected=132.000000 predicted=134.996104, expected=128.000000 predicted=116.417334, expected=60.000000 predicted=111.871072, expected=216.000000 predicted=159.936453, expected=100.000000 predicted=124.060035, expected=220.000000 predicted=150.655141, expected=128.000000 predicted=140.597344, expected=100.000000 predicted=120.163668, expected=248.000000 predicted=190.671380, expected=64.000000 predicted=126.501249, expected=76.000000 predicted=133.812541, expected=76.000000 predicted=115.965671, expected=164.000000 predicted=129.174523, expected=116.000000 predicted=131.677251, expected=156.000000 predicted=109.347237, expected=160.000000 predicted=126.756023, expected=96.000000 predicted=116.740185, expected=96.000000 predicted=128.973130, expected=176.000000 predicted=142.247014, expected=212.000000 predicted=160.119668, expected=136.000000 predicted=140.920333, expected=40.000000 predicted=107.315933, expected=48.000000 predicted=109.879776, expected=12.000000 predicted=100.365280, expected=44.000000 predicted=88.700942, expected=204.000000 predicted=109.211187, expected=172.000000 predicted=92.912745, expected=48.000000 predicted=68.343694, expected=88.000000 predicted=87.043498, expected=8.000000 predicted=79.029140, expected=52.000000 predicted=100.993594, expected=64.000000 predicted=83.129221, expected=152.000000 predicted=80.592385, expected=16.000000 predicted=54.112260, expected=156.000000 predicted=79.854369, expected=108.000000 predicted=92.770250, expected=20.000000 predicted=68.060984, expected=108.000000 predicted=104.210553, expected=84.000000 predicted=78.031523, expected=232.000000 predicted=140.011778, expected=280.000000 predicted=158.280221, expected=216.000000 predicted=146.570340, expected=60.000000 predicted=133.732594, expected=4.000000 predicted=116.655226, expected=52.000000 predicted=144.695307, expected=216.000000 predicted=177.592460, expected=112.000000 predicted=118.295855, expected=212.000000 predicted=115.342885, expected=108.000000 predicted=101.652096, expected=104.000000 predicted=117.353277, expected=92.000000 predicted=143.607620, expected=140.000000 predicted=131.435754, expected=108.000000 predicted=134.135064, expected=152.000000 predicted=121.292378, expected=148.000000 predicted=126.257112, expected=228.000000 predicted=153.313398, expected=60.000000 predicted=122.592254, expected=24.000000 predicted=98.082860, expected=96.000000 predicted=125.660658, expected=224.000000 predicted=155.757811, expected=208.000000 predicted=159.165447, expected=20.000000 predicted=73.094659, expected=16.000000 predicted=74.890265, expected=112.000000 predicted=124.381761, expected=164.000000 predicted=147.351053, expected=20.000000 predicted=81.390764, expected=116.000000 predicted=74.466026, expected=220.000000 predicted=125.204239, expected=184.000000 predicted=136.049614, expected=32.000000 predicted=101.192595, expected=120.000000 predicted=111.749769, expected=100.000000 predicted=130.095391, expected=76.000000 predicted=121.442918, expected=108.000000 predicted=114.287197, expected=52.000000 predicted=70.830166, expected=88.000000 predicted=93.586846, expected=84.000000 predicted=88.207802, expected=196.000000 predicted=115.499638, expected=40.000000 predicted=81.239149, expected=24.000000 predicted=63.957559, expected=220.000000 predicted=137.490587, expected=80.000000 predicted=95.903110, expected=76.000000 predicted=103.012610, expected=28.000000 predicted=70.544691, expected=88.000000 predicted=84.622516, expected=100.000000 predicted=112.846957, expected=64.000000 predicted=67.860310, expected=28.000000 predicted=57.641274, expected=84.000000 predicted=68.730717, expected=56.000000 predicted=70.081555, expected=28.000000 predicted=55.708553, expected=116.000000 predicted=74.818151, expected=128.000000 predicted=77.779077, expected=60.000000 predicted=69.359961, expected=148.000000 predicted=97.317599, expected=88.000000 predicted=87.277243, expected=108.000000 predicted=106.479572, expected=108.000000 predicted=110.905114, expected=168.000000 predicted=117.808754, expected=128.000000 predicted=125.110257, expected=80.000000 predicted=101.905553, expected=112.000000 predicted=119.128371, expected=56.000000 predicted=101.426871, expected=264.000000 predicted=163.106745, expected=144.000000 predicted=128.166190, expected=152.000000 predicted=123.372432, expected=112.000000 predicted=136.204631, expected=48.000000 predicted=110.809905, expected=212.000000 predicted=181.590439, expected=324.000000 predicted=191.670753, expected=320.000000 predicted=199.715773, expected=328.000000 predicted=221.428753, expected=316.000000 predicted=246.693240, expected=232.000000 predicted=270.069856, expected=180.000000 predicted=270.487572, expected=132.000000 predicted=241.006629, expected=204.000000 predicted=242.952243, expected=40.000000 predicted=168.043450, expected=48.000000 predicted=128.848236, expected=284.000000 predicted=188.382416, expected=324.000000 predicted=196.460367, expected=252.000000 predicted=191.591027, expected=176.000000 predicted=166.245573, expected=184.000000 predicted=195.775460, expected=244.000000 predicted=254.141805, expected=144.000000 predicted=212.049526, expected=172.000000 predicted=195.269640, expected=272.000000 predicted=217.795494, expected=284.000000 predicted=225.715646, expected=140.000000 predicted=190.352364, expected=132.000000 predicted=176.567135, expected=96.000000 predicted=171.053500, expected=80.000000 predicted=160.756019, expected=204.000000 predicted=182.951339, expected=192.000000 predicted=149.871265, expected=204.000000 predicted=155.251080, expected=108.000000 predicted=131.698097, expected=148.000000 predicted=149.603805, expected=132.000000 predicted=165.524516, expected=40.000000 predicted=119.417426, expected=120.000000 predicted=135.431951, expected=24.000000 predicted=82.795115, expected=68.000000 predicted=89.127338, expected=224.000000 predicted=135.714814, expected=184.000000 predicted=114.368150, expected=168.000000 predicted=130.852314, expected=104.000000 predicted=112.983244, expected=108.000000 predicted=131.158562, expected=92.000000 predicted=145.173837, expected=260.000000 predicted=182.893218, expected=436.000000 predicted=247.207232, expected=296.000000 predicted=208.632908, expected=200.000000 predicted=201.790207, expected=204.000000 predicted=229.324507, expected=192.000000 predicted=254.986572, expected=96.000000 predicted=224.887745, expected=360.000000 predicted=271.859950, expected=168.000000 predicted=192.202194, expected=124.000000 predicted=169.992591, expected=240.000000 predicted=214.074977, expected=188.000000 predicted=184.101076, expected=200.000000 predicted=224.409824, expected=104.000000 predicted=154.474079, expected=76.000000 predicted=136.270804, expected=184.000000 predicted=184.048504, expected=244.000000 predicted=187.635450, expected=176.000000 predicted=163.667639, expected=148.000000 predicted=144.983200, expected=84.000000 predicted=130.536801, expected=92.000000 predicted=148.132011, expected=76.000000 predicted=137.432918, expected=144.000000 predicted=133.838458, expected=212.000000 predicted=148.384297, expected=104.000000 predicted=105.360403, expected=80.000000 predicted=104.303970, expected=48.000000 predicted=96.463880, expected=52.000000 predicted=102.341221, expected=64.000000 predicted=101.600863, expected=212.000000 predicted=124.516558, expected=216.000000 predicted=128.705366, expected=180.000000 predicted=123.822773, expected=96.000000 predicted=113.726226, expected=200.000000 predicted=164.799574, expected=28.000000 predicted=132.083618, expected=60.000000 predicted=124.486896, expected=92.000000 predicted=119.413944, expected=212.000000 predicted=137.614107, expected=128.000000 predicted=126.044806, expected=136.000000 predicted=101.835970, expected=120.000000 predicted=117.844143, expected=104.000000 predicted=121.369681, expected=108.000000 predicted=138.805932, expected=184.000000 predicted=144.745208, expected=184.000000 predicted=148.236438, expected=128.000000 predicted=129.200716, expected=128.000000 predicted=132.714609, expected=156.000000 predicted=148.194649, expected=68.000000 predicted=127.950554, expected=100.000000 predicted=128.947457, expected=160.000000 predicted=136.626113, expected=96.000000 predicted=111.364773, expected=132.000000 predicted=125.487721, expected=72.000000 predicted=92.898869, expected=104.000000 predicted=108.671357, expected=120.000000 predicted=122.946060, expected=28.000000 predicted=74.895773, expected=168.000000 predicted=125.261456, expected=120.000000 predicted=102.879695, expected=108.000000 predicted=103.547414, expected=76.000000 predicted=98.951756, expected=40.000000 predicted=72.154433, expected=24.000000 predicted=85.373053, expected=184.000000 predicted=121.803413, expected=56.000000 predicted=74.834777, expected=148.000000 predicted=97.313702, expected=44.000000 predicted=68.895031, expected=56.000000 predicted=70.684813, expected=76.000000 predicted=104.187918, expected=112.000000 predicted=86.811369, expected=164.000000 predicted=119.697591, expected=224.000000 predicted=128.367592, expected=108.000000 predicted=106.016110, expected=124.000000 predicted=123.704330, expected=120.000000 predicted=137.119037, expected=132.000000 predicted=146.018161, expected=156.000000 predicted=157.003657, expected=128.000000 predicted=124.408997, expected=44.000000 predicted=99.193118, expected=96.000000 predicted=112.717983, expected=104.000000 predicted=114.760927, expected=52.000000 predicted=91.789938, expected=72.000000 predicted=85.763232, expected=168.000000 predicted=105.105866, expected=256.000000 predicted=151.846301, expected=152.000000 predicted=127.095651, expected=68.000000 predicted=99.692823, expected=112.000000 predicted=129.610936, expected=80.000000 predicted=133.039794, expected=72.000000 predicted=127.400150, expected=152.000000 predicted=124.889946, expected=220.000000 predicted=136.037644, expected=144.000000 predicted=125.415864, expected=36.000000 predicted=88.804285, expected=104.000000 predicted=116.765781, expected=132.000000 predicted=139.196609, expected=96.000000 predicted=125.506691, expected=164.000000 predicted=128.763084, expected=156.000000 predicted=114.184809, expected=68.000000 predicted=101.812235, expected=36.000000 predicted=95.202438, expected=100.000000 predicted=107.277870, expected=128.000000 predicted=122.157929, expected=104.000000 predicted=103.983891, expected=120.000000 predicted=94.785705, expected=72.000000 predicted=80.297115, expected=140.000000 predicted=118.034267, expected=56.000000 predicted=94.482785, expected=28.000000 predicted=73.707933, expected=188.000000 predicted=129.970878, expected=184.000000 predicted=122.094684, expected=152.000000 predicted=126.107202, expected=76.000000 predicted=95.017176, expected=80.000000 predicted=100.678697, expected=128.000000 predicted=144.799855, expected=152.000000 predicted=141.623950, expected=292.000000 predicted=181.939741, expected=244.000000 predicted=164.973683, expected=168.000000 predicted=155.404724, expected=96.000000 predicted=153.445198, expected=124.000000 predicted=168.945774, expected=164.000000 predicted=197.016269, expected=164.000000 predicted=171.321165, expected=192.000000 predicted=161.867456, expected=76.000000 predicted=112.911185, expected=60.000000 predicted=113.211133, expected=4.000000 predicted=95.622100, expected=140.000000 predicted=128.496413, expected=8.000000 Test MSE: 4672.344
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343])] predicted=13.496769, expected=20.000000 predicted=16.415548, expected=20.000000 predicted=15.907751, expected=16.000000 predicted=15.840316, expected=12.000000 predicted=14.246790, expected=28.000000 predicted=19.901888, expected=4.000000 predicted=15.255085, expected=8.000000 predicted=12.610728, expected=12.000000 predicted=12.033711, expected=4.000000 predicted=10.080939, expected=12.000000 predicted=11.541739, expected=4.000000 predicted=6.745365, expected=12.000000 predicted=9.090311, expected=8.000000 predicted=8.805351, expected=16.000000 predicted=10.650633, expected=12.000000 predicted=11.477250, expected=16.000000 predicted=12.302204, expected=16.000000 predicted=14.037042, expected=12.000000 predicted=13.215142, expected=12.000000 predicted=13.395777, expected=24.000000 predicted=16.696896, expected=12.000000 predicted=15.651851, expected=12.000000 predicted=14.083586, expected=12.000000 predicted=12.924922, expected=20.000000 predicted=15.970596, expected=20.000000 predicted=18.141480, expected=32.000000 predicted=21.264836, expected=20.000000 predicted=20.523799, expected=8.000000 predicted=16.317017, expected=4.000000 predicted=13.106057, expected=4.000000 predicted=11.246752, expected=8.000000 predicted=11.721604, expected=8.000000 predicted=9.071061, expected=8.000000 predicted=7.253203, expected=8.000000 predicted=6.934814, expected=4.000000 predicted=6.043659, expected=8.000000 predicted=7.133304, expected=12.000000 predicted=8.859619, expected=20.000000 predicted=12.575187, expected=16.000000 predicted=13.268859, expected=12.000000 predicted=12.122073, expected=12.000000 predicted=12.446017, expected=8.000000 predicted=11.851692, expected=12.000000 predicted=12.827341, expected=4.000000 predicted=9.470112, expected=12.000000 predicted=9.993007, expected=8.000000 predicted=9.296277, expected=4.000000 predicted=7.273133, expected=4.000000 predicted=6.245492, expected=4.000000 predicted=5.162156, expected=8.000000 predicted=6.984943, expected=16.000000 predicted=9.480626, expected=12.000000 predicted=9.708083, expected=4.000000 predicted=7.363437, expected=4.000000 predicted=6.217892, expected=12.000000 predicted=9.219201, expected=4.000000 predicted=8.423219, expected=12.000000 predicted=8.814371, expected=8.000000 predicted=7.616995, expected=12.000000 predicted=9.332771, expected=12.000000 predicted=10.650734, expected=12.000000 predicted=10.488072, expected=12.000000 predicted=11.560143, expected=4.000000 predicted=8.712829, expected=12.000000 predicted=10.289657, expected=16.000000 predicted=12.426196, expected=8.000000 predicted=10.938336, expected=4.000000 predicted=8.037018, expected=8.000000 predicted=7.574927, expected=24.000000 predicted=14.410994, expected=20.000000 predicted=16.307981, expected=28.000000 predicted=18.671258, expected=16.000000 predicted=16.899112, expected=12.000000 predicted=16.009629, expected=4.000000 predicted=13.681745, expected=12.000000 predicted=13.643903, expected=8.000000 predicted=12.695704, expected=32.000000 predicted=17.966483, expected=8.000000 predicted=13.676968, expected=16.000000 predicted=13.029291, expected=8.000000 predicted=12.187907, expected=8.000000 predicted=11.521592, expected=12.000000 predicted=13.777979, expected=12.000000 predicted=11.101652, expected=4.000000 predicted=9.237588, expected=12.000000 predicted=9.174130, expected=8.000000 predicted=9.181974, expected=12.000000 predicted=10.544330, expected=8.000000 predicted=9.360913, expected=20.000000 predicted=12.203346, expected=8.000000 predicted=11.575148, expected=8.000000 predicted=9.697402, expected=16.000000 predicted=12.191084, expected=4.000000 predicted=9.754174, expected=8.000000 predicted=9.920235, expected=16.000000 predicted=10.791535, expected=8.000000 predicted=10.332765, expected=16.000000 predicted=12.365142, expected=16.000000 predicted=12.306982, expected=4.000000 predicted=10.181371, expected=8.000000 predicted=9.877243, expected=16.000000 predicted=11.644189, expected=4.000000 predicted=10.334725, expected=12.000000 predicted=10.220456, expected=16.000000 predicted=10.938203, expected=8.000000 predicted=10.771281, expected=16.000000 predicted=12.696737, expected=8.000000 predicted=10.058598, expected=4.000000 predicted=9.128626, expected=4.000000 predicted=7.686047, expected=8.000000 predicted=7.550386, expected=12.000000 predicted=9.927743, expected=4.000000 predicted=6.829356, expected=24.000000 predicted=11.709813, expected=12.000000 predicted=11.962018, expected=12.000000 predicted=12.153567, expected=4.000000 predicted=9.337685, expected=8.000000 predicted=8.915486, expected=8.000000 predicted=10.941153, expected=12.000000 predicted=10.138891, expected=4.000000 predicted=7.793639, expected=4.000000 predicted=5.577728, expected=28.000000 predicted=13.494411, expected=16.000000 predicted=14.672157, expected=4.000000 predicted=10.631371, expected=20.000000 predicted=12.297894, expected=12.000000 predicted=13.448877, expected=12.000000 predicted=15.500744, expected=24.000000 predicted=16.276386, expected=16.000000 predicted=15.383627, expected=4.000000 predicted=13.070376, expected=4.000000 predicted=8.997434, expected=8.000000 predicted=9.605330, expected=12.000000 predicted=12.136904, expected=16.000000 predicted=12.128082, expected=4.000000 predicted=7.733158, expected=4.000000 predicted=6.379634, expected=16.000000 predicted=10.283386, expected=4.000000 predicted=9.161765, expected=4.000000 predicted=7.465274, expected=20.000000 predicted=10.007610, expected=4.000000 predicted=8.608632, expected=20.000000 predicted=13.157862, expected=20.000000 predicted=13.582129, expected=24.000000 predicted=17.527271, expected=12.000000 predicted=16.604630, expected=8.000000 predicted=12.191611, expected=20.000000 predicted=16.808958, expected=20.000000 predicted=18.454225, expected=12.000000 predicted=16.416744, expected=20.000000 predicted=15.712391, expected=12.000000 predicted=14.421415, expected=8.000000 predicted=13.924097, expected=4.000000 predicted=10.478742, expected=12.000000 predicted=10.690739, expected=4.000000 predicted=9.511269, expected=8.000000 predicted=8.047174, expected=16.000000 predicted=9.953229, expected=8.000000 predicted=9.136966, expected=4.000000 predicted=7.951885, expected=12.000000 predicted=8.320874, expected=4.000000 predicted=7.871046, expected=16.000000 predicted=11.339078, expected=16.000000 predicted=11.615372, expected=12.000000 predicted=11.425461, expected=4.000000 predicted=9.341707, expected=12.000000 predicted=9.642609, expected=8.000000 predicted=10.833426, expected=4.000000 predicted=8.720705, expected=8.000000 predicted=7.707692, expected=16.000000 predicted=9.807066, expected=12.000000 predicted=11.374691, expected=4.000000 predicted=8.110740, expected=20.000000 predicted=11.413734, expected=8.000000 predicted=11.092104, expected=4.000000 predicted=9.753018, expected=4.000000 predicted=6.998864, expected=8.000000 predicted=7.182399, expected=8.000000 predicted=9.284836, expected=36.000000 predicted=16.377431, expected=12.000000 predicted=13.995505, expected=16.000000 predicted=14.168368, expected=4.000000 predicted=10.824641, expected=12.000000 predicted=12.523588, expected=8.000000 predicted=14.393010, expected=24.000000 predicted=14.831447, expected=8.000000 predicted=12.759463, expected=8.000000 predicted=9.542461, expected=16.000000 predicted=12.425064, expected=4.000000 predicted=10.009464, expected=16.000000 predicted=13.577862, expected=4.000000 predicted=8.516545, expected=8.000000 predicted=8.636839, expected=8.000000 predicted=9.114885, expected=4.000000 predicted=6.551917, expected=40.000000 predicted=18.207255, expected=20.000000 predicted=17.436916, expected=4.000000 predicted=12.897876, expected=8.000000 predicted=10.379068, expected=16.000000 predicted=13.658146, expected=8.000000 predicted=16.426119, expected=8.000000 predicted=10.691351, expected=16.000000 predicted=10.396590, expected=16.000000 predicted=13.013979, expected=4.000000 predicted=10.794199, expected=8.000000 predicted=8.768801, expected=4.000000 predicted=7.657198, expected=4.000000 predicted=7.869666, expected=20.000000 predicted=11.495598, expected=20.000000 predicted=12.747429, expected=8.000000 predicted=11.208647, expected=8.000000 predicted=9.211407, expected=12.000000 predicted=10.678251, expected=4.000000 predicted=10.962624, expected=12.000000 predicted=11.140931, expected=4.000000 predicted=7.333053, expected=4.000000 predicted=6.535729, expected=8.000000 predicted=7.280818, expected=8.000000 predicted=6.895453, expected=4.000000 predicted=6.743745, expected=8.000000 predicted=6.040236, expected=16.000000 predicted=9.307997, expected=8.000000 predicted=9.321204, expected=8.000000 predicted=8.583588, expected=8.000000 predicted=7.854372, expected=12.000000 predicted=10.090744, expected=4.000000 predicted=8.986002, expected=20.000000 predicted=11.474615, expected=12.000000 predicted=11.490920, expected=4.000000 predicted=9.168621, expected=8.000000 predicted=8.896766, expected=12.000000 predicted=9.542843, expected=12.000000 predicted=12.370097, expected=4.000000 predicted=8.355128, expected=16.000000 predicted=9.792161, expected=4.000000 predicted=8.555374, expected=16.000000 predicted=11.534424, expected=16.000000 predicted=12.547602, expected=8.000000 predicted=10.425783, expected=4.000000 predicted=9.403881, expected=4.000000 predicted=6.616028, expected=8.000000 predicted=8.966766, expected=16.000000 predicted=11.179592, expected=8.000000 predicted=8.890498, expected=20.000000 predicted=11.625925, expected=20.000000 predicted=14.077378, expected=24.000000 predicted=17.824759, expected=16.000000 predicted=17.633324, expected=4.000000 predicted=12.473650, expected=8.000000 predicted=12.784326, expected=8.000000 predicted=11.918240, expected=28.000000 predicted=17.822338, expected=8.000000 predicted=13.080430, expected=8.000000 predicted=9.721605, expected=12.000000 predicted=10.774640, expected=8.000000 predicted=10.938046, expected=12.000000 predicted=13.358040, expected=4.000000 predicted=7.843325, expected=16.000000 predicted=10.627564, expected=8.000000 predicted=10.144100, expected=4.000000 predicted=7.853382, expected=20.000000 predicted=11.825017, expected=8.000000 predicted=10.091277, expected=12.000000 predicted=11.873027, expected=24.000000 predicted=14.251562, expected=24.000000 predicted=17.354005, expected=28.000000 predicted=21.989697, expected=28.000000 predicted=22.016486, expected=12.000000 predicted=19.430113, expected=20.000000 predicted=21.134942, expected=16.000000 predicted=19.913318, expected=16.000000 predicted=19.678375, expected=16.000000 predicted=17.996340, expected=24.000000 predicted=18.267619, expected=20.000000 predicted=19.628107, expected=16.000000 predicted=17.840685, expected=24.000000 predicted=19.625429, expected=16.000000 predicted=18.794362, expected=16.000000 predicted=18.889252, expected=8.000000 predicted=14.765676, expected=20.000000 predicted=16.507503, expected=24.000000 predicted=19.777788, expected=24.000000 predicted=20.105616, expected=20.000000 predicted=19.335165, expected=20.000000 predicted=18.685109, expected=8.000000 predicted=16.941686, expected=16.000000 predicted=17.472239, expected=8.000000 predicted=14.634388, expected=36.000000 predicted=21.246458, expected=8.000000 predicted=16.606219, expected=8.000000 predicted=12.288194, expected=4.000000 predicted=10.310100, expected=12.000000 predicted=11.433715, expected=8.000000 predicted=13.434451, expected=8.000000 predicted=8.164923, expected=4.000000 predicted=6.624484, expected=4.000000 predicted=5.625247, expected=4.000000 predicted=6.156243, expected=12.000000 predicted=7.634634, expected=8.000000 predicted=7.605777, expected=4.000000 predicted=5.761044, expected=12.000000 predicted=7.581969, expected=8.000000 predicted=8.046493, expected=8.000000 predicted=8.885070, expected=4.000000 predicted=6.625801, expected=8.000000 predicted=6.878144, expected=12.000000 predicted=9.483806, expected=8.000000 predicted=8.506527, expected=8.000000 predicted=8.044650, expected=16.000000 predicted=10.090546, expected=12.000000 predicted=11.318947, expected=20.000000 predicted=14.251834, expected=16.000000 predicted=14.078089, expected=404.000000 predicted=140.720902, expected=4.000000 predicted=141.961000, expected=4.000000 predicted=103.317690, expected=16.000000 predicted=107.482554, expected=8.000000 predicted=107.494124, expected=4.000000 predicted=166.709707, expected=8.000000 predicted=7.249025, expected=8.000000 predicted=7.718502, expected=4.000000 predicted=7.849191, expected=24.000000 predicted=10.124370, expected=16.000000 predicted=11.364431, expected=4.000000 predicted=10.739564, expected=8.000000 predicted=10.400729, expected=4.000000 predicted=9.063320, expected=12.000000 predicted=11.146813, expected=24.000000 predicted=12.249145, expected=4.000000 predicted=9.561227, expected=28.000000 predicted=14.219950, expected=12.000000 predicted=14.097422, expected=4.000000 predicted=13.422729, expected=20.000000 predicted=15.402031, expected=4.000000 predicted=11.275242, expected=8.000000 predicted=12.466858, expected=16.000000 predicted=10.842598, expected=4.000000 predicted=9.005924, expected=24.000000 predicted=13.379381, expected=8.000000 predicted=10.810200, expected=16.000000 predicted=12.869713, expected=20.000000 predicted=15.051373, expected=4.000000 predicted=12.249113, expected=8.000000 predicted=12.993905, expected=12.000000 predicted=10.918699, expected=12.000000 predicted=11.904559, expected=4.000000 predicted=9.985829, expected=12.000000 predicted=8.686091, expected=4.000000 predicted=8.323696, expected=8.000000 predicted=8.530735, expected=8.000000 predicted=7.998048, expected=4.000000 predicted=6.472578, expected=4.000000 predicted=6.518006, expected=4.000000 predicted=5.079220, expected=8.000000 predicted=5.997760, expected=8.000000 predicted=6.217958, expected=4.000000 Test MSE: 731.261
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582])] predicted=80.340407, expected=72.000000 predicted=63.733649, expected=56.000000 predicted=75.299503, expected=24.000000 predicted=81.448094, expected=88.000000 predicted=72.370321, expected=80.000000 predicted=70.338190, expected=88.000000 predicted=75.855663, expected=56.000000 predicted=63.863253, expected=48.000000 predicted=40.420705, expected=28.000000 predicted=59.624438, expected=112.000000 predicted=90.428075, expected=112.000000 predicted=90.660188, expected=132.000000 predicted=90.829344, expected=68.000000 predicted=69.246609, expected=100.000000 predicted=71.221495, expected=72.000000 predicted=93.061741, expected=60.000000 predicted=80.643707, expected=40.000000 predicted=89.237794, expected=112.000000 predicted=86.215482, expected=48.000000 predicted=67.927076, expected=68.000000 predicted=71.130355, expected=52.000000 predicted=64.251848, expected=72.000000 predicted=49.952513, expected=56.000000 predicted=83.370894, expected=44.000000 predicted=46.126797, expected=136.000000 predicted=101.492820, expected=144.000000 predicted=89.312590, expected=60.000000 predicted=66.482342, expected=36.000000 predicted=66.085093, expected=68.000000 predicted=61.414494, expected=64.000000 predicted=85.780067, expected=80.000000 predicted=104.942194, expected=108.000000 predicted=85.349461, expected=96.000000 predicted=64.941144, expected=48.000000 predicted=62.688707, expected=68.000000 predicted=73.760965, expected=60.000000 predicted=67.836400, expected=36.000000 predicted=66.016315, expected=76.000000 predicted=87.463766, expected=112.000000 predicted=75.088589, expected=124.000000 predicted=89.320519, expected=120.000000 predicted=94.366380, expected=80.000000 predicted=66.262264, expected=104.000000 predicted=95.597914, expected=48.000000 predicted=79.466091, expected=68.000000 predicted=93.743540, expected=88.000000 predicted=103.322814, expected=164.000000 predicted=111.291244, expected=80.000000 predicted=89.919523, expected=88.000000 predicted=77.949645, expected=64.000000 predicted=77.738025, expected=48.000000 predicted=60.857198, expected=48.000000 predicted=105.277831, expected=88.000000 predicted=79.457286, expected=116.000000 predicted=95.116633, expected=76.000000 predicted=68.669632, expected=68.000000 predicted=67.046137, expected=72.000000 predicted=65.748811, expected=80.000000 predicted=78.630674, expected=48.000000 predicted=79.640189, expected=80.000000 predicted=79.690760, expected=92.000000 predicted=78.402399, expected=72.000000 predicted=67.412266, expected=80.000000 predicted=84.775897, expected=84.000000 predicted=68.074677, expected=56.000000 predicted=66.019634, expected=52.000000 predicted=74.567907, expected=88.000000 predicted=79.917623, expected=148.000000 predicted=105.778917, expected=64.000000 predicted=70.399273, expected=48.000000 predicted=64.212245, expected=92.000000 predicted=81.805594, expected=76.000000 predicted=68.723974, expected=80.000000 predicted=109.885798, expected=128.000000 predicted=100.012369, expected=148.000000 predicted=92.963951, expected=92.000000 predicted=92.247341, expected=40.000000 predicted=70.995423, expected=124.000000 predicted=108.556495, expected=36.000000 predicted=70.259930, expected=84.000000 predicted=112.264399, expected=100.000000 predicted=101.968065, expected=76.000000 predicted=47.822672, expected=92.000000 predicted=112.995442, expected=60.000000 predicted=51.992979, expected=44.000000 predicted=64.385005, expected=64.000000 predicted=83.532894, expected=64.000000 predicted=64.330429, expected=80.000000 predicted=81.858115, expected=108.000000 predicted=83.881945, expected=60.000000 predicted=52.419890, expected=48.000000 predicted=62.606875, expected=72.000000 predicted=72.289556, expected=56.000000 predicted=60.918648, expected=52.000000 predicted=77.833316, expected=68.000000 predicted=66.396005, expected=108.000000 predicted=73.931454, expected=72.000000 predicted=68.965978, expected=52.000000 predicted=59.898861, expected=52.000000 predicted=59.598457, expected=44.000000 predicted=52.589108, expected=44.000000 predicted=72.199753, expected=96.000000 predicted=81.210119, expected=140.000000 predicted=89.324611, expected=100.000000 predicted=73.916703, expected=100.000000 predicted=82.884539, expected=88.000000 predicted=74.334891, expected=48.000000 predicted=70.179952, expected=72.000000 predicted=106.633223, expected=68.000000 predicted=80.091860, expected=52.000000 predicted=70.796811, expected=116.000000 predicted=102.883518, expected=60.000000 predicted=51.271709, expected=112.000000 predicted=92.526415, expected=64.000000 predicted=71.806835, expected=64.000000 predicted=56.838085, expected=124.000000 predicted=121.665075, expected=116.000000 predicted=79.634254, expected=72.000000 predicted=92.930156, expected=80.000000 predicted=83.193063, expected=40.000000 predicted=53.983194, expected=48.000000 predicted=82.316498, expected=48.000000 predicted=79.759899, expected=100.000000 predicted=78.910128, expected=100.000000 predicted=85.507564, expected=100.000000 predicted=71.086344, expected=68.000000 predicted=66.301705, expected=72.000000 predicted=64.448166, expected=60.000000 predicted=79.658563, expected=100.000000 predicted=94.998401, expected=88.000000 predicted=90.541102, expected=124.000000 predicted=94.551395, expected=60.000000 predicted=70.775000, expected=76.000000 predicted=72.344825, expected=88.000000 predicted=96.083278, expected=76.000000 predicted=74.603416, expected=44.000000 predicted=85.602334, expected=124.000000 predicted=93.251841, expected=104.000000 predicted=83.458003, expected=72.000000 predicted=78.732173, expected=36.000000 predicted=69.273449, expected=76.000000 predicted=61.253609, expected=68.000000 predicted=87.723872, expected=56.000000 predicted=74.938983, expected=128.000000 predicted=102.022759, expected=120.000000 predicted=73.357517, expected=120.000000 predicted=97.533209, expected=68.000000 predicted=79.469810, expected=100.000000 predicted=82.451794, expected=80.000000 predicted=101.618293, expected=64.000000 predicted=86.984439, expected=128.000000 predicted=124.720132, expected=144.000000 predicted=99.199072, expected=80.000000 predicted=89.001325, expected=60.000000 predicted=83.949924, expected=124.000000 predicted=97.370861, expected=32.000000 predicted=70.246975, expected=76.000000 predicted=110.669477, expected=128.000000 predicted=105.478708, expected=192.000000 predicted=109.449733, expected=92.000000 predicted=110.687324, expected=64.000000 predicted=66.085840, expected=60.000000 predicted=80.798085, expected=84.000000 predicted=93.573814, expected=52.000000 predicted=113.558168, expected=112.000000 predicted=100.821445, expected=128.000000 predicted=94.049272, expected=100.000000 predicted=76.434426, expected=56.000000 predicted=81.329216, expected=60.000000 predicted=63.418129, expected=52.000000 predicted=78.128635, expected=64.000000 predicted=88.780340, expected=112.000000 predicted=102.534879, expected=100.000000 predicted=73.830927, expected=96.000000 predicted=80.834828, expected=44.000000 predicted=57.175678, expected=68.000000 predicted=68.927732, expected=44.000000 predicted=75.697183, expected=52.000000 predicted=69.898462, expected=116.000000 predicted=104.790266, expected=112.000000 predicted=70.773077, expected=68.000000 predicted=70.471975, expected=96.000000 predicted=81.707938, expected=52.000000 predicted=52.520376, expected=60.000000 predicted=84.821564, expected=56.000000 predicted=85.693224, expected=84.000000 predicted=69.998969, expected=124.000000 predicted=106.276887, expected=88.000000 predicted=68.182134, expected=48.000000 predicted=62.015137, expected=88.000000 predicted=79.928121, expected=28.000000 predicted=51.051538, expected=60.000000 predicted=88.783463, expected=80.000000 predicted=84.632682, expected=84.000000 predicted=57.550233, expected=116.000000 predicted=103.091851, expected=112.000000 predicted=71.792773, expected=96.000000 predicted=80.507339, expected=76.000000 predicted=84.375805, expected=64.000000 predicted=76.187174, expected=88.000000 predicted=99.429387, expected=152.000000 predicted=124.777738, expected=52.000000 predicted=70.908594, expected=80.000000 predicted=87.722987, expected=108.000000 predicted=91.568160, expected=64.000000 predicted=64.479253, expected=40.000000 predicted=100.923922, expected=60.000000 predicted=61.383782, expected=112.000000 predicted=87.261857, expected=88.000000 predicted=90.098604, expected=48.000000 predicted=61.568462, expected=84.000000 predicted=71.593839, expected=56.000000 predicted=54.529547, expected=52.000000 predicted=77.998006, expected=80.000000 predicted=86.352224, expected=108.000000 predicted=72.233153, expected=80.000000 predicted=79.490102, expected=44.000000 predicted=57.442792, expected=100.000000 predicted=81.488193, expected=64.000000 predicted=65.775709, expected=28.000000 predicted=66.486000, expected=68.000000 predicted=81.368853, expected=104.000000 predicted=66.111620, expected=76.000000 predicted=80.027264, expected=68.000000 predicted=73.119623, expected=80.000000 predicted=60.586913, expected=56.000000 predicted=59.193513, expected=56.000000 predicted=79.713639, expected=112.000000 predicted=93.071765, expected=108.000000 predicted=80.706105, expected=100.000000 predicted=90.292029, expected=84.000000 predicted=79.133859, expected=84.000000 predicted=72.774840, expected=60.000000 predicted=85.376887, expected=40.000000 predicted=73.866048, expected=76.000000 predicted=87.349355, expected=128.000000 predicted=97.768785, expected=76.000000 predicted=74.258622, expected=44.000000 predicted=62.129458, expected=32.000000 predicted=47.176373, expected=48.000000 predicted=56.648671, expected=68.000000 predicted=89.347656, expected=80.000000 predicted=73.092949, expected=120.000000 predicted=81.709913, expected=128.000000 predicted=80.330388, expected=36.000000 predicted=47.019312, expected=68.000000 predicted=80.468166, expected=28.000000 predicted=54.485230, expected=60.000000 predicted=79.595083, expected=56.000000 predicted=90.377552, expected=96.000000 predicted=60.653568, expected=56.000000 predicted=63.318237, expected=56.000000 predicted=45.916609, expected=40.000000 predicted=55.623580, expected=92.000000 predicted=69.089293, expected=140.000000 predicted=110.849047, expected=156.000000 predicted=100.246744, expected=84.000000 predicted=78.122254, expected=76.000000 predicted=72.447505, expected=80.000000 predicted=90.004765, expected=80.000000 predicted=100.051363, expected=128.000000 predicted=136.896112, expected=136.000000 predicted=106.432210, expected=80.000000 predicted=79.596357, expected=76.000000 predicted=89.181458, expected=56.000000 predicted=71.394017, expected=80.000000 predicted=97.347714, expected=52.000000 predicted=90.275707, expected=48.000000 predicted=63.328454, expected=92.000000 predicted=85.283373, expected=60.000000 predicted=52.568230, expected=60.000000 predicted=71.062473, expected=84.000000 predicted=72.929356, expected=64.000000 predicted=51.981227, expected=52.000000 predicted=72.784807, expected=72.000000 predicted=69.389570, expected=100.000000 predicted=75.603305, expected=84.000000 predicted=80.060211, expected=52.000000 predicted=62.722692, expected=60.000000 predicted=62.721429, expected=48.000000 predicted=58.252934, expected=32.000000 predicted=62.205660, expected=92.000000 predicted=87.087590, expected=124.000000 predicted=80.938360, expected=76.000000 predicted=64.754404, expected=56.000000 predicted=64.265974, expected=68.000000 predicted=57.448376, expected=68.000000 predicted=73.360618, expected=76.000000 predicted=95.216470, expected=72.000000 predicted=74.356872, expected=44.000000 predicted=51.582517, expected=80.000000 predicted=76.121451, expected=64.000000 predicted=63.157089, expected=52.000000 predicted=61.735858, expected=56.000000 predicted=68.544074, expected=72.000000 predicted=56.198847, expected=68.000000 predicted=70.522289, expected=76.000000 predicted=70.224612, expected=48.000000 predicted=52.513805, expected=72.000000 predicted=65.503710, expected=56.000000 predicted=63.307514, expected=60.000000 predicted=61.605312, expected=60.000000 predicted=69.745376, expected=88.000000 predicted=65.799338, expected=32.000000 predicted=51.446230, expected=56.000000 predicted=59.846218, expected=52.000000 predicted=57.726048, expected=60.000000 predicted=53.320964, expected=84.000000 predicted=85.690201, expected=108.000000 predicted=67.758275, expected=56.000000 predicted=56.847781, expected=72.000000 predicted=69.295714, expected=72.000000 predicted=68.612924, expected=52.000000 predicted=62.345302, expected=60.000000 predicted=85.518485, expected=116.000000 predicted=83.981214, expected=132.000000 predicted=94.473852, expected=92.000000 predicted=82.755101, expected=60.000000 predicted=68.247034, expected=76.000000 predicted=74.075085, expected=24.000000 predicted=65.007115, expected=56.000000 predicted=91.227274, expected=96.000000 predicted=91.025483, expected=96.000000 predicted=68.442909, expected=60.000000 predicted=71.957837, expected=60.000000 predicted=51.399805, expected=64.000000 predicted=60.980108, expected=56.000000 predicted=70.824892, expected=60.000000 predicted=77.183359, expected=64.000000 predicted=61.996002, expected=68.000000 predicted=62.553839, expected=88.000000 predicted=75.376591, expected=80.000000 predicted=67.385919, expected=56.000000 predicted=60.100628, expected=44.000000 predicted=58.991718, expected=64.000000 predicted=65.697485, expected=48.000000 predicted=63.081953, expected=84.000000 predicted=79.750851, expected=60.000000 predicted=58.119424, expected=96.000000 predicted=69.412827, expected=40.000000 predicted=55.275010, expected=44.000000 predicted=48.156607, expected=68.000000 predicted=78.725615, expected=100.000000 predicted=70.565893, expected=148.000000 predicted=116.945908, expected=92.000000 predicted=67.596053, expected=64.000000 predicted=64.632759, expected=56.000000 predicted=71.841063, expected=48.000000 predicted=68.721597, expected=52.000000 predicted=94.499442, expected=72.000000 predicted=78.848913, expected=108.000000 predicted=82.118087, expected=68.000000 predicted=60.779761, expected=36.000000 predicted=48.956079, expected=48.000000 predicted=57.439850, expected=36.000000 predicted=48.912943, expected=36.000000 predicted=66.998261, expected=36.000000 predicted=52.226868, expected=128.000000 predicted=78.195460, expected=68.000000 predicted=52.317991, expected=68.000000 predicted=56.985428, expected=56.000000 predicted=58.679103, expected=36.000000 predicted=32.322567, expected=44.000000 predicted=84.929128, expected=68.000000 predicted=64.830705, expected=108.000000 predicted=81.966201, expected=32.000000 predicted=43.680267, expected=40.000000 predicted=47.196216, expected=20.000000 predicted=37.810704, expected=32.000000 predicted=42.087201, expected=64.000000 predicted=82.256809, expected=76.000000 predicted=48.805355, expected=112.000000 predicted=75.186779, expected=48.000000 predicted=38.007549, expected=48.000000 predicted=47.640675, expected=48.000000 predicted=60.861328, expected=76.000000 predicted=67.788917, expected=76.000000 predicted=89.466151, expected=76.000000 predicted=62.087649, expected=64.000000 predicted=60.084882, expected=72.000000 predicted=61.671612, expected=56.000000 predicted=65.764916, expected=60.000000 predicted=67.401819, expected=60.000000 predicted=68.167178, expected=44.000000 predicted=52.544940, expected=64.000000 predicted=68.408028, expected=120.000000 predicted=84.914497, expected=56.000000 predicted=53.677324, expected=72.000000 predicted=72.592271, expected=52.000000 predicted=55.387385, expected=32.000000 predicted=43.645619, expected=80.000000 predicted=99.434614, expected=60.000000 predicted=52.901556, expected=88.000000 predicted=77.289644, expected=76.000000 predicted=67.712115, expected=48.000000 predicted=41.255014, expected=48.000000 predicted=68.772675, expected=28.000000 predicted=43.966579, expected=40.000000 predicted=60.753846, expected=60.000000 predicted=65.043749, expected=104.000000 predicted=70.503920, expected=84.000000 predicted=64.311188, expected=128.000000 predicted=81.544193, expected=52.000000 predicted=51.873523, expected=76.000000 predicted=71.859657, expected=68.000000 predicted=89.085611, expected=80.000000 predicted=74.029350, expected=92.000000 predicted=108.706980, expected=28.000000 predicted=41.458640, expected=64.000000 predicted=74.403855, expected=36.000000 predicted=52.052905, expected=20.000000 predicted=44.823784, expected=20.000000 predicted=58.416610, expected=32.000000 predicted=27.239445, expected=56.000000 predicted=54.755486, expected=72.000000 predicted=51.129523, expected=44.000000 predicted=33.637901, expected=72.000000 predicted=50.782191, expected=28.000000 predicted=32.549136, expected=56.000000 predicted=55.145704, expected=80.000000 predicted=75.069729, expected=64.000000 predicted=48.781595, expected=68.000000 predicted=72.658292, expected=48.000000 predicted=42.747051, expected=20.000000 predicted=39.326189, expected=40.000000 predicted=60.510105, expected=36.000000 predicted=45.919301, expected=88.000000 predicted=71.886436, expected=48.000000 predicted=47.142263, expected=76.000000 predicted=50.506321, expected=40.000000 predicted=45.663384, expected=84.000000 predicted=58.103559, expected=44.000000 Test MSE: 742.802
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869])] predicted=11.228686, expected=16.000000 predicted=11.623389, expected=12.000000 predicted=11.780543, expected=8.000000 predicted=13.378771, expected=4.000000 predicted=11.828767, expected=20.000000 predicted=12.674620, expected=44.000000 predicted=17.980985, expected=28.000000 predicted=18.869532, expected=12.000000 predicted=16.670230, expected=28.000000 predicted=21.299144, expected=4.000000 predicted=24.733836, expected=8.000000 predicted=22.057161, expected=28.000000 predicted=17.582414, expected=12.000000 predicted=17.335107, expected=36.000000 predicted=18.684376, expected=24.000000 predicted=16.943067, expected=28.000000 predicted=23.596860, expected=16.000000 predicted=22.040793, expected=16.000000 predicted=23.081373, expected=20.000000 predicted=23.538918, expected=8.000000 predicted=19.811717, expected=20.000000 predicted=18.097793, expected=28.000000 predicted=18.126683, expected=12.000000 predicted=18.079085, expected=36.000000 predicted=19.545951, expected=8.000000 predicted=18.170617, expected=8.000000 predicted=19.685737, expected=12.000000 predicted=15.861447, expected=24.000000 predicted=19.592799, expected=4.000000 predicted=15.385675, expected=24.000000 predicted=12.680091, expected=20.000000 predicted=14.684078, expected=8.000000 predicted=16.645777, expected=8.000000 predicted=13.064151, expected=16.000000 predicted=13.966793, expected=16.000000 predicted=16.650512, expected=4.000000 predicted=11.845947, expected=8.000000 predicted=9.281298, expected=12.000000 predicted=11.002245, expected=24.000000 predicted=14.509994, expected=4.000000 predicted=10.787584, expected=4.000000 predicted=8.612621, expected=4.000000 predicted=8.804417, expected=8.000000 predicted=11.274097, expected=4.000000 predicted=8.150149, expected=12.000000 predicted=5.923278, expected=8.000000 predicted=6.347585, expected=12.000000 predicted=8.136480, expected=8.000000 predicted=8.022554, expected=8.000000 predicted=8.878926, expected=4.000000 predicted=8.435466, expected=20.000000 predicted=10.474919, expected=8.000000 predicted=10.071242, expected=4.000000 predicted=8.565175, expected=8.000000 predicted=7.591513, expected=4.000000 predicted=9.134970, expected=8.000000 predicted=9.109746, expected=4.000000 predicted=5.738289, expected=4.000000 predicted=5.565324, expected=20.000000 predicted=7.864980, expected=12.000000 predicted=8.915455, expected=16.000000 predicted=10.252091, expected=4.000000 predicted=8.625408, expected=16.000000 predicted=12.645762, expected=28.000000 predicted=16.143326, expected=4.000000 predicted=13.941312, expected=4.000000 predicted=10.692741, expected=4.000000 predicted=9.615083, expected=8.000000 predicted=12.998494, expected=12.000000 predicted=10.162896, expected=12.000000 predicted=7.178581, expected=12.000000 predicted=8.153949, expected=24.000000 predicted=11.721598, expected=8.000000 predicted=12.523300, expected=4.000000 predicted=11.683625, expected=8.000000 predicted=10.776025, expected=8.000000 predicted=12.282156, expected=4.000000 predicted=9.663509, expected=4.000000 predicted=5.649863, expected=16.000000 predicted=7.544049, expected=4.000000 predicted=7.576061, expected=40.000000 predicted=12.602519, expected=24.000000 predicted=14.484935, expected=24.000000 predicted=18.823153, expected=12.000000 predicted=17.136116, expected=4.000000 predicted=19.233177, expected=4.000000 predicted=18.395489, expected=44.000000 predicted=20.652449, expected=4.000000 predicted=16.123676, expected=8.000000 predicted=11.587787, expected=36.000000 predicted=14.084148, expected=12.000000 predicted=20.934118, expected=16.000000 predicted=19.752579, expected=8.000000 predicted=11.968574, expected=4.000000 predicted=15.950194, expected=8.000000 predicted=14.254833, expected=4.000000 predicted=9.438392, expected=16.000000 predicted=9.804560, expected=12.000000 predicted=8.369559, expected=20.000000 predicted=10.790595, expected=16.000000 predicted=11.676899, expected=20.000000 predicted=14.815909, expected=32.000000 predicted=18.923104, expected=12.000000 predicted=18.772360, expected=12.000000 predicted=18.163491, expected=12.000000 predicted=16.705999, expected=8.000000 predicted=17.725475, expected=4.000000 predicted=13.451005, expected=8.000000 predicted=9.444376, expected=16.000000 predicted=10.546502, expected=16.000000 predicted=11.027447, expected=28.000000 predicted=13.105423, expected=16.000000 predicted=13.913504, expected=16.000000 predicted=16.420056, expected=4.000000 predicted=15.017001, expected=20.000000 predicted=17.811437, expected=8.000000 predicted=15.621678, expected=4.000000 predicted=11.989954, expected=20.000000 predicted=11.102465, expected=8.000000 predicted=11.616572, expected=28.000000 predicted=15.055294, expected=4.000000 predicted=10.748179, expected=4.000000 predicted=11.854033, expected=16.000000 predicted=12.176760, expected=8.000000 predicted=13.358918, expected=4.000000 predicted=10.517328, expected=12.000000 predicted=7.162171, expected=8.000000 predicted=9.367481, expected=20.000000 predicted=11.732462, expected=8.000000 predicted=9.350910, expected=12.000000 predicted=10.801590, expected=4.000000 predicted=9.790549, expected=4.000000 predicted=10.215154, expected=8.000000 predicted=9.204809, expected=4.000000 predicted=7.318561, expected=8.000000 predicted=6.654188, expected=8.000000 predicted=5.743046, expected=24.000000 predicted=9.823939, expected=12.000000 predicted=10.364980, expected=12.000000 predicted=11.044488, expected=12.000000 predicted=11.504789, expected=8.000000 predicted=13.613119, expected=28.000000 predicted=16.273454, expected=20.000000 predicted=15.514511, expected=8.000000 predicted=14.577071, expected=8.000000 predicted=12.346759, expected=4.000000 predicted=13.454767, expected=32.000000 predicted=18.105623, expected=36.000000 predicted=18.431093, expected=44.000000 predicted=22.305322, expected=20.000000 predicted=21.146577, expected=4.000000 predicted=22.001106, expected=8.000000 predicted=23.552157, expected=8.000000 predicted=22.608791, expected=68.000000 predicted=28.861010, expected=8.000000 predicted=18.877688, expected=4.000000 predicted=14.284552, expected=8.000000 predicted=12.853924, expected=16.000000 predicted=25.276800, expected=12.000000 predicted=20.619450, expected=8.000000 predicted=8.590550, expected=8.000000 predicted=8.594771, expected=8.000000 predicted=10.523972, expected=16.000000 predicted=11.938516, expected=16.000000 predicted=11.414778, expected=12.000000 predicted=11.001627, expected=16.000000 predicted=11.890985, expected=24.000000 predicted=15.600936, expected=16.000000 predicted=16.900588, expected=8.000000 predicted=14.545562, expected=16.000000 predicted=14.895777, expected=16.000000 predicted=17.142688, expected=16.000000 predicted=16.662536, expected=4.000000 predicted=11.722589, expected=8.000000 predicted=11.337623, expected=16.000000 predicted=13.272297, expected=12.000000 predicted=13.087950, expected=20.000000 predicted=12.181562, expected=12.000000 predicted=11.202453, expected=4.000000 predicted=11.956155, expected=12.000000 predicted=12.283546, expected=4.000000 predicted=11.661473, expected=36.000000 predicted=15.760255, expected=16.000000 predicted=13.305991, expected=4.000000 predicted=12.071619, expected=16.000000 predicted=12.227337, expected=12.000000 predicted=17.090848, expected=16.000000 predicted=17.754124, expected=8.000000 predicted=10.835061, expected=20.000000 predicted=13.074102, expected=8.000000 predicted=13.111096, expected=12.000000 predicted=13.121677, expected=20.000000 predicted=13.361025, expected=40.000000 predicted=19.397087, expected=24.000000 predicted=19.838450, expected=8.000000 predicted=16.784210, expected=20.000000 predicted=19.434274, expected=4.000000 predicted=21.385792, expected=28.000000 predicted=22.461229, expected=12.000000 predicted=15.273317, expected=4.000000 predicted=13.319272, expected=4.000000 predicted=10.153571, expected=8.000000 predicted=12.024313, expected=20.000000 predicted=13.792046, expected=8.000000 predicted=9.026078, expected=12.000000 predicted=8.486617, expected=4.000000 predicted=8.422934, expected=20.000000 predicted=13.343144, expected=4.000000 predicted=11.087562, expected=32.000000 predicted=13.810318, expected=12.000000 predicted=12.846660, expected=12.000000 predicted=14.461452, expected=16.000000 predicted=14.004838, expected=12.000000 predicted=16.701745, expected=20.000000 predicted=17.376590, expected=32.000000 predicted=17.242115, expected=8.000000 predicted=16.528063, expected=24.000000 predicted=17.501600, expected=4.000000 predicted=16.249503, expected=24.000000 predicted=20.725243, expected=32.000000 predicted=20.036524, expected=20.000000 predicted=19.840235, expected=24.000000 predicted=18.935366, expected=4.000000 predicted=17.443055, expected=40.000000 predicted=25.421315, expected=12.000000 predicted=22.527923, expected=12.000000 predicted=19.338869, expected=4.000000 predicted=13.440080, expected=24.000000 predicted=19.108854, expected=20.000000 predicted=19.136961, expected=20.000000 predicted=15.227736, expected=28.000000 predicted=16.088741, expected=20.000000 predicted=19.753742, expected=4.000000 predicted=18.993082, expected=8.000000 predicted=16.278306, expected=28.000000 predicted=19.798436, expected=12.000000 predicted=18.177933, expected=8.000000 predicted=12.028155, expected=4.000000 predicted=9.337902, expected=8.000000 predicted=13.285170, expected=12.000000 predicted=12.704298, expected=28.000000 predicted=12.315309, expected=16.000000 predicted=11.938168, expected=16.000000 predicted=12.777774, expected=16.000000 predicted=14.887166, expected=12.000000 predicted=17.939962, expected=16.000000 predicted=17.475444, expected=16.000000 predicted=15.566905, expected=8.000000 predicted=14.232212, expected=8.000000 predicted=12.299304, expected=16.000000 predicted=13.125464, expected=12.000000 predicted=13.525767, expected=4.000000 predicted=10.287984, expected=8.000000 predicted=8.728509, expected=12.000000 predicted=10.832054, expected=16.000000 predicted=12.043009, expected=4.000000 predicted=8.659840, expected=28.000000 predicted=11.502671, expected=4.000000 predicted=12.028709, expected=4.000000 predicted=11.530827, expected=48.000000 predicted=15.982177, expected=8.000000 predicted=18.147847, expected=8.000000 predicted=15.226959, expected=8.000000 predicted=10.530922, expected=24.000000 predicted=20.849429, expected=24.000000 predicted=20.009774, expected=8.000000 predicted=12.500639, expected=24.000000 predicted=14.538615, expected=12.000000 predicted=17.337078, expected=4.000000 predicted=17.140051, expected=32.000000 predicted=16.354310, expected=12.000000 predicted=16.643877, expected=36.000000 predicted=19.660155, expected=8.000000 predicted=15.182606, expected=12.000000 predicted=18.692263, expected=4.000000 predicted=16.360553, expected=36.000000 predicted=20.665539, expected=4.000000 predicted=16.801774, expected=4.000000 predicted=10.900866, expected=4.000000 predicted=9.198196, expected=28.000000 predicted=16.381669, expected=24.000000 predicted=16.405644, expected=8.000000 predicted=10.668482, expected=20.000000 predicted=12.579261, expected=4.000000 predicted=16.025076, expected=24.000000 predicted=19.148353, expected=8.000000 predicted=14.267864, expected=4.000000 Test MSE: 111.346
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355])] predicted=371.525805, expected=360.000000 predicted=422.771621, expected=404.000000 predicted=365.763212, expected=528.000000 predicted=456.767975, expected=328.000000 predicted=372.057732, expected=432.000000 predicted=381.208525, expected=408.000000 predicted=390.698606, expected=284.000000 predicted=351.103420, expected=496.000000 predicted=475.552081, expected=508.000000 predicted=418.054569, expected=580.000000 predicted=500.417858, expected=500.000000 predicted=472.084009, expected=352.000000 predicted=373.321199, expected=432.000000 predicted=461.919893, expected=340.000000 predicted=412.293747, expected=324.000000 predicted=421.643633, expected=660.000000 predicted=534.413882, expected=316.000000 predicted=354.668041, expected=392.000000 predicted=423.105370, expected=364.000000 predicted=364.580455, expected=312.000000 predicted=334.642689, expected=680.000000 predicted=589.712720, expected=308.000000 predicted=342.747299, expected=568.000000 predicted=485.724952, expected=492.000000 predicted=438.929909, expected=372.000000 predicted=391.873708, expected=332.000000 predicted=468.284794, expected=408.000000 predicted=374.839239, expected=256.000000 predicted=385.055601, expected=284.000000 predicted=363.255795, expected=408.000000 predicted=366.386560, expected=620.000000 predicted=454.753096, expected=380.000000 predicted=401.526626, expected=284.000000 predicted=322.609967, expected=404.000000 predicted=362.784942, expected=244.000000 predicted=328.684643, expected=592.000000 predicted=531.762691, expected=528.000000 predicted=441.330520, expected=560.000000 predicted=455.597076, expected=524.000000 predicted=481.301865, expected=368.000000 predicted=376.335450, expected=540.000000 predicted=539.700260, expected=320.000000 predicted=423.984940, expected=300.000000 predicted=417.847007, expected=448.000000 predicted=443.929398, expected=556.000000 predicted=451.505232, expected=332.000000 predicted=424.114530, expected=416.000000 predicted=390.177729, expected=444.000000 predicted=388.490473, expected=168.000000 predicted=324.120777, expected=700.000000 predicted=555.904332, expected=356.000000 predicted=362.883780, expected=460.000000 predicted=451.325438, expected=328.000000 predicted=384.370660, expected=420.000000 predicted=346.386295, expected=332.000000 predicted=458.265378, expected=304.000000 predicted=341.357627, expected=348.000000 predicted=376.875470, expected=424.000000 predicted=369.968292, expected=296.000000 predicted=351.968220, expected=304.000000 predicted=324.766942, expected=368.000000 predicted=334.656471, expected=308.000000 predicted=328.699493, expected=288.000000 predicted=339.534752, expected=300.000000 predicted=299.754511, expected=408.000000 predicted=346.485476, expected=580.000000 predicted=445.497264, expected=292.000000 predicted=334.530444, expected=480.000000 predicted=402.378824, expected=552.000000 predicted=434.057299, expected=456.000000 predicted=451.234859, expected=492.000000 predicted=511.595154, expected=664.000000 predicted=498.967257, expected=636.000000 predicted=564.418742, expected=332.000000 predicted=473.757130, expected=268.000000 predicted=395.263983, expected=472.000000 predicted=459.048391, expected=360.000000 predicted=461.515498, expected=256.000000 predicted=406.298227, expected=428.000000 predicted=370.588241, expected=476.000000 predicted=377.855928, expected=372.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=410.887104, expected=300.000000 predicted=346.765961, expected=448.000000 predicted=368.125160, expected=392.000000 predicted=398.337786, expected=280.000000 predicted=370.830301, expected=524.000000 predicted=429.299521, expected=460.000000 predicted=391.740568, expected=312.000000 predicted=390.606501, expected=332.000000 predicted=368.786519, expected=392.000000 predicted=350.446982, expected=320.000000 predicted=392.676285, expected=280.000000 predicted=352.920330, expected=400.000000 predicted=349.997377, expected=452.000000 predicted=382.023615, expected=256.000000 predicted=332.198807, expected=304.000000 predicted=324.483515, expected=472.000000 predicted=370.107427, expected=268.000000 predicted=333.302484, expected=364.000000 predicted=387.993842, expected=528.000000 predicted=389.571473, expected=516.000000 predicted=420.431713, expected=480.000000 predicted=472.989713, expected=380.000000 predicted=375.600586, expected=848.000000 predicted=593.022334, expected=236.000000 predicted=415.758819, expected=336.000000 predicted=449.929830, expected=364.000000 predicted=405.708508, expected=288.000000 predicted=342.572999, expected=444.000000 predicted=528.635069, expected=296.000000 predicted=294.059903, expected=492.000000 predicted=406.814863, expected=256.000000 predicted=323.289527, expected=416.000000 predicted=366.559559, expected=620.000000 predicted=485.234361, expected=564.000000 predicted=454.747311, expected=364.000000 predicted=447.633973, expected=388.000000 predicted=379.922863, expected=468.000000 predicted=443.265683, expected=336.000000 predicted=446.482495, expected=372.000000 predicted=435.768074, expected=464.000000 predicted=407.139639, expected=424.000000 predicted=407.045215, expected=268.000000 predicted=370.807398, expected=280.000000 predicted=324.419097, expected=456.000000 predicted=390.642697, expected=264.000000 predicted=346.181576, expected=324.000000 predicted=358.455171, expected=352.000000 predicted=315.440594, expected=476.000000 predicted=376.392884, expected=396.000000 predicted=405.150012, expected=536.000000 predicted=418.549377, expected=460.000000 predicted=415.277454, expected=316.000000 predicted=375.251654, expected=324.000000 predicted=396.872783, expected=584.000000 predicted=464.179619, expected=544.000000 predicted=502.023014, expected=448.000000 predicted=464.042846, expected=712.000000 predicted=531.425907, expected=344.000000 predicted=401.566651, expected=340.000000 predicted=470.798555, expected=288.000000 predicted=401.228452, expected=416.000000 predicted=410.382465, expected=464.000000 predicted=499.497858, expected=364.000000 predicted=367.430626, expected=264.000000 predicted=327.089012, expected=544.000000 predicted=412.416777, expected=232.000000 predicted=332.050047, expected=240.000000 predicted=347.273603, expected=504.000000 predicted=397.436355, expected=540.000000 predicted=400.618899, expected=300.000000 predicted=411.787335, expected=328.000000 predicted=329.812809, expected=460.000000 predicted=368.864157, expected=248.000000 predicted=362.529766, expected=364.000000 predicted=413.282472, expected=408.000000 predicted=350.994886, expected=500.000000 predicted=407.714121, expected=336.000000 predicted=393.349725, expected=300.000000 predicted=320.286321, expected=372.000000 predicted=366.386202, expected=376.000000 predicted=375.845491, expected=412.000000 predicted=419.726291, expected=712.000000 predicted=500.225821, expected=712.000000 predicted=522.787693, expected=416.000000 predicted=462.712930, expected=388.000000 predicted=446.199021, expected=308.000000 predicted=392.856394, expected=280.000000 predicted=443.911540, expected=440.000000 predicted=486.960286, expected=272.000000 predicted=333.624183, expected=444.000000 predicted=398.450448, expected=308.000000 predicted=319.973570, expected=280.000000 predicted=306.476677, expected=324.000000 predicted=355.940757, expected=256.000000 predicted=277.027140, expected=392.000000 predicted=377.191288, expected=448.000000 predicted=364.542180, expected=528.000000 predicted=409.328739, expected=404.000000 predicted=390.026803, expected=340.000000 predicted=350.679277, expected=336.000000 predicted=374.030595, expected=268.000000 predicted=350.225637, expected=316.000000 predicted=379.725285, expected=420.000000 predicted=379.271764, expected=468.000000 predicted=391.503671, expected=352.000000 predicted=359.846057, expected=332.000000 predicted=334.725325, expected=396.000000 predicted=364.973470, expected=232.000000 predicted=326.513701, expected=264.000000 predicted=343.180150, expected=428.000000 predicted=361.114958, expected=304.000000 predicted=315.647439, expected=504.000000 predicted=423.462120, expected=552.000000 predicted=405.421805, expected=896.000000 predicted=587.833726, expected=344.000000 predicted=450.189188, expected=312.000000 predicted=402.136155, expected=408.000000 predicted=450.473768, expected=552.000000 predicted=508.422734, expected=348.000000 predicted=531.961528, expected=368.000000 predicted=381.937440, expected=348.000000 predicted=352.185442, expected=248.000000 predicted=331.312650, expected=280.000000 predicted=371.236425, expected=380.000000 predicted=342.503760, expected=504.000000 predicted=405.583076, expected=380.000000 predicted=370.148389, expected=228.000000 predicted=289.742035, expected=312.000000 predicted=316.603468, expected=212.000000 predicted=288.463965, expected=316.000000 predicted=357.279168, expected=364.000000 predicted=337.773443, expected=448.000000 predicted=341.178359, expected=284.000000 predicted=314.275756, expected=328.000000 predicted=305.577905, expected=356.000000 predicted=337.782860, expected=748.000000 predicted=514.185605, expected=232.000000 predicted=360.997796, expected=368.000000 predicted=374.853255, expected=532.000000 predicted=429.725599, expected=356.000000 predicted=373.714868, expected=376.000000 predicted=497.923127, expected=480.000000 predicted=382.366241, expected=316.000000 predicted=359.801974, expected=400.000000 predicted=438.174157, expected=580.000000 predicted=453.065380, expected=584.000000 predicted=478.888770, expected=484.000000 predicted=492.718862, expected=324.000000 predicted=384.746013, expected=676.000000 predicted=532.982044, expected=312.000000 predicted=440.519936, expected=348.000000 predicted=457.309060, expected=364.000000 predicted=409.766414, expected=560.000000 predicted=432.467323, expected=436.000000 predicted=497.940922, expected=408.000000 predicted=395.990959, expected=544.000000 predicted=457.728172, expected=504.000000 predicted=450.288609, expected=384.000000 predicted=467.747732, expected=552.000000 predicted=493.364290, expected=584.000000 predicted=497.244973, expected=576.000000 predicted=548.675706, expected=484.000000 predicted=511.954022, expected=1172.000000 predicted=752.610581, expected=268.000000 predicted=492.862702, expected=328.000000 predicted=525.690314, expected=376.000000 predicted=479.200326, expected=336.000000 predicted=393.157761, expected=304.000000 predicted=576.158586, expected=436.000000 predicted=354.326658, expected=300.000000 predicted=324.040714, expected=412.000000 predicted=384.006343, expected=576.000000 predicted=438.861680, expected=476.000000 predicted=412.263458, expected=840.000000 predicted=613.490634, expected=464.000000 predicted=459.953514, expected=296.000000 predicted=433.854779, expected=312.000000 predicted=446.022538, expected=480.000000 predicted=445.402437, expected=460.000000 predicted=542.553781, expected=340.000000 predicted=401.083318, expected=192.000000 predicted=292.080440, expected=260.000000 predicted=297.238117, expected=220.000000 predicted=307.918271, expected=244.000000 predicted=303.256527, expected=440.000000 predicted=345.399356, expected=420.000000 predicted=314.492887, expected=384.000000 predicted=344.036246, expected=296.000000 predicted=305.657768, expected=364.000000 predicted=330.151107, expected=236.000000 predicted=327.856858, expected=236.000000 predicted=311.795878, expected=332.000000 predicted=326.217810, expected=388.000000 predicted=324.428046, expected=268.000000 predicted=310.873997, expected=296.000000 predicted=287.825130, expected=304.000000 predicted=284.260050, expected=220.000000 predicted=275.564141, expected=272.000000 predicted=305.334185, expected=364.000000 predicted=302.399900, expected=464.000000 predicted=359.982074, expected=512.000000 predicted=404.617059, expected=368.000000 predicted=347.066851, expected=444.000000 predicted=394.710558, expected=264.000000 predicted=343.309944, expected=312.000000 predicted=375.522871, expected=352.000000 predicted=389.320182, expected=320.000000 predicted=333.495388, expected=300.000000 predicted=349.164476, expected=360.000000 predicted=318.827902, expected=340.000000 predicted=326.388754, expected=236.000000 predicted=300.022126, expected=556.000000 predicted=410.328276, expected=432.000000 predicted=371.255312, expected=436.000000 predicted=412.173168, expected=340.000000 predicted=372.582834, expected=368.000000 predicted=343.026671, expected=432.000000 predicted=449.673657, expected=252.000000 predicted=344.638843, expected=288.000000 predicted=351.281618, expected=448.000000 predicted=372.987253, expected=468.000000 predicted=397.456922, expected=428.000000 predicted=420.868337, expected=284.000000 predicted=322.056057, expected=392.000000 predicted=362.426875, expected=652.000000 predicted=501.793466, expected=276.000000 predicted=383.495330, expected=388.000000 predicted=420.566800, expected=508.000000 predicted=409.345274, expected=392.000000 predicted=398.815087, expected=440.000000 predicted=496.835231, expected=540.000000 predicted=429.249398, expected=320.000000 predicted=383.862608, expected=396.000000 predicted=442.488811, expected=536.000000 predicted=450.549449, expected=484.000000 predicted=453.329849, expected=260.000000 predicted=407.446850, expected=344.000000 predicted=362.298133, expected=448.000000 predicted=402.498307, expected=316.000000 predicted=393.155268, expected=288.000000 predicted=370.571181, expected=368.000000 predicted=327.333906, expected=412.000000 predicted=364.735316, expected=308.000000 predicted=362.877774, expected=288.000000 predicted=319.249874, expected=368.000000 predicted=332.290042, expected=316.000000 predicted=331.944690, expected=316.000000 predicted=347.123034, expected=404.000000 predicted=350.903800, expected=476.000000 predicted=379.394926, expected=380.000000 predicted=381.135270, expected=296.000000 predicted=340.673657, expected=444.000000 predicted=386.648530, expected=272.000000 predicted=339.096435, expected=192.000000 predicted=324.710576, expected=300.000000 predicted=319.223388, expected=400.000000 predicted=323.569739, expected=264.000000 predicted=325.723563, expected=284.000000 predicted=292.957818, expected=304.000000 predicted=270.771251, expected=296.000000 predicted=294.572918, expected=384.000000 predicted=359.263088, expected=544.000000 predicted=392.645317, expected=716.000000 predicted=493.835276, expected=428.000000 predicted=426.267098, expected=796.000000 predicted=584.251580, expected=460.000000 predicted=484.668961, expected=272.000000 predicted=456.542738, expected=348.000000 predicted=495.261935, expected=444.000000 predicted=413.414719, expected=472.000000 predicted=530.281612, expected=300.000000 predicted=382.242505, expected=300.000000 predicted=326.046534, expected=472.000000 predicted=396.997750, expected=212.000000 predicted=322.685505, expected=288.000000 predicted=358.592363, expected=444.000000 predicted=355.952944, expected=1108.000000 predicted=632.550235, expected=1228.000000 predicted=822.229791, expected=1120.000000 predicted=820.774478, expected=820.000000 predicted=765.697106, expected=552.000000 predicted=666.780306, expected=632.000000 predicted=823.129933, expected=500.000000 predicted=748.970742, expected=468.000000 predicted=679.131758, expected=260.000000 predicted=485.112548, expected=116.000000 predicted=316.624907, expected=4.000000 predicted=242.223018, expected=32.000000 predicted=176.547935, expected=340.000000 predicted=286.641550, expected=524.000000 predicted=341.088774, expected=620.000000 predicted=404.713574, expected=420.000000 predicted=333.120321, expected=796.000000 predicted=521.488611, expected=488.000000 predicted=478.895146, expected=324.000000 predicted=456.794379, expected=332.000000 predicted=452.681597, expected=676.000000 predicted=519.861785, expected=276.000000 predicted=461.107492, expected=424.000000 predicted=451.982728, expected=268.000000 predicted=324.753695, expected=360.000000 predicted=343.077387, expected=284.000000 predicted=401.764890, expected=316.000000 predicted=302.858668, expected=376.000000 predicted=369.945053, expected=368.000000 predicted=329.721992, expected=380.000000 predicted=368.406012, expected=280.000000 predicted=306.944267, expected=448.000000 predicted=382.443154, expected=248.000000 predicted=312.887815, expected=352.000000 predicted=351.478347, expected=416.000000 predicted=381.462880, expected=396.000000 predicted=351.264506, expected=280.000000 predicted=356.463862, expected=284.000000 predicted=295.261941, expected=256.000000 predicted=294.468598, expected=260.000000 predicted=303.103404, expected=376.000000 predicted=348.383448, expected=348.000000 predicted=315.442428, expected=400.000000 predicted=351.853641, expected=396.000000 predicted=352.213602, expected=580.000000 predicted=440.577726, expected=480.000000 predicted=447.403888, expected=332.000000 predicted=384.382826, expected=336.000000 predicted=385.022213, expected=420.000000 predicted=397.007685, expected=564.000000 predicted=510.412562, expected=688.000000 predicted=566.440676, expected=312.000000 predicted=391.196891, expected=324.000000 predicted=385.069715, expected=392.000000 predicted=401.996249, expected=308.000000 predicted=383.916861, expected=368.000000 predicted=445.408384, expected=360.000000 predicted=343.237416, expected=312.000000 predicted=325.297963, expected=392.000000 predicted=377.915079, expected=336.000000 predicted=331.917772, expected=360.000000 predicted=359.528543, expected=372.000000 predicted=363.849201, expected=468.000000 predicted=395.248832, expected=356.000000 predicted=377.848223, expected=344.000000 predicted=359.116122, expected=312.000000 predicted=342.452263, expected=300.000000 predicted=327.846915, expected=228.000000 predicted=314.455684, expected=260.000000 predicted=288.995977, expected=456.000000 predicted=368.820984, expected=420.000000 predicted=362.458888, expected=280.000000 predicted=318.035179, expected=280.000000 predicted=294.262373, expected=320.000000 predicted=301.114625, expected=300.000000 Test MSE: 21584.866
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524])] predicted=35.199530, expected=12.000000 predicted=34.364752, expected=28.000000 predicted=34.633146, expected=20.000000 predicted=22.017767, expected=4.000000 predicted=17.403940, expected=4.000000 predicted=13.944380, expected=32.000000 predicted=18.248724, expected=36.000000 predicted=27.541589, expected=20.000000 predicted=23.470778, expected=24.000000 predicted=19.231707, expected=36.000000 predicted=24.179102, expected=36.000000 predicted=33.393962, expected=16.000000 predicted=27.179082, expected=12.000000 predicted=19.058690, expected=36.000000 predicted=26.275159, expected=28.000000 predicted=29.226845, expected=20.000000 predicted=27.129395, expected=48.000000 predicted=30.513984, expected=48.000000 predicted=34.909360, expected=32.000000 predicted=37.930938, expected=20.000000 predicted=28.137305, expected=40.000000 predicted=31.768184, expected=24.000000 predicted=33.047629, expected=20.000000 predicted=30.956090, expected=52.000000 predicted=35.544770, expected=84.000000 predicted=51.562263, expected=32.000000 predicted=44.893644, expected=48.000000 predicted=44.124595, expected=44.000000 predicted=37.990097, expected=84.000000 predicted=64.867497, expected=72.000000 predicted=69.089690, expected=84.000000 predicted=68.240159, expected=120.000000 predicted=85.695439, expected=84.000000 predicted=81.579373, expected=12.000000 predicted=61.194036, expected=56.000000 predicted=59.610805, expected=64.000000 predicted=62.843374, expected=32.000000 predicted=63.882331, expected=52.000000 predicted=55.447673, expected=56.000000 predicted=41.873248, expected=52.000000 predicted=54.347105, expected=8.000000 predicted=36.829997, expected=24.000000 predicted=30.123348, expected=24.000000 predicted=29.628437, expected=40.000000 predicted=38.990632, expected=44.000000 predicted=39.361570, expected=52.000000 predicted=37.342968, expected=16.000000 predicted=28.596572, expected=20.000000 predicted=27.091827, expected=28.000000 predicted=28.659027, expected=32.000000 predicted=33.279158, expected=24.000000 predicted=31.493103, expected=104.000000 predicted=54.774472, expected=48.000000 predicted=45.122569, expected=32.000000 predicted=45.621514, expected=20.000000 predicted=30.062803, expected=44.000000 predicted=37.658455, expected=36.000000 predicted=50.762899, expected=56.000000 predicted=47.512921, expected=84.000000 predicted=56.186213, expected=72.000000 predicted=57.600203, expected=40.000000 predicted=52.851598, expected=80.000000 predicted=61.486773, expected=60.000000 predicted=60.446602, expected=52.000000 predicted=66.307382, expected=44.000000 predicted=54.524687, expected=44.000000 predicted=46.701595, expected=24.000000 predicted=45.420139, expected=56.000000 predicted=49.906876, expected=56.000000 predicted=49.211389, expected=56.000000 predicted=52.389834, expected=48.000000 predicted=48.495052, expected=92.000000 predicted=61.699502, expected=72.000000 predicted=66.612157, expected=72.000000 predicted=70.674059, expected=56.000000 predicted=61.251430, expected=48.000000 predicted=55.804390, expected=56.000000 predicted=64.245432, expected=64.000000 predicted=62.522814, expected=172.000000 predicted=106.982873, expected=88.000000 predicted=87.193680, expected=80.000000 predicted=87.077646, expected=44.000000 predicted=62.129915, expected=72.000000 predicted=73.285892, expected=60.000000 predicted=88.239175, expected=60.000000 predicted=69.231090, expected=48.000000 predicted=59.427918, expected=64.000000 predicted=56.837331, expected=80.000000 predicted=69.597953, expected=36.000000 predicted=54.155679, expected=44.000000 predicted=52.651284, expected=40.000000 predicted=44.152523, expected=48.000000 predicted=51.479831, expected=84.000000 predicted=67.599305, expected=76.000000 predicted=61.467346, expected=92.000000 predicted=73.782150, expected=32.000000 predicted=51.612865, expected=48.000000 predicted=54.819997, expected=68.000000 predicted=64.496031, expected=36.000000 predicted=55.267301, expected=44.000000 predicted=56.775990, expected=60.000000 predicted=47.140702, expected=100.000000 predicted=70.777673, expected=40.000000 predicted=58.448036, expected=60.000000 predicted=56.701854, expected=40.000000 predicted=46.759465, expected=12.000000 predicted=40.214644, expected=40.000000 predicted=49.948622, expected=124.000000 predicted=69.955069, expected=64.000000 predicted=65.941506, expected=64.000000 predicted=63.994616, expected=24.000000 predicted=36.204285, expected=52.000000 predicted=51.305003, expected=24.000000 predicted=55.682033, expected=44.000000 predicted=47.455793, expected=104.000000 predicted=68.593558, expected=100.000000 predicted=70.015870, expected=56.000000 predicted=66.287831, expected=40.000000 predicted=48.821128, expected=40.000000 predicted=48.488874, expected=68.000000 predicted=70.639685, expected=80.000000 predicted=75.381042, expected=72.000000 predicted=66.063448, expected=144.000000 predicted=92.155843, expected=44.000000 predicted=63.962306, expected=56.000000 predicted=71.321504, expected=48.000000 predicted=60.647831, expected=64.000000 predicted=66.802875, expected=88.000000 predicted=89.765402, expected=76.000000 predicted=66.539404, expected=84.000000 predicted=73.946981, expected=52.000000 predicted=60.720110, expected=32.000000 predicted=54.404086, expected=60.000000 predicted=63.501139, expected=28.000000 predicted=49.254930, expected=44.000000 predicted=53.884952, expected=124.000000 predicted=74.603948, expected=120.000000 predicted=83.364651, expected=56.000000 predicted=73.221894, expected=88.000000 predicted=71.139333, expected=52.000000 predicted=61.373041, expected=60.000000 predicted=82.668543, expected=56.000000 predicted=72.955897, expected=116.000000 predicted=81.895780, expected=64.000000 predicted=76.097437, expected=48.000000 predicted=61.341642, expected=48.000000 predicted=55.452327, expected=44.000000 predicted=52.805156, expected=60.000000 predicted=70.647899, expected=120.000000 predicted=81.753320, expected=100.000000 predicted=80.139763, expected=56.000000 predicted=67.763589, expected=112.000000 predicted=82.425202, expected=112.000000 predicted=91.267919, expected=76.000000 predicted=98.328061, expected=64.000000 predicted=82.571558, expected=56.000000 predicted=64.338381, expected=136.000000 predicted=106.816562, expected=116.000000 predicted=105.913575, expected=52.000000 predicted=78.729893, expected=36.000000 predicted=60.680610, expected=68.000000 predicted=65.296047, expected=88.000000 predicted=91.240635, expected=40.000000 predicted=68.677812, expected=116.000000 predicted=80.426575, expected=108.000000 predicted=78.715809, expected=56.000000 predicted=75.127903, expected=40.000000 predicted=66.743192, expected=52.000000 predicted=54.417184, expected=36.000000 predicted=63.503591, expected=72.000000 predicted=72.062454, expected=112.000000 predicted=76.502989, expected=64.000000 predicted=62.881493, expected=64.000000 predicted=66.489048, expected=40.000000 predicted=49.695109, expected=44.000000 predicted=58.305369, expected=40.000000 predicted=61.331232, expected=56.000000 predicted=54.543396, expected=84.000000 predicted=65.841672, expected=124.000000 predicted=81.417125, expected=148.000000 predicted=101.672666, expected=64.000000 predicted=75.741155, expected=72.000000 predicted=79.691057, expected=56.000000 predicted=73.185689, expected=104.000000 predicted=101.009976, expected=92.000000 predicted=101.204375, expected=136.000000 predicted=101.738863, expected=60.000000 predicted=77.870831, expected=68.000000 predicted=75.276726, expected=40.000000 predicted=69.694835, expected=64.000000 predicted=72.926967, expected=68.000000 predicted=82.262545, expected=88.000000 predicted=72.475486, expected=72.000000 predicted=70.588166, expected=76.000000 predicted=66.456144, expected=36.000000 predicted=56.455870, expected=28.000000 predicted=50.246359, expected=64.000000 predicted=63.999476, expected=84.000000 predicted=69.790054, expected=120.000000 predicted=89.722602, expected=120.000000 predicted=86.425627, expected=136.000000 predicted=97.940848, expected=108.000000 predicted=100.425817, expected=92.000000 predicted=99.296142, expected=48.000000 predicted=86.180818, expected=96.000000 predicted=98.792476, expected=64.000000 predicted=89.158452, expected=72.000000 predicted=83.712964, expected=76.000000 predicted=78.166134, expected=80.000000 predicted=70.252647, expected=56.000000 predicted=73.212436, expected=100.000000 predicted=80.535421, expected=108.000000 predicted=89.323057, expected=92.000000 predicted=88.976033, expected=40.000000 predicted=67.899559, expected=72.000000 predicted=68.561985, expected=28.000000 predicted=60.440046, expected=16.000000 predicted=52.747786, expected=72.000000 predicted=64.562819, expected=44.000000 predicted=43.952486, expected=28.000000 predicted=46.819975, expected=16.000000 predicted=25.903719, expected=24.000000 predicted=23.888377, expected=44.000000 predicted=45.527017, expected=24.000000 predicted=31.837482, expected=92.000000 predicted=55.275652, expected=64.000000 predicted=47.822789, expected=48.000000 predicted=47.544979, expected=16.000000 predicted=36.024629, expected=60.000000 predicted=44.737705, expected=64.000000 predicted=65.426100, expected=40.000000 predicted=51.200330, expected=80.000000 predicted=61.310402, expected=72.000000 predicted=53.538408, expected=32.000000 predicted=51.713281, expected=28.000000 predicted=45.785577, expected=56.000000 predicted=47.111426, expected=36.000000 predicted=50.910475, expected=52.000000 predicted=54.425826, expected=144.000000 predicted=82.337388, expected=96.000000 predicted=74.491706, expected=52.000000 predicted=68.623077, expected=40.000000 predicted=50.963235, expected=60.000000 predicted=58.990156, expected=40.000000 predicted=74.002648, expected=68.000000 predicted=70.284301, expected=52.000000 predicted=52.555771, expected=104.000000 predicted=72.102262, expected=24.000000 predicted=49.440165, expected=32.000000 predicted=43.278851, expected=36.000000 predicted=46.722870, expected=40.000000 predicted=43.336595, expected=40.000000 predicted=56.905307, expected=80.000000 predicted=51.797205, expected=76.000000 predicted=57.558827, expected=20.000000 predicted=39.279215, expected=36.000000 predicted=41.754383, expected=32.000000 predicted=36.693177, expected=68.000000 predicted=61.990714, expected=44.000000 predicted=53.665189, expected=52.000000 predicted=42.433954, expected=112.000000 predicted=71.861330, expected=72.000000 predicted=62.044330, expected=28.000000 predicted=55.530006, expected=72.000000 predicted=60.379194, expected=28.000000 predicted=44.254983, expected=64.000000 predicted=73.213050, expected=84.000000 predicted=69.772230, expected=76.000000 predicted=60.022712, expected=56.000000 predicted=65.698594, expected=76.000000 predicted=60.076596, expected=64.000000 predicted=65.723639, expected=40.000000 predicted=61.316121, expected=72.000000 predicted=68.330437, expected=76.000000 predicted=65.331022, expected=64.000000 predicted=68.947759, expected=48.000000 predicted=58.528156, expected=68.000000 predicted=57.801820, expected=68.000000 predicted=67.043783, expected=40.000000 predicted=57.876157, expected=56.000000 predicted=58.235037, expected=84.000000 predicted=64.412261, expected=88.000000 predicted=75.702868, expected=60.000000 predicted=67.670149, expected=56.000000 predicted=56.974503, expected=32.000000 predicted=48.774931, expected=60.000000 predicted=64.160519, expected=60.000000 predicted=64.728750, expected=76.000000 predicted=65.440803, expected=88.000000 predicted=71.655643, expected=40.000000 predicted=48.835305, expected=56.000000 predicted=60.100361, expected=60.000000 predicted=59.043254, expected=96.000000 predicted=79.170664, expected=60.000000 predicted=71.442743, expected=104.000000 predicted=76.479979, expected=112.000000 predicted=87.219875, expected=40.000000 predicted=64.013714, expected=40.000000 predicted=67.955572, expected=56.000000 predicted=57.432999, expected=88.000000 predicted=82.362956, expected=80.000000 predicted=84.431665, expected=80.000000 predicted=67.310974, expected=144.000000 predicted=95.193504, expected=72.000000 predicted=77.459240, expected=92.000000 predicted=94.014656, expected=60.000000 predicted=75.323808, expected=44.000000 predicted=66.021776, expected=48.000000 predicted=78.946204, expected=112.000000 predicted=82.847984, expected=112.000000 predicted=94.910498, expected=80.000000 predicted=79.162620, expected=80.000000 predicted=73.874058, expected=44.000000 predicted=58.239343, expected=60.000000 predicted=78.082272, expected=60.000000 predicted=74.828768, expected=64.000000 predicted=67.507135, expected=108.000000 predicted=85.870611, expected=68.000000 predicted=64.749248, expected=60.000000 predicted=66.581793, expected=68.000000 predicted=66.393115, expected=76.000000 predicted=70.725539, expected=92.000000 predicted=90.231169, expected=84.000000 predicted=78.137269, expected=84.000000 predicted=77.321446, expected=48.000000 predicted=64.667857, expected=40.000000 predicted=59.768070, expected=68.000000 predicted=70.904217, expected=68.000000 predicted=69.417476, expected=76.000000 predicted=74.297275, expected=84.000000 predicted=68.965241, expected=108.000000 predicted=79.484165, expected=64.000000 predicted=73.089967, expected=32.000000 predicted=57.978749, expected=56.000000 predicted=63.156667, expected=56.000000 predicted=63.620616, expected=72.000000 predicted=77.215884, expected=132.000000 predicted=91.308838, expected=60.000000 predicted=60.901538, expected=60.000000 predicted=67.234624, expected=40.000000 predicted=53.663810, expected=80.000000 predicted=72.298067, expected=44.000000 predicted=74.855985, expected=72.000000 predicted=64.597659, expected=68.000000 predicted=63.268228, expected=80.000000 predicted=64.672191, expected=84.000000 predicted=79.064592, expected=32.000000 predicted=49.440230, expected=56.000000 predicted=62.467467, expected=60.000000 predicted=60.681513, expected=68.000000 predicted=68.570270, expected=76.000000 predicted=73.504762, expected=120.000000 predicted=79.327367, expected=56.000000 predicted=66.159792, expected=52.000000 predicted=63.670313, expected=48.000000 predicted=59.165439, expected=68.000000 predicted=67.795794, expected=80.000000 predicted=85.368662, expected=140.000000 predicted=94.460170, expected=72.000000 predicted=73.716954, expected=84.000000 predicted=77.010474, expected=80.000000 predicted=78.637687, expected=76.000000 predicted=80.520951, expected=56.000000 predicted=87.909418, expected=92.000000 predicted=79.653586, expected=104.000000 predicted=90.036391, expected=108.000000 predicted=94.600429, expected=48.000000 predicted=71.191872, expected=60.000000 predicted=65.288220, expected=132.000000 predicted=101.749106, expected=32.000000 predicted=70.989404, expected=60.000000 predicted=79.038393, expected=116.000000 predicted=79.103237, expected=124.000000 predicted=92.838279, expected=80.000000 predicted=102.364924, expected=52.000000 predicted=60.517309, expected=68.000000 predicted=69.849854, expected=56.000000 predicted=77.944358, expected=56.000000 predicted=78.034807, expected=112.000000 predicted=86.825143, expected=92.000000 predicted=75.807455, expected=68.000000 predicted=74.569649, expected=76.000000 predicted=72.433670, expected=80.000000 predicted=72.738796, expected=56.000000 predicted=79.139294, expected=152.000000 predicted=110.269963, expected=76.000000 predicted=79.728390, expected=72.000000 predicted=82.240421, expected=44.000000 predicted=67.415265, expected=28.000000 predicted=49.032589, expected=76.000000 predicted=90.358461, expected=40.000000 Test MSE: 748.231
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104])] predicted=664.742635, expected=556.000000 predicted=755.712355, expected=704.000000 predicted=513.955360, expected=552.000000 predicted=771.499229, expected=728.000000 predicted=1083.184277, expected=908.000000 predicted=755.722458, expected=1204.000000 predicted=883.372757, expected=908.000000 predicted=798.573132, expected=848.000000 predicted=745.664583, expected=924.000000 predicted=853.994690, expected=272.000000 predicted=515.185147, expected=608.000000 predicted=948.738927, expected=1120.000000 predicted=1004.456029, expected=772.000000 predicted=711.532794, expected=752.000000 predicted=903.664261, expected=728.000000 predicted=540.958224, expected=868.000000 predicted=716.932151, expected=796.000000 predicted=937.222823, expected=700.000000 predicted=736.537661, expected=1036.000000 predicted=929.412585, expected=1364.000000 predicted=1040.164153, expected=956.000000 predicted=875.944019, expected=592.000000 predicted=741.159480, expected=656.000000 predicted=720.479581, expected=4332.000000 predicted=2852.147197, expected=764.000000 predicted=741.869068, expected=1136.000000 predicted=1358.455221, expected=1684.000000 predicted=1409.706791, expected=748.000000 predicted=383.563650, expected=604.000000 predicted=2546.112085, expected=804.000000 predicted=822.451012, expected=292.000000 predicted=625.748803, expected=432.000000 predicted=1027.815058, expected=1252.000000 predicted=982.580151, expected=1740.000000 predicted=1099.944522, expected=884.000000 predicted=838.204626, expected=856.000000 predicted=739.025892, expected=964.000000 predicted=750.934230, expected=548.000000 predicted=824.808981, expected=496.000000 predicted=1095.875147, expected=852.000000 predicted=860.754647, expected=1908.000000 predicted=1336.576422, expected=816.000000 predicted=810.371963, expected=548.000000 predicted=697.715764, expected=548.000000 predicted=612.490574, expected=344.000000 predicted=522.396284, expected=440.000000 predicted=1098.238020, expected=908.000000 predicted=835.204669, expected=1288.000000 predicted=879.986433, expected=816.000000 predicted=678.063352, expected=968.000000 predicted=759.328217, expected=604.000000 predicted=548.970093, expected=380.000000 predicted=638.339282, expected=512.000000 predicted=883.742465, expected=1100.000000 predicted=914.932100, expected=764.000000 predicted=792.640354, expected=608.000000 predicted=654.970764, expected=600.000000 predicted=549.174425, expected=740.000000 predicted=614.145269, expected=596.000000 predicted=802.222117, expected=416.000000 predicted=592.156664, expected=1004.000000 predicted=829.366465, expected=1148.000000 predicted=824.956418, expected=308.000000 predicted=507.916875, expected=624.000000 predicted=722.690659, expected=980.000000 predicted=684.952924, expected=344.000000 predicted=578.093828, expected=624.000000 predicted=935.423510, expected=1152.000000 predicted=738.324333, expected=852.000000 predicted=666.812713, expected=676.000000 predicted=869.281626, expected=412.000000 predicted=439.291702, expected=624.000000 predicted=627.340646, expected=368.000000 predicted=693.914574, expected=288.000000 predicted=555.214536, expected=512.000000 predicted=594.612064, expected=760.000000 predicted=553.369054, expected=308.000000 predicted=433.399096, expected=364.000000 predicted=425.269722, expected=436.000000 predicted=372.105773, expected=432.000000 predicted=432.222758, expected=220.000000 predicted=471.227864, expected=596.000000 predicted=477.966459, expected=1084.000000 predicted=699.065621, expected=532.000000 predicted=442.714254, expected=292.000000 predicted=447.115907, expected=432.000000 predicted=384.572634, expected=424.000000 predicted=451.446960, expected=344.000000 predicted=663.103623, expected=412.000000 predicted=477.851036, expected=1084.000000 predicted=694.326004, expected=504.000000 predicted=412.266573, expected=1640.000000 predicted=1117.144750, expected=304.000000 predicted=301.926102, expected=256.000000 predicted=435.760827, expected=240.000000 predicted=694.611687, expected=664.000000 predicted=492.432763, expected=916.000000 predicted=1178.180575, expected=516.000000 predicted=408.658677, expected=356.000000 predicted=384.406941, expected=488.000000 predicted=404.341394, expected=304.000000 predicted=436.425322, expected=372.000000 predicted=618.889814, expected=408.000000 predicted=452.047901, expected=296.000000 predicted=312.033295, expected=564.000000 predicted=530.138888, expected=352.000000 predicted=311.854161, expected=308.000000 predicted=353.084185, expected=244.000000 predicted=338.004084, expected=340.000000 predicted=309.983959, expected=664.000000 predicted=587.460423, expected=540.000000 predicted=420.182181, expected=340.000000 predicted=351.186824, expected=560.000000 predicted=447.554222, expected=500.000000 predicted=400.786923, expected=436.000000 predicted=533.202466, expected=528.000000 predicted=545.523339, expected=580.000000 predicted=456.477650, expected=644.000000 predicted=591.855599, expected=612.000000 predicted=559.631253, expected=500.000000 predicted=482.203465, expected=636.000000 predicted=596.128964, expected=308.000000 predicted=427.669362, expected=712.000000 predicted=689.509863, expected=768.000000 predicted=657.391910, expected=1404.000000 predicted=943.146557, expected=1104.000000 predicted=860.986897, expected=976.000000 predicted=720.094878, expected=792.000000 predicted=816.417200, expected=620.000000 predicted=700.879056, expected=720.000000 predicted=1029.964550, expected=2000.000000 predicted=1517.390373, expected=1588.000000 predicted=1183.937550, expected=812.000000 predicted=884.679564, expected=572.000000 predicted=763.939912, expected=448.000000 predicted=589.762335, expected=500.000000 predicted=1141.673921, expected=536.000000 predicted=979.987649, expected=980.000000 predicted=871.545525, expected=1324.000000 predicted=926.737271, expected=932.000000 predicted=696.279948, expected=884.000000 predicted=780.949791, expected=644.000000 predicted=633.558342, expected=808.000000 predicted=882.978462, expected=600.000000 predicted=910.104075, expected=1180.000000 predicted=1050.825632, expected=1984.000000 predicted=1406.091776, expected=1192.000000 predicted=882.158552, expected=684.000000 predicted=876.128913, expected=608.000000 predicted=711.990671, expected=312.000000 predicted=681.595239, expected=896.000000 predicted=1361.039795, expected=1064.000000 predicted=1045.193059, expected=1564.000000 predicted=1114.098595, expected=988.000000 predicted=818.356710, expected=556.000000 predicted=534.376111, expected=500.000000 predicted=754.276730, expected=600.000000 predicted=782.480243, expected=340.000000 predicted=861.466765, expected=984.000000 predicted=981.390865, expected=1496.000000 predicted=992.732410, expected=788.000000 predicted=617.015392, expected=612.000000 predicted=720.373623, expected=472.000000 predicted=466.079676, expected=220.000000 predicted=550.276479, expected=824.000000 predicted=1117.502757, expected=652.000000 predicted=647.726423, expected=1664.000000 predicted=1153.100945, expected=840.000000 predicted=636.758374, expected=544.000000 predicted=483.687968, expected=536.000000 predicted=749.779625, expected=348.000000 predicted=455.443453, expected=432.000000 predicted=982.061805, expected=920.000000 predicted=852.846133, expected=1748.000000 predicted=1115.579557, expected=660.000000 predicted=565.654361, expected=336.000000 predicted=487.426090, expected=452.000000 predicted=517.456576, expected=284.000000 predicted=513.548300, expected=524.000000 predicted=1062.673014, expected=912.000000 predicted=762.115262, expected=1848.000000 predicted=1084.405728, expected=588.000000 predicted=491.174137, expected=408.000000 predicted=503.212670, expected=396.000000 predicted=524.504240, expected=156.000000 predicted=446.496307, expected=484.000000 predicted=1099.590604, expected=768.000000 predicted=640.301221, expected=708.000000 predicted=532.641242, expected=904.000000 predicted=687.325190, expected=1324.000000 predicted=777.542766, expected=756.000000 predicted=610.919001, expected=504.000000 predicted=698.120035, expected=856.000000 predicted=822.037558, expected=1436.000000 predicted=1111.780659, expected=1356.000000 predicted=1271.401911, expected=732.000000 predicted=789.524231, expected=848.000000 predicted=784.019994, expected=468.000000 predicted=644.382958, expected=228.000000 predicted=785.778892, expected=600.000000 predicted=953.295613, expected=1236.000000 predicted=929.306076, expected=2076.000000 predicted=1421.456856, expected=1468.000000 predicted=972.766194, expected=524.000000 predicted=510.122686, expected=540.000000 predicted=705.649455, expected=528.000000 predicted=820.817789, expected=376.000000 predicted=1098.064580, expected=972.000000 predicted=1190.010432, expected=1864.000000 predicted=1176.278071, expected=608.000000 predicted=517.551668, expected=800.000000 predicted=825.837736, expected=1064.000000 predicted=768.794739, expected=416.000000 predicted=598.436070, expected=332.000000 predicted=1103.259842, expected=896.000000 predicted=767.342891, expected=1824.000000 predicted=1246.026732, expected=852.000000 predicted=878.886824, expected=600.000000 predicted=652.964816, expected=700.000000 predicted=605.250385, expected=552.000000 predicted=650.164286, expected=240.000000 predicted=965.127354, expected=884.000000 predicted=887.199627, expected=1884.000000 predicted=1203.773471, expected=940.000000 predicted=736.838104, expected=868.000000 predicted=861.381993, expected=540.000000 predicted=473.190488, expected=288.000000 predicted=545.123921, expected=368.000000 predicted=1073.951483, expected=1024.000000 predicted=941.803434, expected=1628.000000 predicted=1190.747082, expected=984.000000 predicted=742.501991, expected=356.000000 predicted=439.600676, expected=1060.000000 predicted=825.508216, expected=276.000000 predicted=525.994817, expected=456.000000 predicted=1031.437477, expected=616.000000 predicted=797.217332, expected=820.000000 predicted=543.069442, expected=272.000000 predicted=633.629430, expected=836.000000 predicted=629.604061, expected=400.000000 predicted=389.917962, expected=448.000000 predicted=534.270056, expected=328.000000 predicted=581.473696, expected=732.000000 predicted=495.698197, expected=516.000000 predicted=629.574556, expected=640.000000 predicted=540.897042, expected=536.000000 predicted=508.637624, expected=280.000000 predicted=304.248760, expected=1308.000000 predicted=1048.850339, expected=1600.000000 predicted=990.569094, expected=1476.000000 predicted=1059.432937, expected=844.000000 predicted=791.805979, expected=776.000000 predicted=630.331270, expected=448.000000 predicted=844.821673, expected=456.000000 predicted=969.553865, expected=824.000000 predicted=1105.489336, expected=1460.000000 predicted=1111.086512, expected=796.000000 predicted=742.768500, expected=556.000000 predicted=599.171725, expected=448.000000 predicted=511.646898, expected=340.000000 predicted=531.510872, expected=604.000000 predicted=983.787950, expected=1396.000000 predicted=1073.238168, expected=1528.000000 predicted=1001.535548, expected=1144.000000 predicted=839.921128, expected=760.000000 predicted=657.619319, expected=500.000000 predicted=592.470052, expected=364.000000 predicted=837.356727, expected=432.000000 predicted=919.563081, expected=1288.000000 predicted=1186.128248, expected=1792.000000 predicted=1227.846155, expected=648.000000 predicted=558.573719, expected=548.000000 predicted=623.485273, expected=480.000000 predicted=489.522638, expected=508.000000 predicted=803.041913, expected=424.000000 predicted=1046.676533, expected=780.000000 predicted=716.866618, expected=1448.000000 predicted=994.366226, expected=688.000000 predicted=537.991621, expected=416.000000 predicted=556.897205, expected=436.000000 predicted=489.957340, expected=352.000000 predicted=498.202129, expected=316.000000 predicted=827.755609, expected=328.000000 predicted=495.127432, expected=344.000000 predicted=368.325732, expected=408.000000 predicted=414.503508, expected=604.000000 predicted=479.187468, expected=808.000000 predicted=562.055615, expected=636.000000 predicted=482.560916, expected=524.000000 predicted=470.895762, expected=1724.000000 predicted=1126.879096, expected=1648.000000 predicted=1050.781065, expected=776.000000 predicted=810.527308, expected=556.000000 predicted=751.051126, expected=860.000000 predicted=713.008099, expected=500.000000 predicted=977.643414, expected=792.000000 predicted=1201.578310, expected=756.000000 predicted=754.336306, expected=928.000000 predicted=737.998305, expected=572.000000 predicted=709.405676, expected=328.000000 predicted=440.277869, expected=484.000000 predicted=652.670452, expected=296.000000 predicted=467.112050, expected=816.000000 predicted=862.287204, expected=620.000000 predicted=559.392415, expected=1356.000000 predicted=886.512015, expected=900.000000 predicted=681.180389, expected=704.000000 predicted=553.905829, expected=796.000000 predicted=865.478521, expected=524.000000 predicted=532.499338, expected=820.000000 predicted=1071.720871, expected=1180.000000 predicted=1023.601515, expected=1516.000000 predicted=1094.522650, expected=556.000000 predicted=668.169000, expected=680.000000 predicted=720.125612, expected=580.000000 predicted=694.891703, expected=376.000000 predicted=693.897057, expected=692.000000 predicted=1087.622488, expected=904.000000 predicted=705.173040, expected=1224.000000 predicted=941.708339, expected=484.000000 predicted=529.169998, expected=420.000000 predicted=483.169643, expected=636.000000 predicted=679.347910, expected=400.000000 predicted=565.483852, expected=536.000000 predicted=864.245547, expected=1084.000000 predicted=801.438776, expected=1128.000000 predicted=740.555900, expected=500.000000 predicted=577.589991, expected=680.000000 predicted=642.017583, expected=364.000000 predicted=427.794041, expected=240.000000 predicted=615.861656, expected=576.000000 predicted=842.098404, expected=612.000000 predicted=507.764060, expected=940.000000 predicted=807.517078, expected=572.000000 predicted=472.414840, expected=592.000000 predicted=468.646036, expected=600.000000 predicted=603.925269, expected=468.000000 predicted=511.097317, expected=492.000000 predicted=707.344338, expected=1036.000000 predicted=813.533427, expected=1484.000000 predicted=1014.731021, expected=1160.000000 predicted=874.127107, expected=540.000000 predicted=580.539186, expected=552.000000 predicted=606.504161, expected=532.000000 predicted=735.953426, expected=604.000000 predicted=966.282700, expected=892.000000 predicted=1003.615394, expected=1644.000000 predicted=1106.152207, expected=548.000000 predicted=500.699170, expected=792.000000 predicted=791.832273, expected=520.000000 predicted=579.562801, expected=456.000000 predicted=612.182047, expected=516.000000 predicted=1049.900963, expected=1088.000000 predicted=809.801093, expected=1420.000000 predicted=1075.138314, expected=960.000000 predicted=742.513718, expected=296.000000 predicted=454.408055, expected=584.000000 predicted=626.114619, expected=512.000000 predicted=716.614508, expected=584.000000 predicted=931.574440, expected=692.000000 predicted=823.553269, expected=1928.000000 predicted=1153.515668, expected=768.000000 predicted=593.741311, expected=436.000000 predicted=591.852833, expected=432.000000 predicted=603.699219, expected=304.000000 predicted=403.380190, expected=396.000000 predicted=1090.329269, expected=792.000000 predicted=766.586421, expected=1564.000000 predicted=996.893155, expected=968.000000 predicted=669.370612, expected=308.000000 predicted=393.948188, expected=708.000000 predicted=663.536839, expected=348.000000 predicted=474.252363, expected=696.000000 predicted=1084.110506, expected=1076.000000 predicted=1014.969503, expected=700.000000 predicted=469.287943, expected=800.000000 predicted=814.120720, expected=428.000000 predicted=406.450617, expected=760.000000 predicted=735.823919, expected=400.000000 predicted=688.531916, expected=396.000000 predicted=544.811017, expected=824.000000 predicted=824.924034, expected=1216.000000 predicted=789.050031, expected=580.000000 predicted=637.737984, expected=308.000000 predicted=438.136661, expected=604.000000 predicted=548.811764, expected=576.000000 predicted=620.737882, expected=716.000000 predicted=930.170229, expected=644.000000 predicted=620.241344, expected=1092.000000 predicted=732.007006, expected=480.000000 predicted=512.242353, expected=600.000000 predicted=639.006676, expected=492.000000 predicted=609.620653, expected=240.000000 predicted=398.737412, expected=1012.000000 predicted=1066.459427, expected=864.000000 predicted=611.886083, expected=1244.000000 predicted=945.051320, expected=1436.000000 predicted=1013.906871, expected=1024.000000 predicted=648.512153, expected=584.000000 predicted=846.364417, expected=588.000000 predicted=761.322582, expected=476.000000 predicted=799.426645, expected=1060.000000 predicted=1207.310696, expected=1396.000000 predicted=1169.875008, expected=644.000000 predicted=593.746144, expected=736.000000 predicted=770.108253, expected=604.000000 predicted=553.646874, expected=252.000000 predicted=594.070834, expected=764.000000 predicted=1080.688650, expected=740.000000 predicted=640.007084, expected=1284.000000 predicted=1010.035621, expected=704.000000 predicted=648.300800, expected=360.000000 predicted=368.605297, expected=552.000000 predicted=703.058147, expected=472.000000 predicted=543.436275, expected=520.000000 predicted=855.293848, expected=1180.000000 predicted=956.990791, expected=968.000000 predicted=630.068571, expected=744.000000 predicted=684.913725, expected=436.000000 predicted=511.948347, expected=468.000000 predicted=504.827180, expected=300.000000 predicted=686.476743, expected=340.000000 predicted=622.293084, expected=456.000000 predicted=581.159144, expected=852.000000 predicted=635.356498, expected=292.000000 predicted=347.894902, expected=304.000000 predicted=358.885084, expected=324.000000 predicted=347.296752, expected=256.000000 Test MSE: 165362.622
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517])] predicted=19.838930, expected=12.000000 predicted=22.416592, expected=12.000000 predicted=24.704477, expected=52.000000 predicted=23.993351, expected=4.000000 predicted=17.826379, expected=4.000000 predicted=16.421462, expected=8.000000 predicted=12.634151, expected=4.000000 predicted=15.819877, expected=4.000000 predicted=15.018522, expected=20.000000 predicted=7.893844, expected=24.000000 predicted=11.655892, expected=16.000000 predicted=12.463578, expected=32.000000 predicted=15.965084, expected=12.000000 predicted=16.347119, expected=44.000000 predicted=26.003872, expected=24.000000 predicted=24.897239, expected=16.000000 predicted=23.313130, expected=32.000000 predicted=25.779392, expected=40.000000 predicted=29.129550, expected=4.000000 predicted=26.692547, expected=28.000000 predicted=23.034141, expected=20.000000 predicted=22.497215, expected=48.000000 predicted=32.129385, expected=4.000000 predicted=23.115664, expected=16.000000 predicted=17.942555, expected=28.000000 predicted=23.774352, expected=24.000000 predicted=25.346625, expected=8.000000 predicted=21.693733, expected=12.000000 predicted=13.475513, expected=20.000000 predicted=18.374890, expected=4.000000 predicted=16.738585, expected=24.000000 predicted=16.205944, expected=20.000000 predicted=14.531173, expected=12.000000 predicted=15.335181, expected=12.000000 predicted=14.429237, expected=16.000000 predicted=14.167838, expected=28.000000 predicted=20.202861, expected=20.000000 predicted=18.390053, expected=16.000000 predicted=16.433364, expected=32.000000 predicted=20.366796, expected=8.000000 predicted=19.356448, expected=12.000000 predicted=19.227716, expected=8.000000 predicted=15.151371, expected=16.000000 predicted=16.436455, expected=8.000000 predicted=14.802816, expected=28.000000 predicted=14.042635, expected=28.000000 predicted=17.125443, expected=8.000000 predicted=14.957031, expected=12.000000 predicted=15.106610, expected=12.000000 predicted=15.239079, expected=12.000000 predicted=18.035733, expected=68.000000 predicted=26.990099, expected=16.000000 predicted=20.481962, expected=16.000000 predicted=20.300310, expected=4.000000 predicted=17.037816, expected=4.000000 predicted=20.737173, expected=24.000000 predicted=26.142798, expected=12.000000 predicted=13.734259, expected=8.000000 predicted=11.055653, expected=20.000000 predicted=10.930040, expected=24.000000 predicted=15.897996, expected=28.000000 predicted=20.478322, expected=8.000000 predicted=14.989259, expected=8.000000 predicted=14.290224, expected=12.000000 predicted=16.570722, expected=36.000000 predicted=22.093288, expected=12.000000 predicted=17.906768, expected=16.000000 predicted=14.022448, expected=24.000000 predicted=16.737443, expected=20.000000 predicted=20.707855, expected=24.000000 predicted=22.835926, expected=32.000000 predicted=21.081504, expected=28.000000 predicted=23.946407, expected=12.000000 predicted=22.189855, expected=16.000000 predicted=20.889496, expected=24.000000 predicted=23.347401, expected=28.000000 predicted=25.227360, expected=24.000000 predicted=22.310727, expected=12.000000 predicted=17.694838, expected=4.000000 predicted=16.523176, expected=12.000000 predicted=17.767611, expected=8.000000 predicted=15.979037, expected=16.000000 predicted=14.038078, expected=40.000000 predicted=16.658658, expected=8.000000 predicted=13.591117, expected=12.000000 predicted=14.326120, expected=20.000000 predicted=15.938370, expected=4.000000 predicted=17.417747, expected=16.000000 predicted=18.013635, expected=16.000000 predicted=12.365102, expected=28.000000 predicted=17.311108, expected=20.000000 predicted=17.168298, expected=8.000000 predicted=13.638812, expected=16.000000 predicted=16.459567, expected=8.000000 predicted=16.038129, expected=12.000000 predicted=16.549140, expected=20.000000 predicted=14.588782, expected=28.000000 predicted=16.169843, expected=24.000000 predicted=18.040777, expected=24.000000 predicted=18.221873, expected=36.000000 predicted=23.640481, expected=8.000000 predicted=22.219901, expected=48.000000 predicted=29.081604, expected=36.000000 predicted=29.481684, expected=12.000000 predicted=27.029451, expected=16.000000 predicted=23.806338, expected=20.000000 predicted=22.857806, expected=8.000000 predicted=25.446107, expected=4.000000 predicted=16.228584, expected=8.000000 predicted=10.936492, expected=40.000000 predicted=18.578178, expected=24.000000 predicted=18.452997, expected=4.000000 predicted=12.602834, expected=28.000000 predicted=16.116389, expected=32.000000 predicted=23.465581, expected=32.000000 predicted=28.830343, expected=8.000000 predicted=19.175242, expected=32.000000 predicted=21.831151, expected=16.000000 predicted=24.643210, expected=24.000000 predicted=25.402760, expected=20.000000 predicted=21.603234, expected=24.000000 predicted=20.700906, expected=12.000000 predicted=21.058910, expected=12.000000 predicted=17.482176, expected=28.000000 predicted=20.848523, expected=36.000000 predicted=23.589333, expected=36.000000 predicted=25.336512, expected=32.000000 predicted=24.615393, expected=24.000000 predicted=26.167431, expected=4.000000 predicted=24.973989, expected=8.000000 predicted=23.192445, expected=32.000000 predicted=25.137755, expected=24.000000 predicted=22.833921, expected=12.000000 predicted=16.812413, expected=12.000000 predicted=13.088872, expected=16.000000 predicted=17.104075, expected=12.000000 predicted=19.125024, expected=4.000000 predicted=13.226766, expected=8.000000 predicted=10.339429, expected=4.000000 predicted=9.350304, expected=28.000000 predicted=13.906878, expected=56.000000 predicted=21.387905, expected=24.000000 predicted=19.623392, expected=12.000000 predicted=18.338324, expected=28.000000
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
predicted=23.113609, expected=12.000000 predicted=27.277399, expected=36.000000 predicted=31.204903, expected=36.000000 predicted=25.059651, expected=28.000000 predicted=25.045098, expected=32.000000 predicted=27.686415, expected=36.000000 predicted=29.316925, expected=24.000000 predicted=31.999186, expected=28.000000 predicted=30.601959, expected=12.000000 predicted=25.447945, expected=40.000000 predicted=30.460564, expected=16.000000 predicted=26.023194, expected=28.000000 predicted=25.257378, expected=52.000000 predicted=30.106655, expected=16.000000 predicted=26.420098, expected=12.000000 predicted=26.109963, expected=24.000000 predicted=23.166217, expected=12.000000 predicted=25.198686, expected=8.000000 predicted=22.060114, expected=28.000000 predicted=17.103655, expected=12.000000 predicted=15.961968, expected=28.000000 predicted=19.876488, expected=16.000000 predicted=15.981147, expected=12.000000 predicted=16.758562, expected=8.000000 predicted=16.670259, expected=4.000000 predicted=13.003582, expected=8.000000 predicted=13.644792, expected=8.000000 predicted=9.930499, expected=4.000000 predicted=7.517149, expected=20.000000 predicted=9.351021, expected=32.000000 predicted=13.763963, expected=16.000000 predicted=14.354386, expected=4.000000 predicted=11.687242, expected=8.000000 predicted=12.176464, expected=8.000000 predicted=15.363517, expected=36.000000 predicted=20.731573, expected=12.000000 predicted=13.796934, expected=4.000000 predicted=10.307344, expected=20.000000 predicted=13.413436, expected=20.000000 predicted=17.581618, expected=16.000000 predicted=19.431790, expected=36.000000 predicted=18.286853, expected=28.000000 predicted=20.035247, expected=28.000000 predicted=24.622799, expected=8.000000 predicted=20.236477, expected=8.000000 predicted=19.551567, expected=16.000000 predicted=21.671813, expected=24.000000 predicted=20.912945, expected=48.000000 predicted=24.810737, expected=32.000000 predicted=21.855063, expected=20.000000 predicted=22.153555, expected=12.000000 predicted=22.208440, expected=8.000000 predicted=23.478576, expected=16.000000 predicted=24.909531, expected=8.000000 predicted=17.003911, expected=24.000000 predicted=16.098127, expected=32.000000 predicted=17.465071, expected=4.000000 predicted=13.893707, expected=12.000000 predicted=14.607531, expected=8.000000 predicted=13.303137, expected=16.000000 predicted=18.069741, expected=12.000000 predicted=14.924032, expected=16.000000 predicted=11.258696, expected=40.000000 predicted=18.716195, expected=16.000000 predicted=17.211337, expected=32.000000 predicted=21.970467, expected=4.000000 predicted=16.843141, expected=8.000000 predicted=18.985094, expected=8.000000 predicted=18.261077, expected=8.000000 predicted=13.918299, expected=20.000000 predicted=15.258337, expected=12.000000 predicted=9.746084, expected=4.000000 predicted=9.068574, expected=12.000000 predicted=9.911510, expected=4.000000 predicted=9.765689, expected=4.000000 predicted=9.963180, expected=20.000000 predicted=10.173402, expected=16.000000 predicted=10.581038, expected=32.000000 predicted=15.985791, expected=4.000000 predicted=10.907712, expected=44.000000 predicted=20.813589, expected=24.000000 predicted=22.862688, expected=16.000000 predicted=22.580014, expected=60.000000 predicted=30.739857, expected=44.000000 predicted=32.424004, expected=36.000000 predicted=37.958438, expected=12.000000 predicted=27.173365, expected=16.000000 predicted=28.974536, expected=88.000000 predicted=48.965331, expected=40.000000 predicted=41.116245, expected=16.000000 predicted=31.907257, expected=4.000000 predicted=22.572236, expected=52.000000 predicted=40.258012, expected=32.000000 predicted=42.449791, expected=16.000000 predicted=26.021457, expected=68.000000 predicted=31.486924, expected=20.000000 predicted=30.321663, expected=24.000000 predicted=35.935774, expected=24.000000 predicted=28.237090, expected=40.000000 predicted=34.445088, expected=28.000000 predicted=35.073906, expected=24.000000 predicted=25.883095, expected=72.000000 predicted=37.162913, expected=24.000000 predicted=33.980995, expected=32.000000 predicted=36.433861, expected=8.000000 predicted=27.756898, expected=8.000000 predicted=29.138303, expected=4.000000 predicted=25.592008, expected=20.000000 predicted=18.068093, expected=24.000000 predicted=17.465464, expected=28.000000 predicted=15.873554, expected=28.000000 predicted=17.924661, expected=48.000000 predicted=25.950316, expected=20.000000 predicted=26.572285, expected=36.000000 predicted=30.634658, expected=16.000000 predicted=27.512327, expected=40.000000 predicted=33.144138, expected=68.000000 predicted=40.532882, expected=44.000000 predicted=37.524743, expected=20.000000 predicted=34.120217, expected=36.000000 predicted=35.301722, expected=12.000000 predicted=36.383505, expected=20.000000 predicted=35.348139, expected=52.000000 predicted=32.911606, expected=56.000000 predicted=34.961968, expected=16.000000 predicted=29.803805, expected=28.000000 predicted=27.865211, expected=44.000000 predicted=36.155559, expected=20.000000 predicted=37.286771, expected=12.000000 predicted=28.938473, expected=32.000000 predicted=25.098600, expected=44.000000 predicted=32.200949, expected=32.000000 predicted=31.516445, expected=16.000000 predicted=23.710719, expected=36.000000 predicted=28.261153, expected=24.000000 predicted=30.721983, expected=24.000000 predicted=30.329385, expected=20.000000 predicted=24.574804, expected=52.000000 predicted=30.629702, expected=20.000000 predicted=28.553640, expected=12.000000 predicted=24.134455, expected=44.000000 predicted=29.098416, expected=4.000000 predicted=24.200587, expected=8.000000 predicted=24.353637, expected=28.000000 predicted=19.275500, expected=32.000000 predicted=22.956795, expected=16.000000 predicted=22.348450, expected=4.000000 predicted=12.980944, expected=28.000000 predicted=19.759745, expected=24.000000 predicted=22.938284, expected=16.000000 predicted=20.523900, expected=8.000000 predicted=14.518363, expected=24.000000 predicted=17.602281, expected=32.000000 predicted=23.378612, expected=12.000000 predicted=18.790437, expected=8.000000 predicted=15.483951, expected=16.000000 predicted=16.263782, expected=4.000000 predicted=16.096512, expected=20.000000 predicted=16.978425, expected=12.000000 predicted=11.514228, expected=20.000000 predicted=13.953020, expected=4.000000 predicted=11.398979, expected=12.000000 predicted=12.027161, expected=16.000000 predicted=14.309091, expected=8.000000 predicted=12.034236, expected=28.000000 predicted=15.879992, expected=16.000000 predicted=13.133058, expected=4.000000 predicted=13.206604, expected=20.000000 predicted=15.417760, expected=16.000000 predicted=15.321714, expected=40.000000 predicted=23.040732, expected=16.000000 predicted=17.146218, expected=8.000000 predicted=15.992596, expected=8.000000 predicted=16.879815, expected=12.000000 predicted=17.442185, expected=36.000000 predicted=22.782429, expected=52.000000 predicted=23.696547, expected=36.000000 predicted=24.207155, expected=52.000000 predicted=32.041418, expected=32.000000 predicted=34.135486, expected=8.000000 predicted=34.219310, expected=12.000000 predicted=31.407324, expected=12.000000 predicted=25.833646, expected=12.000000 predicted=23.186566, expected=32.000000 predicted=20.111737, expected=52.000000 predicted=23.379973, expected=20.000000 predicted=21.659613, expected=12.000000 predicted=20.797056, expected=28.000000 predicted=25.062323, expected=12.000000 predicted=26.137928, expected=32.000000 predicted=28.778327, expected=52.000000 predicted=27.503484, expected=64.000000 predicted=35.383813, expected=44.000000 predicted=37.343029, expected=32.000000 predicted=35.964202, expected=8.000000 predicted=34.625993, expected=20.000000 predicted=37.278223, expected=20.000000 predicted=33.073936, expected=36.000000 predicted=29.985270, expected=16.000000 predicted=21.365688, expected=4.000000 predicted=15.130641, expected=32.000000 predicted=22.196572, expected=36.000000 predicted=25.727752, expected=16.000000 predicted=23.492452, expected=20.000000 predicted=19.347023, expected=16.000000 predicted=18.946612, expected=16.000000 predicted=23.405229, expected=36.000000 predicted=25.627397, expected=12.000000 predicted=18.106659, expected=28.000000 predicted=22.115325, expected=28.000000 predicted=22.014541, expected=20.000000 predicted=23.270315, expected=28.000000 predicted=25.841118, expected=40.000000 predicted=26.606272, expected=56.000000 predicted=35.744566, expected=56.000000 predicted=38.831005, expected=32.000000 predicted=35.906425, expected=44.000000 predicted=41.545057, expected=20.000000 predicted=38.861160, expected=16.000000 predicted=37.308506, expected=36.000000 predicted=35.611382, expected=24.000000 predicted=29.159090, expected=12.000000 predicted=25.172607, expected=32.000000 predicted=23.588969, expected=12.000000 predicted=20.695300, expected=20.000000 predicted=23.891228, expected=20.000000 predicted=19.493896, expected=8.000000 predicted=16.596515, expected=36.000000 predicted=23.639292, expected=12.000000 predicted=16.621092, expected=12.000000 predicted=18.039949, expected=16.000000 predicted=16.292293, expected=28.000000 predicted=20.017615, expected=56.000000 predicted=30.670254, expected=60.000000 predicted=32.549491, expected=80.000000 predicted=44.623088, expected=28.000000 predicted=39.263621, expected=40.000000 predicted=46.329937, expected=32.000000 predicted=46.897011, expected=12.000000 predicted=41.521791, expected=4.000000 predicted=31.361855, expected=28.000000 predicted=25.061650, expected=16.000000 predicted=22.989830, expected=8.000000 predicted=16.837611, expected=24.000000 predicted=15.425889, expected=64.000000 predicted=28.760910, expected=44.000000 predicted=32.685563, expected=36.000000 predicted=31.314844, expected=32.000000 predicted=31.251696, expected=12.000000 predicted=31.852526, expected=52.000000 predicted=43.651238, expected=12.000000 predicted=29.407331, expected=28.000000 predicted=29.963091, expected=28.000000 predicted=26.089803, expected=16.000000 predicted=24.261228, expected=12.000000 predicted=23.949432, expected=32.000000 predicted=22.200725, expected=12.000000 Test MSE: 226.238
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466])] predicted=24.657691, expected=36.000000 predicted=32.037737, expected=36.000000 predicted=23.966650, expected=48.000000 predicted=32.109186, expected=16.000000 predicted=25.807872, expected=28.000000 predicted=26.263868, expected=32.000000 predicted=34.276707, expected=56.000000 predicted=39.971810, expected=28.000000 predicted=35.749759, expected=28.000000 predicted=26.635680, expected=24.000000 predicted=31.022868, expected=24.000000 predicted=31.353268, expected=24.000000 predicted=33.955938, expected=24.000000 predicted=25.646939, expected=28.000000 predicted=26.236717, expected=20.000000 predicted=23.368423, expected=28.000000 predicted=24.824327, expected=12.000000 predicted=21.408453, expected=24.000000 predicted=22.688057, expected=32.000000 predicted=26.704101, expected=24.000000 predicted=22.942569, expected=36.000000 predicted=27.248015, expected=48.000000 predicted=30.065379, expected=36.000000 predicted=32.235823, expected=12.000000 predicted=27.085460, expected=24.000000 predicted=27.802348, expected=32.000000 predicted=33.775515, expected=16.000000 predicted=29.422408, expected=24.000000 predicted=25.147847, expected=64.000000 predicted=32.671068, expected=52.000000 predicted=36.998249, expected=24.000000 predicted=30.816649, expected=24.000000 predicted=28.646698, expected=12.000000 predicted=29.251313, expected=8.000000 predicted=32.634865, expected=12.000000 predicted=25.558174, expected=28.000000 predicted=21.315722, expected=20.000000 predicted=19.097277, expected=24.000000 predicted=16.925853, expected=20.000000 predicted=17.163026, expected=40.000000 predicted=24.960231, expected=36.000000 predicted=29.958046, expected=12.000000 predicted=21.115846, expected=12.000000 predicted=21.210960, expected=12.000000 predicted=20.636412, expected=16.000000 predicted=23.783770, expected=28.000000 predicted=23.905258, expected=36.000000 predicted=21.365543, expected=12.000000 predicted=16.186630, expected=20.000000 predicted=18.228057, expected=12.000000 predicted=18.997015, expected=16.000000 predicted=20.960406, expected=32.000000 predicted=26.175089, expected=16.000000 predicted=16.747798, expected=52.000000 predicted=28.257159, expected=80.000000 predicted=40.999272, expected=72.000000 predicted=45.534638, expected=36.000000 predicted=41.223034, expected=36.000000 predicted=39.846198, expected=36.000000 predicted=50.019313, expected=12.000000 predicted=44.237534, expected=4.000000 predicted=31.909595, expected=12.000000 predicted=22.582710, expected=16.000000 predicted=21.500756, expected=28.000000 predicted=23.109637, expected=20.000000 predicted=16.037079, expected=56.000000 predicted=27.300073, expected=52.000000 predicted=34.143734, expected=60.000000 predicted=39.888431, expected=36.000000 predicted=38.881311, expected=24.000000 predicted=32.987210, expected=36.000000 predicted=44.045293, expected=8.000000 predicted=31.914975, expected=48.000000 predicted=41.105245, expected=32.000000 predicted=33.564794, expected=16.000000 predicted=23.064196, expected=8.000000 predicted=21.934315, expected=12.000000 predicted=16.716894, expected=8.000000 predicted=21.777454, expected=12.000000 predicted=16.281866, expected=16.000000 predicted=13.706850, expected=40.000000 predicted=20.887467, expected=12.000000 predicted=15.515087, expected=24.000000 predicted=17.120103, expected=32.000000 predicted=24.206613, expected=28.000000 predicted=24.712410, expected=20.000000 predicted=26.333205, expected=48.000000 predicted=30.016921, expected=24.000000 predicted=28.243130, expected=28.000000 predicted=28.690045, expected=28.000000 predicted=29.334400, expected=32.000000 predicted=28.863728, expected=24.000000 predicted=31.793104, expected=36.000000 predicted=29.481247, expected=36.000000 predicted=32.119413, expected=28.000000 predicted=29.461477, expected=12.000000 predicted=24.447093, expected=28.000000 predicted=26.564253, expected=16.000000 predicted=25.691011, expected=20.000000 predicted=23.739511, expected=28.000000 predicted=24.742011, expected=68.000000 predicted=36.094652, expected=16.000000 predicted=27.213021, expected=16.000000 predicted=20.767075, expected=16.000000 predicted=24.429145, expected=12.000000 predicted=22.362435, expected=36.000000 predicted=35.756890, expected=16.000000 predicted=18.424219, expected=40.000000 predicted=24.870144, expected=36.000000 predicted=28.097042, expected=12.000000 predicted=19.674196, expected=16.000000 predicted=24.396439, expected=4.000000 predicted=16.262135, expected=24.000000 predicted=24.655740, expected=40.000000 predicted=29.281674, expected=40.000000 predicted=25.621442, expected=28.000000 predicted=24.363837, expected=24.000000 predicted=22.158368, expected=24.000000 predicted=27.646135, expected=28.000000 predicted=31.502171, expected=24.000000 predicted=28.970569, expected=28.000000 predicted=26.610732, expected=28.000000 predicted=26.376604, expected=28.000000 predicted=26.555826, expected=8.000000 predicted=20.658215, expected=24.000000 predicted=22.900352, expected=20.000000 predicted=23.594941, expected=24.000000 predicted=23.059841, expected=24.000000 predicted=23.157929, expected=16.000000 predicted=16.746777, expected=12.000000 predicted=18.337113, expected=4.000000 predicted=13.968415, expected=12.000000 predicted=15.549405, expected=52.000000 predicted=28.864815, expected=24.000000 predicted=21.578158, expected=12.000000 predicted=14.906199, expected=16.000000 predicted=16.489065, expected=16.000000 predicted=19.380046, expected=4.000000 predicted=21.337958, expected=24.000000 predicted=18.798452, expected=32.000000 predicted=20.854311, expected=28.000000 predicted=21.325526, expected=12.000000 predicted=16.740604, expected=28.000000 predicted=19.831099, expected=20.000000 predicted=23.692258, expected=16.000000 predicted=22.000051, expected=20.000000 predicted=21.641756, expected=24.000000 predicted=19.868596, expected=48.000000 predicted=31.833364, expected=32.000000 predicted=27.630051, expected=24.000000 predicted=23.953135, expected=8.000000 predicted=20.591369, expected=8.000000 predicted=19.650547, expected=12.000000 predicted=23.790630, expected=44.000000 predicted=28.872395, expected=56.000000 predicted=33.859416, expected=32.000000 predicted=24.745445, expected=8.000000 predicted=17.715581, expected=20.000000 predicted=23.521482, expected=16.000000 predicted=29.283692, expected=28.000000 predicted=31.663038, expected=28.000000 predicted=25.550160, expected=20.000000 predicted=17.773373, expected=32.000000 predicted=25.112860, expected=16.000000 predicted=20.740276, expected=28.000000 predicted=25.802612, expected=8.000000 predicted=20.017650, expected=36.000000 predicted=25.191619, expected=16.000000 predicted=23.746410, expected=20.000000 predicted=18.616310, expected=28.000000 predicted=25.253426, expected=56.000000 predicted=31.593456, expected=16.000000 predicted=27.444755, expected=44.000000 predicted=29.330884, expected=32.000000 predicted=32.078589, expected=36.000000 predicted=33.304014, expected=48.000000 predicted=44.265645, expected=56.000000 predicted=39.524759, expected=20.000000 predicted=35.489553, expected=16.000000 predicted=28.336253, expected=48.000000 predicted=40.387716, expected=20.000000 predicted=34.255201, expected=4.000000 predicted=25.173205, expected=20.000000 predicted=21.008195, expected=4.000000 predicted=14.966554, expected=12.000000 predicted=20.779808, expected=20.000000 predicted=16.631511, expected=24.000000 predicted=14.775204, expected=16.000000 predicted=16.726766, expected=8.000000 predicted=10.537558, expected=16.000000 predicted=15.196752, expected=8.000000 predicted=14.507726, expected=16.000000 predicted=16.150311, expected=28.000000 predicted=18.977071, expected=16.000000 predicted=14.399846, expected=8.000000 predicted=13.144046, expected=8.000000 predicted=11.443611, expected=8.000000 predicted=12.803531, expected=20.000000 predicted=18.187091, expected=24.000000 predicted=17.150017, expected=52.000000 predicted=26.024696, expected=60.000000 predicted=34.249987, expected=36.000000 predicted=29.710421, expected=36.000000 predicted=33.887340, expected=32.000000 predicted=35.533252, expected=16.000000 predicted=34.702956, expected=28.000000 predicted=36.829267, expected=32.000000 predicted=32.030334, expected=32.000000 predicted=31.096044, expected=32.000000 predicted=30.224707, expected=44.000000 predicted=31.734079, expected=28.000000 predicted=31.042305, expected=8.000000 predicted=23.557694, expected=16.000000 predicted=24.354949, expected=36.000000 predicted=30.701255, expected=40.000000 predicted=34.718802, expected=28.000000 predicted=26.882165, expected=56.000000 predicted=33.344427, expected=20.000000 predicted=27.402480, expected=36.000000 predicted=34.558767, expected=20.000000 predicted=32.134157, expected=36.000000 predicted=31.639838, expected=40.000000 predicted=40.662958, expected=36.000000 predicted=30.474172, expected=16.000000 predicted=27.785450, expected=32.000000 predicted=28.187139, expected=12.000000 predicted=26.248356, expected=20.000000 predicted=25.856384, expected=44.000000 predicted=33.434040, expected=24.000000 predicted=23.522910, expected=8.000000 predicted=20.186769, expected=8.000000 predicted=14.907367, expected=24.000000 predicted=21.686706, expected=16.000000 predicted=23.883493, expected=16.000000 predicted=17.009394, expected=48.000000 predicted=25.443071, expected=36.000000 predicted=25.577567, expected=24.000000 predicted=25.332816, expected=16.000000 predicted=21.708352, expected=16.000000 predicted=21.237813, expected=12.000000 predicted=25.735885, expected=24.000000 predicted=24.427295, expected=20.000000 predicted=20.353409, expected=20.000000 predicted=17.904169, expected=12.000000 predicted=15.836931, expected=16.000000 predicted=15.686392, expected=24.000000 predicted=21.558930, expected=32.000000 predicted=23.667970, expected=12.000000 predicted=17.735331, expected=12.000000 predicted=14.750378, expected=4.000000 predicted=13.385929, expected=20.000000 predicted=18.698660, expected=4.000000 predicted=15.088163, expected=20.000000 predicted=13.335348, expected=8.000000 predicted=11.387910, expected=12.000000 predicted=9.409493, expected=16.000000 predicted=15.629546, expected=4.000000 predicted=7.606496, expected=4.000000 predicted=10.161658, expected=4.000000 predicted=7.014009, expected=4.000000 predicted=7.053415, expected=48.000000 predicted=22.914782, expected=40.000000 predicted=22.375719, expected=24.000000 predicted=17.963569, expected=4.000000 predicted=13.205295, expected=20.000000 predicted=18.410632, expected=28.000000 predicted=31.753009, expected=52.000000 predicted=36.468912, expected=40.000000 predicted=31.250805, expected=36.000000 predicted=26.303753, expected=36.000000 predicted=33.049649, expected=48.000000 predicted=39.991025, expected=64.000000 predicted=52.317199, expected=44.000000 predicted=44.016485, expected=8.000000 predicted=29.581975, expected=36.000000 predicted=37.485695, expected=48.000000 predicted=45.556546, expected=28.000000 predicted=39.372079, expected=32.000000 predicted=34.142193, expected=52.000000 predicted=34.848907, expected=16.000000 predicted=30.407738, expected=24.000000 predicted=32.525993, expected=36.000000 predicted=32.941775, expected=64.000000 predicted=43.201244, expected=16.000000 predicted=33.366167, expected=12.000000 predicted=20.425240, expected=4.000000 predicted=21.090971, expected=4.000000 predicted=19.170558, expected=16.000000 predicted=26.566891, expected=24.000000 predicted=16.428938, expected=24.000000 predicted=16.278790, expected=20.000000 predicted=14.580458, expected=8.000000 predicted=11.649212, expected=24.000000 predicted=19.833194, expected=40.000000 predicted=28.480117, expected=16.000000 predicted=20.504394, expected=28.000000 predicted=23.149935, expected=40.000000 predicted=27.481584, expected=12.000000 predicted=21.820918, expected=32.000000 predicted=30.764062, expected=8.000000 predicted=18.546768, expected=44.000000 predicted=30.609049, expected=40.000000 predicted=35.508759, expected=28.000000 predicted=23.810381, expected=24.000000 predicted=28.678512, expected=32.000000 predicted=26.404749, expected=24.000000 predicted=32.066991, expected=44.000000 predicted=36.269533, expected=60.000000 predicted=41.305156, expected=56.000000 predicted=41.396806, expected=24.000000 predicted=34.179615, expected=8.000000 predicted=25.930524, expected=28.000000 predicted=36.087440, expected=16.000000 predicted=32.997043, expected=20.000000 predicted=28.548052, expected=48.000000 predicted=31.124104, expected=48.000000 predicted=30.146114, expected=20.000000 predicted=26.466650, expected=88.000000 predicted=48.550060, expected=28.000000 predicted=36.143553, expected=16.000000 predicted=33.782862, expected=20.000000 predicted=35.920949, expected=64.000000 predicted=41.023709, expected=44.000000 predicted=52.633560, expected=32.000000 predicted=31.474095, expected=16.000000 predicted=25.887815, expected=8.000000 predicted=22.146158, expected=28.000000 predicted=36.888619, expected=28.000000 predicted=30.020902, expected=20.000000 predicted=22.776945, expected=40.000000 predicted=26.720336, expected=32.000000 predicted=24.721431, expected=40.000000 predicted=32.462220, expected=40.000000 predicted=34.832126, expected=56.000000 predicted=39.325762, expected=20.000000 predicted=34.018412, expected=28.000000 predicted=32.288420, expected=48.000000 predicted=42.508704, expected=8.000000 predicted=27.297824, expected=24.000000 predicted=32.894611, expected=28.000000 predicted=26.589020, expected=28.000000 predicted=26.657985, expected=16.000000 predicted=27.318194, expected=36.000000 predicted=23.770386, expected=48.000000 predicted=34.195091, expected=16.000000 predicted=24.831873, expected=24.000000 predicted=26.830622, expected=24.000000 predicted=25.142974, expected=4.000000 Test MSE: 222.462
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369])] predicted=92.323057, expected=84.000000 predicted=97.419869, expected=52.000000 predicted=84.906710, expected=140.000000 predicted=90.722655, expected=32.000000 predicted=76.002711, expected=64.000000 predicted=78.683327, expected=76.000000 predicted=74.508975, expected=72.000000 predicted=72.540622, expected=60.000000 predicted=75.727199, expected=116.000000 predicted=71.137810, expected=100.000000 predicted=82.538490, expected=132.000000 predicted=94.842785, expected=116.000000 predicted=99.580905, expected=88.000000 predicted=99.590230, expected=96.000000 predicted=107.114506, expected=124.000000 predicted=110.000377, expected=72.000000 predicted=104.355698, expected=80.000000 predicted=95.380527, expected=168.000000 predicted=107.813481, expected=160.000000 predicted=120.177371, expected=124.000000 predicted=122.370976, expected=24.000000 predicted=97.435753, expected=120.000000 predicted=110.555682, expected=88.000000 predicted=115.422737, expected=172.000000 predicted=120.883390, expected=204.000000 predicted=128.184223, expected=32.000000 predicted=99.563103, expected=8.000000 predicted=96.313677, expected=4.000000 predicted=78.247936, expected=32.000000 predicted=77.555079, expected=60.000000 predicted=63.831694, expected=160.000000 predicted=56.678313, expected=120.000000 predicted=66.692103, expected=40.000000 predicted=63.961718, expected=4.000000 predicted=60.924543, expected=68.000000 predicted=73.504946, expected=148.000000 predicted=98.901932, expected=108.000000 predicted=86.584422, expected=120.000000 predicted=81.396477, expected=52.000000 predicted=76.621818, expected=72.000000 predicted=91.333909, expected=32.000000 predicted=87.573665, expected=172.000000 predicted=99.243844, expected=96.000000 predicted=94.174329, expected=156.000000 predicted=98.337935, expected=76.000000 predicted=97.166661, expected=80.000000 predicted=96.576684, expected=100.000000 predicted=114.980057, expected=68.000000 predicted=95.041865, expected=124.000000 predicted=104.831122, expected=128.000000 predicted=97.878327, expected=16.000000 predicted=81.302098, expected=76.000000 predicted=83.524788, expected=40.000000 predicted=72.965517, expected=68.000000 predicted=77.961431, expected=84.000000 predicted=72.566495, expected=72.000000 predicted=58.565033, expected=28.000000 predicted=59.343622, expected=116.000000 predicted=69.112480, expected=128.000000 predicted=86.333428, expected=96.000000 predicted=88.619041, expected=112.000000 predicted=91.340704, expected=64.000000 predicted=85.641880, expected=64.000000 predicted=95.119289, expected=36.000000 predicted=82.037253, expected=132.000000 predicted=88.090432, expected=96.000000 predicted=87.638202, expected=120.000000 predicted=86.734244, expected=52.000000 predicted=79.586783, expected=72.000000 predicted=80.649481, expected=132.000000 predicted=104.546142, expected=128.000000 predicted=103.363492, expected=124.000000 predicted=106.868244, expected=44.000000 predicted=85.978501, expected=64.000000 predicted=89.768379, expected=52.000000 predicted=90.358159, expected=92.000000 predicted=87.561272, expected=80.000000 predicted=79.174771, expected=36.000000 predicted=58.597878, expected=160.000000 predicted=84.418769, expected=76.000000 predicted=82.425718, expected=120.000000 predicted=95.267239, expected=52.000000 predicted=83.881693, expected=48.000000 predicted=77.238371, expected=136.000000 predicted=103.854074, expected=148.000000 predicted=101.238369, expected=96.000000 predicted=101.130052, expected=76.000000 predicted=87.861221, expected=56.000000 predicted=88.063687, expected=152.000000 predicted=115.330773, expected=48.000000 predicted=96.904479, expected=76.000000 predicted=82.946299, expected=108.000000 predicted=86.375843, expected=88.000000 predicted=88.024034, expected=88.000000 predicted=95.420314, expected=76.000000 predicted=78.411976, expected=88.000000 predicted=86.946184, expected=84.000000 predicted=89.526498, expected=96.000000 predicted=87.517680, expected=92.000000 predicted=87.776672, expected=4.000000 predicted=68.695650, expected=84.000000 predicted=74.714937, expected=64.000000 predicted=71.945343, expected=40.000000 predicted=64.049657, expected=36.000000 predicted=52.801596, expected=156.000000 predicted=67.399990, expected=116.000000 predicted=86.831947, expected=100.000000 predicted=84.896958, expected=112.000000 predicted=90.667103, expected=96.000000 predicted=99.563855, expected=64.000000 predicted=106.844629, expected=164.000000 predicted=112.478900, expected=92.000000 predicted=105.101073, expected=68.000000 predicted=97.412320, expected=80.000000 predicted=91.911780, expected=88.000000 predicted=91.801117, expected=84.000000 predicted=99.046588, expected=68.000000 predicted=79.647914, expected=164.000000 predicted=95.564868, expected=56.000000 predicted=88.485007, expected=32.000000 predicted=77.823841, expected=56.000000 predicted=74.371822, expected=104.000000 predicted=82.370295, expected=52.000000 predicted=80.817364, expected=92.000000 predicted=65.863211, expected=92.000000 predicted=70.780475, expected=136.000000 predicted=90.825282, expected=104.000000 predicted=97.844053, expected=40.000000 predicted=80.795121, expected=52.000000 predicted=82.840235, expected=120.000000 predicted=93.279784, expected=84.000000 predicted=92.737683, expected=88.000000 predicted=82.455844, expected=48.000000 predicted=68.179914, expected=84.000000 predicted=78.181977, expected=96.000000 predicted=89.430293, expected=68.000000 predicted=78.114358, expected=120.000000 predicted=86.078872, expected=112.000000 predicted=88.212346, expected=132.000000 predicted=103.448960, expected=52.000000 predicted=93.414966, expected=36.000000 predicted=81.432340, expected=80.000000 predicted=89.393455, expected=52.000000 predicted=78.562049, expected=52.000000 predicted=69.261729, expected=80.000000 predicted=59.388627, expected=76.000000 predicted=62.813218, expected=72.000000 predicted=69.402418, expected=124.000000 predicted=77.889391, expected=136.000000 predicted=92.066643, expected=112.000000 predicted=100.153976, expected=104.000000 predicted=102.017314, expected=72.000000 predicted=99.481693, expected=4.000000 predicted=87.213881, expected=72.000000 predicted=84.449510, expected=28.000000 predicted=65.992836, expected=20.000000 predicted=50.519785, expected=68.000000 predicted=46.296198, expected=144.000000 predicted=60.641494, expected=48.000000 predicted=63.696663, expected=64.000000 predicted=58.979582, expected=56.000000 predicted=63.015901, expected=88.000000 predicted=78.872120, expected=120.000000 predicted=92.264049, expected=88.000000 predicted=77.142891, expected=36.000000 predicted=71.318151, expected=36.000000 predicted=66.515710, expected=52.000000 predicted=69.826876, expected=68.000000 predicted=70.054674, expected=76.000000 predicted=62.154544, expected=80.000000 predicted=58.420093, expected=136.000000 predicted=77.161901, expected=128.000000 predicted=91.607402, expected=92.000000 predicted=94.911589, expected=76.000000 predicted=94.479880, expected=80.000000 predicted=96.278701, expected=40.000000 predicted=90.733734, expected=72.000000 predicted=82.651156, expected=60.000000 predicted=70.669412, expected=84.000000 predicted=70.364787, expected=104.000000 predicted=76.012875, expected=84.000000 predicted=73.428904, expected=44.000000 predicted=71.848194, expected=48.000000 predicted=67.742834, expected=152.000000 predicted=91.035301, expected=112.000000 predicted=94.565543, expected=124.000000 predicted=95.390716, expected=32.000000 predicted=78.599430, expected=84.000000 predicted=88.471846, expected=156.000000 predicted=116.188333, expected=128.000000 predicted=109.646799, expected=132.000000 predicted=111.041718, expected=120.000000 predicted=105.232309, expected=104.000000 predicted=117.880033, expected=56.000000 predicted=113.469974, expected=88.000000 predicted=104.255831, expected=88.000000 predicted=99.580893, expected=100.000000 predicted=95.077046, expected=100.000000 predicted=90.804357, expected=156.000000 predicted=100.345358, expected=108.000000 predicted=106.522868, expected=112.000000 predicted=109.184253, expected=64.000000 predicted=102.815804, expected=108.000000 predicted=107.540216, expected=128.000000 predicted=116.679288, expected=60.000000 predicted=95.205944, expected=84.000000 predicted=91.878344, expected=104.000000 predicted=91.112329, expected=128.000000 predicted=105.165924, expected=84.000000 predicted=98.605638, expected=60.000000 predicted=82.696134, expected=104.000000 predicted=93.894553, expected=140.000000 predicted=107.131300, expected=144.000000 predicted=114.147664, expected=128.000000 predicted=109.822158, expected=124.000000 predicted=114.079875, expected=104.000000 predicted=121.613298, expected=128.000000 predicted=128.710017, expected=108.000000 predicted=123.117188, expected=172.000000 predicted=130.855353, expected=136.000000 predicted=129.729734, expected=124.000000 predicted=126.979154, expected=144.000000 predicted=135.184538, expected=72.000000 predicted=121.787881, expected=100.000000 predicted=124.605252, expected=252.000000 predicted=146.909865, expected=256.000000 predicted=166.373484, expected=192.000000 predicted=169.615319, expected=384.000000 predicted=214.935414, expected=280.000000 predicted=242.678279, expected=312.000000 predicted=281.144592, expected=492.000000 predicted=330.273302, expected=352.000000 predicted=334.334457, expected=116.000000 predicted=309.049933, expected=208.000000 predicted=282.141320, expected=156.000000 predicted=264.793109, expected=316.000000 predicted=290.847173, expected=564.000000 predicted=317.641985, expected=656.000000 predicted=363.422658, expected=172.000000 predicted=315.512638, expected=120.000000 predicted=284.634062, expected=88.000000 predicted=293.853192, expected=112.000000 predicted=299.057668, expected=108.000000 predicted=237.731953, expected=84.000000 predicted=114.893886, expected=160.000000 predicted=118.707699, expected=92.000000 predicted=105.220616, expected=96.000000 predicted=106.757673, expected=72.000000 predicted=97.425642, expected=72.000000 predicted=91.730723, expected=60.000000 predicted=92.775823, expected=96.000000 predicted=84.110257, expected=120.000000 predicted=92.203550, expected=100.000000 predicted=88.348601, expected=104.000000 predicted=91.752470, expected=76.000000 predicted=87.582540, expected=92.000000 predicted=96.642803, expected=60.000000 predicted=89.908615, expected=56.000000 predicted=78.958823, expected=44.000000 predicted=70.152601, expected=104.000000 predicted=76.622400, expected=76.000000 predicted=75.361618, expected=60.000000 predicted=65.269347, expected=84.000000 predicted=70.390247, expected=84.000000 predicted=74.565986, expected=104.000000 predicted=89.776392, expected=132.000000 predicted=95.084730, expected=132.000000 predicted=101.668264, expected=88.000000 predicted=100.478926, expected=80.000000 predicted=97.543634, expected=72.000000 predicted=96.931148, expected=80.000000 predicted=97.742192, expected=76.000000 predicted=90.017848, expected=112.000000 predicted=88.822207, expected=112.000000 predicted=91.995669, expected=52.000000 predicted=79.023758, expected=60.000000 predicted=77.305514, expected=64.000000 predicted=76.511013, expected=128.000000 predicted=96.046774, expected=128.000000 predicted=99.029024, expected=104.000000 predicted=89.056282, expected=124.000000 predicted=100.409996, expected=88.000000 predicted=100.436891, expected=76.000000 predicted=104.798661, expected=40.000000 predicted=87.956709, expected=88.000000 predicted=87.570803, expected=56.000000 predicted=79.896359, expected=56.000000 predicted=67.364352, expected=120.000000 predicted=78.970304, expected=68.000000 predicted=69.959438, expected=64.000000 predicted=74.306277, expected=48.000000 predicted=63.768769, expected=96.000000 predicted=76.582124, expected=44.000000 predicted=73.888588, expected=96.000000 predicted=72.373308, expected=96.000000 predicted=76.644864, expected=108.000000 predicted=83.240268, expected=44.000000 predicted=76.821602, expected=44.000000 predicted=64.539248, expected=88.000000 predicted=81.190132, expected=68.000000 predicted=76.752268, expected=88.000000 predicted=78.178446, expected=108.000000 predicted=75.848106, expected=100.000000 predicted=82.785566, expected=72.000000 predicted=85.224042, expected=92.000000 predicted=86.203468, expected=56.000000 predicted=82.196114, expected=88.000000 predicted=87.642359, expected=80.000000 predicted=82.914625, expected=104.000000 predicted=84.644909, expected=80.000000 predicted=83.899697, expected=36.000000 predicted=67.001958, expected=48.000000 predicted=69.099383, expected=148.000000 predicted=91.571492, expected=92.000000 predicted=89.811987, expected=104.000000 predicted=86.754782, expected=108.000000 predicted=86.885721, expected=68.000000 predicted=87.732978, expected=72.000000 predicted=98.120970, expected=88.000000 predicted=88.549421, expected=80.000000 predicted=87.778841, expected=124.000000 predicted=96.249059, expected=108.000000 predicted=91.598305, expected=72.000000 predicted=86.744356, expected=36.000000 predicted=76.970312, expected=120.000000 predicted=92.380878, expected=84.000000 predicted=94.154221, expected=48.000000 predicted=76.522182, expected=52.000000 predicted=65.052201, expected=144.000000 predicted=85.819041, expected=196.000000 predicted=123.093787, expected=68.000000 predicted=95.087134, expected=88.000000 predicted=91.126425, expected=88.000000 predicted=98.313225, expected=80.000000 predicted=110.003146, expected=76.000000 predicted=103.617837, expected=116.000000 predicted=88.664493, expected=124.000000 predicted=99.659393, expected=44.000000 predicted=82.400684, expected=112.000000 predicted=92.188063, expected=112.000000 predicted=98.356917, expected=56.000000 predicted=91.501823, expected=100.000000 predicted=93.817752, expected=96.000000 predicted=84.939363, expected=60.000000 predicted=87.693950, expected=76.000000 predicted=83.711803, expected=76.000000 predicted=75.442401, expected=88.000000 predicted=85.155607, expected=48.000000 predicted=72.301739, expected=48.000000 predicted=62.307888, expected=140.000000 predicted=87.157134, expected=92.000000 predicted=84.908871, expected=84.000000 predicted=83.755955, expected=64.000000 predicted=73.695886, expected=48.000000 predicted=72.229566, expected=60.000000 predicted=82.633030, expected=96.000000 predicted=78.723703, expected=124.000000 predicted=86.884644, expected=112.000000 predicted=87.167828, expected=72.000000 predicted=80.323882, expected=108.000000 predicted=93.321430, expected=168.000000 predicted=120.144360, expected=108.000000 predicted=116.768681, expected=128.000000 predicted=116.716750, expected=276.000000 predicted=156.051668, expected=84.000000 predicted=137.236189, expected=104.000000 predicted=139.040494, expected=52.000000 predicted=111.790664, expected=64.000000 predicted=111.418290, expected=68.000000 predicted=115.732965, expected=112.000000 predicted=85.783633, expected=80.000000 predicted=82.857023, expected=52.000000 predicted=66.854075, expected=64.000000 predicted=70.215327, expected=72.000000 predicted=73.821875, expected=124.000000 predicted=92.340129, expected=4.000000 predicted=59.471265, expected=120.000000 predicted=75.709550, expected=96.000000 predicted=81.847224, expected=76.000000 predicted=81.563455, expected=68.000000 predicted=81.884645, expected=108.000000 predicted=76.471082, expected=96.000000 predicted=97.207927, expected=64.000000 predicted=82.933510, expected=72.000000 predicted=78.228283, expected=80.000000 predicted=79.971445, expected=20.000000 predicted=69.005525, expected=56.000000 predicted=64.825785, expected=44.000000 predicted=54.968413, expected=88.000000 predicted=65.165126, expected=76.000000 predicted=64.977167, expected=52.000000 predicted=52.776372, expected=68.000000 predicted=63.161480, expected=144.000000 predicted=85.155331, expected=148.000000 predicted=104.476132, expected=4.000000 predicted=71.412613, expected=88.000000 predicted=79.160630, expected=80.000000 predicted=86.006324, expected=92.000000 predicted=97.814029, expected=64.000000 predicted=82.586812, expected=100.000000 predicted=69.592786, expected=148.000000 predicted=102.551702, expected=112.000000 predicted=100.980862, expected=84.000000 predicted=96.919376, expected=52.000000 predicted=84.324507, expected=88.000000 predicted=95.567206, expected=44.000000 Test MSE: 2910.022
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555])] predicted=12.642397, expected=8.000000 predicted=9.485843, expected=40.000000 predicted=19.863769, expected=8.000000 predicted=14.721174, expected=4.000000 predicted=11.031698, expected=12.000000 predicted=16.786809, expected=12.000000 predicted=13.361740, expected=12.000000 predicted=14.738350, expected=8.000000 predicted=8.983527, expected=4.000000 predicted=7.522184, expected=8.000000 predicted=9.282878, expected=24.000000 predicted=13.986756, expected=12.000000 predicted=11.189354, expected=12.000000 predicted=10.784150, expected=4.000000 predicted=9.522804, expected=16.000000 predicted=13.151582, expected=8.000000 predicted=12.337658, expected=36.000000 predicted=18.394440, expected=4.000000 predicted=11.581787, expected=24.000000 predicted=15.662641, expected=4.000000 predicted=14.327297, expected=32.000000 predicted=19.531471, expected=24.000000 predicted=22.667908, expected=64.000000 predicted=30.991698, expected=20.000000 predicted=26.762058, expected=12.000000 predicted=20.815107, expected=4.000000 predicted=23.910633, expected=4.000000 predicted=18.092002, expected=8.000000 predicted=18.727248, expected=20.000000 predicted=13.366839, expected=4.000000 predicted=7.666389, expected=12.000000 predicted=8.648442, expected=4.000000 predicted=8.153294, expected=12.000000 predicted=9.865111, expected=12.000000 predicted=11.644714, expected=4.000000 predicted=6.619669, expected=12.000000 predicted=9.974299, expected=8.000000 predicted=8.585668, expected=8.000000 predicted=8.779598, expected=12.000000 predicted=10.127072, expected=8.000000 predicted=8.259319, expected=12.000000 predicted=10.285769, expected=16.000000 predicted=11.752270, expected=4.000000 predicted=8.493561, expected=32.000000 predicted=17.342834, expected=12.000000 predicted=13.812497, expected=8.000000 predicted=11.570469, expected=24.000000 predicted=18.455233, expected=8.000000 predicted=12.928322, expected=20.000000 predicted=17.843716, expected=36.000000 predicted=21.961224, expected=28.000000 predicted=21.078277, expected=36.000000 predicted=26.896206, expected=88.000000 predicted=45.755930, expected=56.000000 predicted=45.272941, expected=32.000000 predicted=41.150838, expected=16.000000 predicted=38.142336, expected=24.000000 predicted=38.814700, expected=40.000000 predicted=44.742939, expected=12.000000 predicted=26.995005, expected=68.000000 predicted=38.824142, expected=36.000000 predicted=33.859585, expected=20.000000 predicted=28.220986, expected=12.000000 predicted=29.250075, expected=32.000000 predicted=29.985414, expected=4.000000 predicted=25.700824, expected=4.000000 predicted=15.136727, expected=100.000000 predicted=43.778576, expected=40.000000 predicted=32.260385, expected=8.000000 predicted=24.057357, expected=24.000000 predicted=30.532598, expected=80.000000 predicted=48.453721, expected=20.000000 predicted=41.576916, expected=32.000000 predicted=33.153667, expected=40.000000 predicted=36.943499, expected=88.000000 predicted=52.452146, expected=12.000000 predicted=40.258911, expected=28.000000 predicted=33.688770, expected=20.000000 predicted=37.259656, expected=16.000000 predicted=28.138723, expected=72.000000 predicted=48.895326, expected=28.000000 predicted=27.649870, expected=64.000000 predicted=40.891655, expected=112.000000 predicted=64.737955, expected=8.000000 predicted=38.469134, expected=40.000000 predicted=53.086844, expected=28.000000 predicted=45.872549, expected=4.000000 predicted=34.351515, expected=12.000000 predicted=34.492935, expected=12.000000 predicted=16.112253, expected=4.000000 predicted=14.560535, expected=12.000000 predicted=12.805465, expected=8.000000 predicted=8.397987, expected=4.000000 predicted=7.586752, expected=36.000000 predicted=17.314898, expected=32.000000 predicted=18.363108, expected=4.000000 predicted=12.896754, expected=32.000000 predicted=22.172571, expected=28.000000 predicted=23.128771, expected=76.000000 predicted=41.662381, expected=12.000000 predicted=27.615569, expected=4.000000 predicted=20.531788, expected=8.000000 predicted=25.668031, expected=8.000000 predicted=19.186663, expected=16.000000 predicted=21.559892, expected=8.000000 predicted=9.136409, expected=36.000000 predicted=17.188751, expected=88.000000 predicted=38.710270, expected=112.000000 predicted=56.892935, expected=96.000000 predicted=66.059829, expected=24.000000 predicted=51.532281, expected=24.000000 predicted=54.954462, expected=16.000000 predicted=52.843944, expected=16.000000 predicted=42.205244, expected=4.000000 predicted=26.404101, expected=52.000000 predicted=29.272224, expected=40.000000 predicted=29.038912, expected=4.000000 predicted=16.698168, expected=8.000000 predicted=18.698574, expected=20.000000 predicted=20.567353, expected=24.000000 predicted=24.820799, expected=28.000000 predicted=23.076952, expected=20.000000 predicted=17.602502, expected=12.000000 predicted=16.699783, expected=24.000000 predicted=22.095889, expected=4.000000 predicted=15.444853, expected=8.000000 predicted=14.252739, expected=32.000000 predicted=20.874740, expected=16.000000 predicted=15.362378, expected=8.000000 predicted=13.722402, expected=4.000000 predicted=10.519513, expected=16.000000 predicted=13.971555, expected=16.000000 predicted=16.040240, expected=20.000000 predicted=14.699983, expected=16.000000 predicted=13.959944, expected=24.000000 predicted=17.287475, expected=4.000000 predicted=13.358255, expected=20.000000 predicted=17.180563, expected=8.000000 predicted=14.291290, expected=24.000000 predicted=17.149456, expected=28.000000 predicted=21.077571, expected=20.000000 predicted=16.907560, expected=44.000000 predicted=28.732481, expected=28.000000 predicted=25.507253, expected=16.000000 predicted=23.611342, expected=4.000000 predicted=19.778807, expected=8.000000 predicted=17.041985, expected=20.000000 predicted=20.912599, expected=8.000000 predicted=12.858670, expected=20.000000 predicted=14.364540, expected=4.000000 predicted=9.260672, expected=20.000000 predicted=14.186542, expected=8.000000 predicted=12.852555, expected=4.000000 predicted=8.409520, expected=8.000000 predicted=10.871052, expected=8.000000 predicted=8.105966, expected=16.000000 predicted=12.089264, expected=48.000000 predicted=22.686607, expected=12.000000 predicted=14.532440, expected=8.000000 predicted=13.947674, expected=16.000000 predicted=18.270602, expected=8.000000 predicted=14.960026, expected=16.000000 predicted=18.557260, expected=20.000000 predicted=15.072049, expected=28.000000 predicted=18.168550, expected=80.000000 predicted=39.793581, expected=12.000000 predicted=23.180010, expected=12.000000 predicted=23.226977, expected=44.000000 predicted=36.650228, expected=16.000000 predicted=27.018312, expected=32.000000 predicted=34.112175, expected=4.000000 predicted=16.994345, expected=20.000000 predicted=20.023480, expected=112.000000 predicted=55.429726, expected=8.000000 predicted=25.744988, expected=24.000000 predicted=30.745503, expected=8.000000 predicted=26.474353, expected=8.000000 predicted=24.172410, expected=4.000000 predicted=25.210612, expected=44.000000 predicted=21.560465, expected=12.000000 predicted=15.985249, expected=16.000000 predicted=14.695302, expected=12.000000 predicted=15.681144, expected=8.000000 predicted=13.410455, expected=24.000000 predicted=21.281535, expected=4.000000 predicted=10.774767, expected=8.000000 predicted=11.012267, expected=4.000000 predicted=9.141443, expected=8.000000 predicted=8.698056, expected=8.000000 predicted=9.588763, expected=32.000000 predicted=14.890207, expected=24.000000 predicted=15.993373, expected=24.000000 predicted=17.529374, expected=12.000000 predicted=16.712102, expected=4.000000 predicted=14.021537, expected=32.000000 predicted=24.121691, expected=56.000000 predicted=31.918216, expected=48.000000 predicted=32.816025, expected=16.000000 predicted=24.773229, expected=16.000000 predicted=25.410752, expected=12.000000 predicted=26.580623, expected=16.000000 predicted=25.672050, expected=16.000000 predicted=20.703135, expected=16.000000 predicted=15.395880, expected=24.000000 predicted=18.272479, expected=4.000000 predicted=12.220496, expected=16.000000 predicted=15.374993, expected=16.000000 predicted=15.826921, expected=4.000000 predicted=11.029719, expected=12.000000 predicted=13.010859, expected=4.000000 predicted=8.097944, expected=24.000000 predicted=15.013196, expected=4.000000 predicted=9.560099, expected=8.000000 predicted=8.470168, expected=24.000000 predicted=15.515589, expected=8.000000 predicted=10.605557, expected=4.000000 predicted=10.482588, expected=16.000000 predicted=11.901244, expected=4.000000 predicted=9.002255, expected=24.000000 predicted=15.803971, expected=12.000000 predicted=11.590190, expected=8.000000 predicted=9.968684, expected=16.000000 predicted=14.291724, expected=16.000000 predicted=13.515448, expected=8.000000 predicted=12.896531, expected=8.000000 predicted=10.669737, expected=8.000000 predicted=10.064112, expected=20.000000 predicted=14.276813, expected=20.000000 predicted=14.845808, expected=56.000000 predicted=27.250174, expected=12.000000 predicted=18.486498, expected=40.000000 predicted=27.862027, expected=24.000000 predicted=28.325264, expected=20.000000 predicted=25.784443, expected=20.000000 predicted=28.229138, expected=16.000000 predicted=20.284290, expected=20.000000 predicted=23.150693, expected=4.000000 predicted=14.739955, expected=16.000000 predicted=15.987445, expected=80.000000 predicted=37.674152, expected=20.000000 predicted=24.239139, expected=28.000000 predicted=27.039596, expected=32.000000 predicted=30.771406, expected=4.000000 predicted=23.561193, expected=4.000000 predicted=24.803648, expected=8.000000 predicted=14.661541, expected=24.000000 predicted=18.389513, expected=64.000000 predicted=31.922091, expected=8.000000 predicted=15.819533, expected=4.000000 predicted=14.644244, expected=32.000000 predicted=25.464707, expected=12.000000 predicted=21.184532, expected=8.000000 predicted=19.750636, expected=16.000000 predicted=14.057205, expected=8.000000 predicted=11.747662, expected=28.000000 predicted=19.993947, expected=4.000000 predicted=10.907063, expected=8.000000 predicted=10.769481, expected=16.000000 predicted=14.290180, expected=12.000000 predicted=12.168702, expected=20.000000 predicted=16.166230, expected=12.000000 predicted=11.789427, expected=16.000000 predicted=14.114191, expected=20.000000 predicted=16.944876, expected=84.000000 predicted=38.792539, expected=68.000000 predicted=42.947546, expected=120.000000 predicted=66.624181, expected=48.000000 predicted=56.696196, expected=72.000000 predicted=66.913278, expected=24.000000 predicted=61.535817, expected=176.000000 predicted=100.405161, expected=244.000000 predicted=147.000031, expected=124.000000 predicted=110.315728, expected=40.000000 predicted=91.795684, expected=96.000000 predicted=115.855517, expected=44.000000 predicted=108.597410, expected=44.000000 predicted=92.753290, expected=92.000000 predicted=83.147965, expected=68.000000 predicted=62.746127, expected=88.000000 predicted=77.011583, expected=36.000000 predicted=55.226660, expected=92.000000 predicted=73.913541, expected=12.000000 predicted=54.695238, expected=112.000000 predicted=76.328626, expected=120.000000 predicted=90.278839, expected=64.000000 predicted=65.968561, expected=112.000000 predicted=92.700817, expected=56.000000 predicted=71.577134, expected=84.000000 predicted=90.000756, expected=80.000000 predicted=87.427797, expected=52.000000 predicted=68.813672, expected=72.000000 predicted=76.765253, expected=172.000000 predicted=105.090393, expected=44.000000 predicted=75.116875, expected=40.000000 predicted=68.196872, expected=40.000000 predicted=64.697042, expected=32.000000 predicted=59.178033, expected=40.000000 predicted=63.166332, expected=84.000000 predicted=55.315584, expected=32.000000 predicted=41.414533, expected=68.000000 predicted=52.681017, expected=12.000000 predicted=37.371062, expected=4.000000 predicted=31.191019, expected=28.000000 predicted=39.414734, expected=8.000000 predicted=21.800809, expected=56.000000 predicted=37.595694, expected=36.000000 predicted=26.352628, expected=16.000000 predicted=20.982710, expected=24.000000 predicted=27.148150, expected=4.000000 predicted=18.688231, expected=36.000000 predicted=31.935015, expected=40.000000 predicted=30.077632, expected=36.000000 predicted=27.483590, expected=16.000000 predicted=23.481779, expected=44.000000 predicted=31.033682, expected=28.000000 predicted=32.629153, expected=12.000000 predicted=25.866992, expected=8.000000 predicted=21.152219, expected=24.000000 predicted=22.219697, expected=4.000000 predicted=17.986019, expected=8.000000 predicted=13.290423, expected=72.000000 predicted=32.366539, expected=24.000000 predicted=22.703181, expected=8.000000 predicted=19.399937, expected=4.000000 predicted=15.633245, expected=12.000000 predicted=18.514688, expected=32.000000 predicted=29.940713, expected=12.000000 Test MSE: 704.162
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132])] predicted=41.326842, expected=44.000000 predicted=31.533566, expected=28.000000 predicted=30.174975, expected=36.000000 predicted=33.265075, expected=16.000000 predicted=24.759087, expected=44.000000 predicted=42.910728, expected=4.000000 predicted=17.891115, expected=4.000000 predicted=17.856649, expected=24.000000 predicted=23.841659, expected=8.000000 predicted=12.718353, expected=16.000000 predicted=18.437868, expected=8.000000 predicted=8.569354, expected=36.000000 predicted=24.230153, expected=20.000000 predicted=17.335823, expected=4.000000 predicted=10.897865, expected=8.000000 predicted=13.451466, expected=20.000000 predicted=17.906330, expected=28.000000 predicted=23.084688, expected=12.000000 predicted=13.055090, expected=20.000000 predicted=17.256723, expected=4.000000 predicted=10.097288, expected=8.000000 predicted=14.085269, expected=56.000000 predicted=35.662533, expected=12.000000 predicted=12.160981, expected=16.000000 predicted=19.729911, expected=52.000000 predicted=34.361102, expected=20.000000 predicted=21.713122, expected=56.000000 predicted=45.907239, expected=48.000000 predicted=35.652831, expected=20.000000 predicted=28.702855, expected=44.000000 predicted=43.665407, expected=4.000000 predicted=19.615905, expected=8.000000 predicted=25.871077, expected=24.000000 predicted=25.849539, expected=20.000000 predicted=19.925079, expected=12.000000 predicted=16.945353, expected=8.000000 predicted=10.614765, expected=16.000000 predicted=15.583845, expected=8.000000 predicted=12.231827, expected=36.000000 predicted=25.045185, expected=8.000000 predicted=9.674941, expected=4.000000 predicted=10.884825, expected=8.000000 predicted=11.682554, expected=12.000000 predicted=12.891286, expected=12.000000 predicted=13.609120, expected=4.000000 predicted=6.119001, expected=52.000000 predicted=29.869264, expected=8.000000 predicted=8.924862, expected=20.000000 predicted=20.613610, expected=12.000000 predicted=14.323149, expected=40.000000 predicted=30.231984, expected=36.000000 predicted=30.121804, expected=44.000000 predicted=32.263799, expected=60.000000 predicted=43.071341, expected=48.000000 predicted=40.500217, expected=68.000000 predicted=56.556948, expected=32.000000 predicted=39.546568, expected=16.000000 predicted=35.858613, expected=84.000000 predicted=66.604260, expected=32.000000 predicted=37.499650, expected=20.000000 predicted=37.071197, expected=44.000000 predicted=40.547413, expected=16.000000 predicted=27.089398, expected=40.000000 predicted=43.631815, expected=44.000000 predicted=35.351328, expected=20.000000 predicted=25.919887, expected=8.000000 predicted=22.247469, expected=28.000000 predicted=27.905181, expected=16.000000 predicted=22.390321, expected=20.000000 predicted=23.387199, expected=8.000000 predicted=12.812582, expected=16.000000 predicted=16.837717, expected=12.000000 predicted=14.993665, expected=12.000000 predicted=13.770217, expected=48.000000 predicted=30.517432, expected=16.000000 predicted=14.457434, expected=20.000000 predicted=21.579905, expected=32.000000 predicted=25.689940, expected=44.000000 predicted=33.965413, expected=24.000000 predicted=27.485997, expected=68.000000 predicted=47.332565, expected=44.000000 predicted=36.760503, expected=24.000000 predicted=34.224799, expected=24.000000 predicted=33.726333, expected=36.000000 predicted=37.245516, expected=16.000000 predicted=29.136934, expected=32.000000 predicted=32.342017, expected=16.000000 predicted=20.254734, expected=24.000000 predicted=25.790478, expected=36.000000 predicted=30.182751, expected=44.000000 predicted=33.077478, expected=60.000000 predicted=43.702896, expected=20.000000 predicted=25.456844, expected=76.000000 predicted=57.578478, expected=4.000000 predicted=22.458813, expected=40.000000 predicted=45.491425, expected=12.000000 predicted=25.495259, expected=20.000000 predicted=28.033906, expected=24.000000 predicted=28.768754, expected=16.000000 predicted=17.659240, expected=4.000000 predicted=14.621150, expected=4.000000 predicted=10.622865, expected=4.000000 predicted=9.872414, expected=16.000000 predicted=14.096228, expected=16.000000 predicted=11.741794, expected=20.000000 predicted=13.592804, expected=28.000000 predicted=18.674224, expected=32.000000 predicted=22.838566, expected=4.000000 predicted=12.613509, expected=44.000000 predicted=32.999573, expected=40.000000 predicted=30.165217, expected=44.000000 predicted=36.450760, expected=28.000000 predicted=29.161807, expected=32.000000 predicted=31.845629, expected=28.000000 predicted=33.432436, expected=4.000000 predicted=20.729463, expected=72.000000 predicted=51.249395, expected=80.000000 predicted=51.340772, expected=68.000000 predicted=52.853288, expected=20.000000 predicted=33.341963, expected=16.000000 predicted=34.469431, expected=52.000000 predicted=54.909603, expected=48.000000 predicted=48.292452, expected=36.000000 predicted=39.131043, expected=72.000000 predicted=51.765155, expected=80.000000 predicted=58.375223, expected=56.000000 predicted=55.367786, expected=48.000000 predicted=53.433350, expected=8.000000 predicted=34.196220, expected=76.000000 predicted=68.896013, expected=52.000000 predicted=50.863801, expected=68.000000 predicted=58.851145, expected=56.000000 predicted=50.648330, expected=44.000000 predicted=47.261874, expected=12.000000 predicted=38.248136, expected=4.000000 predicted=29.347347, expected=28.000000 predicted=36.105437, expected=104.000000 predicted=66.024227, expected=64.000000 predicted=45.092042, expected=132.000000 predicted=83.696355, expected=28.000000 predicted=39.519193, expected=28.000000 predicted=54.182871, expected=24.000000 predicted=52.060704, expected=52.000000 predicted=57.622746, expected=24.000000 predicted=42.020828, expected=24.000000 predicted=28.593120, expected=20.000000 predicted=25.482581, expected=36.000000 predicted=33.038033, expected=32.000000 predicted=31.905312, expected=8.000000 predicted=17.711825, expected=24.000000 predicted=25.233795, expected=24.000000 predicted=23.696578, expected=48.000000 predicted=36.675598, expected=24.000000 predicted=24.025475, expected=48.000000 predicted=36.099330, expected=28.000000 predicted=29.117172, expected=4.000000 predicted=20.474416, expected=12.000000 predicted=24.110845, expected=36.000000 predicted=30.217619, expected=32.000000 predicted=28.808377, expected=24.000000 predicted=22.743456, expected=24.000000 predicted=21.792452, expected=24.000000 predicted=24.493221, expected=48.000000 predicted=38.260712, expected=28.000000 predicted=27.884319, expected=40.000000 predicted=34.771766, expected=24.000000 predicted=27.439899, expected=24.000000 predicted=29.311212, expected=72.000000 predicted=52.601977, expected=24.000000 predicted=28.121319, expected=4.000000 predicted=22.841885, expected=28.000000 predicted=30.098457, expected=36.000000 predicted=33.243935, expected=20.000000 predicted=28.107075, expected=24.000000 predicted=23.378852, expected=24.000000 predicted=22.252878, expected=16.000000 predicted=21.862040, expected=12.000000 predicted=19.348882, expected=60.000000 predicted=39.238210, expected=24.000000 predicted=22.830181, expected=40.000000 predicted=33.981648, expected=16.000000 predicted=21.708051, expected=4.000000 predicted=18.838012, expected=28.000000 predicted=31.257271, expected=16.000000 predicted=19.008032, expected=48.000000 predicted=35.091932, expected=20.000000 predicted=18.665367, expected=28.000000 predicted=25.512230, expected=36.000000 predicted=31.362652, expected=44.000000 predicted=35.792106, expected=48.000000 predicted=41.038375, expected=44.000000 predicted=37.910243, expected=32.000000 predicted=35.530431, expected=36.000000 predicted=39.109005, expected=36.000000 predicted=39.023272, expected=48.000000 predicted=44.130814, expected=12.000000 predicted=25.739967, expected=48.000000 predicted=41.858211, expected=12.000000 predicted=23.338811, expected=80.000000 predicted=56.481231, expected=60.000000 predicted=46.135192, expected=56.000000 predicted=47.188891, expected=48.000000 predicted=48.703450, expected=24.000000 predicted=37.548461, expected=64.000000 predicted=61.788794, expected=16.000000 predicted=33.451534, expected=12.000000 predicted=30.600656, expected=4.000000 predicted=20.685078, expected=12.000000 predicted=20.314356, expected=40.000000 predicted=32.307050, expected=48.000000 predicted=29.859159, expected=48.000000 predicted=32.781691, expected=60.000000 predicted=42.107149, expected=20.000000 predicted=29.050002, expected=28.000000 predicted=37.849548, expected=60.000000 predicted=50.825837, expected=16.000000 predicted=29.713594, expected=20.000000 predicted=31.379743, expected=56.000000 predicted=41.496967, expected=36.000000 predicted=34.680444, expected=16.000000 predicted=28.531898, expected=28.000000 predicted=28.611271, expected=16.000000 predicted=23.977700, expected=56.000000 predicted=44.733738, expected=28.000000 predicted=27.277027, expected=32.000000 predicted=30.428501, expected=64.000000 predicted=46.435865, expected=52.000000 predicted=42.971077, expected=24.000000 predicted=35.990631, expected=24.000000 predicted=33.041909, expected=24.000000 predicted=32.961898, expected=36.000000 predicted=39.036415, expected=24.000000 predicted=28.547119, expected=44.000000 predicted=34.959790, expected=4.000000 predicted=16.530616, expected=28.000000 predicted=29.121525, expected=8.000000 predicted=17.933552, expected=16.000000 predicted=20.631142, expected=44.000000 predicted=31.992166, expected=40.000000 predicted=27.334923, expected=32.000000 predicted=28.661469, expected=48.000000 predicted=36.261621, expected=12.000000 predicted=23.180097, expected=8.000000 predicted=24.710615, expected=12.000000 predicted=21.989304, expected=32.000000 predicted=28.359726, expected=32.000000 predicted=27.082016, expected=12.000000 predicted=14.711296, expected=20.000000 predicted=19.615450, expected=28.000000 predicted=24.315524, expected=32.000000 predicted=28.443329, expected=24.000000 predicted=24.098374, expected=56.000000 predicted=38.237149, expected=72.000000 predicted=48.609335, expected=60.000000 predicted=48.373644, expected=16.000000 predicted=31.835929, expected=32.000000 predicted=40.690698, expected=36.000000 predicted=43.250986, expected=8.000000 predicted=28.590784, expected=64.000000 predicted=48.876859, expected=28.000000 predicted=26.467007, expected=20.000000 predicted=28.358203, expected=20.000000 predicted=26.178832, expected=32.000000 predicted=30.173096, expected=44.000000 predicted=39.234115, expected=8.000000 predicted=17.929210, expected=24.000000 predicted=25.593270, expected=88.000000 predicted=54.574842, expected=52.000000 predicted=41.669083, expected=32.000000 predicted=37.759491, expected=24.000000 predicted=31.830619, expected=28.000000 predicted=37.719902, expected=8.000000 predicted=30.272533, expected=16.000000 predicted=25.243067, expected=20.000000 predicted=21.405879, expected=40.000000 predicted=29.338244, expected=32.000000 predicted=25.695315, expected=8.000000 predicted=15.041757, expected=16.000000 predicted=20.592142, expected=20.000000 predicted=22.047614, expected=8.000000 predicted=17.069520, expected=12.000000 predicted=15.666302, expected=32.000000 predicted=21.635653, expected=44.000000 predicted=29.007062, expected=44.000000 predicted=31.445492, expected=28.000000 predicted=26.112566, expected=48.000000 predicted=39.243783, expected=60.000000 predicted=48.041739, expected=40.000000 predicted=41.680099, expected=52.000000 predicted=48.140892, expected=24.000000 predicted=34.186967, expected=28.000000 predicted=38.964292, expected=20.000000 predicted=32.271802, expected=36.000000 predicted=35.839626, expected=16.000000 predicted=24.659963, expected=36.000000 predicted=30.984213, expected=60.000000 predicted=41.760511, expected=12.000000 predicted=21.306739, expected=72.000000 predicted=52.604915, expected=24.000000 predicted=28.323920, expected=28.000000 predicted=36.962762, expected=36.000000 predicted=38.258673, expected=84.000000 predicted=57.312090, expected=28.000000 predicted=37.279076, expected=28.000000 predicted=35.198243, expected=24.000000 predicted=32.827325, expected=32.000000 predicted=37.757656, expected=48.000000 predicted=45.312354, expected=32.000000 predicted=30.798362, expected=40.000000 predicted=36.201798, expected=36.000000 predicted=34.690282, expected=8.000000 predicted=23.920673, expected=12.000000 predicted=25.368214, expected=48.000000 predicted=37.166477, expected=8.000000 predicted=18.215205, expected=52.000000 predicted=38.021081, expected=36.000000 predicted=27.375813, expected=20.000000 predicted=25.694430, expected=36.000000 predicted=35.319281, expected=12.000000 predicted=20.735827, expected=48.000000 predicted=41.404993, expected=40.000000 predicted=33.447988, expected=36.000000 predicted=32.984488, expected=28.000000 predicted=31.021769, expected=12.000000 predicted=22.920486, expected=20.000000 predicted=28.858263, expected=24.000000 predicted=26.610430, expected=60.000000 predicted=41.392044, expected=20.000000 predicted=22.356851, expected=32.000000 predicted=29.761277, expected=36.000000 predicted=32.454777, expected=220.000000 predicted=120.884479, expected=224.000000 predicted=134.109741, expected=264.000000 predicted=174.445174, expected=108.000000 predicted=119.845474, expected=84.000000 predicted=127.627124, expected=8.000000 predicted=104.564317, expected=4.000000 predicted=84.009255, expected=12.000000 predicted=65.749570, expected=40.000000 predicted=46.616339, expected=4.000000 predicted=18.797122, expected=20.000000 predicted=16.913680, expected=28.000000 predicted=21.261292, expected=20.000000 predicted=19.837725, expected=40.000000 predicted=32.181381, expected=40.000000 predicted=29.707405, expected=28.000000 predicted=27.962999, expected=4.000000 predicted=17.341461, expected=28.000000 predicted=27.892648, expected=8.000000 predicted=18.541480, expected=16.000000 predicted=20.308304, expected=12.000000 predicted=14.851173, expected=36.000000 predicted=24.626017, expected=20.000000 predicted=19.710056, expected=20.000000 predicted=18.647744, expected=44.000000 predicted=32.289281, expected=36.000000 predicted=29.940373, expected=48.000000 predicted=39.763590, expected=32.000000 predicted=31.507337, expected=28.000000 predicted=31.431235, expected=16.000000 predicted=27.377354, expected=56.000000 predicted=45.109927, expected=48.000000 predicted=41.911050, expected=12.000000 predicted=23.222811, expected=76.000000 predicted=54.750682, expected=20.000000 predicted=28.235375, expected=28.000000 predicted=36.927778, expected=12.000000 predicted=24.986737, expected=20.000000 predicted=24.921654, expected=40.000000 predicted=38.177498, expected=8.000000 predicted=15.237420, expected=60.000000 predicted=41.674555, expected=36.000000 predicted=30.016739, expected=20.000000 predicted=25.871553, expected=24.000000 predicted=28.921970, expected=28.000000 predicted=28.247230, expected=20.000000 predicted=28.317804, expected=32.000000 predicted=29.505650, expected=24.000000 predicted=23.908503, expected=52.000000 predicted=38.928026, expected=28.000000 predicted=28.626630, expected=16.000000 predicted=23.240517, expected=12.000000 predicted=21.661687, expected=36.000000 predicted=31.862519, expected=4.000000 Test MSE: 671.529
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906])] predicted=125.010803, expected=200.000000 predicted=167.517429, expected=64.000000 predicted=147.954444, expected=52.000000 predicted=119.153210, expected=76.000000 predicted=102.133159, expected=132.000000 predicted=112.386262, expected=140.000000 predicted=127.625255, expected=136.000000 predicted=103.161263, expected=164.000000 predicted=115.798235, expected=44.000000 predicted=105.640279, expected=68.000000 predicted=104.088846, expected=236.000000 predicted=140.528788, expected=176.000000 predicted=153.012554, expected=136.000000 predicted=142.617814, expected=48.000000 predicted=98.068177, expected=132.000000 predicted=120.756726, expected=40.000000 predicted=132.530102, expected=152.000000 predicted=121.889910, expected=284.000000 predicted=152.878285, expected=196.000000 predicted=149.405961, expected=84.000000 predicted=137.350040, expected=48.000000 predicted=103.697068, expected=76.000000 predicted=130.835355, expected=76.000000 predicted=141.981215, expected=84.000000 predicted=105.756177, expected=140.000000 predicted=91.983595, expected=156.000000 predicted=102.039597, expected=140.000000 predicted=114.058942, expected=128.000000 predicted=115.884729, expected=152.000000 predicted=129.041874, expected=80.000000 predicted=128.132709, expected=84.000000 predicted=118.901047, expected=156.000000 predicted=127.868377, expected=212.000000 predicted=149.356622, expected=220.000000 predicted=165.799691, expected=96.000000 predicted=129.450707, expected=132.000000 predicted=133.038448, expected=64.000000 predicted=136.072539, expected=92.000000 predicted=137.542545, expected=148.000000 predicted=140.071929, expected=220.000000 predicted=139.371632, expected=84.000000 predicted=124.733408, expected=68.000000 predicted=94.152414, expected=88.000000 predicted=105.421034, expected=68.000000 predicted=113.100251, expected=40.000000 predicted=102.964096, expected=160.000000 predicted=93.016787, expected=92.000000 predicted=90.567668, expected=188.000000 predicted=114.488274, expected=176.000000 predicted=125.094199, expected=28.000000 predicted=94.683353, expected=48.000000 predicted=102.978388, expected=28.000000 predicted=80.919997, expected=184.000000 predicted=131.395654, expected=164.000000 predicted=131.266505, expected=228.000000 predicted=120.789804, expected=56.000000 predicted=100.597705, expected=164.000000 predicted=116.437290, expected=100.000000 predicted=150.434244, expected=140.000000 predicted=145.022389, expected=92.000000 predicted=139.533568, expected=180.000000 predicted=118.761250, expected=116.000000 predicted=139.281494, expected=84.000000 predicted=109.442366, expected=176.000000 predicted=135.007863, expected=136.000000 predicted=131.608049, expected=104.000000 predicted=135.678285, expected=56.000000 predicted=101.603820, expected=248.000000 predicted=139.048764, expected=56.000000 predicted=138.076093, expected=88.000000 predicted=107.197264, expected=84.000000 predicted=100.853913, expected=128.000000 predicted=104.962818, expected=108.000000 predicted=138.575569, expected=136.000000 predicted=98.341298, expected=200.000000 predicted=130.694513, expected=152.000000 predicted=134.749147, expected=96.000000 predicted=128.861334, expected=156.000000 predicted=134.652537, expected=64.000000 predicted=127.603330, expected=88.000000 predicted=127.311710, expected=108.000000 predicted=115.778332, expected=168.000000 predicted=119.894829, expected=112.000000 predicted=125.727010, expected=128.000000 predicted=105.048779, expected=136.000000 predicted=120.177313, expected=52.000000 predicted=108.139101, expected=76.000000 predicted=110.460638, expected=160.000000 predicted=117.121304, expected=340.000000 predicted=178.519313, expected=64.000000 predicted=139.905625, expected=116.000000 predicted=108.527621, expected=160.000000 predicted=142.029993, expected=68.000000 predicted=144.424984, expected=72.000000 predicted=155.345955, expected=180.000000 predicted=110.995415, expected=68.000000 predicted=110.739642, expected=88.000000 predicted=109.199207, expected=140.000000 predicted=101.780371, expected=220.000000 predicted=133.630417, expected=144.000000 predicted=152.486437, expected=304.000000 predicted=165.285494, expected=304.000000 predicted=206.786133, expected=332.000000 predicted=244.481782, expected=224.000000 predicted=251.470944, expected=68.000000 predicted=186.867243, expected=172.000000 predicted=224.118087, expected=148.000000 predicted=212.740352, expected=120.000000 predicted=190.075901, expected=120.000000 predicted=149.897853, expected=184.000000 predicted=132.415822, expected=104.000000 predicted=143.188247, expected=68.000000 predicted=116.111185, expected=164.000000 predicted=128.429849, expected=160.000000 predicted=138.259738, expected=108.000000 predicted=137.700428, expected=252.000000 predicted=154.352838, expected=240.000000 predicted=170.188317, expected=204.000000 predicted=191.593235, expected=104.000000 predicted=165.170844, expected=280.000000 predicted=191.335307, expected=132.000000 predicted=203.728838, expected=208.000000 predicted=198.739921, expected=304.000000 predicted=225.218140, expected=280.000000 predicted=215.456820, expected=156.000000 predicted=229.757206, expected=140.000000 predicted=178.248261, expected=144.000000 predicted=189.344464, expected=48.000000 predicted=170.404621, expected=156.000000 predicted=167.561671, expected=208.000000 predicted=157.891901, expected=352.000000 predicted=206.068771, expected=320.000000 predicted=233.460617, expected=160.000000 predicted=179.445795, expected=144.000000 predicted=191.595185, expected=116.000000 predicted=187.760035, expected=144.000000 predicted=211.250054, expected=432.000000 predicted=279.499616, expected=348.000000 predicted=255.183322, expected=164.000000 predicted=203.322083, expected=336.000000 predicted=239.946964, expected=100.000000 predicted=205.277427, expected=184.000000 predicted=270.722817, expected=180.000000 predicted=233.518154, expected=212.000000 predicted=192.665986, expected=236.000000 predicted=240.856414, expected=268.000000 predicted=195.948631, expected=272.000000 predicted=231.381231, expected=156.000000 predicted=203.755906, expected=152.000000 predicted=196.508801, expected=164.000000 predicted=199.176307, expected=404.000000 predicted=273.711786, expected=288.000000 predicted=271.032178, expected=464.000000 predicted=290.657024, expected=236.000000 predicted=262.746751, expected=244.000000 predicted=252.411063, expected=1408.000000 predicted=616.233901, expected=224.000000 predicted=509.916255, expected=260.000000 predicted=546.681415, expected=208.000000 predicted=348.630791, expected=96.000000 predicted=453.515612, expected=124.000000 predicted=527.075867, expected=188.000000 predicted=180.613509, expected=212.000000 predicted=196.764332, expected=172.000000 predicted=176.098046, expected=264.000000 predicted=180.717394, expected=200.000000 predicted=191.323170, expected=144.000000 predicted=194.098249, expected=44.000000 predicted=152.237161, expected=164.000000 predicted=156.731881, expected=68.000000 predicted=145.298321, expected=168.000000 predicted=145.182026, expected=244.000000 predicted=149.676390, expected=172.000000 predicted=151.668115, expected=68.000000 predicted=140.810125, expected=120.000000 predicted=121.388306, expected=192.000000 predicted=160.752287, expected=120.000000 predicted=163.495545, expected=68.000000 predicted=121.920854, expected=168.000000 predicted=116.602266, expected=120.000000 predicted=130.442383, expected=132.000000 predicted=142.781234, expected=124.000000 predicted=119.251936, expected=116.000000 predicted=117.592164, expected=92.000000 predicted=123.621275, expected=32.000000 predicted=93.661573, expected=88.000000 predicted=94.216825, expected=184.000000 predicted=115.441952, expected=136.000000 predicted=120.806949, expected=84.000000 predicted=104.187164, expected=92.000000 predicted=90.363803, expected=52.000000 predicted=94.991912, expected=96.000000 predicted=110.624010, expected=140.000000 predicted=106.945660, expected=116.000000 predicted=103.493248, expected=148.000000 predicted=113.270198, expected=140.000000 predicted=113.533314, expected=40.000000 predicted=105.078478, expected=52.000000 predicted=96.701454, expected=128.000000 predicted=101.603538, expected=168.000000 predicted=127.170352, expected=248.000000 predicted=152.612057, expected=140.000000 predicted=129.871537, expected=72.000000 predicted=120.590449, expected=116.000000 predicted=129.648370, expected=56.000000 predicted=124.544546, expected=76.000000 predicted=123.889439, expected=152.000000 predicted=108.164951, expected=208.000000 predicted=127.790937, expected=124.000000 predicted=129.656121, expected=212.000000 predicted=140.822940, expected=60.000000 predicted=121.410603, expected=108.000000 predicted=139.689841, expected=20.000000 predicted=107.378096, expected=88.000000 predicted=101.792129, expected=172.000000 predicted=123.837352, expected=188.000000 predicted=122.569897, expected=124.000000 predicted=123.343648, expected=84.000000 predicted=98.319550, expected=120.000000 predicted=118.275263, expected=112.000000 predicted=133.521295, expected=132.000000 predicted=135.265515, expected=100.000000 predicted=111.801877, expected=100.000000 predicted=104.906277, expected=52.000000 predicted=95.224566, expected=100.000000 predicted=98.500585, expected=68.000000 predicted=91.427381, expected=152.000000 predicted=105.400228, expected=132.000000 predicted=106.578897, expected=140.000000 predicted=112.040244, expected=68.000000 predicted=102.198116, expected=112.000000 predicted=105.381062, expected=52.000000 predicted=102.863020, expected=132.000000 predicted=112.294927, expected=48.000000 predicted=90.311910, expected=44.000000 predicted=72.674715, expected=88.000000 predicted=76.959681, expected=60.000000 predicted=70.113316, expected=100.000000 predicted=87.833494, expected=56.000000 predicted=63.004065, expected=136.000000 predicted=85.504147, expected=232.000000 predicted=126.939333, expected=156.000000 predicted=133.241440, expected=192.000000 predicted=150.402602, expected=176.000000 predicted=148.159612, expected=168.000000 predicted=174.593210, expected=88.000000 predicted=161.731765, expected=204.000000 predicted=164.307383, expected=172.000000 predicted=170.323921, expected=36.000000 predicted=136.834201, expected=160.000000 predicted=134.057831, expected=28.000000 predicted=97.921872, expected=88.000000 predicted=121.437249, expected=88.000000 predicted=93.834117, expected=196.000000 predicted=111.636825, expected=180.000000 predicted=139.861754, expected=124.000000 predicted=117.878156, expected=68.000000 predicted=108.967332, expected=72.000000 predicted=105.114574, expected=112.000000 predicted=126.313058, expected=104.000000 predicted=118.000178, expected=120.000000 predicted=107.275104, expected=304.000000 predicted=148.763344, expected=140.000000 predicted=147.110502, expected=96.000000 predicted=140.985898, expected=64.000000 predicted=110.186082, expected=76.000000 predicted=120.614832, expected=132.000000 predicted=148.795042, expected=232.000000 predicted=144.316854, expected=144.000000 predicted=133.539245, expected=140.000000 predicted=128.363620, expected=96.000000 predicted=118.498621, expected=108.000000 predicted=134.608547, expected=108.000000 predicted=140.489776, expected=112.000000 predicted=120.921492, expected=196.000000 predicted=137.972445, expected=80.000000 predicted=114.645038, expected=84.000000 predicted=109.524749, expected=84.000000 predicted=98.387008, expected=172.000000 predicted=128.878447, expected=108.000000 predicted=130.810382, expected=96.000000 predicted=103.388809, expected=136.000000 predicted=108.298029, expected=136.000000 predicted=122.387586, expected=200.000000 predicted=155.332445, expected=156.000000 predicted=141.571066, expected=140.000000 predicted=141.319295, expected=132.000000 predicted=142.171657, expected=76.000000 predicted=129.830638, expected=164.000000 predicted=149.324828, expected=188.000000 predicted=151.395009, expected=104.000000 predicted=138.285392, expected=136.000000 predicted=130.271230, expected=24.000000 predicted=95.094702, expected=88.000000 predicted=114.833134, expected=132.000000 predicted=117.508347, expected=176.000000 predicted=126.518073, expected=180.000000 predicted=136.642776, expected=76.000000 predicted=101.981361, expected=120.000000 predicted=118.217401, expected=148.000000 predicted=135.099017, expected=52.000000 predicted=125.608363, expected=96.000000 predicted=112.572618, expected=88.000000 predicted=89.315519, expected=228.000000 predicted=140.289635, expected=152.000000 predicted=139.036394, expected=88.000000 predicted=112.655073, expected=84.000000 predicted=105.253014, expected=100.000000 predicted=113.899087, expected=96.000000 predicted=131.630084, expected=116.000000 predicted=112.552186, expected=88.000000 predicted=94.319003, expected=108.000000 predicted=98.664148, expected=96.000000 predicted=99.083798, expected=84.000000 predicted=96.998347, expected=160.000000 predicted=115.005288, expected=84.000000 predicted=102.657550, expected=112.000000 predicted=109.280038, expected=176.000000 predicted=120.371098, expected=116.000000 predicted=123.929048, expected=120.000000 predicted=130.660928, expected=72.000000 predicted=100.717232, expected=92.000000 predicted=110.097743, expected=72.000000 predicted=107.152931, expected=120.000000 predicted=104.184144, expected=180.000000 predicted=121.202919, expected=60.000000 predicted=97.862559, expected=156.000000 predicted=114.526274, expected=40.000000 predicted=89.586817, expected=220.000000 predicted=142.305423, expected=104.000000 predicted=129.761329, expected=160.000000 predicted=129.153382, expected=168.000000 predicted=139.836493, expected=76.000000 predicted=119.266727, expected=156.000000 predicted=149.712257, expected=132.000000 predicted=128.737561, expected=188.000000 predicted=158.587869, expected=64.000000 predicted=125.771200, expected=124.000000 predicted=116.673849, expected=152.000000 predicted=134.745304, expected=68.000000 predicted=122.556828, expected=96.000000 predicted=115.470082, expected=84.000000 predicted=89.317770, expected=60.000000 predicted=97.128459, expected=80.000000 predicted=91.506608, expected=196.000000 predicted=107.581153, expected=500.000000 predicted=217.954409, expected=716.000000 predicted=364.099576, expected=868.000000 predicted=530.900893, expected=288.000000 predicted=398.528031, expected=112.000000 predicted=306.857549, expected=116.000000 predicted=319.273315, expected=432.000000 predicted=483.806170, expected=96.000000 predicted=350.819680, expected=56.000000 predicted=155.967701, expected=76.000000 predicted=105.983036, expected=144.000000 predicted=152.315764, expected=24.000000 predicted=135.957766, expected=96.000000 predicted=82.450763, expected=188.000000 predicted=114.949484, expected=164.000000 predicted=134.394564, expected=216.000000 predicted=161.079256, expected=200.000000 predicted=154.318645, expected=168.000000 predicted=168.022248, expected=44.000000 predicted=132.592239, expected=112.000000 predicted=133.198339, expected=112.000000 predicted=137.865858, expected=112.000000 predicted=130.793626, expected=136.000000 predicted=123.023842, expected=32.000000 predicted=74.914555, expected=132.000000 predicted=107.871836, expected=52.000000 predicted=87.038318, expected=36.000000 predicted=74.295662, expected=108.000000 predicted=86.917665, expected=136.000000 predicted=96.568079, expected=128.000000 predicted=113.682149, expected=52.000000 predicted=75.399793, expected=80.000000 predicted=78.928845, expected=96.000000 predicted=97.616235, expected=188.000000 predicted=136.299117, expected=156.000000 predicted=133.402117, expected=244.000000 predicted=160.050511, expected=48.000000 predicted=113.489977, expected=44.000000 predicted=98.580944, expected=108.000000 predicted=119.377670, expected=72.000000 predicted=110.289499, expected=132.000000 predicted=124.317684, expected=68.000000 predicted=75.430432, expected=152.000000 predicted=105.779686, expected=136.000000 predicted=118.938329, expected=72.000000 predicted=98.622894, expected=128.000000 predicted=113.878685, expected=108.000000 predicted=107.792480, expected=156.000000 predicted=136.825413, expected=132.000000 predicted=127.012757, expected=144.000000 predicted=126.306538, expected=116.000000 predicted=126.223369, expected=184.000000 predicted=148.056764, expected=96.000000 predicted=131.751152, expected=64.000000 predicted=107.082790, expected=52.000000 predicted=90.785235, expected=92.000000 predicted=98.050462, expected=120.000000 predicted=113.556752, expected=132.000000 predicted=106.437275, expected=92.000000 predicted=91.989553, expected=100.000000 predicted=93.498622, expected=88.000000 predicted=97.853196, expected=92.000000 predicted=102.161444, expected=160.000000 predicted=124.016216, expected=104.000000 predicted=109.151303, expected=168.000000 predicted=129.572728, expected=100.000000 predicted=112.906926, expected=92.000000 predicted=110.304870, expected=24.000000 predicted=86.486155, expected=4.000000 predicted=60.055189, expected=88.000000 predicted=82.916875, expected=92.000000 predicted=80.031685, expected=156.000000 predicted=101.448911, expected=84.000000 predicted=77.057573, expected=64.000000 predicted=70.476214, expected=104.000000 Test MSE: 11175.622
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443])] predicted=36.358980, expected=52.000000 predicted=40.185387, expected=24.000000 predicted=34.572354, expected=32.000000 predicted=32.141804, expected=24.000000 predicted=31.460847, expected=32.000000 predicted=31.081130, expected=56.000000 predicted=38.754588, expected=96.000000 predicted=47.475441, expected=48.000000 predicted=48.703817, expected=20.000000 predicted=44.805778, expected=28.000000 predicted=45.230157, expected=8.000000 predicted=36.998205, expected=24.000000 predicted=37.052231, expected=104.000000 predicted=45.007850, expected=20.000000 predicted=31.768245, expected=44.000000 predicted=40.109645, expected=20.000000 predicted=35.396985, expected=24.000000 predicted=33.703065, expected=24.000000 predicted=42.057365, expected=40.000000 predicted=27.962102, expected=28.000000 predicted=30.778997, expected=20.000000 predicted=25.267951, expected=44.000000 predicted=31.028284, expected=28.000000 predicted=29.363070, expected=40.000000 predicted=34.208174, expected=12.000000 predicted=27.869658, expected=48.000000 predicted=31.775694, expected=72.000000 predicted=43.489500, expected=36.000000 predicted=38.148127, expected=44.000000 predicted=43.866642, expected=28.000000 predicted=37.673558, expected=4.000000 predicted=34.593764, expected=44.000000 predicted=39.973936, expected=88.000000 predicted=43.372183, expected=88.000000 predicted=52.748255, expected=8.000000 predicted=41.244506, expected=16.000000 predicted=38.086234, expected=40.000000 predicted=45.583801, expected=12.000000 predicted=39.199201, expected=32.000000 predicted=36.689224, expected=24.000000 predicted=21.606121, expected=68.000000 predicted=33.425866, expected=20.000000 predicted=32.575772, expected=56.000000 predicted=35.825613, expected=16.000000 predicted=35.107237, expected=92.000000 predicted=46.477629, expected=36.000000 predicted=49.912677, expected=28.000000 predicted=37.755366, expected=56.000000 predicted=50.846821, expected=24.000000 predicted=36.715608, expected=12.000000 predicted=41.686917, expected=52.000000 predicted=36.587314, expected=32.000000 predicted=31.929253, expected=12.000000 predicted=31.205195, expected=44.000000 predicted=31.339905, expected=40.000000 predicted=30.095425, expected=16.000000 predicted=32.064762, expected=20.000000 predicted=28.143730, expected=52.000000 predicted=30.430127, expected=20.000000 predicted=30.658188, expected=44.000000 predicted=34.054449, expected=44.000000 predicted=33.332114, expected=68.000000 predicted=41.015384, expected=24.000000 predicted=42.388016, expected=28.000000 predicted=36.193007, expected=44.000000 predicted=42.483832, expected=48.000000 predicted=41.025135, expected=28.000000 predicted=41.169637, expected=48.000000 predicted=37.476355, expected=48.000000 predicted=40.217365, expected=24.000000 predicted=38.204896, expected=28.000000 predicted=38.052116, expected=56.000000 predicted=38.793446, expected=56.000000 predicted=43.467917, expected=20.000000 predicted=38.331927, expected=44.000000 predicted=38.899891, expected=44.000000 predicted=39.908939, expected=32.000000 predicted=40.526124, expected=12.000000 predicted=35.261848, expected=72.000000 predicted=38.618743, expected=12.000000 predicted=33.526063, expected=40.000000 predicted=36.137534, expected=68.000000 predicted=42.921253, expected=16.000000 predicted=30.774494, expected=28.000000 predicted=42.760424, expected=24.000000 predicted=29.631853, expected=12.000000 predicted=27.783317, expected=12.000000 predicted=28.602698, expected=24.000000 predicted=18.735134, expected=12.000000 predicted=17.913541, expected=20.000000 predicted=18.057935, expected=20.000000 predicted=16.765720, expected=24.000000 predicted=17.988928, expected=80.000000 predicted=33.803285, expected=20.000000 predicted=27.591658, expected=28.000000 predicted=32.376593, expected=40.000000 predicted=35.991442, expected=60.000000 predicted=39.015936, expected=52.000000 predicted=49.765858, expected=52.000000 predicted=42.440156, expected=32.000000 predicted=42.862017, expected=40.000000 predicted=44.616442, expected=20.000000 predicted=41.410271, expected=56.000000 predicted=42.655386, expected=28.000000 predicted=38.032939, expected=40.000000 predicted=35.642850, expected=20.000000 predicted=34.514594, expected=28.000000 predicted=29.490507, expected=44.000000 predicted=37.885956, expected=56.000000 predicted=36.013843, expected=48.000000 predicted=40.761818, expected=28.000000 predicted=36.501607, expected=44.000000 predicted=40.983780, expected=12.000000 predicted=36.007854, expected=40.000000 predicted=38.383731, expected=32.000000 predicted=34.786684, expected=32.000000 predicted=29.958418, expected=64.000000 predicted=40.884480, expected=40.000000 predicted=34.927942, expected=68.000000 predicted=47.876301, expected=24.000000 predicted=42.363169, expected=12.000000 predicted=36.562272, expected=16.000000 predicted=37.502661, expected=120.000000 predicted=49.049697, expected=24.000000 predicted=43.840932, expected=36.000000 predicted=39.417025, expected=64.000000 predicted=47.828556, expected=24.000000 predicted=38.774454, expected=12.000000 predicted=50.952374, expected=92.000000 predicted=44.324469, expected=68.000000 predicted=46.546055, expected=36.000000 predicted=50.950362, expected=32.000000 predicted=45.677289, expected=28.000000 predicted=38.627708, expected=40.000000 predicted=50.249562, expected=12.000000 predicted=36.246200, expected=32.000000 predicted=30.613309, expected=56.000000 predicted=34.645107, expected=32.000000 predicted=31.415889, expected=68.000000 predicted=43.724673, expected=32.000000 predicted=36.690704, expected=60.000000 predicted=45.991759, expected=28.000000 predicted=46.584919, expected=32.000000 predicted=39.122442, expected=44.000000 predicted=46.468007, expected=56.000000 predicted=40.347226, expected=40.000000 predicted=44.755726, expected=48.000000 predicted=41.693122, expected=28.000000 predicted=39.867019, expected=32.000000 predicted=40.082989, expected=48.000000 predicted=43.326732, expected=80.000000 predicted=46.759349, expected=24.000000 predicted=42.784117, expected=20.000000 predicted=38.249172, expected=48.000000 predicted=42.149896, expected=60.000000 predicted=44.191114, expected=36.000000 predicted=46.939004, expected=68.000000 predicted=44.827114, expected=68.000000 predicted=48.825286, expected=32.000000 predicted=49.513498, expected=44.000000 predicted=53.549468, expected=12.000000 predicted=39.561591, expected=36.000000 predicted=42.999392, expected=20.000000 predicted=36.511667, expected=36.000000 predicted=29.156378, expected=32.000000 predicted=32.062751, expected=20.000000 predicted=23.788733, expected=40.000000 predicted=32.453376, expected=24.000000 predicted=26.944760, expected=36.000000 predicted=31.693556, expected=56.000000 predicted=36.564585, expected=48.000000 predicted=35.960028, expected=32.000000 predicted=39.951648, expected=56.000000 predicted=42.532215, expected=36.000000 predicted=41.782616, expected=28.000000 predicted=42.267680, expected=20.000000 predicted=37.138680, expected=48.000000 predicted=35.623147, expected=44.000000 predicted=39.502222, expected=16.000000 predicted=31.243659, expected=32.000000 predicted=32.654828, expected=28.000000 predicted=29.118195, expected=12.000000 predicted=28.678397, expected=12.000000 predicted=25.383381, expected=36.000000 predicted=22.299736, expected=16.000000 predicted=21.663320, expected=60.000000 predicted=30.219394, expected=48.000000 predicted=31.156173, expected=80.000000 predicted=42.470110, expected=36.000000 predicted=46.878930, expected=4.000000 predicted=36.050416, expected=72.000000 predicted=53.085394, expected=24.000000 predicted=39.232628, expected=12.000000 predicted=39.289020, expected=44.000000 predicted=35.705133, expected=44.000000 predicted=28.414150, expected=40.000000 predicted=41.814736, expected=28.000000 predicted=32.957093, expected=44.000000 predicted=34.115300, expected=44.000000 predicted=40.373862, expected=52.000000 predicted=42.467813, expected=24.000000 predicted=38.555834, expected=20.000000 predicted=33.954963, expected=36.000000 predicted=36.727375, expected=44.000000 predicted=35.713678, expected=68.000000 predicted=43.456734, expected=64.000000 predicted=43.868212, expected=12.000000 predicted=38.072640, expected=32.000000 predicted=42.873166, expected=20.000000 predicted=37.080525, expected=32.000000 predicted=37.274383, expected=32.000000 predicted=34.987681, expected=76.000000 predicted=34.919405, expected=40.000000 predicted=38.712476, expected=32.000000 predicted=37.880687, expected=48.000000 predicted=44.339882, expected=56.000000 predicted=44.333453, expected=52.000000 predicted=52.539779, expected=48.000000 predicted=46.758941, expected=48.000000 predicted=46.513416, expected=64.000000 predicted=52.760197, expected=24.000000 predicted=47.011927, expected=12.000000 predicted=40.393753, expected=28.000000 predicted=37.245066, expected=16.000000 predicted=29.052560, expected=40.000000 predicted=33.512271, expected=60.000000 predicted=32.280968, expected=36.000000 predicted=30.522766, expected=24.000000 predicted=34.633592, expected=48.000000 predicted=36.954200, expected=12.000000 predicted=33.043599, expected=32.000000 predicted=36.992055, expected=12.000000 predicted=26.998066, expected=72.000000 predicted=33.839415, expected=52.000000 predicted=40.290383, expected=16.000000 predicted=30.142390, expected=32.000000 predicted=38.353986, expected=24.000000 predicted=29.826710, expected=24.000000 predicted=36.701118, expected=44.000000 predicted=35.054988, expected=32.000000 predicted=27.267111, expected=48.000000 predicted=35.378014, expected=44.000000 predicted=36.335276, expected=40.000000 predicted=37.293603, expected=28.000000 predicted=39.515036, expected=44.000000 predicted=38.712166, expected=44.000000 predicted=41.352832, expected=68.000000 predicted=46.093770, expected=44.000000 predicted=45.001966, expected=36.000000 predicted=42.734322, expected=24.000000 predicted=42.515812, expected=72.000000 predicted=47.943013, expected=40.000000 predicted=47.408536, expected=56.000000 predicted=46.563840, expected=48.000000 predicted=47.150638, expected=28.000000 predicted=40.294383, expected=20.000000 predicted=45.077246, expected=40.000000 predicted=37.820571, expected=40.000000 predicted=38.677131, expected=36.000000 predicted=36.347805, expected=48.000000 predicted=36.749731, expected=52.000000 predicted=38.514655, expected=20.000000 predicted=37.839635, expected=64.000000 predicted=45.418298, expected=28.000000 predicted=39.085206, expected=48.000000 predicted=43.355543, expected=52.000000 predicted=46.669017, expected=32.000000 predicted=36.749261, expected=24.000000 predicted=43.063455, expected=28.000000 predicted=33.752889, expected=40.000000 predicted=36.938829, expected=20.000000 predicted=32.774046, expected=28.000000 predicted=29.327544, expected=40.000000 predicted=30.258994, expected=28.000000 predicted=29.173353, expected=24.000000 predicted=31.021878, expected=92.000000 predicted=41.393483, expected=8.000000 predicted=32.912945, expected=16.000000 predicted=35.640305, expected=60.000000 predicted=40.027754, expected=28.000000 predicted=31.171743, expected=20.000000 predicted=42.634731, expected=20.000000 predicted=25.058300, expected=16.000000 predicted=22.794477, expected=20.000000 predicted=28.877410, expected=72.000000 predicted=31.976628, expected=28.000000 predicted=27.920901, expected=32.000000 predicted=32.293120, expected=56.000000 predicted=38.366229, expected=28.000000 predicted=34.234087, expected=32.000000 predicted=44.336915, expected=36.000000 predicted=35.121690, expected=32.000000 predicted=33.743572, expected=52.000000 predicted=41.890269, expected=36.000000 predicted=35.214236, expected=8.000000 predicted=31.253274, expected=24.000000 predicted=31.885691, expected=28.000000 predicted=28.013950, expected=16.000000 predicted=27.353211, expected=40.000000 predicted=28.232632, expected=28.000000 predicted=22.475234, expected=32.000000 predicted=27.950061, expected=40.000000 predicted=31.926121, expected=72.000000 predicted=37.848303, expected=24.000000 predicted=38.542912, expected=8.000000 predicted=33.289757, expected=40.000000 predicted=36.301003, expected=44.000000 predicted=34.983612, expected=96.000000 predicted=52.880975, expected=24.000000 predicted=38.263910, expected=20.000000 predicted=36.879225, expected=40.000000 predicted=44.278653, expected=20.000000 predicted=35.513700, expected=52.000000 predicted=47.574258, expected=36.000000 predicted=31.659775, expected=40.000000 predicted=33.683291, expected=36.000000 predicted=38.462705, expected=12.000000 predicted=29.508066, expected=44.000000 predicted=38.577994, expected=56.000000 predicted=37.271267, expected=36.000000 predicted=36.877545, expected=28.000000 predicted=36.769337, expected=28.000000 predicted=31.870878, expected=36.000000 predicted=37.132855, expected=28.000000 predicted=35.934569, expected=24.000000 predicted=30.216770, expected=12.000000 predicted=25.303983, expected=52.000000 predicted=30.822549, expected=32.000000 predicted=30.156661, expected=28.000000 predicted=29.575887, expected=16.000000 predicted=27.639250, expected=76.000000 predicted=35.640141, expected=40.000000 predicted=40.283876, expected=32.000000 predicted=37.595858, expected=24.000000 predicted=36.724207, expected=68.000000 predicted=40.260676, expected=28.000000 predicted=44.893362, expected=60.000000 predicted=43.814023, expected=64.000000 predicted=46.964337, expected=32.000000 predicted=41.898294, expected=24.000000 predicted=48.414170, expected=48.000000 predicted=41.345938, expected=36.000000 predicted=42.605471, expected=12.000000 predicted=36.860901, expected=20.000000 predicted=29.532284, expected=28.000000 predicted=26.289064, expected=20.000000 predicted=27.171799, expected=24.000000 predicted=24.933533, expected=48.000000 predicted=25.803026, expected=8.000000 predicted=22.430993, expected=64.000000 predicted=34.772000, expected=8.000000 predicted=26.405475, expected=28.000000 predicted=28.990687, expected=20.000000 predicted=31.640991, expected=16.000000 predicted=19.706746, expected=28.000000 predicted=30.990423, expected=12.000000 predicted=16.677811, expected=16.000000 predicted=20.437015, expected=24.000000 predicted=19.703586, expected=48.000000 predicted=23.864939, expected=24.000000 predicted=25.482004, expected=20.000000 predicted=23.893697, expected=60.000000 predicted=33.053237, expected=64.000000 predicted=38.394662, expected=60.000000 predicted=47.632250, expected=40.000000 predicted=44.992050, expected=48.000000 predicted=46.768044, expected=28.000000 predicted=48.552387, expected=20.000000 predicted=42.599537, expected=48.000000 predicted=42.489445, expected=20.000000 predicted=31.936724, expected=36.000000 predicted=34.977329, expected=28.000000 predicted=30.253248, expected=40.000000 predicted=30.473915, expected=72.000000 predicted=43.605923, expected=20.000000 predicted=33.381353, expected=36.000000 predicted=40.086130, expected=32.000000 predicted=37.050650, expected=32.000000 predicted=36.024886, expected=44.000000 predicted=42.536701, expected=28.000000 predicted=30.502539, expected=52.000000 predicted=38.444758, expected=20.000000 predicted=33.521587, expected=28.000000 predicted=33.442876, expected=40.000000 predicted=36.436548, expected=20.000000 predicted=28.827965, expected=16.000000 predicted=30.830594, expected=36.000000 predicted=26.761680, expected=20.000000 predicted=24.953013, expected=32.000000 predicted=28.782573, expected=32.000000 predicted=26.302286, expected=48.000000 predicted=30.065103, expected=52.000000 predicted=37.916684, expected=48.000000 predicted=38.253849, expected=8.000000 predicted=35.445517, expected=28.000000 predicted=35.562490, expected=40.000000 predicted=36.782322, expected=36.000000 predicted=34.814523, expected=44.000000 predicted=36.789760, expected=28.000000 predicted=29.234145, expected=12.000000 predicted=29.939846, expected=40.000000 predicted=34.240596, expected=28.000000 predicted=29.924815, expected=20.000000 predicted=29.098679, expected=12.000000 predicted=23.987078, expected=40.000000 predicted=24.439739, expected=32.000000 predicted=28.677906, expected=72.000000 predicted=36.116555, expected=36.000000 predicted=35.044373, expected=16.000000 predicted=32.656037, expected=36.000000 predicted=39.785041, expected=36.000000 predicted=34.982467, expected=24.000000 predicted=37.814793, expected=16.000000 predicted=28.200148, expected=36.000000 predicted=26.740190, expected=60.000000 predicted=35.245244, expected=36.000000 predicted=34.537435, expected=112.000000 predicted=51.448728, expected=12.000000 predicted=41.482449, expected=32.000000 predicted=47.556939, expected=20.000000 predicted=46.082957, expected=16.000000 predicted=32.284871, expected=4.000000 Test MSE: 419.325
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083])] predicted=55.937060, expected=64.000000 predicted=58.791120, expected=24.000000 predicted=52.584362, expected=24.000000 predicted=52.523043, expected=44.000000 predicted=51.317897, expected=48.000000 predicted=40.117033, expected=112.000000 predicted=59.820804, expected=128.000000 predicted=62.385991, expected=32.000000 predicted=56.531552, expected=24.000000 predicted=58.252595, expected=64.000000 predicted=62.424524, expected=68.000000 predicted=77.994756, expected=56.000000 predicted=72.396047, expected=80.000000 predicted=52.558070, expected=8.000000 predicted=41.369743, expected=8.000000 predicted=47.799100, expected=32.000000 predicted=43.194119, expected=60.000000 predicted=45.389176, expected=24.000000 predicted=41.161301, expected=72.000000 predicted=33.874890, expected=44.000000 predicted=33.389139, expected=4.000000 predicted=36.517671, expected=52.000000 predicted=45.429684, expected=84.000000 predicted=45.176809, expected=56.000000 predicted=56.423930, expected=44.000000 predicted=46.742757, expected=44.000000 predicted=39.168029, expected=104.000000 predicted=65.871259, expected=12.000000 predicted=56.543735, expected=52.000000 predicted=55.058285, expected=108.000000 predicted=59.023534, expected=100.000000 predicted=69.371934, expected=64.000000 predicted=77.973647, expected=24.000000 predicted=48.973957, expected=24.000000 predicted=57.125445, expected=40.000000 predicted=65.384567, expected=60.000000 predicted=60.360336, expected=40.000000 predicted=44.929127, expected=56.000000 predicted=39.809958, expected=40.000000 predicted=38.966842, expected=20.000000 predicted=40.736722, expected=4.000000 predicted=36.883217, expected=92.000000 predicted=46.365694, expected=104.000000 predicted=56.319260, expected=60.000000 predicted=52.928439, expected=24.000000 predicted=42.858798, expected=24.000000 predicted=41.091732, expected=44.000000 predicted=62.220230, expected=36.000000 predicted=56.115898, expected=88.000000 predicted=52.581795, expected=68.000000 predicted=44.018225, expected=56.000000 predicted=49.440262, expected=48.000000 predicted=52.887954, expected=64.000000 predicted=56.762708, expected=8.000000 predicted=55.552085, expected=28.000000 predicted=48.481730, expected=12.000000 predicted=35.220694, expected=92.000000 predicted=49.011535, expected=40.000000 predicted=42.248049, expected=8.000000 predicted=27.254108, expected=40.000000 predicted=34.341951, expected=16.000000 predicted=28.730023, expected=28.000000 predicted=46.245459, expected=100.000000 predicted=43.695678, expected=64.000000 predicted=38.018568, expected=72.000000 predicted=54.385966, expected=36.000000 predicted=43.259546, expected=48.000000 predicted=53.352228, expected=60.000000 predicted=68.036890, expected=32.000000 predicted=52.263601, expected=32.000000 predicted=49.601468, expected=44.000000 predicted=40.520533, expected=80.000000 predicted=52.221878, expected=108.000000 predicted=63.745211, expected=16.000000 predicted=44.727852, expected=32.000000 predicted=48.299976, expected=16.000000 predicted=43.247743, expected=76.000000 predicted=62.787739, expected=56.000000 predicted=58.585611, expected=64.000000 predicted=42.023752, expected=8.000000 predicted=35.515932, expected=32.000000 predicted=38.181947, expected=28.000000 predicted=46.378291, expected=36.000000 predicted=41.231086, expected=48.000000 predicted=40.889659, expected=116.000000 predicted=45.568212, expected=36.000000 predicted=43.706541, expected=16.000000 predicted=42.301104, expected=16.000000 predicted=38.878663, expected=36.000000 predicted=45.403659, expected=8.000000 predicted=47.579368, expected=24.000000 predicted=25.429627, expected=20.000000 predicted=18.242743, expected=12.000000 predicted=18.393426, expected=8.000000 predicted=19.531117, expected=4.000000 predicted=10.787147, expected=32.000000 predicted=19.307024, expected=8.000000 predicted=13.566028, expected=8.000000 predicted=12.044781, expected=24.000000 predicted=13.131648, expected=40.000000 predicted=18.715315, expected=28.000000 predicted=24.790741, expected=4.000000 predicted=15.287884, expected=20.000000 predicted=18.420424, expected=12.000000 predicted=20.229223, expected=8.000000 predicted=21.411322, expected=36.000000 predicted=20.968258, expected=48.000000 predicted=20.516809, expected=4.000000 predicted=19.130200, expected=8.000000 predicted=17.274212, expected=92.000000 predicted=33.865492, expected=32.000000 predicted=34.722253, expected=96.000000 predicted=53.538841, expected=40.000000 predicted=35.021514, expected=12.000000 predicted=39.258914, expected=44.000000 predicted=57.150885, expected=44.000000 predicted=42.413369, expected=72.000000 predicted=61.245155, expected=64.000000 predicted=45.596944, expected=72.000000 predicted=47.292792, expected=84.000000 predicted=61.563133, expected=40.000000 predicted=57.273266, expected=20.000000 predicted=57.583348, expected=48.000000 predicted=55.163524, expected=12.000000 predicted=46.570523, expected=64.000000 predicted=54.090290, expected=44.000000 predicted=37.029946, expected=32.000000 predicted=34.779842, expected=28.000000 predicted=37.568210, expected=32.000000 predicted=31.310523, expected=64.000000 predicted=49.181887, expected=36.000000 predicted=39.107157, expected=44.000000 predicted=39.179024, expected=92.000000 predicted=49.140828, expected=56.000000 predicted=50.258447, expected=4.000000 predicted=47.964499, expected=16.000000 predicted=37.562304, expected=24.000000 predicted=38.231982, expected=4.000000 predicted=39.824192, expected=44.000000 predicted=31.752728, expected=64.000000 predicted=25.112328, expected=56.000000 predicted=34.105573, expected=20.000000 predicted=31.422167, expected=4.000000 predicted=24.525856, expected=24.000000 predicted=35.417663, expected=72.000000 predicted=47.222692, expected=56.000000 predicted=42.669638, expected=12.000000 predicted=27.565840, expected=32.000000 predicted=28.175892, expected=64.000000 predicted=41.779264, expected=52.000000 predicted=52.351430, expected=44.000000 predicted=45.406703, expected=24.000000 predicted=31.710148, expected=8.000000 predicted=33.783131, expected=76.000000 predicted=51.308419, expected=16.000000 predicted=35.579159, expected=28.000000 predicted=35.808821, expected=8.000000 predicted=22.274647, expected=4.000000 predicted=20.260184, expected=40.000000 predicted=36.891249, expected=48.000000 predicted=24.557140, expected=40.000000 predicted=29.118979, expected=64.000000 predicted=32.333623, expected=40.000000 predicted=32.895305, expected=32.000000 predicted=42.762077, expected=44.000000 predicted=44.542941, expected=44.000000 predicted=43.358848, expected=96.000000 predicted=59.608713, expected=44.000000 predicted=46.318042, expected=44.000000 predicted=48.281866, expected=40.000000 predicted=48.047569, expected=4.000000 predicted=41.793349, expected=36.000000 predicted=52.014891, expected=12.000000 predicted=29.297429, expected=32.000000 predicted=32.144976, expected=68.000000 predicted=35.611255, expected=56.000000 predicted=31.796976, expected=28.000000 predicted=37.032658, expected=24.000000 predicted=30.987270, expected=80.000000 predicted=48.870622, expected=32.000000 predicted=48.696785, expected=44.000000 predicted=47.192712, expected=24.000000 predicted=33.631940, expected=8.000000 predicted=31.971017, expected=44.000000 predicted=45.494998, expected=44.000000 predicted=33.118915, expected=40.000000 predicted=36.566775, expected=56.000000 predicted=35.367897, expected=20.000000 predicted=28.896057, expected=32.000000 predicted=40.064230, expected=16.000000 predicted=33.175741, expected=116.000000 predicted=53.772395, expected=44.000000 predicted=45.878163, expected=28.000000 predicted=39.781235, expected=56.000000 predicted=44.520152, expected=28.000000 predicted=41.666695, expected=8.000000 predicted=54.625142, expected=8.000000 predicted=28.360491, expected=56.000000 predicted=33.119925, expected=40.000000 predicted=36.251642, expected=24.000000 predicted=27.496995, expected=28.000000 predicted=23.483186, expected=8.000000 predicted=22.250870, expected=4.000000 predicted=29.440381, expected=76.000000 predicted=36.035186, expected=64.000000 predicted=34.174979, expected=28.000000 predicted=33.446187, expected=44.000000 predicted=32.497706, expected=88.000000 predicted=46.815606, expected=28.000000 predicted=54.879922, expected=12.000000 predicted=45.012422, expected=24.000000 predicted=33.556250, expected=8.000000 predicted=33.343000, expected=236.000000 predicted=87.483408, expected=40.000000 predicted=45.770421, expected=12.000000 predicted=50.026453, expected=8.000000 predicted=40.642383, expected=24.000000 predicted=50.378201, expected=32.000000 predicted=84.543818, expected=88.000000 predicted=39.896322, expected=4.000000 predicted=21.030266, expected=28.000000 predicted=28.338629, expected=40.000000 predicted=32.425973, expected=20.000000 predicted=35.101867, expected=20.000000 predicted=40.395512, expected=8.000000 predicted=15.835231, expected=28.000000 predicted=25.653871, expected=32.000000 predicted=27.079564, expected=92.000000 predicted=36.841935, expected=60.000000 predicted=36.539018, expected=40.000000 predicted=37.783713, expected=44.000000 predicted=44.272044, expected=8.000000 predicted=40.788218, expected=80.000000 predicted=63.857999, expected=36.000000 predicted=44.334322, expected=88.000000 predicted=53.225300, expected=40.000000 predicted=44.402809, expected=44.000000 predicted=44.384158, expected=92.000000 predicted=67.056709, expected=16.000000 predicted=46.925031, expected=40.000000 predicted=58.893550, expected=36.000000 predicted=41.197996, expected=40.000000 predicted=46.328871, expected=68.000000 predicted=56.131768, expected=20.000000 predicted=31.297703, expected=28.000000 predicted=38.644566, expected=64.000000 predicted=42.526719, expected=32.000000 predicted=41.273388, expected=68.000000 predicted=52.098428, expected=68.000000 predicted=42.512575, expected=44.000000 predicted=47.439852, expected=32.000000 predicted=50.792772, expected=40.000000 predicted=44.551306, expected=52.000000 predicted=53.919579, expected=28.000000 predicted=46.102825, expected=108.000000 predicted=55.010807, expected=104.000000 predicted=58.033309, expected=44.000000 predicted=58.070505, expected=48.000000 predicted=59.519038, expected=68.000000 predicted=60.995800, expected=32.000000 predicted=71.627329, expected=44.000000 predicted=63.373811, expected=4.000000 predicted=36.212581, expected=56.000000 predicted=46.082648, expected=32.000000 predicted=41.311197, expected=8.000000 predicted=29.265678, expected=20.000000 predicted=27.976471, expected=92.000000 predicted=36.171910, expected=44.000000 predicted=43.060409, expected=24.000000 predicted=35.295851, expected=40.000000 predicted=32.032736, expected=32.000000 predicted=38.645764, expected=116.000000 predicted=69.112527, expected=40.000000 predicted=44.943973, expected=24.000000 predicted=42.494046, expected=12.000000 predicted=38.489101, expected=68.000000 predicted=50.685648, expected=12.000000 predicted=51.792255, expected=32.000000 predicted=34.012608, expected=84.000000 predicted=38.524924, expected=12.000000 predicted=30.825302, expected=52.000000 predicted=48.699986, expected=92.000000 predicted=43.561283, expected=32.000000 predicted=47.040104, expected=48.000000 predicted=57.657200, expected=76.000000 predicted=46.596515, expected=36.000000 predicted=54.470655, expected=36.000000 predicted=58.057609, expected=28.000000 predicted=38.897049, expected=44.000000 predicted=46.357734, expected=52.000000 predicted=49.936416, expected=36.000000 predicted=37.848138, expected=16.000000 predicted=33.480965, expected=28.000000 predicted=32.769070, expected=28.000000 predicted=34.966195, expected=36.000000 predicted=36.214138, expected=20.000000 predicted=27.187095, expected=96.000000 predicted=39.669385, expected=32.000000 predicted=35.091985, expected=36.000000 predicted=40.754182, expected=20.000000 predicted=35.365452, expected=8.000000 predicted=32.734477, expected=116.000000 predicted=63.731431, expected=48.000000 predicted=39.464165, expected=52.000000 predicted=47.277771, expected=8.000000 predicted=32.412172, expected=44.000000 predicted=43.548501, expected=16.000000 predicted=53.799870, expected=12.000000 predicted=32.835359, expected=72.000000 predicted=38.795296, expected=40.000000 predicted=28.312245, expected=60.000000 predicted=43.394284, expected=36.000000 predicted=33.192769, expected=36.000000 predicted=39.097873, expected=36.000000 predicted=48.746978, expected=68.000000 predicted=47.664215, expected=36.000000 predicted=45.696232, expected=20.000000 predicted=37.229259, expected=4.000000 predicted=30.564880, expected=32.000000 predicted=34.459931, expected=92.000000 predicted=49.833000, expected=40.000000 predicted=35.902623, expected=24.000000 predicted=32.070376, expected=32.000000 predicted=30.677920, expected=60.000000 predicted=47.219809, expected=12.000000 predicted=47.219285, expected=44.000000 predicted=37.495840, expected=32.000000 predicted=30.739112, expected=16.000000 predicted=32.661290, expected=32.000000 predicted=35.878802, expected=52.000000 predicted=30.166504, expected=84.000000 predicted=46.649776, expected=72.000000 predicted=46.106797, expected=20.000000 predicted=38.714959, expected=8.000000 predicted=40.007264, expected=24.000000 predicted=43.938279, expected=24.000000 predicted=45.193799, expected=72.000000 predicted=45.099221, expected=64.000000 predicted=33.567831, expected=68.000000 predicted=40.106380, expected=8.000000 predicted=35.498576, expected=16.000000 predicted=38.760465, expected=8.000000 predicted=41.316037, expected=44.000000 predicted=41.926070, expected=52.000000 predicted=38.351666, expected=80.000000 predicted=34.438231, expected=24.000000 predicted=30.714745, expected=100.000000 predicted=50.070850, expected=28.000000 predicted=48.207495, expected=44.000000 predicted=56.295960, expected=24.000000 predicted=49.771366, expected=68.000000 predicted=48.625788, expected=20.000000 predicted=51.452549, expected=72.000000 predicted=44.266985, expected=32.000000 predicted=40.165712, expected=12.000000 predicted=35.441020, expected=68.000000 predicted=49.738727, expected=32.000000 predicted=35.689045, expected=16.000000 predicted=42.765514, expected=64.000000 predicted=37.521835, expected=76.000000 predicted=42.325632, expected=40.000000 predicted=51.207930, expected=20.000000 predicted=37.245666, expected=48.000000 predicted=40.297094, expected=52.000000 predicted=52.716276, expected=52.000000 predicted=52.818525, expected=60.000000 predicted=44.826105, expected=8.000000 predicted=33.693338, expected=20.000000 predicted=40.550471, expected=12.000000 predicted=34.445693, expected=40.000000 predicted=37.286036, expected=28.000000 predicted=31.721993, expected=4.000000 predicted=15.895588, expected=40.000000 predicted=24.413640, expected=28.000000 predicted=23.004017, expected=48.000000 predicted=34.721174, expected=44.000000 predicted=30.777210, expected=32.000000 predicted=28.445730, expected=76.000000 predicted=46.287977, expected=52.000000 predicted=43.358535, expected=20.000000 predicted=44.068604, expected=44.000000 predicted=43.965803, expected=28.000000 predicted=39.489676, expected=52.000000 predicted=51.630571, expected=56.000000 predicted=43.366538, expected=20.000000 predicted=32.814440, expected=48.000000 predicted=42.276702, expected=24.000000 predicted=34.562887, expected=40.000000 predicted=43.199753, expected=36.000000 predicted=38.740368, expected=16.000000 predicted=28.397878, expected=48.000000 predicted=38.156924, expected=64.000000 predicted=37.499406, expected=12.000000 predicted=34.415746, expected=28.000000 predicted=33.793086, expected=20.000000 predicted=27.324324, expected=80.000000 predicted=47.782388, expected=80.000000 predicted=50.562254, expected=12.000000 predicted=32.030814, expected=16.000000 predicted=35.269711, expected=24.000000 Test MSE: 865.001
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104])] predicted=58.276017, expected=32.000000 predicted=54.800468, expected=60.000000 predicted=42.345870, expected=84.000000 predicted=52.661894, expected=40.000000 predicted=49.844031, expected=60.000000 predicted=62.142777, expected=56.000000 predicted=49.312486, expected=48.000000 predicted=54.403665, expected=16.000000 predicted=47.850993, expected=104.000000 predicted=67.068532, expected=96.000000 predicted=69.228240, expected=72.000000 predicted=66.765064, expected=4.000000 predicted=41.541695, expected=48.000000 predicted=45.850561, expected=44.000000 predicted=61.717084, expected=68.000000 predicted=67.215179, expected=68.000000 predicted=61.658751, expected=100.000000 predicted=58.169857, expected=92.000000 predicted=71.986962, expected=32.000000 predicted=51.752282, expected=68.000000 predicted=72.250329, expected=60.000000 predicted=63.585635, expected=16.000000 predicted=54.600864, expected=72.000000 predicted=71.898700, expected=80.000000 predicted=54.388982, expected=64.000000 predicted=62.658101, expected=16.000000 predicted=44.731552, expected=48.000000 predicted=42.592723, expected=36.000000 predicted=48.971348, expected=24.000000 predicted=45.384962, expected=64.000000 predicted=55.134799, expected=148.000000 predicted=74.216120, expected=40.000000 predicted=48.755287, expected=72.000000 predicted=67.040961, expected=52.000000 predicted=51.685363, expected=52.000000 predicted=60.605971, expected=56.000000 predicted=84.438747, expected=228.000000 predicted=117.615091, expected=164.000000 predicted=110.908433, expected=36.000000 predicted=73.083730, expected=36.000000 predicted=76.008133, expected=68.000000 predicted=73.094860, expected=80.000000 predicted=120.005768, expected=24.000000 predicted=76.539963, expected=88.000000 predicted=65.095150, expected=124.000000 predicted=76.503487, expected=152.000000 predicted=102.275077, expected=52.000000 predicted=76.136825, expected=84.000000 predicted=77.392855, expected=48.000000 predicted=74.908185, expected=60.000000 predicted=84.102197, expected=76.000000 predicted=95.761936, expected=124.000000 predicted=83.035022, expected=72.000000 predicted=76.256122, expected=48.000000 predicted=61.555155, expected=60.000000 predicted=68.132699, expected=40.000000 predicted=58.245356, expected=52.000000 predicted=75.186992, expected=80.000000 predicted=68.650766, expected=24.000000 predicted=39.378936, expected=36.000000 predicted=50.331598, expected=60.000000 predicted=50.117638, expected=64.000000 predicted=52.788553, expected=80.000000 predicted=70.992038, expected=28.000000 predicted=36.441272, expected=136.000000 predicted=84.554045, expected=44.000000 predicted=54.775538, expected=68.000000 predicted=70.449707, expected=44.000000 predicted=65.482892, expected=84.000000 predicted=59.890336, expected=28.000000 predicted=70.785160, expected=24.000000 predicted=40.852665, expected=112.000000 predicted=79.615631, expected=84.000000 predicted=59.158344, expected=56.000000 predicted=68.680481, expected=188.000000 predicted=107.888069, expected=24.000000 predicted=43.630261, expected=24.000000 predicted=78.164421, expected=32.000000 predicted=63.394331, expected=124.000000 predicted=76.676901, expected=80.000000 predicted=102.816874, expected=68.000000 predicted=56.687291, expected=36.000000 predicted=48.567964, expected=96.000000 predicted=68.881087, expected=36.000000 predicted=70.764767, expected=48.000000 predicted=62.499217, expected=16.000000 predicted=45.584119, expected=68.000000 predicted=50.061186, expected=48.000000 predicted=59.661513, expected=28.000000 predicted=35.218411, expected=64.000000 predicted=54.785303, expected=24.000000 predicted=27.405030, expected=36.000000 predicted=48.135205, expected=52.000000 predicted=47.281720, expected=56.000000 predicted=41.083855, expected=16.000000 predicted=39.516709, expected=32.000000 predicted=34.027695, expected=92.000000 predicted=57.429179, expected=16.000000 predicted=33.310864, expected=52.000000 predicted=53.468433, expected=64.000000 predicted=44.873038, expected=56.000000 predicted=44.537174, expected=24.000000 predicted=54.588733, expected=56.000000 predicted=42.875614, expected=20.000000 predicted=37.057760, expected=12.000000 predicted=36.270615, expected=12.000000 predicted=31.873384, expected=56.000000 predicted=34.239385, expected=76.000000 predicted=52.243034, expected=92.000000 predicted=53.461034, expected=48.000000 predicted=42.267843, expected=36.000000 predicted=40.892484, expected=20.000000 predicted=44.750508, expected=28.000000 predicted=47.154858, expected=28.000000 predicted=48.240882, expected=16.000000 predicted=28.695082, expected=36.000000 predicted=32.734607, expected=24.000000 predicted=22.672403, expected=40.000000 predicted=31.915747, expected=4.000000 predicted=19.315312, expected=8.000000 predicted=16.474443, expected=40.000000 predicted=32.385418, expected=56.000000 predicted=32.951345, expected=24.000000 predicted=29.990986, expected=28.000000 predicted=24.630215, expected=48.000000 predicted=32.322914, expected=28.000000 predicted=32.582728, expected=68.000000 predicted=54.428551, expected=12.000000 predicted=24.593643, expected=20.000000 predicted=29.433328, expected=92.000000 predicted=60.900244, expected=72.000000 predicted=45.647516, expected=80.000000 predicted=69.025533, expected=68.000000 predicted=53.278507, expected=68.000000 predicted=55.625872, expected=40.000000 predicted=66.107772, expected=84.000000 predicted=74.382350, expected=68.000000 predicted=68.949513, expected=92.000000 predicted=75.990892, expected=64.000000 predicted=68.789108, expected=16.000000 predicted=42.445806, expected=60.000000 predicted=69.765228, expected=20.000000 predicted=42.802522, expected=12.000000 predicted=44.641018, expected=64.000000 predicted=54.417558, expected=116.000000 predicted=57.488925, expected=20.000000 predicted=41.244310, expected=36.000000 predicted=42.976802, expected=60.000000 predicted=45.337124, expected=36.000000 predicted=45.508832, expected=24.000000 predicted=59.041462, expected=40.000000 predicted=34.673363, expected=96.000000 predicted=58.126215, expected=56.000000 predicted=52.746671, expected=64.000000 predicted=55.407263, expected=76.000000 predicted=58.378367, expected=32.000000 predicted=44.411404, expected=20.000000 predicted=57.004927, expected=80.000000 predicted=63.033609, expected=112.000000 predicted=74.053364, expected=20.000000 predicted=49.064809, expected=44.000000 predicted=51.805567, expected=32.000000 predicted=37.337252, expected=84.000000 predicted=68.465516, expected=64.000000 predicted=72.442384, expected=96.000000 predicted=60.809595, expected=132.000000 predicted=87.095352, expected=140.000000 predicted=90.810341, expected=24.000000 predicted=70.358039, expected=72.000000 predicted=83.837098, expected=24.000000 predicted=64.094361, expected=44.000000 predicted=73.287206, expected=56.000000 predicted=79.216866, expected=124.000000 predicted=66.980666, expected=20.000000 predicted=48.422263, expected=12.000000 predicted=35.586359, expected=64.000000 predicted=57.131816, expected=48.000000 predicted=44.090600, expected=28.000000 predicted=61.680230, expected=40.000000 predicted=36.697499, expected=128.000000 predicted=64.756659, expected=52.000000 predicted=54.285883, expected=12.000000 predicted=43.237249, expected=68.000000 predicted=58.366504, expected=20.000000 predicted=32.016519, expected=44.000000 predicted=68.780416, expected=48.000000 predicted=47.460839, expected=112.000000 predicted=57.353521, expected=20.000000 predicted=45.461775, expected=32.000000 predicted=39.916312, expected=36.000000 predicted=45.911766, expected=20.000000 predicted=31.690865, expected=28.000000 predicted=55.610730, expected=40.000000 predicted=29.946552, expected=48.000000 predicted=36.369644, expected=44.000000 predicted=38.822624, expected=132.000000 predicted=70.059932, expected=44.000000 predicted=43.040596, expected=24.000000 predicted=46.337309, expected=44.000000 predicted=55.336660, expected=96.000000 predicted=61.930124, expected=88.000000 predicted=88.175827, expected=36.000000 predicted=49.026806, expected=52.000000 predicted=52.712092, expected=76.000000 predicted=61.654516, expected=72.000000 predicted=72.613877, expected=44.000000 predicted=63.825153, expected=84.000000 predicted=64.581218, expected=136.000000 predicted=87.229454, expected=64.000000 predicted=70.474918, expected=52.000000 predicted=73.700201, expected=28.000000 predicted=53.055171, expected=48.000000 predicted=61.917052, expected=100.000000 predicted=93.548016, expected=104.000000 predicted=73.786394, expected=16.000000 predicted=45.287778, expected=36.000000 predicted=50.001352, expected=28.000000 predicted=43.718295, expected=44.000000 predicted=56.966752, expected=40.000000 predicted=57.716208, expected=40.000000 predicted=31.299222, expected=76.000000 predicted=52.857902, expected=56.000000 predicted=43.634261, expected=76.000000 predicted=60.169577, expected=32.000000 predicted=44.903071, expected=36.000000 predicted=45.244011, expected=16.000000 predicted=45.658886, expected=24.000000 predicted=36.742924, expected=84.000000 predicted=63.758893, expected=32.000000 predicted=30.717710, expected=40.000000 predicted=41.565121, expected=16.000000 predicted=27.745148, expected=24.000000 predicted=27.524599, expected=8.000000 predicted=37.556292, expected=28.000000 predicted=26.454169, expected=64.000000 predicted=42.166368, expected=52.000000 predicted=32.015346, expected=52.000000 predicted=41.014077, expected=52.000000 predicted=39.496671, expected=44.000000 predicted=41.590102, expected=4.000000 predicted=36.919941, expected=28.000000 predicted=39.909469, expected=80.000000 predicted=54.693445, expected=24.000000 predicted=32.790132, expected=8.000000 predicted=31.361608, expected=36.000000 predicted=29.040838, expected=20.000000 predicted=22.691495, expected=20.000000 predicted=39.054457, expected=28.000000 predicted=26.079862, expected=36.000000 predicted=22.762003, expected=12.000000 predicted=23.341260, expected=36.000000 predicted=28.801471, expected=8.000000 predicted=16.982273, expected=32.000000 predicted=27.715557, expected=80.000000 predicted=48.700701, expected=68.000000 predicted=38.130726, expected=76.000000 predicted=57.203287, expected=8.000000 predicted=27.604929, expected=8.000000 predicted=32.767675, expected=12.000000 predicted=41.422548, expected=24.000000 predicted=33.763453, expected=68.000000 predicted=53.197038, expected=4.000000 predicted=11.010484, expected=36.000000 predicted=28.148984, expected=32.000000 predicted=26.764745, expected=8.000000 predicted=17.739351, expected=44.000000 predicted=46.725829, expected=36.000000 predicted=22.211731, expected=20.000000 predicted=27.160535, expected=28.000000 predicted=31.493423, expected=8.000000 predicted=14.314639, expected=8.000000 predicted=23.531455, expected=16.000000 predicted=22.276541, expected=44.000000 predicted=25.988311, expected=52.000000 predicted=33.244626, expected=24.000000 predicted=21.199297, expected=36.000000 predicted=29.478339, expected=12.000000 predicted=21.146625, expected=8.000000 predicted=25.510006, expected=12.000000 predicted=27.288370, expected=36.000000 predicted=24.675788, expected=40.000000 predicted=30.393778, expected=56.000000 predicted=32.762390, expected=36.000000 predicted=28.050116, expected=20.000000 predicted=25.360440, expected=8.000000 predicted=27.119416, expected=40.000000 predicted=35.955512, expected=20.000000 predicted=30.527680, expected=4.000000 predicted=19.686829, expected=56.000000 predicted=35.367437, expected=56.000000 predicted=29.603055, expected=16.000000 predicted=28.437359, expected=32.000000 predicted=33.188317, expected=60.000000 predicted=35.339208, expected=36.000000 predicted=40.261432, expected=32.000000 predicted=42.809921, expected=40.000000 predicted=34.060334, expected=28.000000 predicted=31.613781, expected=24.000000 predicted=38.445410, expected=16.000000 predicted=27.176832, expected=36.000000 predicted=31.438147, expected=68.000000 predicted=45.216761, expected=64.000000 predicted=42.615579, expected=40.000000 predicted=38.493059, expected=8.000000 predicted=26.683218, expected=20.000000 predicted=33.351648, expected=8.000000 predicted=31.858445, expected=16.000000 predicted=30.341656, expected=28.000000 predicted=27.258135, expected=80.000000 predicted=37.552588, expected=4.000000 predicted=16.176595, expected=12.000000 predicted=21.075304, expected=8.000000 predicted=19.405435, expected=4.000000 predicted=13.668291, expected=32.000000 predicted=39.777425, expected=52.000000 predicted=23.933471, expected=36.000000 predicted=23.987907, expected=28.000000 predicted=25.083774, expected=4.000000 predicted=15.229905, expected=20.000000 predicted=26.588043, expected=36.000000 predicted=35.248272, expected=32.000000 predicted=28.164939, expected=28.000000 predicted=27.619028, expected=64.000000 predicted=35.639941, expected=80.000000 predicted=47.393314, expected=40.000000 predicted=41.499746, expected=28.000000 predicted=40.700778, expected=56.000000 predicted=47.367036, expected=8.000000 predicted=34.713559, expected=28.000000 predicted=47.169394, expected=80.000000 predicted=52.634984, expected=44.000000 predicted=33.792080, expected=32.000000 predicted=45.131455, expected=16.000000 predicted=25.688338, expected=24.000000 predicted=29.276079, expected=124.000000 predicted=80.209199, expected=44.000000 predicted=40.364269, expected=20.000000 predicted=38.261051, expected=24.000000 predicted=36.405439, expected=32.000000 predicted=30.976871, expected=40.000000 predicted=61.239011, expected=44.000000 predicted=39.217998, expected=104.000000 predicted=57.117429, expected=52.000000 predicted=42.070849, expected=16.000000 predicted=37.342495, expected=72.000000 predicted=61.062815, expected=12.000000 predicted=31.246500, expected=40.000000 predicted=60.286962, expected=20.000000 predicted=35.809851, expected=84.000000 predicted=45.674687, expected=24.000000 predicted=42.257064, expected=44.000000 predicted=35.224181, expected=32.000000 predicted=40.169792, expected=16.000000 predicted=23.652904, expected=80.000000 predicted=66.957178, expected=208.000000 predicted=96.806091, expected=28.000000 predicted=44.217060, expected=20.000000 predicted=55.870693, expected=20.000000 predicted=44.857925, expected=16.000000 predicted=42.334646, expected=64.000000 predicted=96.165143, expected=72.000000 predicted=43.050196, expected=160.000000 predicted=80.184629, expected=40.000000 predicted=44.253312, expected=8.000000 predicted=39.798044, expected=56.000000 predicted=68.182706, expected=16.000000 predicted=40.444702, expected=24.000000 predicted=68.999146, expected=60.000000 predicted=45.026162, expected=112.000000 predicted=53.399989, expected=56.000000 predicted=53.485017, expected=44.000000 predicted=45.650106, expected=72.000000 predicted=58.560372, expected=44.000000 predicted=52.925692, expected=4.000000 predicted=53.915436, expected=32.000000 predicted=45.223993, expected=4.000000 predicted=23.651746, expected=12.000000 predicted=32.693166, expected=44.000000 predicted=35.370062, expected=44.000000 predicted=22.116283, expected=24.000000 predicted=27.737810, expected=8.000000 predicted=16.194313, expected=16.000000 predicted=19.372097, expected=64.000000 predicted=43.607816, expected=52.000000 predicted=39.198017, expected=36.000000 predicted=33.192785, expected=32.000000 predicted=30.611378, expected=32.000000 predicted=30.551014, expected=40.000000 predicted=45.930084, expected=96.000000 predicted=63.069455, expected=40.000000 predicted=39.301666, expected=16.000000 predicted=35.239682, expected=16.000000 predicted=34.289895, expected=48.000000 predicted=40.455103, expected=20.000000 predicted=44.073605, expected=48.000000 predicted=39.882420, expected=72.000000 predicted=42.757976, expected=36.000000 predicted=30.583815, expected=48.000000 predicted=50.024139, expected=16.000000 predicted=28.270312, expected=32.000000 predicted=39.871180, expected=20.000000 predicted=39.864633, expected=28.000000 predicted=29.634806, expected=36.000000 predicted=36.414101, expected=40.000000 predicted=28.084459, expected=60.000000 predicted=42.637076, expected=32.000000 predicted=30.458075, expected=24.000000 predicted=32.232538, expected=24.000000 predicted=33.424238, expected=72.000000 predicted=49.090973, expected=80.000000 predicted=58.360712, expected=52.000000 predicted=45.026862, expected=12.000000 predicted=33.168990, expected=28.000000 predicted=36.630905, expected=20.000000 predicted=40.772643, expected=44.000000 predicted=48.720952, expected=40.000000 predicted=39.132357, expected=92.000000 predicted=48.837033, expected=44.000000 predicted=39.368070, expected=56.000000 predicted=46.536946, expected=40.000000 predicted=48.609998, expected=20.000000 predicted=35.933261, expected=20.000000 predicted=50.027668, expected=40.000000 predicted=38.357099, expected=64.000000 predicted=49.210407, expected=24.000000 predicted=31.640101, expected=8.000000 predicted=23.394230, expected=24.000000 predicted=27.388320, expected=8.000000 Test MSE: 1046.255
/opt/anaconda3/lib/python3.7/site-packages/statsmodels/base/model.py:568: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals "Check mle_retvals", ConvergenceWarning)
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002])] predicted=68.351244, expected=76.000000 predicted=94.653063, expected=56.000000 predicted=69.731437, expected=88.000000 predicted=75.993578, expected=64.000000 predicted=72.891261, expected=52.000000 predicted=61.322261, expected=112.000000 predicted=84.166772, expected=40.000000 predicted=59.911683, expected=60.000000 predicted=69.377587, expected=80.000000 predicted=72.968732, expected=140.000000 predicted=83.557327, expected=72.000000 predicted=88.684043, expected=36.000000 predicted=55.666550, expected=120.000000 predicted=89.984258, expected=68.000000 predicted=79.836066, expected=72.000000 predicted=91.261343, expected=156.000000 predicted=101.335572, expected=48.000000 predicted=64.200907, expected=72.000000 predicted=91.642943, expected=104.000000 predicted=89.859396, expected=48.000000 predicted=70.714112, expected=32.000000 predicted=86.929851, expected=60.000000 predicted=59.141251, expected=116.000000 predicted=78.936530, expected=88.000000 predicted=82.945350, expected=84.000000 predicted=68.493578, expected=44.000000 predicted=58.782123, expected=80.000000 predicted=73.910267, expected=48.000000 predicted=80.593787, expected=60.000000 predicted=68.638834, expected=136.000000 predicted=90.594273, expected=92.000000 predicted=70.911290, expected=44.000000 predicted=70.394403, expected=68.000000 predicted=70.414761, expected=48.000000 predicted=65.412262, expected=72.000000 predicted=87.708706, expected=52.000000 predicted=68.186111, expected=84.000000 predicted=60.708990, expected=108.000000 predicted=79.037043, expected=72.000000 predicted=65.773964, expected=64.000000 predicted=73.014722, expected=68.000000 predicted=69.486781, expected=64.000000 predicted=74.882318, expected=96.000000 predicted=88.389837, expected=176.000000 predicted=103.000238, expected=88.000000 predicted=84.232152, expected=80.000000 predicted=85.950707, expected=36.000000 predicted=77.073585, expected=80.000000 predicted=88.980045, expected=68.000000 predicted=105.335069, expected=76.000000 predicted=74.036281, expected=112.000000 predicted=85.066982, expected=84.000000 predicted=67.799346, expected=60.000000 predicted=75.668928, expected=48.000000 predicted=69.258407, expected=108.000000 predicted=85.091865, expected=52.000000 predicted=79.834954, expected=68.000000 predicted=71.502071, expected=144.000000 predicted=90.446053, expected=76.000000 predicted=71.116241, expected=48.000000 predicted=81.637447, expected=76.000000 predicted=74.510514, expected=92.000000 predicted=80.001362, expected=32.000000 predicted=83.148267, expected=84.000000 predicted=74.135557, expected=108.000000 predicted=75.034541, expected=148.000000 predicted=95.344729, expected=52.000000 predicted=81.884479, expected=48.000000 predicted=62.508731, expected=96.000000 predicted=92.845825, expected=72.000000 predicted=85.315895, expected=108.000000 predicted=104.775857, expected=136.000000 predicted=89.144668, expected=116.000000 predicted=87.015633, expected=96.000000 predicted=101.573597, expected=36.000000 predicted=78.606995, expected=108.000000 predicted=103.978444, expected=68.000000 predicted=98.142807, expected=76.000000 predicted=86.572935, expected=84.000000 predicted=86.398676, expected=72.000000 predicted=63.259868, expected=28.000000 predicted=72.249614, expected=60.000000 predicted=65.311863, expected=48.000000 predicted=62.029600, expected=64.000000 predicted=63.993542, expected=40.000000 predicted=55.333783, expected=108.000000 predicted=60.279121, expected=144.000000 predicted=87.365875, expected=64.000000 predicted=65.853325, expected=72.000000 predicted=78.461215, expected=56.000000 predicted=68.717064, expected=84.000000 predicted=89.117502, expected=52.000000 predicted=88.574410, expected=40.000000 predicted=56.756926, expected=48.000000 predicted=61.046193, expected=60.000000 predicted=56.076401, expected=68.000000 predicted=65.478881, expected=96.000000 predicted=65.878586, expected=40.000000 predicted=50.600401, expected=84.000000 predicted=65.794397, expected=104.000000 predicted=79.192736, expected=92.000000 predicted=77.206240, expected=56.000000 predicted=79.311940, expected=72.000000 predicted=67.648491, expected=64.000000 predicted=76.893967, expected=24.000000 predicted=65.829919, expected=36.000000 predicted=61.661949, expected=68.000000 predicted=57.044767, expected=60.000000 predicted=57.097378, expected=60.000000 predicted=56.263702, expected=52.000000 predicted=45.856360, expected=52.000000 predicted=49.623520, expected=72.000000 predicted=64.683408, expected=60.000000 predicted=59.026602, expected=100.000000 predicted=71.427026, expected=72.000000 predicted=65.810930, expected=64.000000 predicted=63.897007, expected=48.000000 predicted=67.519471, expected=76.000000 predicted=68.169766, expected=40.000000 predicted=68.234079, expected=16.000000 predicted=48.467763, expected=84.000000 predicted=64.561346, expected=108.000000 predicted=66.568001, expected=44.000000 predicted=58.534039, expected=48.000000 predicted=54.268642, expected=76.000000 predicted=56.979238, expected=68.000000 predicted=70.262341, expected=88.000000 predicted=83.063318, expected=80.000000 predicted=65.721928, expected=112.000000 predicted=78.285841, expected=60.000000 predicted=75.886245, expected=68.000000 predicted=74.290391, expected=56.000000 predicted=77.376116, expected=44.000000 predicted=64.593807, expected=60.000000 predicted=75.908607, expected=80.000000 predicted=64.357574, expected=96.000000 predicted=72.443694, expected=92.000000 predicted=72.406667, expected=60.000000 predicted=63.827271, expected=56.000000 predicted=68.186253, expected=56.000000 predicted=71.535075, expected=60.000000 predicted=72.372460, expected=96.000000 predicted=80.161375, expected=124.000000 predicted=81.751886, expected=44.000000 predicted=61.959533, expected=40.000000 predicted=62.490698, expected=88.000000 predicted=77.188268, expected=72.000000 predicted=76.494127, expected=64.000000 predicted=81.268180, expected=136.000000 predicted=82.593649, expected=104.000000 predicted=76.384752, expected=60.000000 predicted=80.776797, expected=44.000000 predicted=74.779902, expected=64.000000 predicted=71.763802, expected=56.000000 predicted=84.373525, expected=52.000000 predicted=69.278943, expected=72.000000 predicted=62.500517, expected=120.000000 predicted=73.154850, expected=52.000000 predicted=62.966442, expected=52.000000 predicted=62.677438, expected=40.000000 predicted=59.556320, expected=56.000000 predicted=61.933602, expected=116.000000 predicted=92.982142, expected=100.000000 predicted=70.042731, expected=132.000000 predicted=86.386138, expected=92.000000 predicted=80.824718, expected=52.000000 predicted=73.872887, expected=52.000000 predicted=90.612474, expected=80.000000 predicted=86.254173, expected=84.000000 predicted=92.132323, expected=88.000000 predicted=81.174400, expected=100.000000 predicted=76.746965, expected=60.000000 predicted=67.393170, expected=68.000000 predicted=77.881029, expected=52.000000 predicted=73.123778, expected=32.000000 predicted=62.291985, expected=96.000000 predicted=82.601764, expected=112.000000 predicted=75.732879, expected=96.000000 predicted=76.598816, expected=64.000000 predicted=69.689904, expected=68.000000 predicted=66.153031, expected=84.000000 predicted=88.141714, expected=44.000000 predicted=76.733224, expected=88.000000 predicted=82.843547, expected=100.000000 predicted=78.401030, expected=76.000000 predicted=71.986456, expected=48.000000 predicted=72.088097, expected=48.000000 predicted=58.672948, expected=76.000000 predicted=76.554570, expected=48.000000 predicted=68.316442, expected=52.000000 predicted=60.802158, expected=60.000000 predicted=56.090159, expected=84.000000 predicted=61.925371, expected=68.000000 predicted=67.657716, expected=100.000000 predicted=71.069861, expected=104.000000 predicted=78.558547, expected=60.000000 predicted=69.143871, expected=72.000000 predicted=81.808156, expected=96.000000 predicted=83.242315, expected=140.000000 predicted=104.276220, expected=24.000000 predicted=73.824639, expected=52.000000 predicted=68.209675, expected=44.000000 predicted=68.870736, expected=64.000000 predicted=69.403821, expected=68.000000 predicted=84.247984, expected=96.000000 predicted=57.773171, expected=76.000000 predicted=65.603952, expected=48.000000 predicted=56.700756, expected=112.000000 predicted=84.077981, expected=56.000000 predicted=68.197175, expected=56.000000 predicted=73.770961, expected=60.000000 predicted=71.692653, expected=136.000000 predicted=81.404912, expected=68.000000 predicted=84.129084, expected=56.000000 predicted=64.661091, expected=56.000000 predicted=69.692683, expected=84.000000 predicted=71.587975, expected=20.000000 predicted=73.138411, expected=60.000000 predicted=61.012501, expected=80.000000 predicted=64.910018, expected=80.000000 predicted=60.983475, expected=80.000000 predicted=75.596406, expected=60.000000 predicted=53.394025, expected=76.000000 predicted=70.842402, expected=56.000000 predicted=70.305659, expected=76.000000 predicted=73.455811, expected=76.000000 predicted=74.761400, expected=104.000000 predicted=76.470703, expected=56.000000 predicted=70.860497, expected=84.000000 predicted=73.084089, expected=56.000000 predicted=72.968486, expected=24.000000 predicted=56.866997, expected=96.000000 predicted=86.082650, expected=100.000000 predicted=70.882687, expected=80.000000 predicted=74.344647, expected=112.000000 predicted=84.138679, expected=28.000000 predicted=51.680406, expected=96.000000 predicted=90.041841, expected=84.000000 predicted=89.119977, expected=108.000000 predicted=83.894647, expected=120.000000 predicted=105.022812, expected=120.000000 predicted=82.614597, expected=72.000000 predicted=93.847884, expected=116.000000 predicted=102.898654, expected=72.000000 predicted=96.793242, expected=84.000000 predicted=97.569266, expected=100.000000 predicted=103.838392, expected=40.000000 predicted=67.684292, expected=96.000000 predicted=95.298912, expected=80.000000 predicted=78.234568, expected=136.000000 predicted=94.878742, expected=68.000000 predicted=87.787031, expected=100.000000 predicted=77.955551, expected=92.000000 predicted=97.948658, expected=64.000000 predicted=79.110257, expected=100.000000 predicted=106.067552, expected=76.000000 predicted=78.136705, expected=92.000000 predicted=89.735433, expected=76.000000 predicted=85.360052, expected=132.000000 predicted=91.866728, expected=80.000000 predicted=92.132650, expected=44.000000 predicted=72.566314, expected=84.000000 predicted=89.611483, expected=48.000000 predicted=69.067329, expected=52.000000 predicted=80.310378, expected=80.000000 predicted=73.216896, expected=128.000000 predicted=75.980527, expected=124.000000 predicted=92.949820, expected=36.000000 predicted=62.783916, expected=56.000000 predicted=71.350184, expected=76.000000 predicted=82.230372, expected=80.000000 predicted=88.606104, expected=72.000000 predicted=84.971536, expected=136.000000 predicted=80.481369, expected=88.000000 predicted=78.424457, expected=80.000000 predicted=83.260844, expected=36.000000 predicted=75.315951, expected=56.000000 predicted=70.662792, expected=52.000000 predicted=83.863775, expected=72.000000 predicted=68.981636, expected=120.000000 predicted=83.265970, expected=92.000000 predicted=66.726372, expected=80.000000 predicted=74.147733, expected=40.000000 predicted=65.195004, expected=56.000000 predicted=70.620851, expected=44.000000 predicted=76.863851, expected=108.000000 predicted=81.530905, expected=100.000000 predicted=79.777148, expected=80.000000 predicted=64.463539, expected=100.000000 predicted=82.381519, expected=84.000000 predicted=75.724914, expected=48.000000 predicted=82.237942, expected=60.000000 predicted=80.847983, expected=60.000000 predicted=70.941025, expected=96.000000 predicted=83.573885, expected=80.000000 predicted=76.297568, expected=44.000000 predicted=55.836355, expected=52.000000 predicted=63.119895, expected=68.000000 predicted=65.253904, expected=56.000000 predicted=68.981881, expected=72.000000 predicted=68.448359, expected=104.000000 predicted=69.866940, expected=108.000000 predicted=76.880841, expected=56.000000 predicted=70.543808, expected=52.000000 predicted=67.029800, expected=68.000000 predicted=74.699691, expected=68.000000 predicted=78.536453, expected=104.000000 predicted=89.207988, expected=76.000000 predicted=68.652563, expected=112.000000 predicted=80.267653, expected=48.000000 predicted=71.391827, expected=68.000000 predicted=73.056449, expected=64.000000 predicted=83.614986, expected=72.000000 predicted=70.837861, expected=92.000000 predicted=88.594555, expected=120.000000 predicted=79.450919, expected=116.000000 predicted=89.764709, expected=28.000000 predicted=66.153535, expected=52.000000 predicted=73.871252, expected=80.000000 predicted=84.749392, expected=52.000000 predicted=76.187511, expected=68.000000 predicted=78.843076, expected=88.000000 predicted=60.760780, expected=60.000000 predicted=60.157750, expected=68.000000 predicted=72.087266, expected=60.000000 predicted=62.475264, expected=88.000000 predicted=73.440669, expected=48.000000 predicted=68.751568, expected=88.000000 predicted=70.459514, expected=76.000000 predicted=72.930579, expected=132.000000 predicted=85.723202, expected=76.000000 predicted=84.976764, expected=52.000000 predicted=64.663837, expected=112.000000 predicted=97.346989, expected=92.000000 predicted=84.804718, expected=68.000000 predicted=92.536250, expected=52.000000 predicted=73.325582, expected=64.000000 predicted=66.157470, expected=60.000000 predicted=79.181742, expected=76.000000 predicted=74.796018, expected=72.000000 predicted=67.737173, expected=100.000000 predicted=72.420488, expected=84.000000 predicted=75.422506, expected=128.000000 predicted=89.242150, expected=84.000000 predicted=86.892192, expected=60.000000 predicted=77.216925, expected=76.000000 predicted=91.206600, expected=52.000000 predicted=73.549099, expected=60.000000 predicted=83.703871, expected=108.000000 predicted=84.374812, expected=76.000000 predicted=68.591155, expected=84.000000 predicted=77.661956, expected=36.000000 predicted=60.265307, expected=88.000000 predicted=73.548993, expected=64.000000 predicted=81.372249, expected=52.000000 predicted=63.022106, expected=76.000000 predicted=75.129404, expected=108.000000 predicted=69.894027, expected=100.000000 predicted=85.859181, expected=60.000000 predicted=70.601835, expected=88.000000 predicted=77.539654, expected=52.000000 predicted=73.354645, expected=84.000000 predicted=86.612917, expected=100.000000 predicted=90.716524, expected=100.000000 predicted=78.126406, expected=68.000000 predicted=81.320026, expected=40.000000 predicted=62.361740, expected=56.000000 predicted=73.457596, expected=116.000000 predicted=91.657919, expected=64.000000 predicted=75.737415, expected=64.000000 predicted=67.156570, expected=112.000000 predicted=78.511870, expected=84.000000 predicted=74.256976, expected=60.000000 predicted=85.230648, expected=52.000000 predicted=68.822554, expected=88.000000 predicted=75.677084, expected=68.000000 predicted=81.867552, expected=96.000000 predicted=80.716512, expected=108.000000 predicted=82.321201, expected=80.000000 predicted=73.279019, expected=76.000000 predicted=85.529992, expected=28.000000 predicted=64.588707, expected=68.000000 predicted=78.297646, expected=48.000000 predicted=72.880552, expected=100.000000 predicted=74.557090, expected=112.000000 predicted=83.125643, expected=116.000000 predicted=73.569911, expected=56.000000 predicted=75.548439, expected=56.000000 predicted=68.939031, expected=56.000000 predicted=81.945581, expected=68.000000 predicted=80.878343, expected=92.000000 predicted=87.661958, expected=72.000000 predicted=64.917541, expected=104.000000 predicted=77.140910, expected=24.000000 predicted=57.183542, expected=104.000000 predicted=80.150987, expected=96.000000 predicted=89.438698, expected=56.000000 predicted=66.361524, expected=136.000000 predicted=104.566557, expected=68.000000 predicted=64.929821, expected=96.000000 predicted=93.802799, expected=40.000000 predicted=79.959000, expected=84.000000 predicted=72.907034, expected=128.000000 predicted=110.866169, expected=44.000000 predicted=65.404135, expected=88.000000 predicted=86.127986, expected=92.000000 predicted=75.771745, expected=96.000000 predicted=86.020842, expected=48.000000 predicted=86.530873, expected=76.000000 predicted=68.327363, expected=112.000000 predicted=92.136033, expected=36.000000 predicted=69.429842, expected=52.000000 predicted=72.687610, expected=108.000000 predicted=76.384541, expected=88.000000 predicted=76.771108, expected=60.000000 predicted=80.187563, expected=68.000000 predicted=64.010563, expected=48.000000 predicted=61.760582, expected=80.000000 predicted=82.375019, expected=100.000000 predicted=82.527232, expected=124.000000 predicted=83.421800, expected=48.000000 predicted=70.082294, expected=60.000000 predicted=68.105458, expected=72.000000 predicted=80.779973, expected=48.000000 predicted=72.275474, expected=96.000000 predicted=90.008536, expected=60.000000 predicted=60.019547, expected=84.000000 predicted=69.479539, expected=116.000000 predicted=86.990823, expected=32.000000 predicted=57.543333, expected=48.000000 predicted=73.679838, expected=80.000000 predicted=71.938881, expected=64.000000 Test MSE: 850.052
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055])] predicted=59.560332, expected=44.000000 predicted=43.361881, expected=56.000000 predicted=56.468860, expected=36.000000 predicted=40.876554, expected=36.000000 predicted=43.341727, expected=92.000000 predicted=65.189001, expected=100.000000 predicted=77.008992, expected=32.000000 predicted=53.682874, expected=28.000000 predicted=40.877627, expected=44.000000 predicted=42.085122, expected=44.000000 predicted=52.835888, expected=28.000000 predicted=45.677302, expected=20.000000 predicted=27.127182, expected=72.000000 predicted=49.039166, expected=48.000000 predicted=46.271148, expected=32.000000 predicted=40.824322, expected=32.000000 predicted=33.704194, expected=32.000000 predicted=31.670490, expected=36.000000 predicted=41.857002, expected=36.000000 predicted=37.293861, expected=72.000000 predicted=52.210579, expected=92.000000 predicted=67.045993, expected=84.000000 predicted=70.655468, expected=88.000000 predicted=75.722030, expected=52.000000 predicted=59.850123, expected=84.000000 predicted=78.099014, expected=52.000000 predicted=66.118278, expected=52.000000 predicted=63.303146, expected=24.000000 predicted=45.917933, expected=24.000000 predicted=35.693265, expected=16.000000 predicted=32.957170, expected=28.000000 predicted=30.932960, expected=56.000000 predicted=44.065182, expected=64.000000 predicted=47.968603, expected=132.000000 predicted=85.634934, expected=4.000000 predicted=33.986753, expected=88.000000 predicted=68.175898, expected=48.000000 predicted=52.796812, expected=76.000000 predicted=71.259612, expected=52.000000 predicted=68.994164, expected=56.000000 predicted=49.138312, expected=56.000000 predicted=61.616983, expected=68.000000 predicted=60.863031, expected=40.000000 predicted=53.532314, expected=16.000000 predicted=35.069567, expected=56.000000 predicted=48.472261, expected=32.000000 predicted=39.525036, expected=72.000000 predicted=60.444435, expected=132.000000 predicted=87.243903, expected=232.000000 predicted=146.131349, expected=40.000000 predicted=82.623552, expected=28.000000 predicted=59.835454, expected=56.000000 predicted=61.712064, expected=60.000000 predicted=75.154341, expected=48.000000 predicted=84.387354, expected=56.000000 predicted=51.202208, expected=76.000000 predicted=59.482083, expected=80.000000 predicted=70.185226, expected=20.000000 predicted=44.800688, expected=12.000000 predicted=31.691375, expected=56.000000 predicted=46.968340, expected=60.000000 predicted=55.900859, expected=28.000000 predicted=44.519366, expected=16.000000 predicted=24.817925, expected=28.000000 predicted=25.386730, expected=56.000000 predicted=46.298982, expected=20.000000 predicted=33.359103, expected=96.000000 predicted=62.396215, expected=28.000000 predicted=35.242479, expected=64.000000 predicted=54.035190, expected=84.000000 predicted=67.181362, expected=36.000000 predicted=45.125176, expected=16.000000 predicted=43.923788, expected=48.000000 predicted=40.078667, expected=40.000000 predicted=44.060455, expected=32.000000 predicted=44.169987, expected=88.000000 predicted=60.433369, expected=44.000000 predicted=43.388024, expected=36.000000 predicted=45.580704, expected=56.000000 predicted=48.842426, expected=92.000000 predicted=67.016394, expected=108.000000 predicted=90.770791, expected=48.000000 predicted=60.738577, expected=72.000000 predicted=66.404429, expected=96.000000 predicted=79.641524, expected=60.000000 predicted=73.758964, expected=20.000000 predicted=54.030578, expected=68.000000 predicted=57.745307, expected=44.000000 predicted=51.962846, expected=24.000000 predicted=46.603519, expected=72.000000 predicted=57.521466, expected=108.000000 predicted=72.401730, expected=88.000000 predicted=81.114034, expected=56.000000 predicted=63.987794, expected=92.000000 predicted=73.765444, expected=12.000000 predicted=45.774370, expected=76.000000 predicted=74.695964, expected=112.000000 predicted=87.389356, expected=48.000000 predicted=62.077802, expected=84.000000 predicted=81.100856, expected=52.000000 predicted=51.354612, expected=40.000000 predicted=56.789881, expected=52.000000 predicted=62.415901, expected=56.000000 predicted=52.760413, expected=96.000000 predicted=79.092869, expected=36.000000 predicted=50.423217, expected=20.000000 predicted=37.789025, expected=96.000000 predicted=68.140757, expected=28.000000 predicted=44.417202, expected=12.000000 predicted=41.619549, expected=76.000000 predicted=51.977869, expected=112.000000 predicted=73.523027, expected=44.000000 predicted=65.337433, expected=44.000000 predicted=49.659859, expected=8.000000 predicted=24.289082, expected=36.000000 predicted=43.678557, expected=32.000000 predicted=45.171210, expected=64.000000 predicted=49.465390, expected=40.000000 predicted=41.553821, expected=64.000000 predicted=47.931391, expected=44.000000 predicted=44.899337, expected=72.000000 predicted=58.105336, expected=36.000000 predicted=48.273085, expected=52.000000 predicted=50.107641, expected=44.000000 predicted=48.769400, expected=76.000000 predicted=60.847188, expected=52.000000 predicted=57.399379, expected=32.000000 predicted=42.086235, expected=24.000000 predicted=36.406846, expected=36.000000 predicted=37.237041, expected=44.000000 predicted=46.109168, expected=16.000000 predicted=29.822523, expected=48.000000 predicted=38.656114, expected=8.000000 predicted=19.686202, expected=36.000000 predicted=33.025709, expected=64.000000 predicted=46.886837, expected=16.000000 predicted=25.835780, expected=48.000000 predicted=43.581655, expected=44.000000 predicted=34.559622, expected=88.000000 predicted=63.517321, expected=16.000000 predicted=39.580250, expected=68.000000 predicted=51.782706, expected=52.000000 predicted=49.968188, expected=12.000000 predicted=33.368597, expected=36.000000 predicted=44.793919, expected=64.000000 predicted=44.085824, expected=48.000000 predicted=51.118796, expected=20.000000 predicted=35.637733, expected=12.000000 predicted=20.346958, expected=32.000000 predicted=30.074287, expected=60.000000 predicted=48.716906, expected=32.000000 predicted=37.494198, expected=60.000000 predicted=45.723409, expected=24.000000 predicted=29.286028, expected=60.000000 predicted=48.562916, expected=52.000000 predicted=50.563515, expected=20.000000 predicted=33.201586, expected=72.000000 predicted=57.685811, expected=44.000000 predicted=41.906551, expected=112.000000 predicted=81.941972, expected=72.000000 predicted=68.371137, expected=20.000000 predicted=41.690380, expected=32.000000 predicted=46.219247, expected=12.000000 predicted=27.749536, expected=24.000000 predicted=41.225134, expected=32.000000 predicted=35.140904, expected=48.000000 predicted=35.438568, expected=108.000000 predicted=69.058872, expected=4.000000 predicted=27.284412, expected=28.000000 predicted=34.759420, expected=8.000000 predicted=19.932021, expected=136.000000 predicted=81.784336, expected=56.000000 predicted=67.821295, expected=52.000000 predicted=51.101975, expected=80.000000 predicted=62.965011, expected=12.000000 predicted=32.570541, expected=32.000000 predicted=56.009875, expected=56.000000 predicted=47.796612, expected=40.000000 predicted=43.885528, expected=32.000000 predicted=44.037186, expected=40.000000 predicted=33.883372, expected=92.000000 predicted=62.496247, expected=28.000000 predicted=44.237472, expected=32.000000 predicted=40.629024, expected=88.000000 predicted=60.387936, expected=32.000000 predicted=43.522483, expected=76.000000 predicted=70.457870, expected=68.000000 predicted=56.440994, expected=56.000000 predicted=56.127696, expected=28.000000 predicted=50.036080, expected=36.000000 predicted=39.446394, expected=160.000000 predicted=102.419273, expected=80.000000 predicted=80.330155, expected=28.000000 predicted=57.517199, expected=120.000000 predicted=83.283098, expected=72.000000 predicted=70.295142, expected=16.000000 predicted=67.032329, expected=36.000000 predicted=49.063624, expected=12.000000 predicted=25.392980, expected=32.000000 predicted=46.715402, expected=56.000000 predicted=47.238910, expected=160.000000 predicted=91.557442, expected=16.000000 predicted=45.334610, expected=52.000000 predicted=53.042131, expected=104.000000 predicted=72.096720, expected=24.000000 predicted=49.737268, expected=44.000000 predicted=70.080220, expected=36.000000 predicted=34.932310, expected=24.000000 predicted=36.626016, expected=100.000000 predicted=76.224265, expected=52.000000 predicted=48.686361, expected=24.000000 predicted=42.274694, expected=56.000000 predicted=47.521018, expected=88.000000 predicted=62.210021, expected=84.000000 predicted=79.992176, expected=64.000000 predicted=65.746132, expected=68.000000 predicted=61.785377, expected=44.000000 predicted=55.530946, expected=36.000000 predicted=53.986434, expected=116.000000 predicted=85.302102, expected=96.000000 predicted=81.491517, expected=48.000000 predicted=66.824855, expected=44.000000 predicted=53.976821, expected=36.000000 predicted=44.361819, expected=24.000000 predicted=49.165453, expected=48.000000 predicted=51.681155, expected=20.000000 predicted=30.980631, expected=40.000000 predicted=38.196003, expected=60.000000 predicted=45.297517, expected=48.000000 predicted=42.969301, expected=84.000000 predicted=64.743356, expected=32.000000 predicted=40.363878, expected=56.000000 predicted=53.397587, expected=52.000000 predicted=52.212098, expected=24.000000 predicted=39.408221, expected=40.000000 predicted=47.626791, expected=52.000000 predicted=42.932765, expected=64.000000 predicted=55.522598, expected=68.000000 predicted=59.291619, expected=32.000000 predicted=40.805165, expected=16.000000 predicted=32.901214, expected=76.000000 predicted=56.509961, expected=156.000000 predicted=100.754327, expected=164.000000 predicted=122.154461, expected=120.000000 predicted=108.379240, expected=132.000000 predicted=112.038594, expected=32.000000 predicted=75.659996, expected=40.000000 predicted=81.054283, expected=80.000000 predicted=87.385044, expected=100.000000 predicted=92.112753, expected=128.000000 predicted=111.308987, expected=112.000000 predicted=93.294604, expected=60.000000 predicted=74.464142, expected=140.000000 predicted=112.180129, expected=104.000000 predicted=103.637991, expected=104.000000 predicted=112.197297, expected=40.000000 predicted=74.890048, expected=80.000000 predicted=77.646094, expected=56.000000 predicted=76.598424, expected=36.000000 predicted=60.253885, expected=8.000000 predicted=39.770300, expected=84.000000 predicted=57.916832, expected=36.000000 predicted=47.745318, expected=12.000000 predicted=33.720874, expected=88.000000 predicted=57.426161, expected=52.000000 predicted=44.022287, expected=20.000000 predicted=45.670210, expected=68.000000 predicted=51.654003, expected=68.000000 predicted=51.241282, expected=56.000000 predicted=63.656417, expected=20.000000 predicted=38.914213, expected=52.000000 predicted=43.471255, expected=8.000000 predicted=30.869110, expected=28.000000 predicted=36.742562, expected=32.000000 predicted=32.788631, expected=44.000000 predicted=34.619199, expected=48.000000 predicted=43.519794, expected=16.000000 predicted=23.547835, expected=72.000000 predicted=50.202125, expected=8.000000 predicted=25.086350, expected=8.000000 predicted=25.177576, expected=16.000000 predicted=21.686033, expected=48.000000 predicted=31.696060, expected=44.000000 predicted=42.988537, expected=36.000000 predicted=31.425804, expected=52.000000 predicted=38.800888, expected=16.000000 predicted=25.825221, expected=60.000000 predicted=49.045927, expected=16.000000 predicted=29.252305, expected=48.000000 predicted=41.862053, expected=80.000000 predicted=58.263767, expected=4.000000 predicted=25.275516, expected=12.000000 predicted=30.374648, expected=56.000000 predicted=35.956372, expected=28.000000 predicted=34.562766, expected=44.000000 predicted=47.137961, expected=80.000000 predicted=50.006076, expected=32.000000 predicted=37.181104, expected=12.000000 predicted=33.918460, expected=36.000000 predicted=32.512997, expected=24.000000 predicted=30.251320, expected=24.000000 predicted=35.884740, expected=88.000000 predicted=54.955129, expected=88.000000 predicted=60.453146, expected=140.000000 predicted=97.534245, expected=32.000000 predicted=54.339202, expected=24.000000 predicted=45.713929, expected=44.000000 predicted=53.176248, expected=44.000000 predicted=53.211710, expected=28.000000 predicted=53.278429, expected=52.000000 predicted=42.340263, expected=92.000000 predicted=61.362178, expected=28.000000 predicted=43.458052, expected=36.000000 predicted=44.182649, expected=92.000000 predicted=61.967010, expected=36.000000 predicted=48.485292, expected=44.000000 predicted=57.539761, expected=84.000000 predicted=59.684776, expected=64.000000 predicted=58.729704, expected=76.000000 predicted=75.692023, expected=92.000000 predicted=73.127036, expected=56.000000 predicted=62.700936, expected=60.000000 predicted=69.094873, expected=88.000000 predicted=74.901510, expected=64.000000 predicted=69.758891, expected=88.000000 predicted=83.232703, expected=108.000000 predicted=86.714321, expected=56.000000 predicted=69.711785, expected=28.000000 predicted=57.677845, expected=176.000000 predicted=112.308937, expected=84.000000 predicted=89.121148, expected=256.000000 predicted=176.959519, expected=52.000000 predicted=90.566953, expected=36.000000 predicted=73.963495, expected=56.000000 predicted=84.174957, expected=84.000000 predicted=80.287128, expected=140.000000 predicted=135.287498, expected=72.000000 predicted=77.048197, expected=32.000000 predicted=55.597144, expected=104.000000 predicted=80.967714, expected=56.000000 predicted=69.765140, expected=56.000000 predicted=77.913276, expected=32.000000 predicted=48.520549, expected=24.000000 predicted=36.120263, expected=28.000000 predicted=44.370804, expected=88.000000 predicted=61.355932, expected=28.000000 predicted=41.647663, expected=52.000000 predicted=47.186735, expected=100.000000 predicted=65.309893, expected=116.000000 predicted=84.269881, expected=28.000000 predicted=61.943521, expected=96.000000 predicted=74.307498, expected=84.000000 predicted=74.262674, expected=44.000000 predicted=69.968487, expected=48.000000 predicted=65.733458, expected=40.000000 predicted=43.789824, expected=84.000000 predicted=73.637126, expected=48.000000 predicted=58.398775, expected=52.000000 predicted=53.488376, expected=60.000000 predicted=54.889709, expected=36.000000 predicted=45.056945, expected=16.000000 predicted=40.170994, expected=76.000000 predicted=55.092110, expected=24.000000 predicted=37.614917, expected=68.000000 predicted=57.670145, expected=76.000000 predicted=57.390847, expected=84.000000 predicted=65.341289, expected=4.000000 predicted=41.785192, expected=36.000000 predicted=38.641271, expected=36.000000 predicted=41.445139, expected=20.000000 predicted=37.217347, expected=64.000000 predicted=53.657754, expected=52.000000 predicted=38.939981, expected=68.000000 predicted=55.722902, expected=36.000000 predicted=42.881063, expected=12.000000 predicted=28.339464, expected=36.000000 predicted=39.732934, expected=72.000000 predicted=53.499490, expected=84.000000 predicted=67.707888, expected=44.000000 predicted=49.876674, expected=48.000000 predicted=45.751850, expected=48.000000 predicted=47.747292, expected=24.000000 predicted=43.206942, expected=24.000000 predicted=40.210124, expected=12.000000 predicted=24.299863, expected=40.000000 predicted=35.058500, expected=72.000000 predicted=50.684712, expected=72.000000 predicted=53.996983, expected=64.000000 predicted=55.132233, expected=32.000000 predicted=39.918713, expected=40.000000 predicted=44.800316, expected=68.000000 predicted=60.012417, expected=76.000000 predicted=66.992762, expected=116.000000 predicted=87.147383, expected=32.000000 predicted=51.365017, expected=48.000000 predicted=55.272528, expected=200.000000 predicted=122.125183, expected=100.000000 predicted=100.564596, expected=108.000000 predicted=114.699102, expected=100.000000 predicted=89.685647, expected=52.000000 predicted=75.193827, expected=44.000000 predicted=87.098397, expected=56.000000 predicted=66.241385, expected=36.000000 predicted=57.071041, expected=64.000000 predicted=64.261397, expected=40.000000 predicted=45.736785, expected=64.000000 predicted=55.411930, expected=48.000000 predicted=50.517435, expected=32.000000 predicted=41.191038, expected=8.000000 predicted=30.762404, expected=40.000000 predicted=35.863198, expected=24.000000 predicted=32.905011, expected=32.000000 predicted=33.917799, expected=76.000000 predicted=49.678792, expected=80.000000 predicted=55.370246, expected=28.000000 predicted=43.852159, expected=60.000000 predicted=50.621888, expected=52.000000 predicted=48.306396, expected=60.000000 predicted=61.638102, expected=84.000000 predicted=71.744149, expected=28.000000 predicted=42.635560, expected=76.000000 predicted=65.495607, expected=72.000000 predicted=62.609982, expected=20.000000 predicted=45.920511, expected=48.000000 Test MSE: 1293.494
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112])] predicted=26.889348, expected=8.000000 predicted=20.391248, expected=20.000000 predicted=15.577117, expected=16.000000 predicted=14.816918, expected=32.000000 predicted=20.509257, expected=12.000000 predicted=18.350188, expected=20.000000 predicted=16.153304, expected=8.000000 predicted=15.892151, expected=12.000000 predicted=14.690769, expected=20.000000 predicted=21.599261, expected=24.000000 predicted=17.006788, expected=12.000000 predicted=15.988212, expected=40.000000 predicted=22.533283, expected=12.000000 predicted=15.980383, expected=16.000000 predicted=19.061048, expected=16.000000 predicted=20.255235, expected=24.000000 predicted=18.448219, expected=48.000000 predicted=35.499533, expected=20.000000 predicted=19.622736, expected=16.000000 predicted=19.878653, expected=32.000000 predicted=25.518529, expected=4.000000 predicted=18.015432, expected=12.000000 predicted=25.378710, expected=24.000000 predicted=20.061837, expected=20.000000 predicted=17.596009, expected=12.000000 predicted=19.614503, expected=24.000000 predicted=15.486691, expected=16.000000 predicted=15.855132, expected=28.000000 predicted=23.359902, expected=28.000000 predicted=23.022247, expected=12.000000 predicted=15.919354, expected=12.000000 predicted=18.935804, expected=44.000000 predicted=26.961353, expected=12.000000 predicted=20.789510, expected=32.000000 predicted=27.067719, expected=12.000000 predicted=16.728435, expected=24.000000 predicted=19.854017, expected=28.000000 predicted=30.648937, expected=24.000000 predicted=19.944451, expected=12.000000 predicted=21.977393, expected=12.000000 predicted=15.282272, expected=12.000000 predicted=17.868918, expected=20.000000 predicted=20.563860, expected=20.000000 predicted=19.263637, expected=36.000000 predicted=21.769778, expected=36.000000 predicted=24.003315, expected=24.000000 predicted=21.744603, expected=28.000000 predicted=26.068440, expected=16.000000 predicted=22.125190, expected=20.000000 predicted=26.775074, expected=8.000000 predicted=21.441024, expected=36.000000 predicted=25.837270, expected=44.000000 predicted=31.096999, expected=12.000000 predicted=18.441507, expected=12.000000 predicted=19.379506, expected=12.000000 predicted=15.132680, expected=8.000000 predicted=20.207493, expected=12.000000 predicted=21.753595, expected=24.000000 predicted=15.796149, expected=36.000000 predicted=21.128708, expected=8.000000 predicted=13.516631, expected=20.000000 predicted=16.409192, expected=4.000000 predicted=12.437180, expected=12.000000 predicted=16.885937, expected=16.000000 predicted=20.768888, expected=8.000000 predicted=9.420110, expected=20.000000 predicted=16.763071, expected=12.000000 predicted=10.141895, expected=12.000000 predicted=12.568224, expected=20.000000 predicted=16.462614, expected=4.000000 predicted=9.146252, expected=12.000000 predicted=14.460806, expected=32.000000 predicted=18.894389, expected=20.000000 predicted=16.382477, expected=4.000000 predicted=13.746827, expected=4.000000 predicted=8.416241, expected=20.000000 predicted=15.329737, expected=24.000000 predicted=22.232959, expected=36.000000 predicted=23.432083, expected=28.000000 predicted=18.431916, expected=28.000000 predicted=20.254662, expected=12.000000 predicted=20.301263, expected=16.000000 predicted=21.604482, expected=24.000000 predicted=26.626256, expected=16.000000 predicted=20.903838, expected=8.000000 predicted=17.405650, expected=32.000000 predicted=20.318377, expected=44.000000 predicted=27.031769, expected=24.000000 predicted=24.487004, expected=12.000000 predicted=18.760970, expected=8.000000 predicted=14.592572, expected=4.000000 predicted=18.259671, expected=28.000000 predicted=27.551173, expected=12.000000 predicted=16.031773, expected=4.000000 predicted=9.576220, expected=12.000000 predicted=10.938213, expected=40.000000 predicted=19.643165, expected=24.000000 predicted=22.805274, expected=12.000000 predicted=14.979126, expected=12.000000 predicted=13.236501, expected=20.000000 predicted=17.773416, expected=12.000000 predicted=22.141610, expected=4.000000 predicted=13.568341, expected=4.000000 predicted=9.228511, expected=16.000000 predicted=12.497218, expected=16.000000 predicted=14.648290, expected=24.000000 predicted=15.617056, expected=12.000000 predicted=10.679285, expected=20.000000 predicted=14.064862, expected=4.000000 predicted=12.447272, expected=8.000000 predicted=12.598311, expected=24.000000 predicted=19.685156, expected=52.000000 predicted=26.581957, expected=20.000000 predicted=20.666371, expected=8.000000 predicted=13.178553, expected=8.000000 predicted=14.508739, expected=12.000000 predicted=18.429242, expected=12.000000 predicted=24.250737, expected=12.000000 predicted=13.774427, expected=16.000000 predicted=11.883516, expected=28.000000 predicted=16.765912, expected=20.000000 predicted=16.426773, expected=24.000000 predicted=18.733243, expected=12.000000 predicted=15.490030, expected=8.000000 predicted=14.643997, expected=12.000000 predicted=18.344021, expected=20.000000 predicted=17.717939, expected=12.000000 predicted=15.901004, expected=20.000000 predicted=15.288988, expected=4.000000 predicted=9.271275, expected=12.000000 predicted=12.524359, expected=8.000000 predicted=13.120181, expected=44.000000 predicted=22.743075, expected=16.000000 predicted=17.627492, expected=16.000000 predicted=13.516030, expected=28.000000 predicted=21.410872, expected=4.000000 predicted=11.922927, expected=12.000000 predicted=23.431595, expected=20.000000 predicted=17.190210, expected=8.000000 predicted=12.646497, expected=20.000000 predicted=19.675806, expected=8.000000 predicted=9.122586, expected=20.000000 predicted=15.297120, expected=8.000000 predicted=13.868549, expected=8.000000 predicted=9.798831, expected=4.000000 predicted=11.450385, expected=36.000000 predicted=18.267152, expected=16.000000 predicted=16.483868, expected=4.000000 predicted=9.269169, expected=8.000000 predicted=10.935980, expected=4.000000 predicted=7.550837, expected=16.000000 predicted=19.288989, expected=24.000000 predicted=16.110595, expected=24.000000 predicted=13.948995, expected=12.000000 predicted=12.605648, expected=16.000000 predicted=13.402534, expected=12.000000 predicted=15.530400, expected=8.000000 predicted=15.431645, expected=4.000000 predicted=12.939443, expected=16.000000 predicted=12.618613, expected=4.000000 predicted=9.579157, expected=8.000000 predicted=9.162832, expected=12.000000 predicted=9.543106, expected=8.000000 predicted=7.125307, expected=16.000000 predicted=13.357691, expected=36.000000 predicted=17.664819, expected=40.000000 predicted=22.617477, expected=16.000000 predicted=17.906112, expected=16.000000 predicted=17.609465, expected=4.000000 predicted=15.358015, expected=4.000000 predicted=18.492128, expected=12.000000 predicted=20.021631, expected=8.000000 predicted=10.513826, expected=16.000000 predicted=13.009230, expected=4.000000 predicted=6.053076, expected=8.000000 predicted=7.317846, expected=4.000000 predicted=8.185346, expected=4.000000 predicted=6.283961, expected=16.000000 predicted=12.355865, expected=8.000000 predicted=6.607261, expected=16.000000 predicted=10.855443, expected=8.000000 predicted=7.885291, expected=8.000000 predicted=7.912783, expected=20.000000 predicted=15.499378, expected=32.000000 predicted=18.065581, expected=20.000000 predicted=17.767804, expected=8.000000 predicted=12.204351, expected=16.000000 predicted=15.020428, expected=4.000000 predicted=13.626149, expected=8.000000 predicted=16.551927, expected=24.000000 predicted=17.852629, expected=4.000000 predicted=7.956316, expected=4.000000 predicted=9.835535, expected=16.000000 predicted=10.418389, expected=12.000000 predicted=10.310883, expected=12.000000 predicted=14.752794, expected=12.000000 predicted=9.326512, expected=4.000000 predicted=6.852895, expected=16.000000 predicted=13.971758, expected=16.000000 predicted=12.989063, expected=8.000000 predicted=10.431385, expected=4.000000 predicted=8.982010, expected=8.000000 predicted=7.670003, expected=24.000000 predicted=16.323889, expected=16.000000 predicted=14.186842, expected=16.000000 predicted=12.621170, expected=12.000000 predicted=11.055605, expected=8.000000 predicted=10.822967, expected=4.000000 predicted=13.142851, expected=16.000000 predicted=13.886740, expected=8.000000 predicted=10.978979, expected=20.000000 predicted=13.800915, expected=28.000000 predicted=16.592833, expected=28.000000 predicted=17.104280, expected=4.000000 predicted=13.567367, expected=4.000000 predicted=10.687728, expected=8.000000 predicted=14.265049, expected=12.000000 predicted=16.178534, expected=8.000000 predicted=13.841631, expected=28.000000 predicted=13.981439, expected=16.000000 predicted=11.563974, expected=8.000000 predicted=10.610558, expected=20.000000 predicted=16.164660, expected=16.000000 predicted=13.822310, expected=52.000000 predicted=32.209467, expected=16.000000 predicted=18.813633, expected=12.000000 predicted=15.499784, expected=12.000000 predicted=18.988569, expected=16.000000 predicted=17.753644, expected=20.000000 predicted=27.817391, expected=20.000000 predicted=17.052592, expected=8.000000 predicted=12.272953, expected=8.000000 predicted=11.959028, expected=4.000000 predicted=10.988610, expected=8.000000 predicted=12.149828, expected=8.000000 predicted=11.290261, expected=20.000000 predicted=11.839563, expected=36.000000 predicted=18.704175, expected=24.000000 predicted=15.798463, expected=24.000000 predicted=18.618137, expected=8.000000 predicted=14.173565, expected=16.000000 predicted=19.385545, expected=16.000000 predicted=22.778589, expected=12.000000 predicted=16.768587, expected=8.000000 predicted=14.657453, expected=12.000000 predicted=11.054177, expected=24.000000 predicted=17.437528, expected=8.000000 predicted=12.347157, expected=8.000000 predicted=10.946859, expected=32.000000 predicted=18.405605, expected=20.000000 predicted=16.548289, expected=8.000000 predicted=15.967526, expected=8.000000 predicted=11.360688, expected=8.000000 predicted=10.762640, expected=12.000000 predicted=17.567256, expected=12.000000 predicted=13.379877, expected=24.000000 predicted=14.388629, expected=36.000000 predicted=20.120220, expected=8.000000 predicted=12.276501, expected=32.000000 predicted=22.118113, expected=4.000000 predicted=13.606173, expected=24.000000 predicted=22.207299, expected=24.000000 predicted=25.609125, expected=4.000000 predicted=10.673247, expected=16.000000 predicted=20.382633, expected=4.000000 predicted=8.366204, expected=4.000000 predicted=12.535492, expected=32.000000 predicted=21.039324, expected=12.000000 predicted=10.130951, expected=8.000000 predicted=12.207493, expected=8.000000 predicted=8.991406, expected=20.000000 predicted=13.197079, expected=16.000000 predicted=19.365503, expected=4.000000 predicted=9.498275, expected=20.000000 predicted=13.697920, expected=16.000000 predicted=13.125755, expected=8.000000 predicted=13.574431, expected=20.000000 predicted=16.138711, expected=12.000000 predicted=10.866067, expected=12.000000 predicted=15.029436, expected=8.000000 predicted=12.177961, expected=28.000000 predicted=16.671567, expected=16.000000 predicted=16.794762, expected=12.000000 predicted=13.384385, expected=16.000000 predicted=14.935888, expected=8.000000 predicted=11.296584, expected=4.000000 predicted=14.273006, expected=8.000000 predicted=11.058279, expected=60.000000 predicted=27.775830, expected=4.000000 predicted=13.130068, expected=16.000000 predicted=14.856006, expected=4.000000 predicted=10.785949, expected=4.000000 predicted=10.553448, expected=8.000000 predicted=23.507723, expected=8.000000 predicted=6.628012, expected=16.000000 predicted=12.422497, expected=4.000000 predicted=5.761907, expected=4.000000 predicted=5.717189, expected=8.000000 predicted=7.980253, expected=16.000000 predicted=10.614775, expected=12.000000 predicted=11.746318, expected=16.000000 predicted=10.292025, expected=28.000000 predicted=15.562466, expected=8.000000 predicted=11.496595, expected=16.000000 predicted=16.015786, expected=8.000000 predicted=12.412497, expected=4.000000 predicted=11.266999, expected=16.000000 predicted=17.093257, expected=8.000000 predicted=8.955905, expected=4.000000 predicted=9.297838, expected=16.000000 predicted=10.781290, expected=4.000000 predicted=6.371664, expected=8.000000 predicted=10.327582, expected=8.000000 predicted=7.999646, expected=12.000000 predicted=8.405874, expected=36.000000 predicted=20.082242, expected=4.000000 predicted=8.325140, expected=8.000000 predicted=10.529258, expected=24.000000 predicted=16.006365, expected=12.000000 predicted=13.933600, expected=12.000000 predicted=19.195609, expected=16.000000 predicted=11.733797, expected=8.000000 predicted=10.754020, expected=4.000000 predicted=12.777774, expected=16.000000 predicted=12.595035, expected=8.000000 predicted=10.145376, expected=12.000000 predicted=12.093739, expected=8.000000 predicted=8.713695, expected=4.000000 predicted=6.420174, expected=16.000000 predicted=13.075673, expected=4.000000 predicted=7.256485, expected=4.000000 predicted=7.784422, expected=8.000000 predicted=7.592909, expected=8.000000 predicted=6.680306, expected=24.000000 predicted=15.116621, expected=32.000000 predicted=16.170628, expected=48.000000 predicted=24.429605, expected=8.000000 predicted=15.324679, expected=8.000000 predicted=15.190507, expected=4.000000 predicted=16.956409, expected=24.000000 predicted=23.642901, expected=20.000000 predicted=25.135008, expected=32.000000 predicted=18.446522, expected=20.000000 predicted=16.543347, expected=8.000000 predicted=12.438335, expected=8.000000 predicted=17.009745, expected=4.000000 predicted=13.230650, expected=8.000000 predicted=15.753990, expected=20.000000 predicted=15.360003, expected=16.000000 predicted=11.475355, expected=20.000000 predicted=13.608242, expected=16.000000 predicted=12.439488, expected=4.000000 predicted=10.078790, expected=20.000000 predicted=17.804265, expected=16.000000 predicted=15.593103, expected=20.000000 predicted=17.843353, expected=16.000000 predicted=15.694625, expected=20.000000 predicted=14.453571, expected=8.000000 predicted=15.121532, expected=8.000000 predicted=13.133140, expected=4.000000 predicted=11.891675, expected=12.000000 predicted=12.358459, expected=20.000000 predicted=15.739980, expected=8.000000 predicted=9.059819, expected=12.000000 predicted=10.433098, expected=12.000000 predicted=9.916751, expected=4.000000 predicted=9.485935, expected=12.000000 predicted=13.278102, expected=8.000000 predicted=8.650895, expected=12.000000 predicted=10.871220, expected=8.000000 predicted=9.539583, expected=20.000000 predicted=11.604773, expected=8.000000 predicted=10.629030, expected=12.000000 predicted=10.737047, expected=12.000000 predicted=11.983229, expected=20.000000 predicted=13.837321, expected=20.000000 predicted=17.551495, expected=12.000000 predicted=12.220794, expected=28.000000 predicted=18.941942, expected=16.000000 predicted=16.237520, expected=8.000000 predicted=15.448009, expected=12.000000 predicted=15.768288, expected=20.000000 predicted=16.065419, expected=4.000000 predicted=14.704257, expected=4.000000 predicted=10.023397, expected=20.000000 predicted=12.788650, expected=16.000000 predicted=13.292401, expected=16.000000 predicted=15.460676, expected=20.000000 predicted=13.140575, expected=20.000000 predicted=14.464126, expected=16.000000 predicted=17.901547, expected=4.000000 predicted=12.519489, expected=20.000000 predicted=16.936286, expected=20.000000 predicted=18.160459, expected=8.000000 predicted=14.032781, expected=4.000000 predicted=10.814578, expected=4.000000 predicted=7.069281, expected=12.000000 predicted=13.172009, expected=4.000000 predicted=9.765846, expected=12.000000 predicted=8.641675, expected=16.000000 predicted=9.580804, expected=12.000000 predicted=9.210466, expected=20.000000 predicted=14.456379, expected=4.000000 predicted=7.900226, expected=16.000000 predicted=13.663637, expected=8.000000 predicted=12.135597, expected=12.000000 predicted=11.876587, expected=4.000000 predicted=10.909358, expected=20.000000 predicted=11.554131, expected=4.000000 predicted=10.089892, expected=4.000000 predicted=7.227938, expected=8.000000 predicted=9.184984, expected=24.000000 predicted=12.530672, expected=8.000000 predicted=12.335411, expected=4.000000 predicted=6.494179, expected=12.000000 predicted=9.272593, expected=4.000000 predicted=7.857764, expected=8.000000 Test MSE: 104.181
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411])] predicted=38.359710, expected=60.000000 predicted=40.809760, expected=40.000000 predicted=37.786320, expected=32.000000 predicted=35.922685, expected=48.000000 predicted=42.066061, expected=16.000000 predicted=35.838723, expected=36.000000 predicted=40.902172, expected=32.000000 predicted=32.777461, expected=32.000000 predicted=33.560812, expected=40.000000 predicted=34.714298, expected=36.000000 predicted=31.484300, expected=20.000000 predicted=32.179204, expected=28.000000 predicted=31.533834, expected=68.000000 predicted=39.014854, expected=24.000000 predicted=34.310950, expected=32.000000 predicted=36.604574, expected=56.000000 predicted=37.094764, expected=24.000000 predicted=37.155873, expected=36.000000 predicted=42.419524, expected=64.000000 predicted=39.186764, expected=32.000000 predicted=39.374916, expected=8.000000 predicted=37.095961, expected=48.000000 predicted=35.822140, expected=64.000000 predicted=41.827727, expected=32.000000 predicted=42.013520, expected=32.000000 predicted=36.699234, expected=32.000000 predicted=33.884951, expected=24.000000 predicted=38.511198, expected=4.000000 predicted=31.178740, expected=16.000000 predicted=23.869695, expected=64.000000 predicted=30.783013, expected=36.000000 predicted=28.311969, expected=12.000000 predicted=26.614050, expected=4.000000 predicted=20.610174, expected=12.000000 predicted=23.222705, expected=32.000000 predicted=28.720864, expected=64.000000 predicted=29.361805, expected=40.000000 predicted=26.159950, expected=8.000000 predicted=25.008400, expected=24.000000 predicted=29.446828, expected=36.000000 predicted=33.603124, expected=28.000000 predicted=34.631460, expected=12.000000 predicted=24.643870, expected=88.000000 predicted=36.193111, expected=80.000000 predicted=42.952573, expected=24.000000 predicted=43.712185, expected=16.000000 predicted=40.432078, expected=40.000000 predicted=41.993200, expected=52.000000 predicted=51.855656, expected=48.000000 predicted=45.151997, expected=8.000000 predicted=28.883380, expected=68.000000 predicted=42.159348, expected=68.000000 predicted=45.451582, expected=8.000000 predicted=40.338091, expected=36.000000 predicted=42.357182, expected=64.000000 predicted=40.674828, expected=36.000000 predicted=45.805450, expected=56.000000 predicted=48.110098, expected=52.000000 predicted=39.748738, expected=28.000000 predicted=44.238944, expected=52.000000 predicted=50.421358, expected=48.000000 predicted=43.756105, expected=56.000000 predicted=50.278414, expected=36.000000 predicted=44.180013, expected=24.000000 predicted=40.182938, expected=60.000000 predicted=48.150546, expected=48.000000 predicted=43.759876, expected=44.000000 predicted=46.107030, expected=68.000000 predicted=47.713846, expected=28.000000 predicted=41.799123, expected=44.000000 predicted=51.548193, expected=68.000000 predicted=50.005272, expected=72.000000 predicted=54.138527, expected=24.000000 predicted=49.010231, expected=20.000000 predicted=43.165520, expected=32.000000 predicted=42.971470, expected=48.000000 predicted=45.530355, expected=68.000000 predicted=46.270912, expected=64.000000 predicted=41.939718, expected=44.000000 predicted=44.520201, expected=32.000000 predicted=46.967771, expected=48.000000 predicted=51.448251, expected=36.000000 predicted=48.082568, expected=20.000000 predicted=41.102929, expected=52.000000 predicted=40.957922, expected=44.000000 predicted=36.992344, expected=12.000000 predicted=34.786758, expected=16.000000 predicted=30.835962, expected=28.000000 predicted=28.229904, expected=32.000000 predicted=31.599382, expected=16.000000 predicted=24.502421, expected=56.000000 predicted=29.290427, expected=44.000000 predicted=29.559557, expected=24.000000 predicted=33.252671, expected=20.000000 predicted=31.826040, expected=16.000000 predicted=28.099155, expected=28.000000 predicted=32.961593, expected=60.000000 predicted=34.375504, expected=28.000000 predicted=26.787913, expected=40.000000 predicted=33.920075, expected=24.000000 predicted=29.896526, expected=36.000000 predicted=37.212903, expected=24.000000 predicted=34.822249, expected=36.000000 predicted=32.603605, expected=32.000000 predicted=31.538898, expected=44.000000 predicted=33.618200, expected=20.000000 predicted=30.289345, expected=24.000000 predicted=30.810496, expected=44.000000 predicted=34.094844, expected=40.000000 predicted=33.484003, expected=56.000000 predicted=40.015556, expected=80.000000 predicted=44.592133, expected=32.000000 predicted=42.090040, expected=28.000000 predicted=47.839015, expected=32.000000 predicted=43.474508, expected=24.000000 predicted=41.839422, expected=36.000000 predicted=41.443765, expected=28.000000 predicted=29.149616, expected=40.000000 predicted=32.587468, expected=40.000000 predicted=32.958629, expected=40.000000 predicted=34.714069, expected=52.000000 predicted=40.174319, expected=24.000000 predicted=34.925824, expected=28.000000 predicted=38.502761, expected=32.000000 predicted=35.534739, expected=32.000000 predicted=34.973893, expected=36.000000 predicted=35.151479, expected=32.000000 predicted=30.141300, expected=24.000000 predicted=30.216172, expected=20.000000 predicted=29.139778, expected=36.000000 predicted=31.036759, expected=52.000000 predicted=34.326050, expected=56.000000 predicted=37.228579, expected=52.000000 predicted=39.734154, expected=64.000000 predicted=46.931195, expected=24.000000 predicted=43.822531, expected=20.000000 predicted=45.459278, expected=48.000000 predicted=45.278639, expected=48.000000 predicted=42.679485, expected=40.000000 predicted=42.051545, expected=48.000000 predicted=38.252230, expected=52.000000 predicted=41.825643, expected=28.000000 predicted=42.675475, expected=28.000000 predicted=41.384493, expected=52.000000 predicted=42.316158, expected=40.000000 predicted=40.501562, expected=40.000000 predicted=41.536607, expected=44.000000 predicted=38.256624, expected=44.000000 predicted=40.809221, expected=44.000000 predicted=44.557332, expected=12.000000 predicted=35.089198, expected=72.000000 predicted=47.353909, expected=20.000000 predicted=34.211419, expected=36.000000 predicted=41.934816, expected=48.000000 predicted=37.983995, expected=40.000000 predicted=36.750859, expected=24.000000 predicted=40.829420, expected=24.000000 predicted=31.490961, expected=32.000000 predicted=34.109453, expected=24.000000 predicted=31.961751, expected=60.000000 predicted=37.214543, expected=48.000000 predicted=33.497148, expected=36.000000 predicted=37.364694, expected=24.000000 predicted=36.122287, expected=32.000000 predicted=37.064983, expected=16.000000 predicted=35.363177, expected=44.000000 predicted=36.397661, expected=28.000000 predicted=28.396728, expected=52.000000 predicted=35.102268, expected=44.000000 predicted=34.711701, expected=28.000000 predicted=34.266321, expected=20.000000 predicted=35.754985, expected=44.000000 predicted=36.879163, expected=36.000000 predicted=36.945597, expected=52.000000 predicted=39.729397, expected=28.000000 predicted=32.422092, expected=40.000000 predicted=37.525054, expected=36.000000 predicted=38.482133, expected=40.000000 predicted=39.238111, expected=28.000000 predicted=37.098251, expected=24.000000 predicted=32.420204, expected=48.000000 predicted=37.574772, expected=16.000000 predicted=29.601548, expected=48.000000 predicted=37.587944, expected=32.000000 predicted=30.173366, expected=24.000000 predicted=32.237221, expected=60.000000 predicted=40.567374, expected=48.000000 predicted=35.671266, expected=48.000000 predicted=44.950619, expected=48.000000 predicted=42.619579, expected=48.000000 predicted=45.126736, expected=56.000000 predicted=52.361997, expected=68.000000 predicted=53.371399, expected=24.000000 predicted=45.901479, expected=16.000000 predicted=43.830179, expected=40.000000 predicted=42.592850, expected=44.000000 predicted=41.748290, expected=16.000000 predicted=34.906825, expected=28.000000 predicted=29.191989, expected=20.000000 predicted=25.270169, expected=48.000000 predicted=35.347435, expected=24.000000 predicted=28.463560, expected=72.000000 predicted=38.331981, expected=56.000000 predicted=38.769947, expected=44.000000 predicted=43.942913, expected=28.000000 predicted=44.200214, expected=28.000000 predicted=40.885359, expected=64.000000 predicted=51.670936, expected=36.000000 predicted=41.008739, expected=52.000000 predicted=44.672203, expected=44.000000 predicted=40.063311, expected=32.000000 predicted=41.823084, expected=28.000000 predicted=43.193469, expected=20.000000 predicted=34.412681, expected=52.000000 predicted=40.723358, expected=36.000000 predicted=34.137759, expected=60.000000 predicted=40.649577, expected=56.000000 predicted=40.718552, expected=28.000000 predicted=40.044514, expected=24.000000 predicted=42.902967, expected=16.000000 predicted=35.109515, expected=40.000000 predicted=39.832908, expected=64.000000 predicted=40.200194, expected=80.000000 predicted=43.534116, expected=68.000000 predicted=47.856577, expected=44.000000 predicted=49.347603, expected=28.000000 predicted=51.715494, expected=16.000000 predicted=48.659427, expected=52.000000 predicted=51.735085, expected=28.000000 predicted=38.472147, expected=52.000000 predicted=40.240280, expected=64.000000 predicted=39.806059, expected=64.000000 predicted=45.764498, expected=36.000000 predicted=47.925639, expected=4.000000 predicted=37.882945, expected=84.000000 predicted=55.934566, expected=60.000000 predicted=49.777371, expected=60.000000 predicted=54.877002, expected=52.000000 predicted=47.453482, expected=24.000000 predicted=43.232979, expected=48.000000 predicted=57.579484, expected=84.000000 predicted=56.976120, expected=60.000000 predicted=54.133107, expected=20.000000 predicted=46.255300, expected=48.000000 predicted=47.705071, expected=24.000000 predicted=44.287306, expected=44.000000 predicted=51.145714, expected=32.000000 predicted=37.315079, expected=68.000000 predicted=41.933088, expected=44.000000 predicted=41.459912, expected=52.000000 predicted=44.888325, expected=44.000000 predicted=45.860967, expected=28.000000 predicted=43.127913, expected=44.000000 predicted=48.711904, expected=32.000000 predicted=39.459136, expected=40.000000 predicted=41.784405, expected=104.000000 predicted=53.178466, expected=44.000000 predicted=43.545930, expected=52.000000 predicted=55.035062, expected=24.000000 predicted=44.264800, expected=28.000000 predicted=48.975796, expected=80.000000 predicted=60.945060, expected=32.000000 predicted=40.249941, expected=52.000000 predicted=48.117361, expected=56.000000 predicted=42.788631, expected=12.000000 predicted=40.578543, expected=64.000000 predicted=54.517449, expected=32.000000 predicted=37.251239, expected=16.000000 predicted=40.474101, expected=56.000000 predicted=41.251340, expected=56.000000 predicted=37.961562, expected=36.000000 predicted=44.441890, expected=44.000000 predicted=39.821543, expected=28.000000 predicted=36.513855, expected=28.000000 predicted=42.633639, expected=36.000000 predicted=38.829688, expected=36.000000 predicted=34.972379, expected=44.000000 predicted=37.270085, expected=28.000000 predicted=31.868700, expected=48.000000 predicted=38.054835, expected=28.000000 predicted=34.604357, expected=12.000000 predicted=32.617061, expected=48.000000 predicted=36.815262, expected=40.000000 predicted=32.852340, expected=44.000000 predicted=38.957543, expected=36.000000 predicted=33.076647, expected=24.000000 predicted=32.447817, expected=16.000000 predicted=34.460085, expected=48.000000 predicted=36.999960, expected=60.000000 predicted=39.061388, expected=52.000000 predicted=39.790239, expected=96.000000 predicted=51.550444, expected=36.000000 predicted=44.945253, expected=32.000000 predicted=55.150025, expected=24.000000 predicted=47.239880, expected=32.000000 predicted=46.987749, expected=28.000000 predicted=43.596653, expected=28.000000 predicted=30.698806, expected=64.000000 predicted=37.109348, expected=60.000000 predicted=38.680284, expected=44.000000 predicted=42.418854, expected=20.000000 predicted=37.541558, expected=4.000000 predicted=34.202200, expected=116.000000 predicted=59.893784, expected=52.000000 predicted=45.077103, expected=40.000000 predicted=48.961540, expected=28.000000 predicted=37.626484, expected=28.000000 predicted=43.778962, expected=24.000000 predicted=50.998214, expected=20.000000 predicted=32.789505, expected=60.000000 predicted=36.544984, expected=56.000000 predicted=35.411889, expected=56.000000 predicted=41.531289, expected=48.000000 predicted=41.809941, expected=12.000000 predicted=38.313546, expected=28.000000 predicted=45.008492, expected=28.000000 predicted=37.884491, expected=48.000000 predicted=40.337287, expected=88.000000 predicted=45.406667, expected=68.000000 predicted=43.230450, expected=44.000000 predicted=48.586520, expected=24.000000 predicted=45.654646, expected=24.000000 predicted=48.648576, expected=44.000000 predicted=52.215433, expected=40.000000 predicted=42.381976, expected=20.000000 predicted=32.264895, expected=92.000000 predicted=45.153967, expected=40.000000 predicted=38.238579, expected=4.000000 predicted=39.914846, expected=32.000000 predicted=37.009427, expected=16.000000 predicted=31.788695, expected=20.000000 predicted=39.015686, expected=36.000000 predicted=25.777489, expected=8.000000 predicted=16.795588, expected=4.000000 predicted=19.935930, expected=40.000000 predicted=22.010681, expected=8.000000 predicted=17.363429, expected=28.000000 predicted=24.367486, expected=72.000000 predicted=27.607228, expected=68.000000 predicted=36.576347, expected=36.000000 predicted=40.768705, expected=104.000000 predicted=55.200106, expected=8.000000 predicted=42.884896, expected=64.000000 predicted=66.269872, expected=44.000000 predicted=48.950687, expected=8.000000 predicted=44.628676, expected=16.000000 predicted=42.682875, expected=24.000000 predicted=25.509937, expected=12.000000 predicted=29.917399, expected=88.000000 predicted=39.061075, expected=32.000000 predicted=24.908345, expected=28.000000 predicted=35.066363, expected=16.000000 predicted=27.918089, expected=4.000000 predicted=28.346988, expected=12.000000 predicted=33.365881, expected=12.000000 predicted=17.857705, expected=4.000000 predicted=13.441302, expected=72.000000 predicted=25.121108, expected=32.000000 predicted=19.395538, expected=28.000000 predicted=28.401548, expected=48.000000 predicted=29.968113, expected=28.000000 predicted=32.627837, expected=24.000000 predicted=41.066595, expected=56.000000 predicted=37.001226, expected=52.000000 predicted=39.152540, expected=52.000000 predicted=45.496094, expected=16.000000 predicted=33.823228, expected=64.000000 predicted=46.053011, expected=4.000000 predicted=35.985619, expected=32.000000 predicted=41.524357, expected=28.000000 predicted=30.411199, expected=36.000000 predicted=31.853299, expected=52.000000 predicted=38.719401, expected=24.000000 predicted=26.513955, expected=32.000000 predicted=34.675672, expected=88.000000 predicted=45.423156, expected=24.000000 predicted=39.363591, expected=24.000000 predicted=43.087734, expected=44.000000 predicted=35.834144, expected=36.000000 predicted=41.346432, expected=32.000000 predicted=44.834668, expected=28.000000 predicted=29.885828, expected=28.000000 predicted=31.349163, expected=44.000000 predicted=36.962090, expected=36.000000 predicted=33.911284, expected=60.000000 predicted=40.335700, expected=40.000000 predicted=37.066590, expected=20.000000 predicted=36.900390, expected=12.000000 predicted=33.417762, expected=24.000000 predicted=32.140448, expected=24.000000 predicted=31.816362, expected=20.000000 predicted=24.751943, expected=36.000000 predicted=23.600940, expected=40.000000 predicted=25.686599, expected=28.000000 predicted=28.514824, expected=24.000000 predicted=27.890672, expected=24.000000 predicted=27.364429, expected=56.000000 predicted=37.272054, expected=8.000000 predicted=27.550129, expected=40.000000 predicted=33.169223, expected=20.000000 predicted=24.572304, expected=32.000000 predicted=32.418295, expected=28.000000 predicted=30.714050, expected=12.000000 predicted=22.011530, expected=60.000000 predicted=35.476807, expected=12.000000 predicted=23.515457, expected=16.000000 predicted=29.109334, expected=40.000000 predicted=26.692319, expected=8.000000 predicted=22.904009, expected=8.000000 predicted=26.646975, expected=8.000000 predicted=13.054531, expected=48.000000 predicted=24.464009, expected=24.000000 predicted=22.595106, expected=28.000000 predicted=21.999235, expected=20.000000 predicted=19.590249, expected=12.000000 predicted=22.255333, expected=20.000000 predicted=26.526357, expected=24.000000 predicted=21.609013, expected=20.000000 predicted=21.380896, expected=4.000000 predicted=15.667705, expected=32.000000 predicted=19.830111, expected=36.000000 predicted=22.578109, expected=24.000000 predicted=24.270466, expected=20.000000 predicted=21.881908, expected=12.000000 predicted=19.028942, expected=20.000000 predicted=24.814685, expected=8.000000 Test MSE: 394.731
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503])] predicted=14.420845, expected=20.000000 predicted=14.890881, expected=4.000000 predicted=9.273768, expected=12.000000 predicted=9.882552, expected=8.000000 predicted=14.127905, expected=16.000000 predicted=11.857171, expected=16.000000 predicted=14.877790, expected=36.000000 predicted=18.523041, expected=12.000000 predicted=14.573871, expected=8.000000 predicted=10.220214, expected=12.000000 predicted=16.150427, expected=4.000000 predicted=13.186242, expected=8.000000 predicted=15.380757, expected=40.000000 predicted=21.256917, expected=32.000000 predicted=20.290255, expected=4.000000 predicted=9.422190, expected=4.000000 predicted=8.906504, expected=8.000000 predicted=14.698918, expected=24.000000 predicted=25.103763, expected=28.000000 predicted=22.439985, expected=20.000000 predicted=12.726579, expected=24.000000 predicted=15.965774, expected=8.000000 predicted=14.207718, expected=4.000000 predicted=14.813029, expected=16.000000 predicted=19.474075, expected=4.000000 predicted=12.616273, expected=8.000000 predicted=11.217739, expected=20.000000 predicted=12.813185, expected=32.000000 predicted=17.499212, expected=20.000000 predicted=16.484682, expected=40.000000 predicted=21.417336, expected=12.000000 predicted=17.396254, expected=4.000000 predicted=14.563261, expected=32.000000 predicted=28.443268, expected=36.000000 predicted=28.698022, expected=44.000000 predicted=32.896682, expected=20.000000 predicted=19.609657, expected=4.000000 predicted=13.114797, expected=4.000000 predicted=20.727150, expected=16.000000 predicted=24.439946, expected=20.000000 predicted=24.140116, expected=28.000000 predicted=18.785089, expected=48.000000 predicted=24.261349, expected=36.000000 predicted=23.950635, expected=8.000000 predicted=16.765762, expected=12.000000 predicted=20.067458, expected=28.000000 predicted=30.037313, expected=4.000000 predicted=23.057863, expected=12.000000 predicted=17.152438, expected=16.000000 predicted=14.298123, expected=20.000000 predicted=16.315656, expected=4.000000 predicted=13.088080, expected=4.000000 predicted=6.328123, expected=40.000000 predicted=23.185024, expected=16.000000 predicted=17.278090, expected=16.000000 predicted=13.986628, expected=36.000000 predicted=21.624888, expected=16.000000 predicted=17.545112, expected=4.000000 predicted=18.205205, expected=12.000000 predicted=15.713866, expected=16.000000 predicted=17.863588, expected=28.000000 predicted=24.441533, expected=4.000000 predicted=10.574131, expected=24.000000 predicted=13.969747, expected=20.000000 predicted=18.538317, expected=8.000000 predicted=13.323028, expected=8.000000 predicted=14.980529, expected=8.000000 predicted=10.245501, expected=36.000000 predicted=24.243124, expected=8.000000 predicted=13.926834, expected=28.000000 predicted=15.448138, expected=24.000000 predicted=19.394726, expected=12.000000 predicted=14.633801, expected=12.000000 predicted=20.030669, expected=8.000000 predicted=12.824747, expected=24.000000 predicted=21.808676, expected=44.000000 predicted=28.280068, expected=16.000000 predicted=16.165893, expected=8.000000 predicted=12.001340, expected=4.000000 predicted=12.989551, expected=8.000000 predicted=17.480970, expected=8.000000 predicted=18.660609, expected=20.000000 predicted=14.033612, expected=44.000000 predicted=22.060501, expected=20.000000 predicted=14.900370, expected=20.000000 predicted=15.264947, expected=12.000000 predicted=16.589370, expected=8.000000 predicted=17.679913, expected=4.000000 predicted=19.238621, expected=20.000000 predicted=17.269902, expected=28.000000 predicted=20.368894, expected=28.000000 predicted=18.074514, expected=4.000000 predicted=9.404392, expected=8.000000 predicted=10.440008, expected=36.000000 predicted=26.682241, expected=16.000000 predicted=21.091613, expected=8.000000 predicted=13.864595, expected=8.000000 predicted=10.368037, expected=16.000000 predicted=15.397094, expected=12.000000 predicted=18.773057, expected=8.000000 predicted=10.492105, expected=8.000000 predicted=8.925555, expected=8.000000 predicted=9.379834, expected=20.000000 predicted=15.062028, expected=24.000000 predicted=16.125831, expected=4.000000 predicted=7.976756, expected=4.000000 predicted=7.661249, expected=12.000000 predicted=12.519618, expected=16.000000 predicted=15.975078, expected=28.000000 predicted=19.517742, expected=24.000000 predicted=14.756028, expected=20.000000 predicted=14.499444, expected=4.000000 predicted=12.248599, expected=4.000000 predicted=12.807731, expected=8.000000 predicted=16.453808, expected=24.000000 predicted=19.267230, expected=28.000000 predicted=19.198213, expected=12.000000 predicted=9.740607, expected=8.000000 predicted=9.309606, expected=8.000000 predicted=12.464422, expected=12.000000 predicted=16.803741, expected=28.000000 predicted=21.785362, expected=16.000000 predicted=13.857570, expected=8.000000 predicted=9.243563, expected=4.000000 predicted=9.458868, expected=8.000000 predicted=12.180300, expected=12.000000 predicted=15.856052, expected=8.000000 predicted=9.915941, expected=16.000000 predicted=10.408881, expected=12.000000 predicted=9.536450, expected=16.000000 predicted=11.828302, expected=12.000000 predicted=12.253426, expected=16.000000 predicted=12.847298, expected=8.000000 predicted=12.348251, expected=8.000000 predicted=10.545402, expected=16.000000 predicted=14.607222, expected=28.000000 predicted=18.288918, expected=48.000000 predicted=27.151753, expected=16.000000 predicted=15.682462, expected=20.000000 predicted=16.919144, expected=4.000000 predicted=17.346570, expected=16.000000 predicted=22.216201, expected=28.000000 predicted=29.651999, expected=36.000000 predicted=23.601430, expected=24.000000 predicted=20.354146, expected=20.000000 predicted=16.430832, expected=8.000000 predicted=17.337379, expected=8.000000 predicted=19.036195, expected=8.000000 predicted=19.137271, expected=4.000000 predicted=12.270662, expected=16.000000 predicted=13.829104, expected=36.000000 predicted=19.295954, expected=8.000000 predicted=9.995764, expected=12.000000 predicted=9.958153, expected=4.000000 predicted=10.145902, expected=16.000000 predicted=16.353269, expected=8.000000 predicted=16.835978, expected=16.000000 predicted=10.931406, expected=4.000000 predicted=8.718919, expected=8.000000 predicted=7.428781, expected=4.000000 predicted=9.573907, expected=4.000000 predicted=6.498847, expected=20.000000 predicted=13.733377, expected=24.000000 predicted=13.473083, expected=8.000000 predicted=8.374069, expected=4.000000 predicted=6.278520, expected=4.000000 predicted=8.438044, expected=36.000000 predicted=23.491925, expected=12.000000 predicted=15.881019, expected=16.000000 predicted=10.258661, expected=16.000000 predicted=13.634174, expected=12.000000 predicted=13.169379, expected=20.000000 predicted=21.996814, expected=4.000000 predicted=10.667758, expected=16.000000 predicted=14.266300, expected=12.000000 predicted=14.372285, expected=28.000000 predicted=17.946353, expected=28.000000 predicted=21.083110, expected=8.000000 predicted=10.281665, expected=16.000000 predicted=16.158635, expected=4.000000 predicted=13.433237, expected=20.000000 predicted=20.099077, expected=36.000000 predicted=25.972902, expected=4.000000 predicted=9.683982, expected=8.000000 predicted=10.679886, expected=12.000000 predicted=13.432135, expected=32.000000 predicted=23.814203, expected=20.000000 predicted=21.604458, expected=40.000000 predicted=20.430029, expected=4.000000 predicted=13.110254, expected=4.000000 predicted=11.880720, expected=8.000000 predicted=19.760144, expected=12.000000 predicted=16.501055, expected=8.000000 predicted=15.927470, expected=12.000000 predicted=7.749339, expected=8.000000 predicted=7.692458, expected=16.000000 predicted=11.409434, expected=20.000000 predicted=14.731227, expected=16.000000 predicted=12.569980, expected=12.000000 predicted=12.249780, expected=8.000000 predicted=10.878241, expected=4.000000 predicted=11.196666, expected=8.000000 predicted=12.341304, expected=8.000000 predicted=10.593213, expected=8.000000 predicted=8.458877, expected=24.000000 predicted=13.328567, expected=16.000000 predicted=11.337938, expected=20.000000 predicted=13.146510, expected=12.000000 predicted=12.569736, expected=12.000000 predicted=12.939022, expected=8.000000 predicted=15.206080, expected=8.000000 predicted=12.172772, expected=24.000000 predicted=18.172166, expected=24.000000 predicted=17.057216, expected=4.000000 predicted=9.009567, expected=8.000000 predicted=9.526178, expected=16.000000 predicted=15.071047, expected=16.000000 predicted=17.634334, expected=32.000000 predicted=21.435131, expected=20.000000 predicted=14.595822, expected=28.000000 predicted=18.618279, expected=12.000000 predicted=17.605816, expected=4.000000 predicted=13.707250, expected=8.000000 predicted=18.149652, expected=24.000000 predicted=20.366899, expected=8.000000 predicted=14.911056, expected=8.000000 predicted=8.431148, expected=4.000000 predicted=7.331638, expected=12.000000 predicted=11.156128, expected=28.000000 predicted=20.099152, expected=4.000000 predicted=7.811666, expected=24.000000 predicted=13.399120, expected=28.000000 predicted=18.887195, expected=36.000000 predicted=23.608455, expected=16.000000 predicted=20.475629, expected=16.000000 predicted=15.311831, expected=28.000000 predicted=26.761435, expected=40.000000 predicted=31.997500, expected=40.000000 predicted=32.544888, expected=24.000000 predicted=22.742930, expected=24.000000 predicted=24.431229, expected=4.000000 predicted=21.768760, expected=20.000000 predicted=26.987302, expected=20.000000 predicted=26.367656, expected=28.000000 predicted=22.484505, expected=20.000000 predicted=19.581107, expected=8.000000 predicted=11.140468, expected=8.000000 predicted=15.289766, expected=52.000000 predicted=31.909291, expected=28.000000 predicted=26.557458, expected=4.000000 predicted=11.443927, expected=36.000000 predicted=23.774011, expected=44.000000 predicted=32.343146, expected=48.000000 predicted=40.031499, expected=36.000000 predicted=30.609517, expected=80.000000 predicted=45.247025, expected=68.000000 predicted=54.835720, expected=40.000000 predicted=44.262251, expected=20.000000 predicted=39.714793, expected=24.000000 predicted=40.134944, expected=36.000000 predicted=51.043730, expected=40.000000 predicted=44.045313, expected=8.000000 predicted=22.725094, expected=4.000000 predicted=15.575522, expected=8.000000 predicted=19.767610, expected=12.000000 predicted=20.566249, expected=16.000000 predicted=18.814769, expected=24.000000 predicted=14.353237, expected=12.000000 predicted=10.433899, expected=12.000000 predicted=11.525297, expected=24.000000 predicted=18.826841, expected=4.000000 predicted=12.352488, expected=8.000000 predicted=12.747102, expected=12.000000 predicted=13.225234, expected=4.000000 predicted=9.152967, expected=8.000000 predicted=11.093714, expected=24.000000 predicted=13.670109, expected=8.000000 predicted=9.202434, expected=4.000000 predicted=6.958280, expected=12.000000 predicted=10.362395, expected=8.000000 predicted=10.219376, expected=24.000000 predicted=17.643504, expected=16.000000 predicted=12.431671, expected=8.000000 predicted=8.193759, expected=16.000000 predicted=14.326828, expected=12.000000 predicted=13.303317, expected=36.000000 predicted=24.244888, expected=20.000000 predicted=18.139497, expected=4.000000 predicted=9.179621, expected=4.000000 predicted=12.550827, expected=16.000000 predicted=16.981807, expected=20.000000 predicted=21.250795, expected=20.000000 predicted=15.561215, expected=16.000000 predicted=11.706927, expected=20.000000 predicted=15.061522, expected=4.000000 predicted=12.678049, expected=20.000000 predicted=18.008755, expected=16.000000 predicted=17.751307, expected=28.000000 predicted=19.424046, expected=4.000000 predicted=12.335718, expected=16.000000 predicted=12.436155, expected=12.000000 predicted=17.038854, expected=16.000000 predicted=15.409163, expected=8.000000 predicted=14.294008, expected=12.000000 predicted=10.080988, expected=4.000000 predicted=10.379328, expected=20.000000 predicted=14.243520, expected=48.000000 predicted=27.023638, expected=36.000000 predicted=22.196678, expected=12.000000 predicted=14.202350, expected=4.000000 predicted=13.079410, expected=12.000000 predicted=21.396323, expected=16.000000 predicted=25.654140, expected=8.000000 predicted=15.546443, expected=4.000000 predicted=7.437956, expected=8.000000 predicted=8.246349, expected=4.000000 predicted=8.334529, expected=12.000000 predicted=10.549441, expected=12.000000 predicted=9.268155, expected=8.000000 predicted=6.667895, expected=4.000000 predicted=6.420922, expected=36.000000 predicted=18.613912, expected=12.000000 predicted=13.288232, expected=28.000000 predicted=16.560803, expected=4.000000 predicted=11.701129, expected=4.000000 predicted=9.228115, expected=32.000000 predicted=27.229259, expected=24.000000 predicted=19.198727, expected=8.000000 predicted=13.277980, expected=12.000000 predicted=11.501473, expected=4.000000 predicted=11.155813, expected=12.000000 predicted=17.228980, expected=28.000000 predicted=20.535686, expected=32.000000 predicted=18.862278, expected=36.000000 predicted=21.972860, expected=4.000000 predicted=11.194757, expected=4.000000 predicted=13.218017, expected=16.000000 predicted=22.879442, expected=44.000000 predicted=31.740978, expected=24.000000 predicted=22.996955, expected=4.000000 predicted=7.379474, expected=16.000000 predicted=16.136898, expected=8.000000 predicted=17.710384, expected=4.000000 predicted=16.947669, expected=16.000000 predicted=15.329403, expected=8.000000 predicted=8.586778, expected=4.000000 predicted=7.813823, expected=4.000000 predicted=6.659324, expected=12.000000 predicted=9.175327, expected=4.000000 predicted=8.059239, expected=8.000000 predicted=6.491269, expected=16.000000 predicted=10.036329, expected=24.000000 predicted=13.709192, expected=16.000000 predicted=12.808895, expected=4.000000 predicted=7.245515, expected=8.000000 predicted=11.035661, expected=8.000000 predicted=13.164497, expected=16.000000 predicted=15.485730, expected=12.000000 predicted=11.560065, expected=16.000000 predicted=10.380990, expected=12.000000 predicted=11.290635, expected=16.000000 predicted=13.024713, expected=8.000000 predicted=12.262037, expected=12.000000 predicted=12.145939, expected=24.000000 predicted=18.145671, expected=8.000000 predicted=11.260768, expected=76.000000 predicted=36.753150, expected=12.000000 predicted=18.372096, expected=8.000000 predicted=11.868918, expected=4.000000 predicted=20.287492, expected=4.000000 predicted=16.121427, expected=12.000000 predicted=26.659104, expected=16.000000 predicted=11.711084, expected=20.000000 predicted=12.089602, expected=8.000000 predicted=8.022613, expected=28.000000 predicted=16.276351, expected=32.000000 predicted=22.632047, expected=28.000000 predicted=21.438935, expected=12.000000 predicted=17.116478, expected=4.000000 predicted=13.010854, expected=32.000000 predicted=27.859875, expected=20.000000 predicted=23.837752, expected=20.000000 predicted=18.573710, expected=36.000000 predicted=23.508981, expected=32.000000 predicted=23.669819, expected=60.000000 predicted=39.337042, expected=48.000000 predicted=36.606571, expected=44.000000 predicted=35.898468, expected=68.000000 predicted=51.890949, expected=44.000000 predicted=46.203943, expected=4.000000 predicted=33.278928, expected=12.000000 predicted=32.368732, expected=28.000000 predicted=37.959586, expected=24.000000 Test MSE: 150.813
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503]), array([37.95958619])] predicted=134.265477, expected=144.000000 predicted=154.547855, expected=204.000000 predicted=153.723559, expected=244.000000 predicted=182.238824, expected=120.000000 predicted=154.106838, expected=320.000000 predicted=202.337143, expected=156.000000 predicted=210.204238, expected=68.000000 predicted=159.736461, expected=336.000000 predicted=213.204624, expected=184.000000 predicted=213.330611, expected=256.000000 predicted=211.402851, expected=140.000000 predicted=194.316473, expected=148.000000 predicted=179.328758, expected=172.000000 predicted=196.301080, expected=208.000000 predicted=186.386021, expected=132.000000 predicted=171.008073, expected=216.000000 predicted=170.216462, expected=296.000000 predicted=212.773062, expected=128.000000 predicted=192.276196, expected=232.000000 predicted=195.155567, expected=180.000000 predicted=204.119172, expected=128.000000 predicted=183.719899, expected=136.000000 predicted=170.678851, expected=124.000000 predicted=150.625414, expected=288.000000 predicted=187.403538, expected=160.000000 predicted=179.751166, expected=168.000000 predicted=162.267304, expected=108.000000 predicted=160.567856, expected=140.000000 predicted=156.904244, expected=160.000000 predicted=165.329219, expected=96.000000 predicted=133.999028, expected=152.000000 predicted=132.944952, expected=88.000000 predicted=124.008800, expected=176.000000 predicted=133.561527, expected=184.000000 predicted=151.711613, expected=104.000000 predicted=132.935452, expected=96.000000 predicted=123.996190, expected=84.000000 predicted=117.371181, expected=288.000000 predicted=164.208200, expected=104.000000 predicted=151.849194, expected=176.000000 predicted=136.073923, expected=104.000000 predicted=146.011066, expected=116.000000 predicted=138.042592, expected=188.000000 predicted=158.959212, expected=112.000000 predicted=136.912400, expected=228.000000 predicted=154.684856, expected=160.000000 predicted=162.614047, expected=164.000000 predicted=159.319725, expected=112.000000 predicted=155.125839, expected=96.000000 predicted=137.335318, expected=4.000000 predicted=107.960885, expected=204.000000 predicted=120.236939, expected=156.000000 predicted=136.548554, expected=92.000000 predicted=106.648380, expected=208.000000 predicted=132.094019, expected=48.000000 predicted=124.475744, expected=188.000000 predicted=138.502663, expected=76.000000 predicted=130.805678, expected=348.000000 predicted=170.028753, expected=96.000000 predicted=174.950622, expected=76.000000 predicted=120.837990, expected=112.000000 predicted=141.893758, expected=52.000000 predicted=122.284793, expected=260.000000 predicted=150.081361, expected=104.000000 predicted=132.079247, expected=160.000000 predicted=122.485817, expected=200.000000 predicted=156.922861, expected=140.000000 predicted=160.347301, expected=108.000000 predicted=147.946143, expected=108.000000 predicted=132.582132, expected=208.000000 predicted=156.559863, expected=200.000000 predicted=168.616243, expected=280.000000 predicted=184.910064, expected=196.000000 predicted=195.171650, expected=188.000000 predicted=195.246336, expected=136.000000 predicted=193.933921, expected=156.000000 predicted=184.214592, expected=192.000000 predicted=186.835615, expected=220.000000 predicted=186.214844, expected=212.000000 predicted=188.570507, expected=24.000000 predicted=146.512967, expected=176.000000 predicted=149.495821, expected=108.000000 predicted=158.618363, expected=52.000000 predicted=116.106832, expected=160.000000 predicted=114.526315, expected=208.000000 predicted=140.158338, expected=120.000000 predicted=138.557437, expected=92.000000 predicted=115.630512, expected=128.000000 predicted=126.989163, expected=80.000000 predicted=126.911015, expected=128.000000 predicted=117.949252, expected=100.000000 predicted=109.305719, expected=220.000000 predicted=131.776916, expected=112.000000 predicted=135.499373, expected=104.000000 predicted=117.436719, expected=164.000000 predicted=138.518104, expected=100.000000 predicted=135.779384, expected=192.000000 predicted=143.708637, expected=132.000000 predicted=141.010688, expected=120.000000 predicted=131.768232, expected=112.000000 predicted=131.320989, expected=116.000000 predicted=127.526031, expected=80.000000 predicted=117.733505, expected=96.000000 predicted=103.644880, expected=372.000000 predicted=168.683889, expected=148.000000 predicted=176.672247, expected=96.000000 predicted=135.817810, expected=112.000000 predicted=145.207081, expected=76.000000 predicted=146.050077, expected=76.000000 predicted=126.757065, expected=156.000000 predicted=111.456767, expected=240.000000 predicted=142.071570, expected=200.000000 predicted=156.753473, expected=100.000000 predicted=139.040545, expected=228.000000 predicted=167.894137, expected=120.000000 predicted=177.764307, expected=268.000000 predicted=189.452430, expected=260.000000 predicted=210.846078, expected=176.000000 predicted=196.004301, expected=372.000000 predicted=242.211786, expected=340.000000 predicted=282.754750, expected=140.000000 predicted=250.393094, expected=204.000000 predicted=230.275763, expected=456.000000 predicted=300.426128, expected=240.000000 predicted=300.690061, expected=468.000000 predicted=309.467089, expected=124.000000 predicted=282.261340, expected=160.000000 predicted=248.104552, expected=248.000000 predicted=270.353680, expected=236.000000 predicted=251.946734, expected=156.000000 predicted=217.805240, expected=128.000000 predicted=168.133443, expected=156.000000 predicted=175.883223, expected=124.000000 predicted=168.340390, expected=144.000000 predicted=150.426086, expected=340.000000 predicted=188.514114, expected=132.000000 predicted=183.654735, expected=172.000000 predicted=167.028653, expected=72.000000 predicted=158.393411, expected=232.000000 predicted=179.372858, expected=292.000000 predicted=216.836669, expected=308.000000 predicted=218.326496, expected=240.000000 predicted=224.773822, expected=172.000000 predicted=216.681169, expected=252.000000 predicted=244.387420, expected=148.000000 predicted=231.065071, expected=100.000000 predicted=184.251102, expected=236.000000 predicted=187.489815, expected=132.000000 predicted=178.768217, expected=160.000000 predicted=161.445957, expected=296.000000 predicted=188.793256, expected=396.000000 predicted=248.609849, expected=472.000000 predicted=311.004229, expected=380.000000 predicted=328.797732, expected=188.000000 predicted=304.173837, expected=148.000000 predicted=282.264679, expected=244.000000 predicted=290.311403, expected=368.000000 predicted=308.960831, expected=148.000000 predicted=241.960534, expected=108.000000 predicted=177.628751, expected=84.000000 predicted=169.587979, expected=272.000000 predicted=207.701218, expected=172.000000 predicted=195.312398, expected=228.000000 predicted=169.034664, expected=360.000000 predicted=225.668173, expected=88.000000 predicted=204.517951, expected=124.000000 predicted=179.261551, expected=164.000000 predicted=186.676354, expected=132.000000 predicted=179.780835, expected=120.000000 predicted=151.016501, expected=180.000000 predicted=138.988906, expected=272.000000 predicted=180.966170, expected=240.000000 predicted=197.669934, expected=228.000000 predicted=199.486968, expected=220.000000 predicted=212.815027, expected=204.000000 predicted=222.720280, expected=116.000000 predicted=199.970000, expected=104.000000 predicted=168.298373, expected=228.000000 predicted=184.005450, expected=88.000000 predicted=158.606452, expected=56.000000 predicted=113.759164, expected=108.000000 predicted=111.336493, expected=180.000000 predicted=135.939453, expected=148.000000 predicted=137.507736, expected=128.000000 predicted=118.463198, expected=152.000000 predicted=131.729200, expected=68.000000 predicted=125.956347, expected=92.000000 predicted=116.434923, expected=200.000000 predicted=137.823536, expected=152.000000 predicted=141.153041, expected=108.000000 predicted=123.421224, expected=120.000000 predicted=121.146970, expected=92.000000 predicted=124.660169, expected=164.000000 predicted=137.408397, expected=116.000000 predicted=127.408647, expected=136.000000 predicted=121.685928, expected=104.000000 predicted=120.587645, expected=120.000000 predicted=120.417517, expected=204.000000 predicted=146.488592, expected=80.000000 predicted=127.668572, expected=104.000000 predicted=114.430313, expected=108.000000 predicted=119.056824, expected=192.000000 predicted=140.957463, expected=88.000000 predicted=127.554783, expected=276.000000 predicted=150.413092, expected=116.000000 predicted=157.156328, expected=272.000000 predicted=177.621092, expected=52.000000 predicted=164.023996, expected=160.000000 predicted=148.118648, expected=92.000000 predicted=156.378517, expected=112.000000 predicted=127.424283, expected=180.000000 predicted=144.016406, expected=176.000000 predicted=140.334759, expected=168.000000 predicted=149.743740, expected=144.000000 predicted=146.279418, expected=148.000000 predicted=153.253511, expected=284.000000 predicted=192.707074, expected=128.000000 predicted=179.768351, expected=128.000000 predicted=153.051731, expected=172.000000 predicted=166.827282, expected=128.000000 predicted=164.064283, expected=288.000000 predicted=190.776246, expected=96.000000 predicted=163.041364, expected=172.000000 predicted=153.671509, expected=116.000000 predicted=160.568250, expected=160.000000 predicted=157.490178, expected=284.000000 predicted=192.833100, expected=152.000000 predicted=174.299652, expected=84.000000 predicted=145.320900, expected=84.000000 predicted=135.516318, expected=120.000000 predicted=143.711659, expected=160.000000 predicted=145.306482, expected=164.000000 predicted=132.349784, expected=264.000000 predicted=159.456591, expected=132.000000 predicted=161.397128, expected=136.000000 predicted=152.932399, expected=220.000000 predicted=182.219826, expected=168.000000 predicted=186.237764, expected=64.000000 predicted=147.822062, expected=152.000000 predicted=138.109679, expected=212.000000 predicted=169.211574, expected=248.000000 predicted=186.969742, expected=188.000000 predicted=176.090373, expected=192.000000 predicted=177.530569, expected=172.000000 predicted=193.011452, expected=156.000000 predicted=188.879443, expected=128.000000 predicted=171.551680, expected=304.000000 predicted=198.280611, expected=200.000000 predicted=204.424124, expected=184.000000 predicted=184.805897, expected=88.000000 predicted=166.716065, expected=328.000000 predicted=212.374773, expected=128.000000 predicted=210.665467, expected=180.000000 predicted=171.204468, expected=196.000000 predicted=187.172145, expected=144.000000 predicted=178.697975, expected=200.000000 predicted=187.714293, expected=172.000000 predicted=174.864041, expected=200.000000 predicted=181.842438, expected=200.000000 predicted=187.639673, expected=176.000000 predicted=182.835723, expected=144.000000 predicted=176.027704, expected=168.000000 predicted=173.353830, expected=104.000000 predicted=159.646094, expected=92.000000 predicted=135.755607, expected=112.000000 predicted=127.341214, expected=148.000000 predicted=129.927441, expected=184.000000 predicted=140.019925, expected=152.000000 predicted=137.210800, expected=96.000000 predicted=126.663189, expected=132.000000 predicted=133.259143, expected=224.000000 predicted=164.016328, expected=288.000000 predicted=195.243549, expected=320.000000 predicted=219.745906, expected=32.000000 predicted=173.417917, expected=184.000000 predicted=178.322038, expected=96.000000 predicted=189.892591, expected=140.000000 predicted=164.559631, expected=172.000000 predicted=154.584374, expected=100.000000 predicted=124.466203, expected=200.000000 predicted=146.448210, expected=280.000000 predicted=183.697550, expected=52.000000 predicted=154.714595, expected=44.000000 predicted=115.941856, expected=168.000000 predicted=142.203194, expected=148.000000 predicted=155.106388, expected=108.000000 predicted=124.747529, expected=168.000000 predicted=118.220595, expected=104.000000 predicted=127.544418, expected=144.000000 predicted=135.234556, expected=76.000000 predicted=121.172434, expected=288.000000 predicted=157.104482, expected=64.000000 predicted=146.471853, expected=92.000000 predicted=111.875705, expected=84.000000 predicted=120.534275, expected=132.000000 predicted=124.308907, expected=328.000000 predicted=176.818393, expected=84.000000 predicted=141.697946, expected=136.000000 predicted=128.185135, expected=216.000000 predicted=171.942787, expected=116.000000 predicted=172.118722, expected=216.000000 predicted=172.940290, expected=408.000000 predicted=222.441266, expected=108.000000 predicted=207.440840, expected=100.000000 predicted=168.303621, expected=216.000000 predicted=194.725207, expected=204.000000 predicted=215.622349, expected=164.000000 predicted=190.925842, expected=116.000000 predicted=146.777848, expected=184.000000 predicted=164.438916, expected=84.000000 predicted=156.667029, expected=116.000000 predicted=134.821353, expected=164.000000 predicted=139.970487, expected=84.000000 predicted=124.316267, expected=180.000000 predicted=132.634523, expected=108.000000 predicted=127.129912, expected=268.000000 predicted=159.931554, expected=172.000000 predicted=171.722743, expected=72.000000 predicted=138.715186, expected=192.000000 predicted=159.768589, expected=68.000000 predicted=148.069609, expected=148.000000 predicted=142.673095, expected=164.000000 predicted=139.735366, expected=48.000000 predicted=113.310019, expected=60.000000 predicted=99.075097, expected=160.000000 predicted=112.606757, expected=68.000000 predicted=109.317012, expected=156.000000 predicted=106.182936, expected=252.000000 predicted=139.754501, expected=164.000000 predicted=153.812388, expected=148.000000 predicted=152.454059, expected=236.000000 predicted=176.596106, expected=100.000000 predicted=175.349776, expected=176.000000 predicted=169.908781, expected=92.000000 predicted=149.834726, expected=172.000000 predicted=151.470581, expected=124.000000 predicted=148.551120, expected=224.000000 predicted=153.139377, expected=220.000000 predicted=176.725676, expected=204.000000 predicted=178.236722, expected=108.000000 predicted=168.678910, expected=272.000000 predicted=194.040923, expected=84.000000 predicted=184.929463, expected=80.000000 predicted=144.022820, expected=168.000000 predicted=149.369656, expected=148.000000 predicted=149.280349, expected=68.000000 predicted=127.354361, expected=132.000000 predicted=110.323156, expected=96.000000 predicted=116.860957, expected=148.000000 predicted=125.387913, expected=184.000000 predicted=135.300448, expected=92.000000 predicted=121.562903, expected=52.000000 predicted=106.638216, expected=52.000000 predicted=96.099924, expected=192.000000 predicted=123.842108, expected=64.000000 predicted=108.192752, expected=140.000000 predicted=95.889665, expected=80.000000 predicted=99.030519, expected=160.000000 predicted=116.544161, expected=148.000000 predicted=133.908235, expected=132.000000 predicted=122.848228, expected=120.000000 predicted=127.581579, expected=232.000000 predicted=152.389728, expected=256.000000 predicted=187.389840, expected=112.000000 predicted=165.364584, expected=292.000000 predicted=191.954948, expected=152.000000 predicted=201.349681, expected=196.000000 predicted=198.902394, expected=128.000000 predicted=183.827753, expected=80.000000 predicted=151.414772, expected=204.000000 predicted=169.852836, expected=108.000000 predicted=147.950989, expected=76.000000 predicted=121.480649, expected=92.000000 predicted=109.014665, expected=196.000000 predicted=132.532760, expected=196.000000 predicted=153.022369, expected=92.000000 predicted=125.600362, expected=192.000000 predicted=140.419428, expected=180.000000 predicted=165.876573, expected=92.000000 predicted=151.997094, expected=100.000000 predicted=131.769991, expected=164.000000 predicted=138.978697, expected=80.000000 predicted=131.802433, expected=264.000000 predicted=149.892856, expected=116.000000 predicted=145.175414, expected=80.000000 predicted=124.795338, expected=216.000000 predicted=153.135839, expected=188.000000 predicted=168.410029, expected=92.000000 predicted=151.392895, expected=208.000000 predicted=149.463992, expected=148.000000 predicted=161.469034, expected=124.000000 predicted=156.270017, expected=252.000000 predicted=171.723404, expected=156.000000 predicted=170.983837, expected=112.000000 predicted=158.252087, expected=72.000000 predicted=134.792116, expected=168.000000 predicted=145.807916, expected=132.000000 predicted=148.652621, expected=172.000000 predicted=136.418702, expected=40.000000 predicted=112.315061, expected=4.000000 predicted=84.798476, expected=16.000000 predicted=76.745644, expected=32.000000 predicted=60.733664, expected=24.000000 predicted=43.080552, expected=312.000000 predicted=89.072221, expected=168.000000 predicted=116.089418, expected=284.000000 predicted=150.266865, expected=604.000000 predicted=281.453082, expected=532.000000 predicted=375.582269, expected=676.000000 predicted=472.303391, expected=392.000000 predicted=463.916633, expected=520.000000 predicted=497.982321, expected=116.000000 predicted=432.689756, expected=576.000000 predicted=441.882273, expected=500.000000 predicted=485.555405, expected=624.000000 predicted=476.489120, expected=280.000000 predicted=436.898992, expected=500.000000 predicted=420.746975, expected=312.000000 predicted=460.167715, expected=676.000000 predicted=480.178248, expected=504.000000 predicted=515.644835, expected=276.000000 predicted=406.239500, expected=300.000000 predicted=399.092466, expected=316.000000 predicted=385.630439, expected=476.000000 predicted=421.595052, expected=508.000000 predicted=419.184236, expected=368.000000 predicted=381.591319, expected=216.000000 Test MSE: 7753.509
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503]), array([37.95958619]), array([381.59131904])] predicted=36.207892, expected=20.000000 predicted=29.550288, expected=52.000000 predicted=41.953254, expected=40.000000 predicted=36.730245, expected=52.000000 predicted=50.715691, expected=20.000000 predicted=30.526143, expected=40.000000 predicted=37.043262, expected=40.000000 predicted=35.993146, expected=20.000000 predicted=32.220793, expected=28.000000 predicted=26.637864, expected=68.000000 predicted=47.402735, expected=20.000000 predicted=37.050320, expected=20.000000 predicted=28.213379, expected=48.000000 predicted=31.485544, expected=20.000000 predicted=31.900629, expected=36.000000 predicted=34.424397, expected=84.000000 predicted=55.289404, expected=32.000000 predicted=49.133904, expected=16.000000 predicted=32.636393, expected=4.000000 predicted=8.872993, expected=28.000000 predicted=23.688528, expected=56.000000 predicted=41.142408, expected=32.000000 predicted=38.513381, expected=32.000000 predicted=33.767331, expected=20.000000 predicted=22.902270, expected=80.000000 predicted=55.635912, expected=16.000000 predicted=35.407956, expected=16.000000 predicted=28.941873, expected=28.000000 predicted=18.590085, expected=44.000000 predicted=38.936182, expected=32.000000 predicted=35.261704, expected=20.000000 predicted=26.615117, expected=20.000000 predicted=21.305470, expected=36.000000 predicted=29.649269, expected=44.000000 predicted=38.027555, expected=28.000000 predicted=33.559007, expected=28.000000 predicted=29.595416, expected=52.000000 predicted=39.942790, expected=20.000000 predicted=31.789460, expected=44.000000 predicted=38.666783, expected=12.000000 predicted=21.379425, expected=44.000000 predicted=37.073981, expected=24.000000 predicted=26.446439, expected=16.000000 predicted=25.722759, expected=12.000000 predicted=14.044256, expected=24.000000 predicted=20.733665, expected=8.000000 predicted=14.577336, expected=8.000000 predicted=11.519839, expected=16.000000 predicted=11.658156, expected=32.000000 predicted=23.673178, expected=12.000000 predicted=18.232747, expected=16.000000 predicted=16.938820, expected=8.000000 predicted=10.252596, expected=20.000000 predicted=17.308455, expected=16.000000 predicted=15.653176, expected=16.000000 predicted=17.014564, expected=4.000000 predicted=9.070065, expected=8.000000 predicted=8.831320, expected=28.000000 predicted=17.863162, expected=4.000000 predicted=12.356016, expected=20.000000 predicted=16.303774, expected=20.000000 predicted=15.517801, expected=44.000000 predicted=33.335064, expected=16.000000 predicted=23.428920, expected=8.000000 predicted=16.766187, expected=16.000000 predicted=12.882755, expected=40.000000 predicted=28.994537, expected=4.000000 predicted=17.306721, expected=16.000000 predicted=16.353332, expected=4.000000 predicted=6.652602, expected=4.000000 predicted=9.041610, expected=12.000000 predicted=8.111382, expected=20.000000 predicted=15.110956, expected=28.000000 predicted=22.032276, expected=12.000000 predicted=16.951472, expected=20.000000 predicted=18.307063, expected=12.000000 predicted=14.067404, expected=20.000000 predicted=18.783725, expected=8.000000 predicted=12.092924, expected=4.000000 predicted=8.867281, expected=4.000000 predicted=4.872974, expected=16.000000 predicted=11.209129, expected=16.000000 predicted=13.871861, expected=24.000000 predicted=19.463521, expected=8.000000 predicted=12.979484, expected=20.000000 predicted=16.983555, expected=8.000000 predicted=11.321337, expected=16.000000 predicted=15.448132, expected=8.000000 predicted=9.951970, expected=24.000000 predicted=18.302343, expected=36.000000 predicted=26.323633, expected=12.000000 predicted=20.996315, expected=28.000000 predicted=23.440102, expected=24.000000 predicted=22.199022, expected=24.000000 predicted=26.129510, expected=12.000000 predicted=17.119475, expected=12.000000 predicted=14.776693, expected=32.000000 predicted=22.744290, expected=4.000000 predicted=14.562775, expected=20.000000 predicted=17.498546, expected=24.000000 predicted=17.943785, expected=16.000000 predicted=20.532750, expected=24.000000 predicted=20.589230, expected=12.000000 predicted=15.927736, expected=4.000000 predicted=10.963571, expected=24.000000 predicted=15.821342, expected=8.000000 predicted=12.855469, expected=32.000000 predicted=23.546071, expected=20.000000 predicted=19.624813, expected=32.000000 predicted=28.619408, expected=24.000000 predicted=23.929281, expected=48.000000 predicted=37.859895, expected=4.000000 predicted=20.257822, expected=32.000000 predicted=27.041042, expected=4.000000 predicted=12.156783, expected=20.000000 predicted=20.272929, expected=24.000000 predicted=18.229578, expected=24.000000 predicted=24.241793, expected=20.000000 predicted=20.909028, expected=16.000000 predicted=18.176946, expected=28.000000 predicted=22.968810, expected=24.000000 predicted=23.928678, expected=20.000000 predicted=22.716160, expected=8.000000 predicted=14.128562, expected=28.000000 predicted=20.922988, expected=40.000000 predicted=30.579126, expected=16.000000 predicted=25.508152, expected=4.000000 predicted=13.178039, expected=16.000000 predicted=12.501553, expected=16.000000 predicted=15.952627, expected=16.000000 predicted=16.899442, expected=16.000000 predicted=15.103585, expected=20.000000 predicted=17.723888, expected=24.000000 predicted=21.063612, expected=36.000000 predicted=28.808795, expected=12.000000 predicted=20.792629, expected=28.000000 predicted=24.224723, expected=20.000000 predicted=20.597735, expected=12.000000 predicted=18.939569, expected=16.000000 predicted=15.240871, expected=20.000000 predicted=17.936198, expected=12.000000 predicted=15.804033, expected=12.000000 predicted=13.365361, expected=16.000000 predicted=13.965105, expected=28.000000 predicted=21.674746, expected=28.000000 predicted=25.200410, expected=48.000000 predicted=36.857725, expected=28.000000 predicted=32.387924, expected=12.000000 predicted=23.222077, expected=32.000000 predicted=24.833241, expected=16.000000 predicted=21.923554, expected=4.000000 predicted=14.495105, expected=28.000000 predicted=17.977714, expected=32.000000 predicted=26.215792, expected=24.000000 predicted=27.247907, expected=4.000000 predicted=13.723430, expected=20.000000 predicted=16.073811, expected=28.000000 predicted=22.093742, expected=4.000000 predicted=15.365501, expected=28.000000 predicted=19.862339, expected=12.000000 predicted=14.862774, expected=8.000000 predicted=14.386821, expected=8.000000 predicted=8.115865, expected=12.000000 predicted=11.144078, expected=16.000000 predicted=13.742271, expected=12.000000 predicted=12.934106, expected=4.000000 predicted=8.348920, expected=24.000000 predicted=15.467568, expected=12.000000 predicted=14.188741, expected=16.000000 predicted=16.396733, expected=4.000000 predicted=8.160391, expected=16.000000 predicted=13.113806, expected=20.000000 predicted=15.760153, expected=12.000000 predicted=15.437590, expected=24.000000 predicted=18.656613, expected=4.000000 predicted=11.212394, expected=24.000000 predicted=18.404037, expected=8.000000 predicted=11.728061, expected=12.000000 predicted=14.073734, expected=8.000000 predicted=8.594909, expected=32.000000 predicted=21.499002, expected=32.000000 predicted=26.655734, expected=12.000000 predicted=21.023288, expected=32.000000 predicted=24.335453, expected=16.000000 predicted=20.212720, expected=20.000000 predicted=22.330957, expected=16.000000 predicted=16.620116, expected=4.000000 predicted=11.865773, expected=72.000000 predicted=40.200214, expected=28.000000 predicted=35.713229, expected=48.000000 predicted=45.126318, expected=60.000000 predicted=45.660483, expected=96.000000 predicted=76.459394, expected=36.000000 predicted=57.141058, expected=192.000000 predicted=119.456799, expected=80.000000 predicted=105.355603, expected=272.000000 predicted=180.636412, expected=96.000000 predicted=163.297290, expected=92.000000 predicted=119.997506, expected=140.000000 predicted=113.290089, expected=76.000000 predicted=114.929054, expected=132.000000 predicted=114.524528, expected=4.000000 predicted=68.263730, expected=120.000000 predicted=78.803642, expected=76.000000 predicted=82.573516, expected=4.000000 predicted=60.193893, expected=68.000000 predicted=35.999994, expected=116.000000 predicted=82.239588, expected=68.000000 predicted=86.068736, expected=24.000000 predicted=53.146309, expected=12.000000 predicted=31.545678, expected=24.000000 predicted=27.111798, expected=20.000000 predicted=22.168396, expected=16.000000 predicted=18.118011, expected=12.000000 predicted=14.554305, expected=20.000000 predicted=16.993855, expected=8.000000 predicted=13.686156, expected=4.000000 predicted=8.670937, expected=8.000000 predicted=6.820947, expected=12.000000 predicted=9.890317, expected=4.000000 predicted=7.448973, expected=28.000000 predicted=14.982899, expected=28.000000 predicted=22.901120, expected=4.000000 predicted=17.026687, expected=12.000000 predicted=11.153238, expected=4.000000 predicted=9.170592, expected=16.000000 predicted=11.601789, expected=16.000000 predicted=12.752572, expected=4.000000 predicted=10.874296, expected=20.000000 predicted=12.356378, expected=36.000000 predicted=23.983450, expected=12.000000 predicted=22.055454, expected=16.000000 predicted=16.766442, expected=16.000000 predicted=16.224216, expected=4.000000 predicted=12.629768, expected=16.000000 predicted=10.868735, expected=16.000000 predicted=14.165627, expected=8.000000 predicted=12.576074, expected=28.000000 predicted=16.986952, expected=24.000000 predicted=22.568772, expected=4.000000 predicted=15.800171, expected=8.000000 predicted=9.151555, expected=12.000000 predicted=10.831638, expected=4.000000 predicted=8.636099, expected=8.000000 predicted=6.492843, expected=36.000000 predicted=18.885809, expected=8.000000 predicted=18.332117, expected=12.000000 predicted=13.694766, expected=4.000000 predicted=8.188842, expected=32.000000 predicted=19.265001, expected=4.000000 predicted=13.823637, expected=28.000000 predicted=18.757415, expected=12.000000 predicted=16.106587, expected=4.000000 predicted=12.975737, expected=40.000000 predicted=19.567105, expected=16.000000 predicted=23.910644, expected=16.000000 predicted=19.138375, expected=12.000000 predicted=13.757060, expected=12.000000 predicted=15.165331, expected=4.000000 predicted=8.551851, expected=12.000000 predicted=9.343602, expected=24.000000 predicted=15.476103, expected=4.000000 predicted=12.961981, expected=20.000000 predicted=13.611851, expected=4.000000 predicted=10.647606, expected=20.000000 predicted=14.503996, expected=28.000000 predicted=19.245430, expected=20.000000 predicted=23.006128, expected=12.000000 predicted=16.718633, expected=48.000000 predicted=28.844374, expected=12.000000 predicted=26.242177, expected=4.000000 predicted=14.970550, expected=28.000000 predicted=15.856063, expected=68.000000 predicted=41.907021, expected=8.000000 predicted=32.246624, expected=44.000000 predicted=32.336628, expected=44.000000 predicted=37.924634, expected=28.000000 predicted=39.116392, expected=12.000000 predicted=22.484600, expected=32.000000 predicted=25.664125, expected=8.000000 predicted=19.657812, expected=40.000000 predicted=25.787269, expected=4.000000 predicted=18.347263, expected=44.000000 predicted=27.803915, expected=40.000000 predicted=33.289407, expected=12.000000 predicted=29.389970, expected=12.000000 predicted=16.330877, expected=28.000000 predicted=21.289279, expected=12.000000 predicted=19.265868, expected=20.000000 predicted=17.485398, expected=12.000000 predicted=15.171573, expected=24.000000 predicted=19.220041, expected=12.000000 predicted=16.238474, expected=8.000000 predicted=12.975101, expected=28.000000 predicted=17.027011, expected=16.000000 predicted=19.483737, expected=8.000000 predicted=14.288417, expected=20.000000 predicted=14.440792, expected=8.000000 predicted=13.844032, expected=8.000000 predicted=10.298284, expected=16.000000 predicted=11.277977, expected=20.000000 predicted=16.443110, expected=28.000000 predicted=21.414218, expected=20.000000 predicted=22.104087, expected=28.000000 predicted=24.408352, expected=16.000000 predicted=21.490543, expected=16.000000 predicted=18.886428, expected=20.000000 predicted=17.934162, expected=28.000000 predicted=22.975478, expected=16.000000 predicted=20.813184, expected=12.000000 predicted=16.511583, expected=8.000000 predicted=11.897345, expected=16.000000 predicted=13.231673, expected=12.000000 predicted=12.806475, expected=16.000000 predicted=14.110776, expected=24.000000 predicted=17.979860, expected=16.000000 predicted=18.880363, expected=20.000000 predicted=18.648052, expected=40.000000 predicted=27.165121, expected=20.000000 predicted=27.418215, expected=4.000000 predicted=16.708294, expected=16.000000 predicted=13.145156, expected=40.000000 predicted=25.186715, expected=20.000000 predicted=25.821020, expected=12.000000 predicted=19.025573, expected=24.000000 predicted=19.144125, expected=12.000000 predicted=18.317579, expected=20.000000 predicted=17.377915, expected=4.000000 predicted=11.816486, expected=12.000000 predicted=11.332315, expected=28.000000 predicted=16.969405, expected=16.000000 predicted=19.633992, expected=20.000000 predicted=18.637318, expected=36.000000 predicted=25.508781, expected=48.000000 predicted=37.389247, expected=32.000000 predicted=37.058241, expected=28.000000 predicted=32.669270, expected=8.000000 predicted=21.872743, expected=28.000000 predicted=22.294522, expected=28.000000 predicted=24.602728, expected=8.000000 predicted=19.526589, expected=16.000000 predicted=14.747192, expected=16.000000 predicted=15.871459, expected=36.000000 predicted=24.401965, expected=16.000000 predicted=22.316262, expected=8.000000 predicted=16.353823, expected=40.000000 predicted=23.185345, expected=12.000000 predicted=22.945021, expected=16.000000 predicted=18.186105, expected=16.000000 predicted=15.328154, expected=24.000000 predicted=20.887238, expected=24.000000 predicted=21.299458, expected=24.000000 predicted=23.433039, expected=24.000000 predicted=23.569293, expected=32.000000 predicted=27.307754, expected=32.000000 predicted=30.002985, expected=32.000000 predicted=31.381998, expected=28.000000 predicted=29.999362, expected=40.000000 predicted=33.908744, expected=32.000000 predicted=34.156547, expected=4.000000 predicted=22.194791, expected=20.000000 predicted=17.294373, expected=36.000000 predicted=25.163396, expected=16.000000 predicted=24.127220, expected=16.000000 predicted=18.455805, expected=16.000000 predicted=17.015084, expected=24.000000 predicted=20.494000, expected=16.000000 predicted=18.450473, expected=32.000000 predicted=23.715528, expected=12.000000 predicted=20.257782, expected=24.000000 predicted=21.080050, expected=24.000000 predicted=21.577161, expected=44.000000 predicted=32.277785, expected=16.000000 predicted=26.928824, expected=8.000000 predicted=18.526757, expected=28.000000 predicted=19.146022, expected=20.000000 predicted=22.211840, expected=16.000000 predicted=18.762802, expected=36.000000 predicted=24.375223, expected=24.000000 predicted=27.248900, expected=32.000000 predicted=28.688270, expected=8.000000 predicted=20.350185, expected=60.000000 predicted=34.874303, expected=28.000000 Test MSE: 458.284
[array([12.89996944]), array([79.22442274]), array([69.42226475]), array([11.23434047]), array([13.60673297]), array([30.86079457]), array([48.9027257]), array([20.90200623]), array([5.99615384]), array([16.27969273]), array([12.83472019]), array([18.25420688]), array([45.78824781]), array([113.30774168]), array([10.78900031]), array([21.96218732]), array([35.61660315]), array([59.72443704]), array([43.48721448]), array([20.24562692]), array([81.14527312]), array([15.38737986]), array([45.93285743]), array([21.17687226]), array([102.10031116]), array([28.66655329]), array([17.72680219]), array([20.53709897]), array([23.07890171]), array([37.07561503]), array([66.19461295]), array([92.38020993]), array([27.07631301]), array([24.60810832]), array([12.7035931]), array([11.52701792]), array([50.63933959]), array([117.35326265]), array([61.57080217]), array([13.86248682]), array([40.02723933]), array([32.38984016]), array([5.43223145]), array([31.1489864]), array([10.69662061]), array([8.49614889]), array([25.64404717]), array([25.5099014]), array([26.77603191]), array([6.13120303]), array([46.8923027]), array([11.73385497]), array([98.94550297]), array([29.98807404]), array([13.95142447]), array([152.62685567]), array([65.38610528]), array([34.36479792]), array([30.81337906]), array([62.05309345]), array([15.39240897]), array([45.73804421]), array([15.32802851]), array([12.19063764]), array([6.38400724]), array([16.63170982]), array([14.86155703]), array([12.88501665]), array([68.39571349]), array([19.28017984]), array([15.00332061]), array([25.22015623]), array([19.81689186]), array([19.04343423]), array([109.41873241]), array([96.25112182]), array([15.8975187]), array([43.57937543]), array([46.6378444]), array([54.15690736]), array([35.63714422]), array([8.73589941]), array([51.64132215]), array([34.60965018]), array([20.25914604]), array([81.09238387]), array([89.62515338]), array([24.74188151]), array([12.82548107]), array([21.54983221]), array([58.00120518]), array([110.48310235]), array([137.68702675]), array([7.24976138]), array([8.78299918]), array([84.17528614]), array([31.0717864]), array([13.4170892]), array([13.20222904]), array([48.77458984]), array([10.93947933]), array([15.85239965]), array([7.40808717]), array([19.17533779]), array([67.37394451]), array([8.04749926]), array([8.36011553]), array([81.41281207]), array([35.69680206]), array([9.93652385]), array([27.87971143]), array([198.43023447]), array([55.92729892]), array([15.99231966]), array([10.96285935]), array([26.24237134]), array([71.23136945]), array([24.02454739]), array([34.77009095]), array([18.69013851]), array([28.61463199]), array([19.30101128]), array([34.55942935]), array([37.52765134]), array([22.75739955]), array([12.57657976]), array([51.62707038]), array([20.07049572]), array([79.40890748]), array([28.10730564]), array([25.2165427]), array([30.01075689]), array([23.97848501]), array([15.36949222]), array([14.97049269]), array([26.87700861]), array([68.4863044]), array([32.77818204]), array([72.0360001]), array([41.28016276]), array([21.90858257]), array([11.64250412]), array([74.10479005]), array([190.52812707]), array([70.77685107]), array([27.43095874]), array([14.06353102]), array([40.00312055]), array([13.19743784]), array([28.65095216]), array([27.27916014]), array([28.57117991]), array([24.19059046]), array([13.62399513]), array([63.01932518]), array([73.99964939]), array([82.62331692]), array([38.1445538]), array([18.20918763]), array([63.38797127]), array([25.93635309]), array([38.69783973]), array([25.90555179]), array([8.83846756]), array([5.57572708]), array([39.06196514]), array([217.5989128]), array([31.6701293]), array([26.87105401]), array([11.58233001]), array([11.60093966]), array([88.27689579]), array([37.85335456]), array([7.47826241]), array([16.12615999]), array([27.43377716]), array([771.59467727]), array([119.85390937]), array([26.59820299]), array([12.76135271]), array([51.11578965]), array([27.7916582]), array([21.93939947]), array([5.25613627]), array([61.44099289]), array([29.96124031]), array([8.37909687]), array([15.12746364]), array([35.26770531]), array([75.21385606]), array([48.26712247]), array([81.26801879]), array([94.57662297]), array([23.83557929]), array([43.45796866]), array([27.09022821]), array([18.64887619]), array([179.2911569]), array([13.1865962]), array([16.44269026]), array([91.94656471]), array([22.16741504]), array([16.51686363]), array([71.8287792]), array([43.72675917]), array([56.20606492]), array([279.70514967]), array([20.21208898]), array([16.56499301]), array([14.23483625]), array([13.71186783]), array([92.19111195]), array([61.36483317]), array([29.88254487]), array([4.68905641]), array([5.62559636]), array([13.88453795]), array([59.30872496]), array([19.28836653]), array([59.0644214]), array([6.74092571]), array([14.05679389]), array([48.18240129]), array([88.28951763]), array([246.59697554]), array([49.9212206]), array([42.44618738]), array([226.87518419]), array([58.09466615]), array([9.11666329]), array([12.0167984]), array([6.52971703]), array([10.08720474]), array([19.37115819]), array([20.10981872]), array([40.29800577]), array([112.27290754]), array([25.32307052]), array([68.25708946]), array([29.58795733]), array([189.47564903]), array([15.54689052]), array([4.9469838]), array([35.5657171]), array([329.70776259]), array([7.00035105]), array([38.37519928]), array([14.1296539]), array([120.4310817]), array([125.37941982]), array([61.9845426]), array([159.1499151]), array([54.66696295]), array([57.13975036]), array([42.14963097]), array([25.7324475]), array([16.61852857]), array([39.80445764]), array([121.30115076]), array([45.25546153]), array([25.0994942]), array([23.49843809]), array([50.21340249]), array([26.09771277]), array([12.50016236]), array([51.29653695]), array([27.52774124]), array([18.20147374]), array([15.26736992]), array([24.6503167]), array([54.39117701]), array([27.98283223]), array([38.09647188]), array([116.99233344]), array([6.61813602]), array([11.51075116]), array([9.60783715]), array([81.99567405]), array([5.38662326]), array([35.85431922]), array([5.29318826]), array([8.30655617]), array([24.28241213]), array([7.14933211]), array([31.94650454]), array([22.71807582]), array([39.1806543]), array([14.64038586]), array([17.03141097]), array([4.73471997]), array([10.36648664]), array([17.84363944]), array([68.27986696]), array([11.72652139]), array([11.87790126]), array([60.15571355]), array([109.37652371]), array([74.04376825]), array([34.24980506]), array([20.13706637]), array([29.76566756]), array([10.84250289]), array([60.7743412]), array([74.16702362]), array([92.72045353]), array([20.12802857]), array([60.36643524]), array([23.24289215]), array([38.75585987]), array([128.49641343]), array([6.2179582]), array([58.10355869]), array([14.26786355]), array([301.11462524]), array([90.35846104]), array([347.2967517]), array([22.20072466]), array([25.14297369]), array([95.56720555]), array([29.9407132]), array([31.86251906]), array([70.47621443]), array([32.28487083]), array([35.26971104]), array([27.38832002]), array([71.93888055]), array([45.92051112]), array([7.85776411]), array([24.81468503]), array([37.95958619]), array([381.59131904]), array([34.87430287])] predicted=69.029495, expected=92.000000 predicted=74.601824, expected=40.000000 predicted=72.185137, expected=112.000000 predicted=68.602956, expected=96.000000 predicted=74.527680, expected=40.000000 predicted=76.911543, expected=28.000000 predicted=66.882339, expected=48.000000 predicted=58.027921, expected=60.000000 predicted=61.860766, expected=48.000000 predicted=53.235287, expected=124.000000 predicted=58.647471, expected=152.000000 predicted=79.729614, expected=80.000000 predicted=89.781120, expected=80.000000 predicted=91.973296, expected=80.000000 predicted=92.379777, expected=52.000000 predicted=92.427536, expected=60.000000 predicted=81.891752, expected=108.000000 predicted=75.722444, expected=72.000000 predicted=76.343330, expected=68.000000 predicted=74.358560, expected=112.000000 predicted=78.595869, expected=104.000000 predicted=88.088291, expected=36.000000 predicted=84.372918, expected=72.000000 predicted=76.095742, expected=92.000000 predicted=78.704678, expected=108.000000 predicted=87.517702, expected=56.000000 predicted=79.664090, expected=64.000000 predicted=71.512141, expected=76.000000 predicted=76.460605, expected=76.000000 predicted=77.785951, expected=56.000000 predicted=72.663228, expected=84.000000 predicted=68.601405, expected=116.000000 predicted=78.964815, expected=24.000000 predicted=73.260226, expected=40.000000 predicted=65.259924, expected=84.000000 predicted=64.868886, expected=44.000000 predicted=64.325807, expected=60.000000 predicted=61.614788, expected=72.000000 predicted=54.235642, expected=132.000000 predicted=72.681173, expected=92.000000 predicted=83.153525, expected=88.000000 predicted=83.816079, expected=112.000000 predicted=93.168822, expected=36.000000 predicted=88.084529, expected=56.000000 predicted=83.979843, expected=104.000000 predicted=79.090514, expected=60.000000 predicted=75.773035, expected=68.000000 predicted=73.500285, expected=92.000000 predicted=69.437624, expected=64.000000 predicted=73.932669, expected=48.000000 predicted=72.577787, expected=88.000000 predicted=69.158286, expected=88.000000 predicted=74.309068, expected=116.000000 predicted=84.081855, expected=92.000000 predicted=84.807862, expected=92.000000 predicted=88.560203, expected=72.000000 predicted=90.945793, expected=52.000000 predicted=83.842802, expected=56.000000 predicted=77.825391, expected=108.000000 predicted=77.339605, expected=72.000000 predicted=76.046430, expected=72.000000 predicted=73.444187, expected=68.000000 predicted=71.297783, expected=68.000000 predicted=73.033860, expected=112.000000 predicted=83.013056, expected=92.000000 predicted=81.876055, expected=92.000000 predicted=85.640933, expected=76.000000 predicted=85.087055, expected=72.000000 predicted=84.490001, expected=48.000000 predicted=80.491131, expected=96.000000 predicted=78.031254, expected=64.000000 predicted=74.413540, expected=84.000000 predicted=73.969968, expected=128.000000 predicted=82.839382, expected=120.000000 predicted=92.011308, expected=76.000000 predicted=96.832415, expected=16.000000 predicted=80.477928, expected=88.000000 predicted=81.757881, expected=76.000000 predicted=81.520954, expected=60.000000 predicted=73.137622, expected=64.000000 predicted=64.072776, expected=96.000000 predicted=66.573990, expected=48.000000 predicted=72.061608, expected=60.000000 predicted=67.377588, expected=88.000000 predicted=68.631587, expected=48.000000 predicted=67.007552, expected=48.000000 predicted=64.631178, expected=100.000000 predicted=64.771939, expected=108.000000 predicted=75.929176, expected=64.000000 predicted=78.167958, expected=64.000000 predicted=72.886918, expected=76.000000 predicted=75.251676, expected=52.000000 predicted=75.814285, expected=52.000000 predicted=68.600245, expected=60.000000 predicted=60.473583, expected=116.000000 predicted=69.998328, expected=28.000000 predicted=65.116146, expected=68.000000 predicted=63.327857, expected=80.000000 predicted=66.264783, expected=68.000000 predicted=69.470190, expected=68.000000 predicted=72.155783, expected=104.000000 predicted=69.845648, expected=100.000000 predicted=82.128566, expected=96.000000 predicted=87.665967, expected=88.000000 predicted=88.365519, expected=68.000000 predicted=86.847293, expected=60.000000 predicted=84.562607, expected=76.000000 predicted=79.724817, expected=64.000000 predicted=74.359779, expected=60.000000 predicted=69.141790, expected=52.000000 predicted=62.912608, expected=80.000000 predicted=64.729938, expected=84.000000 predicted=69.547402, expected=40.000000 predicted=64.080667, expected=96.000000 predicted=68.952838, expected=108.000000 predicted=76.705694, expected=112.000000 predicted=88.477428, expected=156.000000 predicted=102.670384, expected=40.000000 predicted=93.663954, expected=60.000000 predicted=94.263450, expected=48.000000 predicted=83.181841, expected=24.000000 predicted=69.393307, expected=84.000000 predicted=67.314976, expected=92.000000 predicted=58.649877, expected=56.000000 predicted=62.846972, expected=84.000000 predicted=66.161406, expected=80.000000 predicted=69.714212, expected=48.000000 predicted=73.669091, expected=68.000000 predicted=70.842514, expected=88.000000 predicted=69.844112, expected=108.000000 predicted=80.266037, expected=64.000000 predicted=77.773425, expected=100.000000 predicted=80.256410, expected=100.000000 predicted=87.758976, expected=76.000000 predicted=89.572669, expected=88.000000 predicted=89.602564, expected=96.000000 predicted=86.803110, expected=200.000000 predicted=111.668176, expected=76.000000 predicted=109.082267, expected=64.000000 predicted=101.788983, expected=68.000000 predicted=95.449336, expected=64.000000 predicted=90.354892, expected=52.000000 predicted=85.508907, expected=72.000000 predicted=65.552593, expected=64.000000 predicted=63.739962, expected=48.000000 predicted=61.327408, expected=36.000000 predicted=55.266891, expected=72.000000 predicted=56.235026, expected=40.000000 predicted=54.670798, expected=60.000000 predicted=53.747063, expected=72.000000 predicted=54.977464, expected=76.000000 predicted=60.030592, expected=40.000000 predicted=60.719147, expected=88.000000 predicted=62.836440, expected=60.000000 predicted=65.515179, expected=60.000000 predicted=66.234609, expected=56.000000 predicted=63.149348, expected=104.000000 predicted=67.791065, expected=96.000000 predicted=78.558867, expected=48.000000 predicted=72.243851, expected=32.000000 predicted=65.280208, expected=72.000000 predicted=65.280382, expected=72.000000 predicted=69.124434, expected=124.000000 predicted=76.011236, expected=120.000000 predicted=81.445298, expected=116.000000 predicted=92.598108, expected=52.000000 predicted=93.201044, expected=60.000000 predicted=88.179274, expected=84.000000 predicted=89.559641, expected=56.000000 predicted=79.676302, expected=72.000000 predicted=73.648938, expected=76.000000 predicted=66.694603, expected=112.000000 predicted=77.504901, expected=72.000000 predicted=80.054088, expected=56.000000 predicted=74.398317, expected=56.000000 predicted=72.383012, expected=40.000000 predicted=65.999330, expected=68.000000 predicted=66.158768, expected=104.000000 predicted=66.763965, expected=124.000000 predicted=77.661328, expected=80.000000 predicted=81.713176, expected=40.000000 predicted=75.912440, expected=64.000000 predicted=77.185954, expected=12.000000 predicted=66.586203, expected=60.000000 predicted=61.636128, expected=128.000000 predicted=65.204772, expected=116.000000 predicted=73.765968, expected=80.000000 predicted=80.745790, expected=84.000000 predicted=80.250595, expected=124.000000 predicted=97.557312, expected=84.000000 predicted=102.396477, expected=120.000000 predicted=102.816479, expected=108.000000 predicted=100.497483, expected=84.000000 predicted=100.405281, expected=88.000000 predicted=100.846420, expected=168.000000 predicted=109.047572, expected=116.000000 predicted=115.708602, expected=104.000000 predicted=113.601750, expected=128.000000 predicted=114.699027, expected=220.000000 predicted=138.366178, expected=208.000000 predicted=162.150020, expected=108.000000 predicted=150.592331, expected=192.000000 predicted=161.343437, expected=136.000000 predicted=162.049951, expected=88.000000 predicted=156.179398, expected=132.000000 predicted=142.625286, expected=196.000000 predicted=140.850948, expected=200.000000 predicted=160.908667, expected=184.000000 predicted=161.458496, expected=132.000000 predicted=156.328443, expected=176.000000 predicted=168.731083, expected=124.000000 predicted=165.664565, expected=144.000000 predicted=158.875268, expected=148.000000 predicted=150.949753, expected=164.000000 predicted=148.102382, expected=160.000000 predicted=154.327103, expected=132.000000 predicted=145.763377, expected=164.000000 predicted=152.272737, expected=120.000000 predicted=146.601880, expected=160.000000 predicted=150.069758, expected=180.000000 predicted=153.763732, expected=236.000000 predicted=168.975662, expected=204.000000 predicted=182.099327, expected=188.000000 predicted=184.128181, expected=196.000000 predicted=194.268977, expected=400.000000 predicted=239.241399, expected=196.000000 predicted=240.390798, expected=264.000000 predicted=247.114155, expected=280.000000 predicted=254.943632, expected=1124.000000 predicted=433.437109, expected=208.000000 predicted=449.183169, expected=240.000000 predicted=406.423233, expected=208.000000 predicted=481.367608, expected=152.000000 predicted=350.387854, expected=188.000000 predicted=378.499608, expected=248.000000 predicted=207.009786, expected=240.000000 predicted=213.637801, expected=212.000000 predicted=211.980372, expected=196.000000 predicted=208.581846, expected=216.000000 predicted=215.534379, expected=888.000000 predicted=355.803599, expected=272.000000 predicted=352.855561, expected=256.000000 predicted=342.477654, expected=228.000000 predicted=371.493133, expected=244.000000 predicted=329.458703, expected=256.000000 predicted=358.518907, expected=152.000000 predicted=229.975365, expected=176.000000 predicted=214.726151, expected=220.000000 predicted=212.492182, expected=184.000000 predicted=200.377991, expected=200.000000 predicted=197.178829, expected=204.000000 predicted=193.215552, expected=192.000000 predicted=195.665227, expected=200.000000 predicted=200.096133, expected=244.000000 predicted=206.792907, expected=212.000000 predicted=209.971480, expected=236.000000 predicted=216.517713, expected=236.000000 predicted=223.915597, expected=140.000000 predicted=208.287759, expected=140.000000 predicted=196.734914, expected=176.000000 predicted=187.656722, expected=200.000000 predicted=183.953974, expected=148.000000 predicted=171.367507, expected=156.000000 predicted=161.508907, expected=172.000000